100PComprehensive pan-cancer analysis of somatic mutations in drug transporters to reveal acquired and intrinsic drug resistance in 3149 metastatic cancer patients
Abstract Background Systemic anti-cancer treatment is hampered by drug resistance (DR). However, little is known about the pharmacokinetic consequences of genetic changes in tumor cells. We hypothesize that somatic point mutations, small indels, copy number variations (sCNV) and/or structural variat...
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creator | Bins, S van de Geer, W S van Riet, J Steeghs, N Verheul, H M W van Herpen, C Witteveen, P O Tjan-Heijnen, V C G Lolkema, M P Voest, E E Sleijfer, S Cuppen, E van de Werken, H J G Mathijssen, R H J |
description | Abstract
Background
Systemic anti-cancer treatment is hampered by drug resistance (DR). However, little is known about the pharmacokinetic consequences of genetic changes in tumor cells. We hypothesize that somatic point mutations, small indels, copy number variations (sCNV) and/or structural variations in genes encoding drug transporters are drivers of DR mechanisms in tumor cells. We therefore performed an explorative analysis to quantify somatic aberrations that could reflect DR mechanisms and, in parallel, identify their stressors.
Methods
We interrogated whole-genome sequencing (WGS) data from a Dutch pan-cancer cohort of metastatic cancer patients (N = 3149 at ∼118x and matched peripheral blood at∼38x read depth), of which more than half had failed previous systemic treatment. Somatic aberrations (germline filtered) were analyzed in drug transporters (N = 51), present on the Drug Metabolizing Enzymes and Transporters (DMET™ plus) panel (v.32). Enrichment of somatic DR variants was estimated by assessing nonsynonymous/synonymous mutation ratio deviations (dN/dS) and sCNV were detected with GISTIC2.
Results
In total, 5137 somatic variants (2645 in treatment-naive and 2484 in pretreated patients) in drug transporter genes were observed in 1651 patients (52.4%) of whom 55.1% were systemically pretreated. Three genes (ABCB4, ABCC5, SLCO1B1) showed dN/dS enrichment (p = 0.0142 - 0.0364). sCNVs (N = 7656; 5849 deep gene-level gains and 1807 deletions) were observed in 1906 patients (60.5%). Interestingly, we identified 20 somatic DR-related variants in 12 patients (58.3% pretreated), not present in the matching germline samples, that were identical to SNP variants on DMET™ plus.
Conclusions
In the largest metastatic pan-cancer WGS cohort worldwide, we characterized the pharmacogenomic drug transporter landscape in tumor cells. Potentially, the incidence of somatic variants in pharmacogenes accounts for acquired DR in pretreated patients and/or intrinsic DR. We will extend our study with analyses of prior treatments and germline variations, in order to assess the clinical consequences of the variations and improve clinical decision-making.
Clinical trial identification
NCT01855477.
Legal entity responsible for the study
The authors.
Funding
This publication and the underlying study have been made possible partly on the basis of the data that Hartwig Medical Foundation and the Center of Personalised Cancer Treatment (CPCT) have made available to the study.
