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<SAMPLE_SET xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
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      <PRIMARY_ID>SRS11196327</PRIMARY_ID>
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    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
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        <VALUE>WES_N_NEOPS_10</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_10</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619527</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634446</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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        <VALUE>DNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <PRIMARY_ID>SRS11196328</PRIMARY_ID>
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    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <PRIMARY_ID>SRS11196329</PRIMARY_ID>
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    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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        <TAG>gap_subject_id</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>DNA</VALUE>
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      <PRIMARY_ID>SRS11196330</PRIMARY_ID>
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    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <PRIMARY_ID>SRS11196331</PRIMARY_ID>
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    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
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    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
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  <SAMPLE alias="WES_N_NEOPS_28" accession="SRS11196334">
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      <PRIMARY_ID>SRS11196334</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865027</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_28</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_28</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_28</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_28</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_28</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619541</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634460</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_25" accession="SRS11196335">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196335</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865037</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_25</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_25</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_25</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_25</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_25</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619540</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634459</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_23" accession="SRS11196336">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196336</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865003</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_23</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_23</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_23</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_23</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_23</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619539</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634458</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_21" accession="SRS11196337">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196337</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865036</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_21</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_21</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_21</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_21</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_21</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619538</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634457</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_20" accession="SRS11196338">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196338</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865016</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_20</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_20</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_20</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_20</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_20</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619537</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634456</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_1" accession="SRS11196339">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196339</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865048</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_1</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_1</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_1</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_1</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619526</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634445</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>Yes</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
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    </SAMPLE_ATTRIBUTES>
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  <SAMPLE alias="WES_N_NEOPS_19" accession="SRS11196340">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196340</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864969</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_19</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_19</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_19</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_19</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_19</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619535</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634454</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_18" accession="SRS11196341">
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      <PRIMARY_ID>SRS11196341</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865021</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_18</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_18</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_18</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_18</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_18</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619534</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634453</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_17" accession="SRS11196342">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196342</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865000</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_17</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_17</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_17</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_17</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_17</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619533</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634452</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_8" accession="SRS11196343">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196343</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865038</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_8</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_8</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_8</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_8</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_8</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619572</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634491</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_25" accession="SRS11196344">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196344</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865095</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_25</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_25</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_25</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_25</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_25</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619592</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634459</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_83" accession="SRS11196345">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196345</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865084</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_83</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_83</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_83</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_83</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_83</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619576</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634495</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_82" accession="SRS11196346">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196346</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865030</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_82</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_82</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_82</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_82</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_82</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619575</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634494</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_40" accession="SRS11196347">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196347</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864975</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_40</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_40</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_40</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_40</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_40</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619549</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634468</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_3" accession="SRS11196348">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196348</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865093</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_3</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_3</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_3</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_3</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_3</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619543</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634462</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_38" accession="SRS11196349">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196349</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864963</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_38</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_38</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_38</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_38</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_38</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619548</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634467</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_37" accession="SRS11196350">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196350</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865039</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_37</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_37</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_37</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_37</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_37</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619547</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634466</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_82" accession="SRS11196351">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196351</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865024</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_82</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_82</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_82</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_82</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_82</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619626</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634494</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>DNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
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      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_83" accession="SRS11196352">
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      <PRIMARY_ID>SRS11196352</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864968</EXTERNAL_ID>
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_83</EXTERNAL_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>DNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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    </SAMPLE_ATTRIBUTES>
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  <SAMPLE alias="WES_T_NEOPS_8" accession="SRS11196353">
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      <PRIMARY_ID>SRS11196353</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <SAMPLE_ATTRIBUTE>
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  <SAMPLE alias="WES_T_NEOPS_9" accession="SRS11196354">
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      <PRIMARY_ID>SRS11196354</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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  <SAMPLE alias="WTS_T_NEOPS_10" accession="SRS11196355">
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_10</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_10</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_10</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619630</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634446</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>1</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_11" accession="SRS11196356">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196356</PRIMARY_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <SAMPLE_ATTRIBUTE>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_12" accession="SRS11196357">
