Loading…
Genomic scoring to determine clinical benefit of immunotherapy by targeted sequencing
Immune checkpoint inhibitors (ICIs) induce durable responses, but their clinical benefits apply to only a subset of patients. Therefore, precisely predicting a patient's response before ICI treatment is crucial. A total of 248 patients with anti-Programmed cell death protein 1/Programmed death-...
Saved in:
Published in: | European journal of cancer (1990) 2019-10, Vol.120, p.65-74 |
---|---|
Main Authors: | , , , , , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | cdi_FETCH-LOGICAL-c384t-8ebbb9389a3b486b638669fa2a037d9f9f2bbff51f532b127efdf56c25afc98f3 |
---|---|
cites | cdi_FETCH-LOGICAL-c384t-8ebbb9389a3b486b638669fa2a037d9f9f2bbff51f532b127efdf56c25afc98f3 |
container_end_page | 74 |
container_issue | |
container_start_page | 65 |
container_title | European journal of cancer (1990) |
container_volume | 120 |
creator | Kim, Hong Sook Cha, Hongui Kim, Jinho Park, Woong-Yang Choi, Yoon-La Sun, Jong-Mu Ahn, Jin Seok Ahn, Myung-Ju Park, Keunchil Lee, Se-Hoon |
description | Immune checkpoint inhibitors (ICIs) induce durable responses, but their clinical benefits apply to only a subset of patients. Therefore, precisely predicting a patient's response before ICI treatment is crucial.
A total of 248 patients with anti-Programmed cell death protein 1/Programmed death-ligand 1 (PD1/PD-L1)–treated advanced non–small cell lung cancer were enrolled, and clinical outcomes were collected with a minimum 6-month follow-up period. Tumour tissues were used for PD-L1 staining, targeted sequencing of 380 cancer-related genes and whole-exome sequencing (WES).
The tumour mutation burden (TMB) obtained from targeted sequencing was higher among patients with a partial response (PR) than those with progressive disease (PD)/stable disease (SD) (P = 0.01) and in those with durable clinical benefit (DCB) than nondurable benefit (NDB) (P = 0.05). The somatic copy number alteration (SCNA) was lower in patients with a PR than those with PD/SD (P = 0.02) and in those with DCB than NDB (P = 0.02). The accuracy of the TMB and SCNA results from the targeted sequencing was confirmed by testing the correlation of the TMB and SCNA results from the targeted sequencing against those results from WES (r = 0.87, r = 0.62, respectively). To improve prediction score, TMB, SCNA and PD-L1 were integrated. New prediction scores reached Area under the ROC Curve (AUC) = 0.71 from TMB (AUC = 0.63), SCNA (AUC = 0.52) or PD-L1 (AUC = 0.57) with our cohort, and validation set from other cohorts also showed improved prediction scores with our new model.
We report TMB, SCNA and PD-L1 as ICI biomarkers. Combining all these factors improved the prediction accuracy of ICI response compared with using individual factors. Tumour molecular features, TMB and SCNA, were efficiently obtained by targeted sequencing.