Di |
doi_str_mv | 10.1093/annonc/mdz239.011 |
format | Article |
fullrecord | <record><control><sourceid>oup</sourceid><recordid>TN_cdi_oup_primary_10_1093_annonc_mdz239_011</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><oup_id>10.1093/annonc/mdz239.011</oup_id><sourcerecordid>10.1093/annonc/mdz239.011</sourcerecordid><originalsourceid>FETCH-oup_primary_10_1093_annonc_mdz239_0113</originalsourceid><addsrcrecordid>eNqVkE1OwzAQhS0EEuHnAOx8ANLacVrwugKxZMHeGjlTMIp_GDuVynW4KA7pBVg9jfTme9LH2J0UKym0WkMIMdi1H747pVdCyjPWyM1Wt4-il-esEbpT7cNG9ZfsKudPIcRWd7phP1KI1130ifADQ3YH5AlCayFYJA4BxmN2mcc9z9FDcZb7qdSMIXMX-EDTOy8EIadIBSnzEjnhAWHkYL8mRzhUylC7hVzl2-WFsFLLPDJTlOw191ggl7-J03qqB4aSb9jFHsaMt6e8ZvfPT2-7lzZOySRyHuhopDCzCLOIMIsIU0Wof9Z_AZkPbHQ</addsrcrecordid><sourcetype>Publisher</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype></control><display><type>article</type><title>100PComprehensive pan-cancer analysis of somatic mutations in drug transporters to reveal acquired and intrinsic drug resistance in 3149 metastatic cancer patients</title><source>EZB-FREE-00999 freely available EZB journals</source><source>Alma/SFX Local Collection</source><creator>Bins, S ; van de Geer, W S ; van Riet, J ; Steeghs, N ; Verheul, H M W ; van Herpen, C ; Witteveen, P O ; Tjan-Heijnen, V C G ; Lolkema, M P ; Voest, E E ; Sleijfer, S ; Cuppen, E ; van de Werken, H J G ; Mathijssen, R H J</creator><creatorcontrib>Bins, S ; van de Geer, W S ; van Riet, J ; Steeghs, N ; Verheul, H M W ; van Herpen, C ; Witteveen, P O ; Tjan-Heijnen, V C G ; Lolkema, M P ; Voest, E E ; Sleijfer, S ; Cuppen, E ; van de Werken, H J G ; Mathijssen, R H J</creatorcontrib><description>Abstract
Background
Systemic anti-cancer treatment is hampered by drug resistance (DR). However, little is known about the pharmacokinetic consequences of genetic changes in tumor cells. We hypothesize that somatic point mutations, small indels, copy number variations (sCNV) and/or structural variations in genes encoding drug transporters are drivers of DR mechanisms in tumor cells. We therefore performed an explorative analysis to quantify somatic aberrations that could reflect DR mechanisms and, in parallel, identify their stressors.
Methods
We interrogated whole-genome sequencing (WGS) data from a Dutch pan-cancer cohort of metastatic cancer patients (N = 3149 at ∼118x and matched peripheral blood at∼38x read depth), of which more than half had failed previous systemic treatment. Somatic aberrations (germline filtered) were analyzed in drug transporters (N = 51), present on the Drug Metabolizing Enzymes and Transporters (DMET™ plus) panel (v.32). Enrichment of somatic DR variants was estimated by assessing nonsynonymous/synonymous mutation ratio deviations (dN/dS) and sCNV were detected with GISTIC2.
Results
In total, 5137 somatic variants (2645 in treatment-naive and 2484 in pretreated patients) in drug transporter genes were observed in 1651 patients (52.4%) of whom 55.1% were systemically pretreated. Three genes (ABCB4, ABCC5, SLCO1B1) showed dN/dS enrichment (p = 0.0142 - 0.0364). sCNVs (N = 7656; 5849 deep gene-level gains and 1807 deletions) were observed in 1906 patients (60.5%). Interestingly, we identified 20 somatic DR-related variants in 12 patients (58.3% pretreated), not present in the matching germline samples, that were identical to SNP variants on DMET™ plus.
Conclusions
In the largest metastatic pan-cancer WGS cohort worldwide, we characterized the pharmacogenomic drug transporter landscape in tumor cells. Potentially, the incidence of somatic variants in pharmacogenes accounts for acquired DR in pretreated patients and/or intrinsic DR. We will extend our study with analyses of prior treatments and germline variations, in order to assess the clinical consequences of the variations and improve clinical decision-making.
Clinical trial identification
NCT01855477.
Legal entity responsible for the study
The authors.
Funding
This publication and the underlying study have been made possible partly on the basis of the data that Hartwig Medical Foundation and the Center of Personalised Cancer Treatment (CPCT) have made available to the study.