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      <PRIMARY_ID>SRS11196357</PRIMARY_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <PRIMARY_ID>SRS11196358</PRIMARY_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_19</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
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    </SAMPLE_NAME>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_1" accession="SRS11196363">
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
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  </SAMPLE>
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_25</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_25</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_25</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_25</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619642</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634459</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_28" accession="SRS11196370">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196370</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865035</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_28</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_28</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_28</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_28</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_28</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619643</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634460</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_29" accession="SRS11196371">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196371</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865018</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_29</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_29</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_29</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_29</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_29</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619644</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634461</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_2" accession="SRS11196372">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196372</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864979</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_2</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_2</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_2</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_2</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_2</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619638</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634455</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_30" accession="SRS11196373">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196373</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865072</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_30</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_30</EXTERNAL_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_30</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_30</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634463</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_33" accession="SRS11196374">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196374</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865071</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_33</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_33</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_33</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_33</VALUE>
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        <TAG>submitted subject id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>RNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>GRU</VALUE>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_6" accession="SRS11196375">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196375</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865002</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_6</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_6</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_6</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_6</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_6</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619561</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634480</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_75" accession="SRS11196376">
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      <PRIMARY_ID>SRS11196376</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864996</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_75</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_75</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_75</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_75</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_75</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619570</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634489</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_79" accession="SRS11196377">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196377</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865009</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_79</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_79</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_79</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_79</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_79</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619571</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634490</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_7" accession="SRS11196378">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196378</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865012</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_7</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_7</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_7</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_7</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_7</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619569</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634488</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_80" accession="SRS11196379">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196379</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865076</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_80</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_80</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_80</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_80</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_80</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619573</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634492</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_81" accession="SRS11196380">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196380</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865061</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_81</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_81</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_81</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_81</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_81</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619574</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634493</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_35" accession="SRS11196381">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196381</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865006</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_35</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_35</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_35</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_35</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_35</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619546</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634465</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_54" accession="SRS11196382">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196382</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865066</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_54</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_54</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_54</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_54</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_54</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619556</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634475</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_33" accession="SRS11196383">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196383</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865042</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_33</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_33</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_33</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_33</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_33</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619545</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634464</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_30" accession="SRS11196384">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196384</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865034</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_30</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_30</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_30</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_30</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_30</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619544</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634463</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_2" accession="SRS11196385">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196385</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865008</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_2</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_2</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_2</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_2</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_2</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619536</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634455</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_13" accession="SRS11196386">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196386</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865007</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_13</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_13</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_13</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_13</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_13</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619582</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634449</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_42" accession="SRS11196387">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196387</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864956</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_42</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_42</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_42</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>WES_T_NEOPS_42</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_42</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>4619603</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_14" accession="SRS11196388">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196388</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864984</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_14</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_14</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>WES_T_NEOPS_14</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>Yes</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
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      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_16" accession="SRS11196389">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196389</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865022</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_16</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_16</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>WES_T_NEOPS_16</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_16</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634451</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>DNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_17" accession="SRS11196390">
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      <PRIMARY_ID>SRS11196390</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865070</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_17</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_17</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>WES_T_NEOPS_17</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_17</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_17</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619585</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634452</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_18" accession="SRS11196391">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196391</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865053</EXTERNAL_ID>
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_18</EXTERNAL_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
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        <TAG>submitted subject id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
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        <VALUE>DNA</VALUE>
