Development and Validation of a Prostate Cancer Genomic Signature that Predicts Early ADT Treatment Response Following Radical Prostatectomy
Currently, no genomic signature exists to distinguish men most likely to progress on adjuvant androgen deprivation therapy (ADT) after radical prostatectomy for high-risk prostate cancer. Here we develop and validate a gene expression signature to predict response to postoperative ADT. A training se...
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Veröffentlicht in: | Clinical cancer research 2018-08, Vol.24 (16), p.3908-3916 |
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creator | Karnes, R Jeffrey Sharma, Vidit Choeurng, Voleak Ashab, Hussam Al-Deen Erho, Nicholas Alshalalfa, Mohammed Trock, Bruce Ross, Ashley Yousefi, Kasra Tsai, Harrison Zhao, Shuang G Tosoian, Jeffrey J Haddad, Zaid Takhar, Mandeep Chang, S Laura Spratt, Daniel E Abdollah, Firas Jenkins, Robert B Klein, Eric A Nguyen, Paul L Dicker, Adam P Den, Robert B Davicioni, Elai Feng, Felix Y Lotan, Tamara L Schaeffer, Edward M |
description | Currently, no genomic signature exists to distinguish men most likely to progress on adjuvant androgen deprivation therapy (ADT) after radical prostatectomy for high-risk prostate cancer. Here we develop and validate a gene expression signature to predict response to postoperative ADT.
A training set consisting of 284 radical prostatectomy patients was established after 1:1 propensity score matching metastasis between adjuvant-ADT (a-ADT)-treated and no ADT-treated groups. An ADT Response Signature (ADT-RS) was identified from neuroendocrine and AR signaling-related genes. Two independent cohorts were used to form three separate data sets for validation (set I,
= 232; set II,
= 435; set III,
= 612). The primary endpoint of the analysis was postoperative metastasis.
Increases in ADT-RS score were associated with a reduction in risk of metastasis only in a-ADT patients. On multivariable analysis, ADT-RS by ADT treatment interaction term remained associated with metastasis in both validation sets (set I: HR = 0.18,
= 0.009; set II: HR = 0.25,
= 0.019). In a matched validation set III, patients with Low ADT-RS scores had similar 10-year metastasis rates in the a-ADT and no-ADT groups (30.1% vs. 31.0%,
= 0.989). Among High ADT-RS patients, 10-year metastasis rates were significantly lower for a-ADT versus no-ADT patients (9.4% vs. 29.2%,
= 0.021). The marginal ADT-RS by ADT interaction remained significant in the matched dataset (
= 0.035).
Patients with High ADT-RS benefited from a-ADT. In combination with prognostic risk factors, use of ADT-RS may thus allow for identification of ADT-responsive tumors that may benefit most from early androgen blockade after radical prostatectomy. We discovered a gene signature that when present in primary prostate tumors may be useful to predict patients who may respond to early ADT after surgery.
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doi_str_mv | 10.1158/1078-0432.CCR-17-2745 |
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A training set consisting of 284 radical prostatectomy patients was established after 1:1 propensity score matching metastasis between adjuvant-ADT (a-ADT)-treated and no ADT-treated groups. An ADT Response Signature (ADT-RS) was identified from neuroendocrine and AR signaling-related genes. Two independent cohorts were used to form three separate data sets for validation (set I,
= 232; set II,
= 435; set III,
= 612). The primary endpoint of the analysis was postoperative metastasis.
Increases in ADT-RS score were associated with a reduction in risk of metastasis only in a-ADT patients. On multivariable analysis, ADT-RS by ADT treatment interaction term remained associated with metastasis in both validation sets (set I: HR = 0.18,
= 0.009; set II: HR = 0.25,
= 0.019). In a matched validation set III, patients with Low ADT-RS scores had similar 10-year metastasis rates in the a-ADT and no-ADT groups (30.1% vs. 31.0%,
= 0.989). Among High ADT-RS patients, 10-year metastasis rates were significantly lower for a-ADT versus no-ADT patients (9.4% vs. 29.2%,
= 0.021). The marginal ADT-RS by ADT interaction remained significant in the matched dataset (
= 0.035).
