Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts

AbstractObjectivesTo develop and validate a genetic tool to predict age of onset of aggressive prostate cancer (PCa) and to guide decisions of who to screen and at what age.DesignAnalysis of genotype, PCa status, and age to select single nucleotide polymorphisms (SNPs) associated with diagnosis. The...

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Veröffentlicht in:BMJ (Online) 2018-01, Vol.360, p.j5757-j5757
Hauptverfasser: Seibert, Tyler M, Fan, Chun Chieh, Wang, Yunpeng, Zuber, Verena, Karunamuni, Roshan, Parsons, J Kellogg, Eeles, Rosalind A, Easton, Douglas F, Kote-Jarai, ZSofia, Al Olama, Ali Amin, Garcia, Sara Benlloch, Muir, Kenneth, Grönberg, Henrik, Wiklund, Fredrik, Aly, Markus, Schleutker, Johanna, Sipeky, Csilla, Tammela, Teuvo LJ, Nordestgaard, Børge G, Nielsen, Sune F, Weischer, Maren, Bisbjerg, Rasmus, Røder, M Andreas, Iversen, Peter, Key, Tim J, Travis, Ruth C, Neal, David E, Donovan, Jenny L, Hamdy, Freddie C, Pharoah, Paul, Pashayan, Nora, Khaw, Kay-Tee, Maier, Christiane, Vogel, Walther, Luedeke, Manuel, Herkommer, Kathleen, Kibel, Adam S, Cybulski, Cezary, Wokolorczyk, Dominika, Kluzniak, Wojciech, Cannon-Albright, Lisa, Brenner, Hermann, Cuk, Katarina, Saum, Kai-Uwe, Park, Jong Y, Sellers, Thomas A, Slavov, Chavdar, Kaneva, Radka, Mitev, Vanio, Batra, Jyotsna, Clements, Judith A, Spurdle, Amanda, Teixeira, Manuel R, Paulo, Paula, Maia, Sofia, Pandha, Hardev, Michael, Agnieszka, Kierzek, Andrzej, Karow, David S, Mills, Ian G, Andreassen, Ole A, Dale, Anders M
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container_title BMJ (Online)
container_volume 360
creator Seibert, Tyler M
Fan, Chun Chieh
Wang, Yunpeng
Zuber, Verena
Karunamuni, Roshan
Parsons, J Kellogg
Eeles, Rosalind A
Easton, Douglas F
Kote-Jarai, ZSofia
Al Olama, Ali Amin
Garcia, Sara Benlloch
Muir, Kenneth
Grönberg, Henrik
Wiklund, Fredrik
Aly, Markus
Schleutker, Johanna
Sipeky, Csilla
Tammela, Teuvo LJ
Nordestgaard, Børge G
Nielsen, Sune F
Weischer, Maren
Bisbjerg, Rasmus
Røder, M Andreas
Iversen, Peter
Key, Tim J
Travis, Ruth C
Neal, David E
Donovan, Jenny L
Hamdy, Freddie C
Pharoah, Paul
Pashayan, Nora
Khaw, Kay-Tee
Maier, Christiane
Vogel, Walther
Luedeke, Manuel
Herkommer, Kathleen
Kibel, Adam S
Cybulski, Cezary
Wokolorczyk, Dominika
Kluzniak, Wojciech
Cannon-Albright, Lisa
Brenner, Hermann
Cuk, Katarina
Saum, Kai-Uwe
Park, Jong Y
Sellers, Thomas A
Slavov, Chavdar
Kaneva, Radka
Mitev, Vanio
Batra, Jyotsna
Clements, Judith A
Spurdle, Amanda
Teixeira, Manuel R
Paulo, Paula
Maia, Sofia
Pandha, Hardev
Michael, Agnieszka
Kierzek, Andrzej
Karow, David S
Mills, Ian G
Andreassen, Ole A
Dale, Anders M
description AbstractObjectivesTo develop and validate a genetic tool to predict age of onset of aggressive prostate cancer (PCa) and to guide decisions of who to screen and at what age.DesignAnalysis of genotype, PCa status, and age to select single nucleotide polymorphisms (SNPs) associated with diagnosis. These polymorphisms were incorporated into a survival analysis to estimate their effects on age at diagnosis of aggressive PCa (that is, not eligible for surveillance according to National Comprehensive Cancer Network guidelines; any of Gleason score ≥7, stage T3-T4, PSA (prostate specific antigen) concentration ≥10 ng/L, nodal metastasis, distant metastasis). The resulting polygenic hazard score is an assessment of individual genetic risk. The final model was