•Somatic copy number alteration (SCNA) is a biomarker for immune checkpoint inhibitor (ICI) response in patients with advanced non–small cell lung cancer.•Tumour mutation burden (TMB) and SCNA from targeted sequencing correlate with the result from whole-exome sequencing.•Integrated PD-L1, TMB and SCNA improved prediction accuracy of ICI response. |
doi_str_mv | 10.1016/j.ejca.2019.08.001 |
format | article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2286915648</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0959804919304411</els_id><sourcerecordid>2308484035</sourcerecordid><originalsourceid>FETCH-LOGICAL-c384t-8ebbb9389a3b486b638669fa2a037d9f9f2bbff51f532b127efdf56c25afc98f3</originalsourceid><addsrcrecordid>eNp9kD-PFSEUR4nRuM_VL2BhSGxsZrzA_IHExmx0NdnExq0JMJeVyQw8YcbkfXt5eauFhRXN-Z1LDiGvGbQM2PB-bnF2puXAVAuyBWBPyIHJUTUge_6UHED1qpHQqSvyopQZAEbZwXNyJVinxMjFgdzfYkxrcLS4lEN8oFuiE26Y1xCRuiXE4MxCLUb0YaPJ07Cue0zbD8zmeKL2RDeTH-piogV_7hhdtbwkz7xZCr56fK_J_edP32--NHffbr_efLxrnJDd1ki01iohlRG2k4MdhBwG5Q03IMZJeeW5td73zPeCW8ZH9JPvB8d7452SXlyTdxfvMad6u2x6DcXhspiIaS-aczko1g-drOjbf9A57TnW32kuQHY1jOgrxS-Uy6mUjF4fc1hNPmkG-hxdz_ocXZ-ja5C6Rq-jN4_q3a44_Z38qVyBDxcAa4tfAbMuLtRSOIWMbtNTCv_z_wYQdJOY</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2308484035</pqid></control><display><type>article</type><title>Genomic scoring to determine clinical benefit of immunotherapy by targeted sequencing</title><source>Elsevier</source><creator>Kim, Hong Sook ; Cha, Hongui ; Kim, Jinho ; Park, Woong-Yang ; Choi, Yoon-La ; Sun, Jong-Mu ; Ahn, Jin Seok ; Ahn, Myung-Ju ; Park, Keunchil ; Lee, Se-Hoon</creator><creatorcontrib>Kim, Hong Sook ; Cha, Hongui ; Kim, Jinho ; Park, Woong-Yang ; Choi, Yoon-La ; Sun, Jong-Mu ; Ahn, Jin Seok ; Ahn, Myung-Ju ; Park, Keunchil ; Lee, Se-Hoon</creatorcontrib><description>Immune checkpoint inhibitors (ICIs) induce durable responses, but their clinical benefits apply to only a subset of patients. Therefore, precisely predicting a patient's response before ICI treatment is crucial.
A total of 248 patients with anti-Programmed cell death protein 1/Programmed death-ligand 1 (PD1/PD-L1)–treated advanced non–small cell lung cancer were enrolled, and clinical outcomes were collected with a minimum 6-month follow-up period. Tumour tissues were used for PD-L1 staining, targeted sequencing of 380 cancer-related genes and whole-exome sequencing (WES).
The tumour mutation burden (TMB) obtained from targeted sequencing was higher among patients with a partial response (PR) than those with progressive disease (PD)/stable disease (SD) (P = 0.01) and in those with durable clinical benefit (DCB) than nondurable benefit (NDB) (P = 0.05). The somatic copy number alteration (SCNA) was lower in patients with a PR than those with PD/SD (P = 0.02) and in those with DCB than NDB (P = 0.02). The accuracy of the TMB and SCNA results from the targeted sequencing was confirmed by testing the correlation of the TMB and SCNA results from the targeted sequencing against those results from WES (r = 0.87, r = 0.62, respectively). To improve prediction score, TMB, SCNA and PD-L1 were integrated. New prediction scores reached Area under the ROC Curve (AUC) = 0.71 from TMB (AUC = 0.63), SCNA (AUC = 0.52) or PD-L1 (AUC = 0.57) with our cohort, and validation set from other cohorts also showed improved prediction scores with our new model.
We report TMB, SCNA and PD-L1 as ICI biomarkers. Combining all these factors improved the prediction accuracy of ICI response compared with using individual factors. Tumour molecular features, TMB and SCNA, were efficiently obtained by targeted sequencing.