Patients with High ADT-RS benefited from a-ADT. In combination with prognostic risk factors, use of ADT-RS may thus allow for identification of ADT-responsive tumors that may benefit most from early androgen blockade after radical prostatectomy. We discovered a gene signature that when present in primary prostate tumors may be useful to predict patients who may respond to early ADT after surgery.
.</description><identifier>ISSN: 1078-0432</identifier><identifier>ISSN: 1557-3265</identifier><identifier>EISSN: 1557-3265</identifier><identifier>DOI: 10.1158/1078-0432.CCR-17-2745</identifier><identifier>PMID: 29760221</identifier><language>eng</language><publisher>United States</publisher><subject>Aged ; Androgen Antagonists - administration & dosage ; Chemotherapy, Adjuvant - methods ; Gene Expression Regulation, Neoplastic - drug effects ; Genomics ; Humans ; Kaplan-Meier Estimate ; Male ; Middle Aged ; Neoplasm Metastasis ; Neoplasm Proteins - genetics ; Neoplasm Recurrence, Local - genetics ; Neoplasm Recurrence, Local - pathology ; Prognosis ; Prostate - pathology ; Prostate-Specific Antigen - genetics ; Prostatectomy ; Prostatic Neoplasms - drug therapy ; Prostatic Neoplasms - genetics ; Prostatic Neoplasms - pathology ; Prostatic Neoplasms - surgery ; Seminal Vesicles - metabolism ; Seminal Vesicles - pathology ; Transcriptome</subject><ispartof>Clinical cancer research, 2018-08, Vol.24 (16), p.3908-3916</ispartof><rights>2018 American Association for Cancer Research.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c411t-a33ecb5c3bca0d4eee2a113b5ca5625310613f28e910b4f6d8825edbf8a311503</citedby><cites>FETCH-LOGICAL-c411t-a33ecb5c3bca0d4eee2a113b5ca5625310613f28e910b4f6d8825edbf8a311503</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,3356,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/29760221$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Karnes, R Jeffrey</creatorcontrib><creatorcontrib>Sharma, Vidit</creatorcontrib><creatorcontrib>Choeurng, Voleak</creatorcontrib><creatorcontrib>Ashab, Hussam Al-Deen</creatorcontrib><creatorcontrib>Erho, Nicholas</creatorcontrib><creatorcontrib>Alshalalfa, Mohammed</creatorcontrib><creatorcontrib>Trock, Bruce</creatorcontrib><creatorcontrib>Ross, Ashley</creatorcontrib><creatorcontrib>Yousefi, Kasra</creatorcontrib><creatorcontrib>Tsai, Harrison</creatorcontrib><creatorcontrib>Zhao, Shuang G</creatorcontrib><creatorcontrib>Tosoian, Jeffrey J</creatorcontrib><creatorcontrib>Haddad, Zaid</creatorcontrib><creatorcontrib>Takhar, Mandeep</creatorcontrib><creatorcontrib>Chang, S Laura</creatorcontrib><creatorcontrib>Spratt, Daniel E</creatorcontrib><creatorcontrib>Abdollah, Firas</creatorcontrib><creatorcontrib>Jenkins, Robert B</creatorcontrib><creatorcontrib>Klein, Eric A</creatorcontrib><creatorcontrib>Nguyen, Paul L</creatorcontrib><creatorcontrib>Dicker, Adam P</creatorcontrib><creatorcontrib>Den, Robert B</creatorcontrib><creatorcontrib>Davicioni, Elai</creatorcontrib><creatorcontrib>Feng, Felix Y</creatorcontrib><creatorcontrib>Lotan, Tamara L</creatorcontrib><creatorcontrib>Schaeffer, Edward M</creatorcontrib><title>Development and Validation of a Prostate Cancer Genomic Signature that Predicts Early ADT Treatment Response Following Radical Prostatectomy</title><title>Clinical cancer research</title><addtitle>Clin Cancer Res</addtitle><description>Currently, no genomic signature exists to distinguish men most likely to progress on adjuvant androgen deprivation therapy (ADT) after radical prostatectomy for high-risk prostate cancer. Here we develop and validate a gene expression signature to predict response to postoperative ADT.
A training set consisting of 284 radical prostatectomy patients was established after 1:1 propensity score matching metastasis between adjuvant-ADT (a-ADT)-treated and no ADT-treated groups. An ADT Response Signature (ADT-RS) was identified from neuroendocrine and AR signaling-related genes. Two independent cohorts were used to form three separate data sets for validation (set I,
= 232; set II,
= 435; set III,
= 612). The primary endpoint of the analysis was postoperative metastasis.