applied to an independent dataset containing genotype and PSA screening data. The hazard score was calculated for these men to test prediction of survival free from PCa.SettingMultiple institutions that were members of international PRACTICAL consortium.ParticipantsAll consortium participants of European ancestry with known age, PCa status, and quality assured custom (iCOGS) array genotype data. The development dataset comprised 31 747 men; the validation dataset comprised 6411 men.Main outcome measuresPrediction with hazard score of age of onset of aggressive cancer in validation set.ResultsIn the independent validation set, the hazard score calculated from 54 single nucleotide polymorphisms was a highly significant predictor of age at diagnosis of aggressive cancer (z=11.2, P98th centile) were compared with those with average scores (30th-70th centile), the hazard ratio for aggressive cancer was 2.9 (95% confidence interval 2.4 to 3.4). Inclusion of family history in a combined model did not improve prediction of onset of aggressive PCa (P=0.59), and polygenic hazard score performance remained high when family history was accounted for. Additionally, the positive predictive value of PSA screening for aggressive PCa was increased with increasing polygenic hazard score.ConclusionsPolygenic hazard scores can be used for personalised genetic risk estimates that can predict for age at onset of aggressive PCa.
doi_str_mv 10.1136/bmj.j5757
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These polymorphisms were incorporated into a survival analysis to estimate their effects on age at diagnosis of aggressive PCa (that is, not eligible for surveillance according to National Comprehensive Cancer Network guidelines; any of Gleason score ≥7, stage T3-T4, PSA (prostate specific antigen) concentration ≥10 ng/L, nodal metastasis, distant metastasis). The resulting polygenic hazard score is an assessment of individual genetic risk. The final model was applied to an independent dataset containing genotype and PSA screening data. The hazard score was calculated for these men to test prediction of survival free from PCa.SettingMultiple institutions that were members of international PRACTICAL consortium.ParticipantsAll consortium participants of European ancestry with known age, PCa status, and quality assured custom (iCOGS) array genotype data. The development dataset comprised 31 747 men; the validation dataset comprised 6411 men.Main outcome measuresPrediction with hazard score of age of onset of aggressive cancer in validation set.ResultsIn the independent validation set, the hazard score calculated from 54 single nucleotide polymorphisms was a highly significant predictor of age at diagnosis of aggressive cancer (z=11.2, P&lt;10−16). When men in the validation set with high scores (&gt;98th centile) were compared with those with average scores (30th-70th centile), the hazard ratio for aggressive cancer was 2.9 (95% confidence interval 2.4 to 3.4). Inclusion of family history in a combined model did not improve prediction of onset of aggressive PCa (P=0.59), and polygenic hazard score performance remained high when family history was accounted for. Additionally, the positive predictive value of PSA screening for aggressive PCa was increased with increasing polygenic hazard score.ConclusionsPolygenic hazard scores can be used for personalised genetic risk estimates that can predict for age at onset of aggressive PCa.