Disclosure
C. van Herpen: Advisory/Consultancy: Bayer; Advisory/Consultancy, Research grant/Funding (institution): Bristol-Myers Squibb; Advisory / Consultancy, Research grant / Funding (institution): Ipsen; Advisory / Consultancy, Research grant / Funding (institution): MSD; Advisory / Consultancy: Regeneron; Research grant / Funding (institution): AstraZeneca; Research grant / Funding (institution): Merck; Research grant / Funding (institution): Novartis; Research grant / Funding (institution): Sanofi. R.H.J. Mathijssen: Research grant / Funding (institution), Travel / Accommodation / Expenses: Astellas; Research grant / Funding (institution), Travel / Accommodation / Expenses: Pfizer; Research grant / Funding (institution): Bayer; Research grant / Funding (institution): Boehringer; Research grant / Funding (institution): Cristal Therapeutics; Honoraria (self), Research grant / Funding (institution): Novartis; Research grant / Funding (institution): Pamgene; Research grant / Funding (institution): Roche; Research grant / Funding (institution): Sanofi; Honoraria (self): Servier. All other authors have declared no conflicts of interest.</description><identifier>ISSN: 0923-7534</identifier><identifier>EISSN: 1569-8041</identifier><identifier>DOI: 10.1093/annonc/mdz239.011</identifier><language>eng</language><publisher>Oxford University Press</publisher><ispartof>Annals of oncology, 2019-10, Vol.30 (Supplement_5)</ispartof><rights>European Society for Medical Oncology 2019. Published by Oxford University Press on behalf of the European Society for Medical Oncology. All rights reserved. For permissions, please email: journals.permissions@oup.com. 2019</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27903,27904</link.rule.ids></links><search><creatorcontrib>Bins, S</creatorcontrib><creatorcontrib>van de Geer, W S</creatorcontrib><creatorcontrib>van Riet, J</creatorcontrib><creatorcontrib>Steeghs, N</creatorcontrib><creatorcontrib>Verheul, H M W</creatorcontrib><creatorcontrib>van Herpen, C</creatorcontrib><creatorcontrib>Witteveen, P O</creatorcontrib><creatorcontrib>Tjan-Heijnen, V C G</creatorcontrib><creatorcontrib>Lolkema, M P</creatorcontrib><creatorcontrib>Voest, E E</creatorcontrib><creatorcontrib>Sleijfer, S</creatorcontrib><creatorcontrib>Cuppen, E</creatorcontrib><creatorcontrib>van de Werken, H J G</creatorcontrib><creatorcontrib>Mathijssen, R H J</creatorcontrib><title>100PComprehensive pan-cancer analysis of somatic mutations in drug transporters to reveal acquired and intrinsic drug resistance in 3149 metastatic cancer patients</title><title>Annals of oncology</title><description>Abstract
Background
Systemic anti-cancer treatment is hampered by drug resistance (DR). However, little is known about the pharmacokinetic consequences of genetic changes in tumor cells. We hypothesize that somatic point mutations, small indels, copy number variations (sCNV) and/or structural variations in genes encoding drug transporters are drivers of DR mechanisms in tumor cells. We therefore performed an explorative analysis to quantify somatic aberrations that could reflect DR mechanisms and, in parallel, identify their stressors.
Methods
We interrogated whole-genome sequencing (WGS) data from a Dutch pan-cancer cohort of metastatic cancer patients (N = 3149 at ∼118x and matched peripheral blood at∼38x read depth), of which more than half had failed previous systemic treatment. Somatic aberrations (germline filtered) were analyzed in drug transporters (N = 51), present on the Drug Metabolizing Enzymes and Transporters (DMET™ plus) panel (v.32). Enrichment of somatic DR variants was estimated by assessing nonsynonymous/synonymous mutation ratio deviations (dN/dS) and sCNV were detected with GISTIC2.
Results
In total, 5137 somatic variants (2645 in treatment-naive and 2484 in pretreated patients) in drug transporter genes were observed in 1651 patients (52.4%) of whom 55.1% were systemically pretreated. Three genes (ABCB4, ABCC5, SLCO1B1) showed dN/dS enrichment (p = 0.0142 - 0.0364). sCNVs (N = 7656; 5849 deep gene-level gains and 1807 deletions) were observed in 1906 patients (60.5%). Interestingly, we identified 20 somatic DR-related variants in 12 patients (58.3% pretreated), not present in the matching germline samples, that were identical to SNP variants on DMET™ plus.
Conclusions
In the largest metastatic pan-cancer WGS cohort worldwide, we characterized the pharmacogenomic drug transporter landscape in tumor cells. Potentially, the incidence of somatic variants in pharmacogenes accounts for acquired DR in pretreated patients and/or intrinsic DR. We will extend our study with analyses of prior treatments and germline variations, in order to assess the clinical consequences of the variations and improve clinical decision-making.
Clinical trial identification
NCT01855477.
Legal entity responsible for the study
The authors.
Funding
This publication and the underlying study have been made possible partly on the basis of the data that Hartwig Medical Foundation and the Center of Personalised Cancer Treatment (CPCT) have made available to the study.