Increases in ADT-RS score were associated with a reduction in risk of metastasis only in a-ADT patients. On multivariable analysis, ADT-RS by ADT treatment interaction term remained associated with metastasis in both validation sets (set I: HR = 0.18,
= 0.009; set II: HR = 0.25,
= 0.019). In a matched validation set III, patients with Low ADT-RS scores had similar 10-year metastasis rates in the a-ADT and no-ADT groups (30.1% vs. 31.0%,
= 0.989). Among High ADT-RS patients, 10-year metastasis rates were significantly lower for a-ADT versus no-ADT patients (9.4% vs. 29.2%,
= 0.021). The marginal ADT-RS by ADT interaction remained significant in the matched dataset (
= 0.035).
Patients with High ADT-RS benefited from a-ADT. In combination with prognostic risk factors, use of ADT-RS may thus allow for identification of ADT-responsive tumors that may benefit most from early androgen blockade after radical prostatectomy. We discovered a gene signature that when present in primary prostate tumors may be useful to predict patients who may respond to early ADT after surgery.
.</description><subject>Aged</subject><subject>Androgen Antagonists - administration & dosage</subject><subject>Chemotherapy, Adjuvant - methods</subject><subject>Gene Expression Regulation, Neoplastic - drug effects</subject><subject>Genomics</subject><subject>Humans</subject><subject>Kaplan-Meier Estimate</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Neoplasm Metastasis</subject><subject>Neoplasm Proteins - genetics</subject><subject>Neoplasm Recurrence, Local - genetics</subject><subject>Neoplasm Recurrence, Local - pathology</subject><subject>Prognosis</subject><subject>Prostate - pathology</subject><subject>Prostate-Specific Antigen - genetics</subject><subject>Prostatectomy</subject><subject>Prostatic Neoplasms - drug therapy</subject><subject>Prostatic Neoplasms - genetics</subject><subject>Prostatic Neoplasms - pathology</subject><subject>Prostatic Neoplasms - surgery</subject><subject>Seminal Vesicles - metabolism</subject><subject>Seminal Vesicles - pathology</subject><subject>Transcriptome</subject><issn>1078-0432</issn><issn>1557-3265</issn><issn>1557-3265</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpVkcluFDEQhluIiCzwCCAfuXTipd3LBSnqLCBFChoGrla1u3pi5LYH2xM078BDx5NlFE627L--Kvsrio-MnjIm2zNGm7akleCnfb8oWVPyppJviiMmZVMKXsu3ef-SOSyOY_xNKasYrd4Vh7xraso5Oyr-XeA9Wr-e0SUCbiS_wJoRkvGO-IkA-R58TJCQ9OA0BnKNzs9Gkx9m5SBtApJ0BynHcDQ6RXIJwW7J-cWSLANCeuQuMK69i0iuvLX-r3ErsoAcB7vH6-Tn7fviYAIb8cPzelL8vLpc9l_Lm9vrb_35TakrxlIJQqAepBaDBjpWiMiBMZFPQNZcCkZrJibeYsfoUE312LZc4jhMLYj8d1ScFF-euOvNMOOo84wBrFoHM0PYKg9G_X_jzJ1a-XtVS8a7R8DnZ0DwfzYYk5pN1GgtOPSbqDgVHe9oRbsclU9RnV8aA077NoyqnUm1s6R2llQ2qVijdiZz3afXM-6rXtSJB4oinYI</recordid><startdate>20180815</startdate><enddate>20180815</enddate><creator>Karnes, R Jeffrey</creator><creator>Sharma, Vidit</creator><creator>Choeurng, Voleak</creator><creator>Ashab, Hussam Al-Deen</creator><creator>Erho, Nicholas</creator><creator>Alshalalfa, Mohammed</creator><creator>Trock, Bruce</creator><creator>Ross, Ashley</creator><creator>Yousefi, Kasra</creator><creator>Tsai, Harrison</creator><creator>Zhao, Shuang G</creator><creator>Tosoian, Jeffrey J</creator><creator>Haddad, Zaid</creator><creator>Takhar, Mandeep</creator><creator>Chang, S Laura</creator><creator>Spratt, Daniel E</creator><creator>Abdollah, Firas</creator><creator>Jenkins, Robert B</creator><creator>Klein, Eric A</creator><creator>Nguyen, Paul L</creator><creator>Dicker, Adam P</creator><creator>Den, Robert B</creator><creator>Davicioni, Elai</creator><creator>Feng, Felix