</description><identifier>ISSN: 0959-8138</identifier><identifier>ISSN: 0959-535X</identifier><identifier>EISSN: 1756-1833</identifier><identifier>DOI: 10.1136/bmj.j5757</identifier><identifier>PMID: 29321194</identifier><language>eng</language><publisher>England: BMJ Publishing Group LTD</publisher><subject>Age ; Age of Onset ; Aged ; Antigens ; Cohort Studies ; Consortia ; Diagnosis ; Disease-Free Survival ; Early Detection of Cancer - methods ; Genotype ; Genotypes ; Health risk assessment ; Humans ; Kallikreins - analysis ; Male ; Medical screening ; Metastases ; Metastasis ; Middle Aged ; Mortality ; Outcome Assessment, Health Care ; Polymorphism, Single Nucleotide - genetics ; Predictive Value of Tests ; Prostate cancer ; Prostate-Specific Antigen - analysis ; Prostatic Neoplasms - blood ; Prostatic Neoplasms - diagnosis ; Prostatic Neoplasms - genetics ; Risk Assessment ; Single-nucleotide polymorphism ; Survival ; Survival Analysis ; Tumors ; White People - genetics</subject><ispartof>BMJ (Online), 2018-01, Vol.360, p.j5757-j5757</ispartof><rights>Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to</rights><rights>Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to http://group.bmj.com/group/rights-licensing/permissions.</rights><rights>Copyright: 2018 Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to http://group.bmj.com/group/rights-licensing/permissions</rights><rights>Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to 2018 BMJ</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-b536t-7e90e5128d3d096575e0d97d1c60e4f4e15d500e4a89c7999f73854d0edeb6f3</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,551,777,781,882,27905,27906</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/29321194$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttp://kipublications.ki.se/Default.aspx?queryparsed=id:137425038$$DView record from Swedish Publication Index$$Hfree_for_read</backlink></links><search><creatorcontrib>Seibert, Tyler M</creatorcontrib><creatorcontrib>Fan, Chun Chieh</creatorcontrib><creatorcontrib>Wang, Yunpeng</creatorcontrib><creatorcontrib>Zuber, Verena</creatorcontrib><creatorcontrib>Karunamuni, Roshan</creatorcontrib><creatorcontrib>Parsons, J Kellogg</creatorcontrib><creatorcontrib>Eeles, Rosalind A</creatorcontrib><creatorcontrib>Easton, Douglas F</creatorcontrib><creatorcontrib>Kote-Jarai, ZSofia</creatorcontrib><creatorcontrib>Al Olama, Ali Amin</creatorcontrib><creatorcontrib>Garcia, Sara Benlloch</creatorcontrib><creatorcontrib>Muir, Kenneth</creatorcontrib><creatorcontrib>Grönberg, Henrik</creatorcontrib><creatorcontrib>Wiklund, Fredrik</creatorcontrib><creatorcontrib>Aly, Markus</creatorcontrib><creatorcontrib>Schleutker, Johanna</creatorcontrib><creatorcontrib>Sipeky, Csilla</creatorcontrib><creatorcontrib>Tammela, Teuvo LJ</creatorcontrib><creatorcontrib>Nordestgaard, Børge G</creatorcontrib><creatorcontrib>Nielsen, Sune F</creatorcontrib><creatorcontrib>Weischer, Maren</creatorcontrib><creatorcontrib>Bisbjerg, Rasmus</creatorcontrib><creatorcontrib>Røder, M Andreas</creatorcontrib><creatorcontrib>Iversen, Peter</creatorcontrib><creatorcontrib>Key, Tim J</creatorcontrib><creatorcontrib>Travis, Ruth C</creatorcontrib><creatorcontrib>Neal, David E</creatorcontrib><creatorcontrib>Donovan, Jenny L</creatorcontrib><creatorcontrib>Hamdy, Freddie