•Somatic copy number alteration (SCNA) is a biomarker for immune checkpoint inhibitor (ICI) response in patients with advanced non–small cell lung cancer.•Tumour mutation burden (TMB) and SCNA from targeted sequencing correlate with the result from whole-exome sequencing.•Integrated PD-L1, TMB and SCNA improved prediction accuracy of ICI response.</description><identifier>ISSN: 0959-8049</identifier><identifier>EISSN: 1879-0852</identifier><identifier>DOI: 10.1016/j.ejca.2019.08.001</identifier><identifier>PMID: 31493723</identifier><language>eng</language><publisher>England: Elsevier Ltd</publisher><subject>Apoptosis ; Biomarkers ; Cell death ; Copy number ; Gene sequencing ; Immune checkpoint inhibitors ; Immunotherapy ; Lung cancer ; Mutation ; Non-small cell lung carcinoma ; Non–small cell lung cancer ; Patients ; PD-1 protein ; PD-L1 ; PD-L1 protein ; Predictions ; Somatic copy number alteration ; Targeted sequencing ; Tumors ; Tumour mutation burden</subject><ispartof>European journal of cancer (1990), 2019-10, Vol.120, p.65-74</ispartof><rights>2019 Elsevier Ltd</rights><rights>Copyright © 2019 Elsevier Ltd. All rights reserved.</rights><rights>Copyright Elsevier Science Ltd. Oct 2019</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c384t-8ebbb9389a3b486b638669fa2a037d9f9f2bbff51f532b127efdf56c25afc98f3</citedby><cites>FETCH-LOGICAL-c384t-8ebbb9389a3b486b638669fa2a037d9f9f2bbff51f532b127efdf56c25afc98f3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31493723$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Kim, Hong Sook</creatorcontrib><creatorcontrib>Cha, Hongui</creatorcontrib><creatorcontrib>Kim, Jinho</creatorcontrib><creatorcontrib>Park, Woong-Yang</creatorcontrib><creatorcontrib>Choi, Yoon-La</creatorcontrib><creatorcontrib>Sun, Jong-Mu</creatorcontrib><creatorcontrib>Ahn, Jin Seok</creatorcontrib><creatorcontrib>Ahn, Myung-Ju</creatorcontrib><creatorcontrib>Park, Keunchil</creatorcontrib><creatorcontrib>Lee, Se-Hoon</creatorcontrib><title>Genomic scoring to determine clinical benefit of immunotherapy by targeted sequencing</title><title>European journal of cancer (1990)</title><addtitle>Eur J Cancer</addtitle><description>Immune checkpoint inhibitors (ICIs) induce durable responses, but their clinical benefits apply to only a subset of patients. Therefore, precisely predicting a patient's response before ICI treatment is crucial.
A total of 248 patients with anti-Programmed cell death protein 1/Programmed death-ligand 1 (PD1/PD-L1)–treated advanced non–small cell lung cancer were enrolled, and clinical outcomes were collected with a minimum 6-month follow-up period. Tumour tissues were used for PD-L1 staining, targeted sequencing of 380 cancer-related genes and whole-exome sequencing (WES).
The tumour mutation burden (TMB) obtained from targeted sequencing was higher among patients with a partial response (PR) than those with progressive disease (PD)/stable disease (SD) (P = 0.01) and in those with durable clinical benefit (DCB) than nondurable benefit (NDB) (P = 0.05). The somatic copy number alteration (SCNA) was lower in patients with a PR than those with PD/SD (P = 0.02) and in those with DCB than NDB (P = 0.02). The accuracy of the TMB and SCNA results from the targeted sequencing was confirmed by testing the correlation of the TMB and SCNA results from the targeted sequencing against those results from WES (r = 0.87, r = 0.62, respectively). To improve prediction score, TMB, SCNA and PD-L1 were integrated. New prediction scores reached Area under the ROC Curve (AUC) = 0.71 from TMB (AUC = 0.63), SCNA (AUC = 0.52) or PD-L1 (AUC = 0.57) with our cohort, and validation set from other cohorts also showed improved prediction scores with our new model.
We report TMB, SCNA and PD-L1 as ICI biomarkers. Combining all these factors improved the prediction accuracy of ICI response compared with using individual factors. Tumour molecular features, TMB and SCNA, were efficiently obtained by targeted sequencing.