Y</creator><creator>Lotan, Tamara L</creator><creator>Schaeffer, Edward M</creator><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20180815</creationdate><title>Development and Validation of a Prostate Cancer Genomic Signature that Predicts Early ADT Treatment Response Following Radical Prostatectomy</title><author>Karnes, R Jeffrey ; Sharma, Vidit ; Choeurng, Voleak ; Ashab, Hussam Al-Deen ; Erho, Nicholas ; Alshalalfa, Mohammed ; Trock, Bruce ; Ross, Ashley ; Yousefi, Kasra ; Tsai, Harrison ; Zhao, Shuang G ; Tosoian, Jeffrey J ; Haddad, Zaid ; Takhar, Mandeep ; Chang, S Laura ; Spratt, Daniel E ; Abdollah, Firas ; Jenkins, Robert B ; Klein, Eric A ; Nguyen, Paul L ; Dicker, Adam P ; Den, Robert B ; Davicioni, Elai ; Feng, Felix Y ; Lotan, Tamara L ; Schaeffer, Edward M</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c411t-a33ecb5c3bca0d4eee2a113b5ca5625310613f28e910b4f6d8825edbf8a311503</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Aged</topic><topic>Androgen Antagonists - administration & dosage</topic><topic>Chemotherapy, Adjuvant - methods</topic><topic>Gene Expression Regulation, Neoplastic - drug effects</topic><topic>Genomics</topic><topic>Humans</topic><topic>Kaplan-Meier Estimate</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Neoplasm Metastasis</topic><topic>Neoplasm Proteins - genetics</topic><topic>Neoplasm Recurrence, Local - genetics</topic><topic>Neoplasm Recurrence, Local - pathology</topic><topic>Prognosis</topic><topic>Prostate - pathology</topic><topic>Prostate-Specific Antigen - genetics</topic><topic>Prostatectomy</topic><topic>Prostatic Neoplasms - drug therapy</topic><topic>Prostatic Neoplasms - genetics</topic><topic>Prostatic Neoplasms - pathology</topic><topic>Prostatic Neoplasms - surgery</topic><topic>Seminal Vesicles - metabolism</topic><topic>Seminal Vesicles - pathology</topic><topic>Transcriptome</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Karnes, R Jeffrey</creatorcontrib><creatorcontrib>Sharma, Vidit</creatorcontrib><creatorcontrib>Choeurng, Voleak</creatorcontrib><creatorcontrib>Ashab, Hussam Al-Deen</creatorcontrib><creatorcontrib>Erho, Nicholas</creatorcontrib><creatorcontrib>Alshalalfa, Mohammed</creatorcontrib><creatorcontrib>Trock, Bruce</creatorcontrib><creatorcontrib>Ross, Ashley</creatorcontrib><creatorcontrib>Yousefi, Kasra</creatorcontrib><creatorcontrib>Tsai, Harrison</creatorcontrib><creatorcontrib>Zhao, Shuang G</creatorcontrib><creatorcontrib>Tosoian, Jeffrey J</creatorcontrib><creatorcontrib>Haddad, Zaid</creatorcontrib><creatorcontrib>Takhar, Mandeep</creatorcontrib><creatorcontrib>Chang, S Laura</creatorcontrib><creatorcontrib>Spratt, Daniel E</creatorcontrib><creatorcontrib>Abdollah, Firas</creatorcontrib><creatorcontrib>Jenkins, Robert B</creatorcontrib><creatorcontrib>Klein, Eric A</creatorcontrib><creatorcontrib>Nguyen, Paul L</creatorcontrib><creatorcontrib>Dicker, Adam P</creatorcontrib><creatorcontrib>Den, Robert B</creatorcontrib><creatorcontrib>Davicioni, Elai</creatorcontrib><creatorcontrib>Feng, Felix Y</creatorcontrib><creatorcontrib>Lotan, Tamara L</creatorcontrib><creatorcontrib>Schaeffer, Edward M</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Clinical cancer research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Karnes, R Jeffrey</au><au>Sharma, Vidit</au><au>Choeurng, Voleak</au><au>Ashab, Hussam Al-Deen</au><au>Erho, Nicholas</au><au>Alshalalfa, Mohammed</au><au>Trock, Bruce</au><au>Ross, Ashley</au><au>Yousefi, Kasra</au><au>Tsai, Harrison</au><au>Zhao, Shuang G</au><au>Tosoian, Jeffrey J</au><au>Haddad, Zaid</au><au>Takhar, Mandeep</au><au>Chang, S