C</creatorcontrib><creatorcontrib>Pharoah, Paul</creatorcontrib><creatorcontrib>Pashayan, Nora</creatorcontrib><creatorcontrib>Khaw, Kay-Tee</creatorcontrib><creatorcontrib>Maier, Christiane</creatorcontrib><creatorcontrib>Vogel, Walther</creatorcontrib><creatorcontrib>Luedeke, Manuel</creatorcontrib><creatorcontrib>Herkommer, Kathleen</creatorcontrib><creatorcontrib>Kibel, Adam S</creatorcontrib><creatorcontrib>Cybulski, Cezary</creatorcontrib><creatorcontrib>Wokolorczyk, Dominika</creatorcontrib><creatorcontrib>Kluzniak, Wojciech</creatorcontrib><creatorcontrib>Cannon-Albright, Lisa</creatorcontrib><creatorcontrib>Brenner, Hermann</creatorcontrib><creatorcontrib>Cuk, Katarina</creatorcontrib><creatorcontrib>Saum, Kai-Uwe</creatorcontrib><creatorcontrib>Park, Jong Y</creatorcontrib><creatorcontrib>Sellers, Thomas A</creatorcontrib><creatorcontrib>Slavov, Chavdar</creatorcontrib><creatorcontrib>Kaneva, Radka</creatorcontrib><creatorcontrib>Mitev, Vanio</creatorcontrib><creatorcontrib>Batra, Jyotsna</creatorcontrib><creatorcontrib>Clements, Judith A</creatorcontrib><creatorcontrib>Spurdle, Amanda</creatorcontrib><creatorcontrib>Teixeira, Manuel R</creatorcontrib><creatorcontrib>Paulo, Paula</creatorcontrib><creatorcontrib>Maia, Sofia</creatorcontrib><creatorcontrib>Pandha, Hardev</creatorcontrib><creatorcontrib>Michael, Agnieszka</creatorcontrib><creatorcontrib>Kierzek, Andrzej</creatorcontrib><creatorcontrib>Karow, David S</creatorcontrib><creatorcontrib>Mills, Ian G</creatorcontrib><creatorcontrib>Andreassen, Ole A</creatorcontrib><creatorcontrib>Dale, Anders M</creatorcontrib><creatorcontrib>PRACTICAL Consortium</creatorcontrib><creatorcontrib>The PRACTICAL Consortium</creatorcontrib><title>Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts</title><title>BMJ (Online)</title><addtitle>BMJ</addtitle><description>AbstractObjectivesTo develop and validate a genetic tool to predict age of onset of aggressive prostate cancer (PCa) and to guide decisions of who to screen and at what age.DesignAnalysis of genotype, PCa status, and age to select single nucleotide polymorphisms (SNPs) associated with diagnosis. These polymorphisms were incorporated into a survival analysis to estimate their effects on age at diagnosis of aggressive PCa (that is, not eligible for surveillance according to National Comprehensive Cancer Network guidelines; any of Gleason score ≥7, stage T3-T4, PSA (prostate specific antigen) concentration ≥10 ng/L, nodal metastasis, distant metastasis). The resulting polygenic hazard score is an assessment of individual genetic risk. The final model was applied to an independent dataset containing genotype and PSA screening data. The hazard score was calculated for these men to test prediction of survival free from PCa.SettingMultiple institutions that were members of international PRACTICAL consortium.ParticipantsAll consortium participants of European ancestry with known age, PCa status, and quality assured custom (iCOGS) array genotype data. The development dataset comprised 31 747 men; the validation dataset comprised 6411 men.Main outcome measuresPrediction with hazard score of age of onset of aggressive cancer in validation set.ResultsIn the independent validation set, the hazard score calculated from 54 single nucleotide polymorphisms was a highly significant predictor of age at diagnosis of aggressive cancer (z=11.2, P&lt;10−16). When men in the validation set with high scores (&gt;98th centile) were compared with those with average scores (30th-70th centile), the hazard ratio for aggressive cancer was 2.9 (95% confidence interval 2.4 to 3.4). Inclusion of family history in a combined model did not improve prediction of onset of aggressive PCa (P=0.59), and polygenic hazard score performance remained high when family history was accounted for. Additionally, the positive predictive value of PSA screening for aggressive PCa was increased with increasing polygenic hazard score.ConclusionsPolygenic hazard scores can be used for personalised genetic risk estimates that can predict for age at onset of aggressive PCa.