•Somatic copy number alteration (SCNA) is a biomarker for immune checkpoint inhibitor (ICI) response in patients with advanced non–small cell lung cancer.•Tumour mutation burden (TMB) and SCNA from targeted sequencing correlate with the result from whole-exome sequencing.•Integrated PD-L1, TMB and SCNA improved prediction accuracy of ICI response.</description><subject>Apoptosis</subject><subject>Biomarkers</subject><subject>Cell death</subject><subject>Copy number</subject><subject>Gene sequencing</subject><subject>Immune checkpoint inhibitors</subject><subject>Immunotherapy</subject><subject>Lung cancer</subject><subject>Mutation</subject><subject>Non-small cell lung carcinoma</subject><subject>Non–small cell lung cancer</subject><subject>Patients</subject><subject>PD-1 protein</subject><subject>PD-L1</subject><subject>PD-L1 protein</subject><subject>Predictions</subject><subject>Somatic copy number alteration</subject><subject>Targeted sequencing</subject><subject>Tumors</subject><subject>Tumour mutation burden</subject><issn>0959-8049</issn><issn>1879-0852</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNp9kD-PFSEUR4nRuM_VL2BhSGxsZrzA_IHExmx0NdnExq0JMJeVyQw8YcbkfXt5eauFhRXN-Z1LDiGvGbQM2PB-bnF2puXAVAuyBWBPyIHJUTUge_6UHED1qpHQqSvyopQZAEbZwXNyJVinxMjFgdzfYkxrcLS4lEN8oFuiE26Y1xCRuiXE4MxCLUb0YaPJ07Cue0zbD8zmeKL2RDeTH-piogV_7hhdtbwkz7xZCr56fK_J_edP32--NHffbr_efLxrnJDd1ki01iohlRG2k4MdhBwG5Q03IMZJeeW5td73zPeCW8ZH9JPvB8d7452SXlyTdxfvMad6u2x6DcXhspiIaS-aczko1g-drOjbf9A57TnW32kuQHY1jOgrxS-Uy6mUjF4fc1hNPmkG-hxdz_ocXZ-ja5C6Rq-jN4_q3a44_Z38qVyBDxcAa4tfAbMuLtRSOIWMbtNTCv_z_wYQdJOY</recordid><startdate>201910</startdate><enddate>201910</enddate><creator>Kim, Hong Sook</creator><creator>Cha, Hongui</creator><creator>Kim, Jinho</creator><creator>Park, Woong-Yang</creator><creator>Choi, Yoon-La</creator><creator>Sun, Jong-Mu</creator><creator>Ahn, Jin Seok</creator><creator>Ahn, Myung-Ju</creator><creator>Park, Keunchil</creator><creator>Lee, Se-Hoon</creator><general>Elsevier Ltd</general><general>Elsevier Science Ltd</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7TO</scope><scope>7U7</scope><scope>C1K</scope><scope>H94</scope><scope>K9.</scope><scope>NAPCQ</scope><scope>7X8</scope></search><sort><creationdate>201910</creationdate><title>Genomic scoring to determine clinical benefit of immunotherapy by targeted sequencing</title><author>Kim, Hong Sook ; Cha, Hongui ; Kim, Jinho ; Park, Woong-Yang ; Choi, Yoon-La ; Sun, Jong-Mu ; Ahn, Jin Seok ; Ahn, Myung-Ju ; Park, Keunchil ; Lee, Se-Hoon</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c384t-8ebbb9389a3b486b638669fa2a037d9f9f2bbff51f532b127efdf56c25afc98f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Apoptosis</topic><topic>Biomarkers</topic><topic>Cell death</topic><topic>Copy number</topic><topic>Gene sequencing</topic><topic>Immune checkpoint inhibitors</topic><topic>Immunotherapy</topic><topic>Lung cancer</topic><topic>Mutation</topic><topic>Non-small cell lung carcinoma</topic><topic>Non–small cell lung cancer</topic><topic>Patients</topic><topic>PD-1 protein</topic><topic>PD-L1</topic><topic>PD-L1 protein</topic><topic>Predictions</topic><topic>Somatic copy number alteration</topic><topic>Targeted sequencing</topic><topic>Tumors</topic><topic>Tumour mutation burden</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kim, Hong Sook</creatorcontrib><creatorcontrib>Cha, Hongui</creatorcontrib><creatorcontrib>Kim, Jinho</creatorcontrib><creatorcontrib>Park, Woong-Yang</creatorcontrib><creatorcontrib>Choi, Yoon-La</creatorcontrib><creatorcontrib>Sun, Jong-Mu</creatorcontrib><creatorcontrib>Ahn, Jin Seok</creatorcontrib><creatorcontrib>Ahn, Myung-Ju</creatorcontrib><creatorcontrib>Park, Keunchil</creatorcontrib><creatorcontrib>Lee, Se-Hoon</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>Oncogenes and Growth Factors Abstracts</collection><collection>Toxicology Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Premium</collection><collection>MEDLINE - Academic</collection><jtitle>European journal of cancer (1990)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kim, Hong Sook</au><au>Cha, Hongui</au><au>Kim, Jinho</au><au>Park, Woong-Yang</au><au>Choi, Yoon-La</au><au>Sun, Jong-Mu</au><au>Ahn, Jin Seok</au><au>Ahn, Myung-Ju</au><au>Park, Keunchil</au><au>Lee, Se-Hoon</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Genomic scoring to determine clinical benefit of immunotherapy by targeted sequencing</atitle><jtitle>European journal of cancer (1990)</jtitle><addtitle>Eur J Cancer</addtitle><date>2019-10</date><risdate>2019</risdate><volume>120</volume><spage>65</spage><epage>74</epage><pages>65-74</pages><issn>0959-8049</issn><eissn>1879-0852</eissn><abstract>Immune checkpoint inhibitors (ICIs) induce durable responses, but their clinical benefits apply to only a subset of patients. Therefore, precisely predicting a patient's response before ICI treatment is crucial.
