Cargando…
Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts
OBJECTIVES: To 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. DESIGN: Analysis of genotype, PCa status, and age to select single nucleotide polymorphisms (SNPs) associated with diagnosis. These...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group Ltd.
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5759091/ https://www.ncbi.nlm.nih.gov/pubmed/29321194 http://dx.doi.org/10.1136/bmj.j5757 |
_version_ | 1783291127566172160 |
---|---|
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_facet | 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 | Seibert, Tyler M |
collection | PubMed |
description | OBJECTIVES: To 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. DESIGN: Analysis 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. SETTING: Multiple institutions that were members of international PRACTICAL consortium. PARTICIPANTS: All 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 MEASURES: Prediction with hazard score of age of onset of aggressive cancer in validation set. RESULTS: In 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<10(−16)). When men in the validation set with high scores (>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. CONCLUSIONS: Polygenic hazard scores can be used for personalised genetic risk estimates that can predict for age at onset of aggressive PCa. |
format | Online Article Text |
id | pubmed-5759091 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BMJ Publishing Group Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-57590912018-01-30 Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts 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 BMJ Research OBJECTIVES: To 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. DESIGN: Analysis 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. SETTING: Multiple institutions that were members of international PRACTICAL consortium. PARTICIPANTS: All 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 MEASURES: Prediction with hazard score of age of onset of aggressive cancer in validation set. RESULTS: In 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<10(−16)). When men in the validation set with high scores (>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. CONCLUSIONS: Polygenic hazard scores can be used for personalised genetic risk estimates that can predict for age at onset of aggressive PCa. BMJ Publishing Group Ltd. 2018-01-10 /pmc/articles/PMC5759091/ /pubmed/29321194 http://dx.doi.org/10.1136/bmj.j5757 Text en 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 This is an Open Access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/. |
spellingShingle | Research 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 Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts |
title | Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts |
title_full | Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts |
title_fullStr | Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts |
title_full_unstemmed | Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts |
title_short | Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts |
title_sort | polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5759091/ https://www.ncbi.nlm.nih.gov/pubmed/29321194 http://dx.doi.org/10.1136/bmj.j5757 |
work_keys_str_mv | AT seiberttylerm polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT fanchunchieh polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT wangyunpeng polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT zuberverena polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT karunamuniroshan polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT parsonsjkellogg polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT eelesrosalinda polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT eastondouglasf polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT kotejaraizsofia polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT alolamaaliamin polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT garciasarabenlloch polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT muirkenneth polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT gronberghenrik polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT wiklundfredrik polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT alymarkus polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT schleutkerjohanna polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT sipekycsilla polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT tammelateuvolj polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT nordestgaardbørgeg polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT nielsensunef polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT weischermaren polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT bisbjergrasmus polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT rødermandreas polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT iversenpeter polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT keytimj polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT travisruthc polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT nealdavide polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT donovanjennyl polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT hamdyfreddiec polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT pharoahpaul polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT pashayannora polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT khawkaytee polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT maierchristiane polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT vogelwalther polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT luedekemanuel polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT herkommerkathleen polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT kibeladams polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT cybulskicezary polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT wokolorczykdominika polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT kluzniakwojciech polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT cannonalbrightlisa polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT brennerhermann polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT cukkatarina polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT saumkaiuwe polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT parkjongy polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT sellersthomasa polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT slavovchavdar polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT kanevaradka polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT mitevvanio polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT batrajyotsna polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT clementsjuditha polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT spurdleamanda polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT teixeiramanuelr polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT paulopaula polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT maiasofia polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT pandhahardev polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT michaelagnieszka polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT kierzekandrzej polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT karowdavids polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT millsiang polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT andreassenolea polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT daleandersm polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts AT polygenichazardscoretoguidescreeningforaggressiveprostatecancerdevelopmentandvalidationinlargescalecohorts |