</description><subject>Age</subject><subject>Age of Onset</subject><subject>Aged</subject><subject>Antigens</subject><subject>Cohort Studies</subject><subject>Consortia</subject><subject>Diagnosis</subject><subject>Disease-Free Survival</subject><subject>Early Detection of Cancer - methods</subject><subject>Genotype</subject><subject>Genotypes</subject><subject>Health risk assessment</subject><subject>Humans</subject><subject>Kallikreins - analysis</subject><subject>Male</subject><subject>Medical screening</subject><subject>Metastases</subject><subject>Metastasis</subject><subject>Middle Aged</subject><subject>Mortality</subject><subject>Outcome Assessment, Health Care</subject><subject>Polymorphism, Single Nucleotide - genetics</subject><subject>Predictive Value of Tests</subject><subject>Prostate cancer</subject><subject>Prostate-Specific Antigen - analysis</subject><subject>Prostatic Neoplasms - blood</subject><subject>Prostatic Neoplasms - diagnosis</subject><subject>Prostatic Neoplasms - genetics</subject><subject>Risk Assessment</subject><subject>Single-nucleotide polymorphism</subject><subject>Survival</subject><subject>Survival Analysis</subject><subject>Tumors</subject><subject>White People - 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Andrzej</creator><creator>Karow, David S</creator><creator>Mills, Ian G</creator><creator>Andreassen, Ole A</creator><creator>Dale, Anders M</creator><general>BMJ Publishing Group LTD</general><general>BMJ Publishing Group 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hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts</title><author>Seibert, Tyler M ; Fan, Chun Chieh ; Wang, Yunpeng ; Zuber, Verena ; Karunamuni, Roshan ; Parsons, J Kellogg ; Eeles, Rosalind A ; Easton, Douglas F ; Kote-Jarai, ZSofia ; Al Olama, Ali Amin ; Garcia, Sara Benlloch ; Muir, Kenneth ; Grönberg, Henrik ; Wiklund, Fredrik ; Aly, Markus ; Schleutker, Johanna ; Sipeky, Csilla ; Tammela, Teuvo LJ ; Nordestgaard, Børge G ; Nielsen, Sune F ; Weischer, Maren ; Bisbjerg, Rasmus ; Røder, M Andreas ; Iversen, Peter ; Key, Tim J ; Travis, Ruth C ; Neal, David E ; Donovan, Jenny L ; Hamdy, Freddie C ; Pharoah, Paul ; Pashayan, Nora ; Khaw, Kay-Tee ; Maier, Christiane ; Vogel, Walther ; Luedeke, Manuel ; Herkommer, Kathleen ; Kibel, Adam S ; Cybulski, Cezary ; Wokolorczyk, Dominika ; Kluzniak, Wojciech ; Cannon-Albright, Lisa ; Brenner, Hermann ; Cuk, Katarina ; Saum, Kai-Uwe ; Park, Jong Y ; Sellers, Thomas A ; Slavov, Chavdar ; Kaneva, Radka ; Mitev, Vanio ; Batra, Jyotsna ; Clements, Judith A ; Spurdle, Amanda ; Teixeira, Manuel R ; Paulo, Paula ; Maia, Sofia ; Pandha, Hardev ; Michael, Agnieszka ; Kierzek, Andrzej ; Karow, David S ; Mills, Ian G ; Andreassen, Ole A ; Dale, Anders M</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-b536t-7e90e5128d3d096575e0d97d1c60e4f4e15d500e4a89c7999f73854d0edeb6f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Age</topic><topic>Age