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      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_19" accession="SRS11196392">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196392</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
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      <SAMPLE_ATTRIBUTE>
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  </SAMPLE>
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      <PRIMARY_ID>SRS11196393</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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  <SAMPLE alias="WES_T_NEOPS_20" accession="SRS11196394">
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      <PRIMARY_ID>SRS11196394</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
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      <EXTERNAL_ID namespace="BioSample">SAMN20865062</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_9</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_9</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_9</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_9</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_9</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619577</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634496</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_10" accession="SRS11196398">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196398</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864974</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_10</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_10</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_10</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_10</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_10</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619579</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634446</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_11" accession="SRS11196399">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196399</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864966</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_11</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_11</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_11</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_11</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_11</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619580</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634447</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_12" accession="SRS11196400">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196400</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864951</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_12</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_12</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_12</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_12</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_12</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619581</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634448</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_28" accession="SRS11196401">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196401</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865058</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_28</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_28</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_28</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_28</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_28</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619593</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634460</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_29" accession="SRS11196402">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196402</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865063</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_29</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_29</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_29</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_29</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619594</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634461</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_2" accession="SRS11196403">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196403</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864962</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_2</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_2</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_2</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_2</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_2</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619588</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634455</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_30" accession="SRS11196404">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196404</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865045</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_30</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_30</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_30</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_30</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_30</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619596</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634463</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_33" accession="SRS11196405">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196405</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864983</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_33</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_33</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_33</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_33</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_33</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619597</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634464</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_8" accession="SRS11196406">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196406</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865031</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_8</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_8</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_8</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_8</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_8</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619671</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634491</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_9" accession="SRS11196407">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196407</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865088</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_9</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_9</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_9</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_9</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_9</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634496</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_41" accession="SRS11196408">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196408</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865001</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_41</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_41</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_41</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_41</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_41</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619550</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634469</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>DNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_42" accession="SRS11196409">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196409</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865025</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_42</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_42</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>WES_N_NEOPS_42</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>DNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_43" accession="SRS11196410">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196410</PRIMARY_ID>
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      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_43</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_43</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>WES_N_NEOPS_43</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_43</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>NEOPS_43</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634471</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>DNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_44" accession="SRS11196411">
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      <PRIMARY_ID>SRS11196411</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864988</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_44</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_44</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_44</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_44</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_44</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619553</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634472</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_53" accession="SRS11196412">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196412</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865094</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_53</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_53</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_53</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_53</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_53</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619555</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634474</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_57" accession="SRS11196413">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196413</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865050</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_57</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_57</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_57</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_57</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_57</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619659</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634477</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_59" accession="SRS11196414">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196414</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865085</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_59</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_59</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_59</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_59</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_59</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619660</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634479</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_5" accession="SRS11196415">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196415</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865064</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_5</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_5</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_5</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_5</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_5</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619655</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634473</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_60" accession="SRS11196416">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196416</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864972</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_60</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_60</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_60</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_60</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_60</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619662</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634481</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_61" accession="SRS11196417">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196417</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865069</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_61</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_61</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_61</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_61</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_61</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619663</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634482</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_62" accession="SRS11196418">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196418</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865051</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_62</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_62</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_62</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_62</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_62</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619664</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634483</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_57" accession="SRS11196419">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196419</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865015</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_57</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_57</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_57</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_57</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_57</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619558</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634477</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_58" accession="SRS11196420