A total of 248 patients with anti-Programmed cell death protein 1/Programmed death-ligand 1 (PD1/PD-L1)–treated advanced non–small cell lung cancer were enrolled, and clinical outcomes were collected with a minimum 6-month follow-up period. Tumour tissues were used for PD-L1 staining, targeted sequencing of 380 cancer-related genes and whole-exome sequencing (WES).
The tumour mutation burden (TMB) obtained from targeted sequencing was higher among patients with a partial response (PR) than those with progressive disease (PD)/stable disease (SD) (P = 0.01) and in those with durable clinical benefit (DCB) than nondurable benefit (NDB) (P = 0.05). The somatic copy number alteration (SCNA) was lower in patients with a PR than those with PD/SD (P = 0.02) and in those with DCB than NDB (P = 0.02). The accuracy of the TMB and SCNA results from the targeted sequencing was confirmed by testing the correlation of the TMB and SCNA results from the targeted sequencing against those results from WES (r = 0.87, r = 0.62, respectively). To improve prediction score, TMB, SCNA and PD-L1 were integrated. New prediction scores reached Area under the ROC Curve (AUC) = 0.71 from TMB (AUC = 0.63), SCNA (AUC = 0.52) or PD-L1 (AUC = 0.57) with our cohort, and validation set from other cohorts also showed improved prediction scores with our new model.
We report TMB, SCNA and PD-L1 as ICI biomarkers. Combining all these factors improved the prediction accuracy of ICI response compared with using individual factors. Tumour molecular features, TMB and SCNA, were efficiently obtained by targeted sequencing.
•Somatic copy number alteration (SCNA) is a biomarker for immune checkpoint inhibitor (ICI) response in patients with advanced non–small cell lung cancer.•Tumour mutation burden (TMB) and SCNA from targeted sequencing correlate with the result from whole-exome sequencing.•Integrated PD-L1, TMB and SCNA improved prediction accuracy of ICI response.</abstract><cop>England</cop><pub>Elsevier Ltd</pub><pmid>31493723</pmid><doi>10.1016/j.ejca.2019.08.001</doi><tpages>10</tpages></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0959-8049 |
ispartof | European journal of cancer (1990), 2019-10, Vol.120, p.65-74 |
issn | 0959-8049 1879-0852 |
language | eng |
recordid | cdi_proquest_miscellaneous_2286915648 |
source | Elsevier |
subjects | Apoptosis Biomarkers Cell death Copy number Gene sequencing Immune checkpoint inhibitors Immunotherapy Lung cancer Mutation Non-small cell lung carcinoma Non–small cell lung cancer Patients PD-1 protein PD-L1 PD-L1 protein Predictions Somatic copy number alteration Targeted sequencing Tumors Tumour mutation burden |
title | Genomic scoring to determine clinical benefit of immunotherapy by targeted sequencing |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-24T00%3A03%3A28IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Genomic%20scoring%20to%20determine%20clinical%20benefit%20of%20immunotherapy%20by%20targeted%20sequencing&rft.jtitle=European%20journal%20of%20cancer%20(1990)&rft.au=Kim,%20Hong%20Sook&rft.date=2019-10&rft.volume=120&rft.spage=65&rft.epage=74&rft.pages=65-74&rft.issn=0959-8049&rft.eissn=1879-0852&rft_id=info:doi/10.1016/j.ejca.2019.08.001&rft_dat=%3Cproquest_cross%3E2308484035%3C/proquest_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c384t-8ebbb9389a3b486b638669fa2a037d9f9f2bbff51f532b127efdf56c25afc98f3%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2308484035&rft_id=info:pmid/31493723&rfr_iscdi=true |