of Onset</topic><topic>Aged</topic><topic>Antigens</topic><topic>Cohort Studies</topic><topic>Consortia</topic><topic>Diagnosis</topic><topic>Disease-Free Survival</topic><topic>Early Detection of Cancer - methods</topic><topic>Genotype</topic><topic>Genotypes</topic><topic>Health risk assessment</topic><topic>Humans</topic><topic>Kallikreins - analysis</topic><topic>Male</topic><topic>Medical screening</topic><topic>Metastases</topic><topic>Metastasis</topic><topic>Middle Aged</topic><topic>Mortality</topic><topic>Outcome Assessment, Health Care</topic><topic>Polymorphism, Single Nucleotide - genetics</topic><topic>Predictive Value of Tests</topic><topic>Prostate cancer</topic><topic>Prostate-Specific Antigen - analysis</topic><topic>Prostatic Neoplasms - blood</topic><topic>Prostatic Neoplasms - diagnosis</topic><topic>Prostatic Neoplasms - genetics</topic><topic>Risk Assessment</topic><topic>Single-nucleotide polymorphism</topic><topic>Survival</topic><topic>Survival Analysis</topic><topic>Tumors</topic><topic>White People - genetics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Seibert, Tyler M</creatorcontrib><creatorcontrib>Fan, Chun Chieh</creatorcontrib><creatorcontrib>Wang, Yunpeng</creatorcontrib><creatorcontrib>Zuber, Verena</creatorcontrib><creatorcontrib>Karunamuni, Roshan</creatorcontrib><creatorcontrib>Parsons, J Kellogg</creatorcontrib><creatorcontrib>Eeles, Rosalind A</creatorcontrib><creatorcontrib>Easton, Douglas F</creatorcontrib><creatorcontrib>Kote-Jarai, ZSofia</creatorcontrib><creatorcontrib>Al Olama, Ali Amin</creatorcontrib><creatorcontrib>Garcia, Sara Benlloch</creatorcontrib><creatorcontrib>Muir, Kenneth</creatorcontrib><creatorcontrib>Grönberg, Henrik</creatorcontrib><creatorcontrib>Wiklund, Fredrik</creatorcontrib><creatorcontrib>Aly, Markus</creatorcontrib><creatorcontrib>Schleutker, Johanna</creatorcontrib><creatorcontrib>Sipeky, Csilla</creatorcontrib><creatorcontrib>Tammela, Teuvo LJ</creatorcontrib><creatorcontrib>Nordestgaard, Børge G</creatorcontrib><creatorcontrib>Nielsen, Sune F</creatorcontrib><creatorcontrib>Weischer, Maren</creatorcontrib><creatorcontrib>Bisbjerg, Rasmus</creatorcontrib><creatorcontrib>Røder, M Andreas</creatorcontrib><creatorcontrib>Iversen, Peter</creatorcontrib><creatorcontrib>Key, Tim J</creatorcontrib><creatorcontrib>Travis, Ruth C</creatorcontrib><creatorcontrib>Neal, David E</creatorcontrib><creatorcontrib>Donovan, Jenny L</creatorcontrib><creatorcontrib>Hamdy, Freddie C</creatorcontrib><creatorcontrib>Pharoah, Paul</creatorcontrib><creatorcontrib>Pashayan, Nora</creatorcontrib><creatorcontrib>Khaw, Kay-Tee</creatorcontrib><creatorcontrib>Maier, Christiane</creatorcontrib><creatorcontrib>Vogel, Walther</creatorcontrib><creatorcontrib>Luedeke, Manuel</creatorcontrib><creatorcontrib>Herkommer, Kathleen</creatorcontrib><creatorcontrib>Kibel, Adam S</creatorcontrib><creatorcontrib>Cybulski, Cezary</creatorcontrib><creatorcontrib>Wokolorczyk, Dominika</creatorcontrib><creatorcontrib>Kluzniak, Wojciech</creatorcontrib><creatorcontrib>Cannon-Albright, Lisa</creatorcontrib><creatorcontrib>Brenner, Hermann</creatorcontrib><creatorcontrib>Cuk, Katarina</creatorcontrib><creatorcontrib>Saum, Kai-Uwe</creatorcontrib><creatorcontrib>Park, Jong Y</creatorcontrib><creatorcontrib>Sellers, Thomas A</creatorcontrib><creatorcontrib>Slavov, Chavdar</creatorcontrib><creatorcontrib>Kaneva, Radka</creatorcontrib><creatorcontrib>Mitev, Vanio</creatorcontrib><creatorcontrib>Batra, Jyotsna</creatorcontrib><creatorcontrib>Clements, Judith