">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196420</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865020</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_58</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_58</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_58</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_58</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_58</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619559</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634478</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_59" accession="SRS11196421">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196421</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865010</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_59</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_59</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_59</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_59</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_59</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619560</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634479</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_5" accession="SRS11196422">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196422</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865046</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_5</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_5</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_5</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_5</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_5</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619554</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634473</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_60" accession="SRS11196423">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196423</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865096</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_60</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_60</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_60</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_60</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_60</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619562</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634481</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_61" accession="SRS11196424">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196424</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865073</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_61</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_61</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_61</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_61</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_61</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619563</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634482</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_62" accession="SRS11196425">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196425</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864978</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_62</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_62</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_62</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_62</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_62</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619564</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634483</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_63" accession="SRS11196426">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196426</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865089</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_63</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_63</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_63</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_63</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_63</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619565</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634484</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_65" accession="SRS11196427">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196427</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864967</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_65</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_65</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_65</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_65</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_65</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619566</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634485</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_67" accession="SRS11196428">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196428</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865054</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_67</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_67</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_67</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_67</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_67</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619567</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634486</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_68" accession="SRS11196429">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196429</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865028</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_68</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_68</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_68</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_68</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_68</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619568</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634487</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>No</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_35" accession="SRS11196430">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196430</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864947</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_35</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_35</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_35</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_35</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_35</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619598</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634465</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_37" accession="SRS11196431">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196431</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865081</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_37</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_37</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_37</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_37</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_37</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619599</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634466</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_38" accession="SRS11196432">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196432</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864990</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_38</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_38</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
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    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
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        <TAG>gap_sample_id</TAG>
        <VALUE>4619600</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_3" accession="SRS11196433">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196433</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_40" accession="SRS11196434">
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      <PRIMARY_ID>SRS11196434</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <PRIMARY_ID>SRS11196435</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_54</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
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    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>WES_T_NEOPS_54</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
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        <VALUE>4619608</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634475</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>Melanoma</VALUE>
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      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_57" accession="SRS11196440">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196440</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_56" accession="SRS11196441">
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      <PRIMARY_ID>SRS11196441</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <PRIMARY_ID>SRS11196442</PRIMARY_ID>
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    <SAMPLE_NAME>
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      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_68</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_68</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_68</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_68</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_68</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619619</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634487</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_21" accession="SRS11196447">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196447</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864973</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_21</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_21</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_21</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_21</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619640</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634457</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_6" accession="SRS11196448">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196448</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864954</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_6</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_6</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <TAG>study name</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
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        <VALUE>WES_T_NEOPS_6</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_6</VALUE>
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        <TAG>gap_subject_id</TAG>
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      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>DNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_79" accession="SRS11196449">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196449</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864997</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_79</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_79</EXTERNAL_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>phs002388</VALUE>
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        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>WES_T_NEOPS_79</VALUE>
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        <TAG>submitted subject id</TAG>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
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  </SAMPLE>
  <SAMPLE alias="WES_T_NEOPS_75" accession="SRS11196450">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196450</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865092</EXTERNAL_ID>
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_75</EXTERNAL_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196451</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864977</EXTERNAL_ID>
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    <TITLE>Melanoma tumor DNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
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      <SAMPLE_ATTRIBUTE>
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  <SAMPLE alias="WES_T_NEOPS_80" accession="SRS11196452">
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      <PRIMARY_ID>SRS11196452</PRIMARY_ID>
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    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <SAMPLE_ATTRIBUTE>
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  <SAMPLE alias="WES_T_NEOPS_81" accession="SRS11196453">
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      <EXTERNAL_ID namespace="BioSample">SAMN20865078</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_T_NEOPS_81</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_T_NEOPS_81</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_T_NEOPS_81</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_T_NEOPS_81</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_81</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619625</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634493</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_35" accession="SRS11196454">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196454</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865029</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_35</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_35</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_35</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_35</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619648</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634465</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_37" accession="SRS11196455">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196455</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865068</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_37</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_37</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_37</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>WTS_T_NEOPS_37</VALUE>
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        <TAG>submitted subject id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>RNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
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      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_38" accession="SRS11196456">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196456</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864964</EXTERNAL_ID>
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_38</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
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        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <TAG>study design</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>WTS_T_NEOPS_38</VALUE>
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        <TAG>submitted subject id</TAG>
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        <TAG>gap_subject_id</TAG>
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      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_3" accession="SRS11196457">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196457</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864958</EXTERNAL_ID>
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    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      </SAMPLE_ATTRIBUTE>
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  <SAMPLE alias="WTS_T_NEOPS_40" accession="SRS11196458">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196458</PRIMARY_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
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      <SAMPLE_ATTRIBUTE>
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  <SAMPLE alias="WTS_T_NEOPS_43" accession="SRS11196460">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196460</PRIMARY_ID>
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_43</EXTERNAL_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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  <SAMPLE alias="WTS_T_NEOPS_42" accession="SRS11196461">
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      <PRIMARY_ID>SRS11196461</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864950</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_42</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_42</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_42</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_42</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_42</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619653</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634470</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_53" accession="SRS11196462">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196462</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864998</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_53</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_53</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_53</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_53</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_53</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619656</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634474</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_54" accession="SRS11196463">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196463</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865055</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_54</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_54</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_54</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_54</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_54</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619657</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634475</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_56" accession="SRS11196464">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196464</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864991</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_56</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_56</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_56</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_56</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_56</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619658</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634476</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_20" accession="SRS11196465">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196465</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865057</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_20</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_20</EXTERNAL_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_20</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_20</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634456</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_63" accession="SRS11196466">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196466</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864987</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_63</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_63</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>WTS_T_NEOPS_63</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>RNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>Yes</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WES_N_NEOPS_56" accession="SRS11196467">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196467</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864953</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WES_N_NEOPS_56</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WES_N_NEOPS_56</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Non-tumor DNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>NEOPS</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WES_N_NEOPS_56</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WES_N_NEOPS_56</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_56</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619557</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634476</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Blood</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>DNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_67" accession="SRS11196468">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196468</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865075</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_67</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_67</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_67</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_67</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_67</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619667</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634486</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_65" accession="SRS11196469">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196469</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864960</EXTERNAL_ID>
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_65</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_65</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
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        <TAG>gap_sample_id</TAG>
        <VALUE>4619666</VALUE>
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      <SAMPLE_ATTRIBUTE>
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        <VALUE>3634485</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
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      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
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        <VALUE>RNA</VALUE>
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      <SAMPLE_ATTRIBUTE>
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      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
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      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_68" accession="SRS11196470">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196470</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865019</EXTERNAL_ID>
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      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_68</EXTERNAL_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
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      <SAMPLE_ATTRIBUTE>
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        <TAG>submitted subject id</TAG>
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    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_6" accession="SRS11196471">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196471</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20864993</EXTERNAL_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <SAMPLE_ATTRIBUTE>
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        <TAG>submitted subject id</TAG>
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  <SAMPLE alias="WTS_T_NEOPS_75" accession="SRS11196472">
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      <PRIMARY_ID>SRS11196472</PRIMARY_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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      <PRIMARY_ID>SRS11196473</PRIMARY_ID>
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    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
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      <TAXON_ID>9606</TAXON_ID>
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  <SAMPLE alias="WTS_T_NEOPS_80" accession="SRS11196474">
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      <PRIMARY_ID>SRS11196474</PRIMARY_ID>
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    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
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  <SAMPLE alias="WTS_T_NEOPS_81" accession="SRS11196475">
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      <EXTERNAL_ID namespace="BioSample">SAMN20864957</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_81</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_81</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_81</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_81</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_81</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619673</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634493</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_82" accession="SRS11196476">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196476</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865091</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_82</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_82</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human female participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_82</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_82</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_82</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619674</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634494</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>female</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_83" accession="SRS11196477">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196477</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865077</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_83</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_83</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_83</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_83</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_83</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619675</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634495</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
  <SAMPLE alias="WTS_T_NEOPS_41" accession="SRS11196459">
    <IDENTIFIERS>
      <PRIMARY_ID>SRS11196459</PRIMARY_ID>
      <EXTERNAL_ID namespace="BioSample">SAMN20865011</EXTERNAL_ID>
      <EXTERNAL_ID namespace="dbGaP" label="Sample name">2388-WTS_T_NEOPS_41</EXTERNAL_ID>
      <EXTERNAL_ID namespace="phs002388" label="submitted sample id">WTS_T_NEOPS_41</EXTERNAL_ID>
    </IDENTIFIERS>
    <TITLE>Melanoma tumor RNA sample from a human male participant in the dbGaP study "Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade"</TITLE>
    <SAMPLE_NAME>
      <TAXON_ID>9606</TAXON_ID>
      <SCIENTIFIC_NAME>Homo sapiens</SCIENTIFIC_NAME>
    </SAMPLE_NAME>
    <SAMPLE_ATTRIBUTES>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_accession</TAG>
        <VALUE>phs002388</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitter handle</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository</TAG>
        <VALUE>NEOPS</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study name</TAG>
        <VALUE>Genomic and Transcriptomic Markers Associated with Response to Immune Checkpoint Blockade</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study design</TAG>
        <VALUE>Case Set</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>biospecimen repository sample id</TAG>
        <VALUE>WTS_T_NEOPS_41</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted sample id</TAG>
        <VALUE>WTS_T_NEOPS_41</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>submitted subject id</TAG>
        <VALUE>NEOPS_41</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_sample_id</TAG>
        <VALUE>4619652</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_subject_id</TAG>
        <VALUE>3634469</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>sex</TAG>
        <VALUE>male</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>study disease</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>histological type</TAG>
        <VALUE>Melanoma</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>analyte type</TAG>
        <VALUE>RNA</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>is tumor</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>subject is affected</TAG>
        <VALUE>Yes</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_code</TAG>
        <VALUE>1</VALUE>
      </SAMPLE_ATTRIBUTE>
      <SAMPLE_ATTRIBUTE>
        <TAG>gap_consent_short_name</TAG>
        <VALUE>GRU</VALUE>
      </SAMPLE_ATTRIBUTE>
    </SAMPLE_ATTRIBUTES>
  </SAMPLE>
</SAMPLE_SET>