Disclosure
C. van Herpen: Advisory/Consultancy: Bayer; Advisory/Consultancy, Research grant/Funding (institution): Bristol-Myers Squibb; Advisory / Consultancy, Research grant / Funding (institution): Ipsen; Advisory / Consultancy, Research grant / Funding (institution): MSD; Advisory / Consultancy: Regeneron; Research grant / Funding (institution): AstraZeneca; Research grant / Funding (institution): Merck; Research grant / Funding (institution): Novartis; Research grant / Funding (institution): Sanofi. R.H.J. Mathijssen: Research grant / Funding (institution), Travel / Accommodation / Expenses: Astellas; Research grant / Funding (institution), Travel / Accommodation / Expenses: Pfizer; Research grant / Funding (institution): Bayer; Research grant / Funding (institution): Boehringer; Research grant / Funding (institution): Cristal Therapeutics; Honoraria (self), Research grant / Funding (institution): Novartis; Research grant / Funding (institution): Pamgene; Research grant / Funding (institution): Roche; Research grant / Funding (institution): Sanofi; Honoraria (self): Servier. All other authors have declared no conflicts of interest.</description><issn>0923-7534</issn><issn>1569-8041</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><sourceid/><recordid>eNqVkE1OwzAQhS0EEuHnAOx8ANLacVrwugKxZMHeGjlTMIp_GDuVynW4KA7pBVg9jfTme9LH2J0UKym0WkMIMdi1H747pVdCyjPWyM1Wt4-il-esEbpT7cNG9ZfsKudPIcRWd7phP1KI1130ifADQ3YH5AlCayFYJA4BxmN2mcc9z9FDcZb7qdSMIXMX-EDTOy8EIadIBSnzEjnhAWHkYL8mRzhUylC7hVzl2-WFsFLLPDJTlOw191ggl7-J03qqB4aSb9jFHsaMt6e8ZvfPT2-7lzZOySRyHuhopDCzCLOIMIsIU0Wof9Z_AZkPbHQ</recordid><startdate>20191001</startdate><enddate>20191001</enddate><creator>Bins, S</creator><creator>van de Geer, W S</creator><creator>van Riet, J</creator><creator>Steeghs, N</creator><creator>Verheul, H M W</creator><creator>van Herpen, C</creator><creator>Witteveen, P O</creator><creator>Tjan-Heijnen, V C G</creator><creator>Lolkema, M P</creator><creator>Voest, E E</creator><creator>Sleijfer, S</creator><creator>Cuppen, E</creator><creator>van de Werken, H J G</creator><creator>Mathijssen, R H J</creator><general>Oxford University Press</general><scope/></search><sort><creationdate>20191001</creationdate><title>100PComprehensive pan-cancer analysis of somatic mutations in drug transporters to reveal acquired and intrinsic drug resistance in 3149 metastatic cancer patients</title><author>Bins, S ; van de Geer, W S ; van Riet, J ; Steeghs, N ; Verheul, H M W ; van Herpen, C ; Witteveen, P O ; Tjan-Heijnen, V C G ; Lolkema, M P ; Voest, E E ; Sleijfer, S ; Cuppen, E ; van de Werken, H J G ; Mathijssen, R H J</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-oup_primary_10_1093_annonc_mdz239_0113</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Bins, S</creatorcontrib><creatorcontrib>van de Geer, W S</creatorcontrib><creatorcontrib>van Riet, J</creatorcontrib><creatorcontrib>Steeghs, N</creatorcontrib><creatorcontrib>Verheul, H M W</creatorcontrib><creatorcontrib>van Herpen, C</creatorcontrib><creatorcontrib>Witteveen, P O</creatorcontrib><creatorcontrib>Tjan-Heijnen, V C G</creatorcontrib><creatorcontrib>Lolkema, M P</creatorcontrib><creatorcontrib>Voest, E E</creatorcontrib><creatorcontrib>Sleijfer, S</creatorcontrib><creatorcontrib>Cuppen, E</creatorcontrib><creatorcontrib>van de Werken, H J G</creatorcontrib><creatorcontrib>Mathijssen, R H J</creatorcontrib><jtitle>Annals of oncology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Bins, S</au><au>van de Geer, W S</au><au>van Riet, J</au><au>Steeghs, N</au><au>Verheul, H M W</au><au>van Herpen, C</au><au>Witteveen, P O</au><au>Tjan-Heijnen, V C G</au><au>Lolkema, M P</au><au>Voest, E E</au><au>Sleijfer, S</au><au>Cuppen, E</au><au>van de Werken, H J G</au><au>Mathijssen, R H J</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>100PComprehensive pan-cancer analysis of somatic mutations in drug transporters to reveal acquired and intrinsic drug resistance in 3149 metastatic cancer patients</atitle><jtitle>Annals of oncology</jtitle><date>2019-10-01</date><risdate>2019</risdate><volume>30</volume><issue>Supplement_5</issue><issn>0923-7534</issn><eissn>1569-8041</eissn><abstract>Abstract
Background
Systemic anti-cancer treatment is hampered by drug resistance (DR). However, little is known about the pharmacokinetic consequences of genetic changes in tumor cells. We hypothesize that somatic point mutations, small indels, copy number variations (sCNV) and/or structural variations in genes encoding drug transporters are drivers of DR mechanisms in tumor cells. We therefore performed an explorative analysis to quantify somatic aberrations that could reflect DR mechanisms and, in parallel, identify their stressors.