A</creatorcontrib><creatorcontrib>Spurdle, Amanda</creatorcontrib><creatorcontrib>Teixeira, Manuel R</creatorcontrib><creatorcontrib>Paulo, Paula</creatorcontrib><creatorcontrib>Maia, Sofia</creatorcontrib><creatorcontrib>Pandha, Hardev</creatorcontrib><creatorcontrib>Michael, Agnieszka</creatorcontrib><creatorcontrib>Kierzek, Andrzej</creatorcontrib><creatorcontrib>Karow, David S</creatorcontrib><creatorcontrib>Mills, Ian G</creatorcontrib><creatorcontrib>Andreassen, Ole A</creatorcontrib><creatorcontrib>Dale, Anders M</creatorcontrib><creatorcontrib>PRACTICAL Consortium</creatorcontrib><creatorcontrib>The PRACTICAL Consortium</creatorcontrib><collection>BMJ Open Access Journals</collection><collection>BMJ Journals:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Nursing &amp; Allied Health Database</collection><collection>Health &amp; Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Science Database (Alumni Edition)</collection><collection>STEM Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Research Library (Alumni Edition)</collection><collection>ProQuest Central (Alumni 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Edition)</collection><collection>ProQuest Biological Science Collection</collection><collection>Research Library</collection><collection>Science Database</collection><collection>Biological Science Database</collection><collection>Research Library (Corporate)</collection><collection>Nursing &amp; Allied Health Premium</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>SwePub</collection><collection>SwePub Articles</collection><collection>SWEPUB Freely available online</collection><collection>SwePub Articles full text</collection><jtitle>BMJ (Online)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Seibert, Tyler M</au><au>Fan, Chun Chieh</au><au>Wang, Yunpeng</au><au>Zuber, Verena</au><au>Karunamuni, Roshan</au><au>Parsons, J Kellogg</au><au>Eeles, Rosalind A</au><au>Easton, Douglas F</au><au>Kote-Jarai, ZSofia</au><au>Al Olama, Ali Amin</au><au>Garcia, Sara Benlloch</au><au>Muir, Kenneth</au><au>Grönberg, Henrik</au><au>Wiklund, Fredrik</au><au>Aly, Markus</au><au>Schleutker, Johanna</au><au>Sipeky, Csilla</au><au>Tammela, Teuvo LJ</au><au>Nordestgaard, Børge G</au><au>Nielsen, Sune F</au><au>Weischer, Maren</au><au>Bisbjerg, Rasmus</au><au>Røder, M Andreas</au><au>Iversen, Peter</au><au>Key, Tim J</au><au>Travis, Ruth C</au><au>Neal, David E</au><au>Donovan, Jenny L</au><au>Hamdy, Freddie C</au><au>Pharoah, Paul</au><au>Pashayan, Nora</au><au>Khaw, Kay-Tee</au><au>Maier, Christiane</au><au>Vogel, Walther</au><au>Luedeke, Manuel</au><au>Herkommer, Kathleen</au><au>Kibel, Adam S</au><au>Cybulski, Cezary</au><au>Wokolorczyk, Dominika</au><au>Kluzniak, Wojciech</au><au>Cannon-Albright, Lisa</au><au>Brenner, Hermann</au><au>Cuk, Katarina</au><au>Saum, Kai-Uwe</au><au>Park, Jong Y</au><au>Sellers, Thomas A</au><au>Slavov, Chavdar</au><au>Kaneva, Radka</au><au>Mitev, Vanio</au><au>Batra, Jyotsna</au><au>Clements, Judith A</au><au>Spurdle, Amanda</au><au>Teixeira, Manuel R</au><au>Paulo, Paula</au><au>Maia, Sofia</au><au>Pandha, Hardev</au><au>Michael, Agnieszka</au><au>Kierzek, Andrzej</au><au>Karow, David S</au><au>Mills, Ian G</au><au>Andreassen, Ole A</au><au>Dale, Anders M</au><aucorp>PRACTICAL Consortium</aucorp><aucorp>The PRACTICAL Consortium</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts</atitle><jtitle>BMJ (Online)</jtitle><addtitle>BMJ</addtitle><date>2018-01-10</date><risdate>2018</risdate><volume>360</volume><spage>j5757</spage><epage>j5757</epage><pages>j5757-j5757</pages><issn>0959-8138</issn><issn>0959-535X</issn><eissn>1756-1833</eissn><abstract>AbstractObjectivesTo develop and validate a genetic tool to predict age of onset of aggressive prostate cancer (PCa) and to guide decisions of who to screen and at what age.DesignAnalysis of genotype, PCa status, and age to select single nucleotide polymorphisms (SNPs) associated with diagnosis. These polymorphisms were incorporated into a survival analysis to estimate their effects on age at diagnosis of aggressive PCa (that is, not eligible for surveillance according to National Comprehensive Cancer Network guidelines; any of Gleason score ≥7, stage T3-T4, PSA (prostate specific antigen) concentration ≥10 ng/L, nodal metastasis, distant metastasis). The resulting polygenic hazard score is an assessment of individual genetic risk. The final model was applied to an independent dataset containing genotype and PSA screening data. The hazard score was calculated for these men to test prediction of survival free from PCa.SettingMultiple institutions that were members of international PRACTICAL consortium.ParticipantsAll consortium participants of European ancestry with known age, PCa status, and quality assured custom (iCOGS) array genotype data. The development dataset comprised 31 747 men; the validation dataset comprised 6411 men.Main outcome measuresPrediction with hazard score of age of onset of aggressive cancer in validation set.ResultsIn the independent validation set, the hazard score calculated from 54 single nucleotide polymorphisms was a highly significant predictor of age at diagnosis of aggressive cancer (z=11.2, P&lt;10−16). When men in the validation set with high scores (&gt;98th centile) were compared with those with average scores (30th-70th centile), the hazard ratio for aggressive cancer was 2.9 (95% confidence interval 2.4 to 3.4). Inclusion of family history in a combined model did not improve prediction of onset of aggressive PCa (P=0.59), and polygenic hazard score performance remained high when family history was accounted for. Additionally, the positive predictive value of PSA screening for aggressive PCa was increased with increasing polygenic hazard score.ConclusionsPolygenic hazard scores can be used for personalised genetic risk estimates that can predict for age at onset of aggressive PCa.</abstract><cop>England</cop><pub>BMJ Publishing Group LTD</pub><pmid>29321194</pmid><doi>10.1136/bmj.j5757</doi><oa>free_for_read</oa></addata></record>
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subjects Age
Age of Onset
Aged
Antigens
Cohort Studies
Consortia
Diagnosis
Disease-Free Survival
Early Detection of Cancer - methods
Genotype
Genotypes
Health risk assessment
Humans
Kallikreins - analysis
Male
Medical screening
Metastases
Metastasis
Middle Aged
Mortality
Outcome Assessment, Health Care
Polymorphism, Single Nucleotide - genetics
Predictive Value of Tests
Prostate cancer
Prostate-Specific Antigen - analysis
Prostatic Neoplasms - blood
Prostatic Neoplasms - diagnosis
Prostatic Neoplasms - genetics
Risk Assessment
Single-nucleotide polymorphism
Survival
Survival Analysis
Tumors
White People - genetics
title Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts
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