Laura</au><au>Spratt, Daniel E</au><au>Abdollah, Firas</au><au>Jenkins, Robert B</au><au>Klein, Eric A</au><au>Nguyen, Paul L</au><au>Dicker, Adam P</au><au>Den, Robert B</au><au>Davicioni, Elai</au><au>Feng, Felix Y</au><au>Lotan, Tamara L</au><au>Schaeffer, Edward M</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Development and Validation of a Prostate Cancer Genomic Signature that Predicts Early ADT Treatment Response Following Radical Prostatectomy</atitle><jtitle>Clinical cancer research</jtitle><addtitle>Clin Cancer Res</addtitle><date>2018-08-15</date><risdate>2018</risdate><volume>24</volume><issue>16</issue><spage>3908</spage><epage>3916</epage><pages>3908-3916</pages><issn>1078-0432</issn><issn>1557-3265</issn><eissn>1557-3265</eissn><abstract>Currently, no genomic signature exists to distinguish men most likely to progress on adjuvant androgen deprivation therapy (ADT) after radical prostatectomy for high-risk prostate cancer. Here we develop and validate a gene expression signature to predict response to postoperative ADT.
A training set consisting of 284 radical prostatectomy patients was established after 1:1 propensity score matching metastasis between adjuvant-ADT (a-ADT)-treated and no ADT-treated groups. An ADT Response Signature (ADT-RS) was identified from neuroendocrine and AR signaling-related genes. Two independent cohorts were used to form three separate data sets for validation (set I,
= 232; set II,
= 435; set III,
= 612). The primary endpoint of the analysis was postoperative metastasis.
Increases in ADT-RS score were associated with a reduction in risk of metastasis only in a-ADT patients. On multivariable analysis, ADT-RS by ADT treatment interaction term remained associated with metastasis in both validation sets (set I: HR = 0.18,
= 0.009; set II: HR = 0.25,
= 0.019). In a matched validation set III, patients with Low ADT-RS scores had similar 10-year metastasis rates in the a-ADT and no-ADT groups (30.1% vs. 31.0%,
= 0.989). Among High ADT-RS patients, 10-year metastasis rates were significantly lower for a-ADT versus no-ADT patients (9.4% vs. 29.2%,
= 0.021). The marginal ADT-RS by ADT interaction remained significant in the matched dataset (
= 0.035).
Patients with High ADT-RS benefited from a-ADT. In combination with prognostic risk factors, use of ADT-RS may thus allow for identification of ADT-responsive tumors that may benefit most from early androgen blockade after radical prostatectomy. We discovered a gene signature that when present in primary prostate tumors may be useful to predict patients who may respond to early ADT after surgery.
.</abstract><cop>United States</cop><pmid>29760221</pmid><doi>10.1158/1078-0432.CCR-17-2745</doi><tpages>9</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Aged Androgen Antagonists - administration & dosage Chemotherapy, Adjuvant - methods Gene Expression Regulation, Neoplastic - drug effects Genomics Humans Kaplan-Meier Estimate Male Middle Aged Neoplasm Metastasis Neoplasm Proteins - genetics Neoplasm Recurrence, Local - genetics Neoplasm Recurrence, Local - pathology Prognosis Prostate - pathology Prostate-Specific Antigen - genetics Prostatectomy Prostatic Neoplasms - drug therapy Prostatic Neoplasms - genetics Prostatic Neoplasms - pathology Prostatic Neoplasms - surgery Seminal Vesicles - metabolism Seminal Vesicles - pathology Transcriptome |
title | Development and Validation of a Prostate Cancer Genomic Signature that Predicts Early ADT Treatment Response Following Radical Prostatectomy |
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