Methods
We interrogated whole-genome sequencing (WGS) data from a Dutch pan-cancer cohort of metastatic cancer patients (N = 3149 at ∼118x and matched peripheral blood at∼38x read depth), of which more than half had failed previous systemic treatment. Somatic aberrations (germline filtered) were analyzed in drug transporters (N = 51), present on the Drug Metabolizing Enzymes and Transporters (DMET™ plus) panel (v.32). Enrichment of somatic DR variants was estimated by assessing nonsynonymous/synonymous mutation ratio deviations (dN/dS) and sCNV were detected with GISTIC2.
Results
In total, 5137 somatic variants (2645 in treatment-naive and 2484 in pretreated patients) in drug transporter genes were observed in 1651 patients (52.4%) of whom 55.1% were systemically pretreated. Three genes (ABCB4, ABCC5, SLCO1B1) showed dN/dS enrichment (p = 0.0142 - 0.0364). sCNVs (N = 7656; 5849 deep gene-level gains and 1807 deletions) were observed in 1906 patients (60.5%). Interestingly, we identified 20 somatic DR-related variants in 12 patients (58.3% pretreated), not present in the matching germline samples, that were identical to SNP variants on DMET™ plus.
Conclusions
In the largest metastatic pan-cancer WGS cohort worldwide, we characterized the pharmacogenomic drug transporter landscape in tumor cells. Potentially, the incidence of somatic variants in pharmacogenes accounts for acquired DR in pretreated patients and/or intrinsic DR. We will extend our study with analyses of prior treatments and germline variations, in order to assess the clinical consequences of the variations and improve clinical decision-making.
Clinical trial identification
NCT01855477.
Legal entity responsible for the study
The authors.
Funding
This publication and the underlying study have been made possible partly on the basis of the data that Hartwig Medical Foundation and the Center of Personalised Cancer Treatment (CPCT) have made available to the study.
Disclosure
C. van Herpen: Advisory/Consultancy: Bayer; Advisory/Consultancy, Research grant/Funding (institution): Bristol-Myers Squibb; Advisory / Consultancy, Research grant / Funding (institution): Ipsen; Advisory / Consultancy, Research grant / Funding (institution): MSD; Advisory / Consultancy: Regeneron; Research grant / Funding (institution): AstraZeneca; Research grant / Funding (institution): Merck; Research grant / Funding (institution): Novartis; Research grant / Funding (institution): Sanofi. R.H.J. Mathijssen: Research grant / Funding (institution), Travel / Accommodation / Expenses: Astellas; Research grant / Funding (institution), Travel / Accommodation / Expenses: Pfizer; Research grant / Funding (institution): Bayer; Research grant / Funding (institution): Boehringer; Research grant / Funding (institution): Cristal Therapeutics; Honoraria (self), Research grant / Funding (institution): Novartis; Research grant / Funding (institution): Pamgene; Research grant / Funding (institution): Roche; Research grant / Funding (institution): Sanofi; Honoraria (self): Servier. All other authors have declared no conflicts of interest.</abstract><pub>Oxford University Press</pub><doi>10.1093/annonc/mdz239.011</doi></addata></record> |
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title | 100PComprehensive pan-cancer analysis of somatic mutations in drug transporters to reveal acquired and intrinsic drug resistance in 3149 metastatic cancer patients |
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