Polygenic hazard score to guide screening for aggressive prostate cancer: development and validation in large scale cohorts
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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; PRACTICAL Consortium*.
In: B M J, Vol. 360, j5757, 2018.Research output: Contribution to journal › Journal article › Research › peer-review
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TY - JOUR
T1 - Polygenic hazard score to guide screening for aggressive prostate cancer
T2 - development and validation in large scale cohorts
AU - Seibert, Tyler M
AU - Fan, Chun Chieh
AU - Wang, Yunpeng
AU - Zuber, Verena
AU - Karunamuni, Roshan
AU - Parsons, J Kellogg
AU - Eeles, Rosalind A
AU - Easton, Douglas F
AU - Kote-Jarai, ZSofia
AU - Al Olama, Ali Amin
AU - Garcia, Sara Benlloch
AU - Muir, Kenneth
AU - Grönberg, Henrik
AU - Wiklund, Fredrik
AU - Aly, Markus
AU - Schleutker, Johanna
AU - Sipeky, Csilla
AU - Tammela, Teuvo Lj
AU - Nordestgaard, Børge G
AU - Nielsen, Sune F
AU - Weischer, Maren
AU - Bisbjerg, Rasmus
AU - Røder, M Andreas
AU - Iversen, Peter
AU - Key, Tim J
AU - Travis, Ruth C
AU - Neal, David E
AU - Donovan, Jenny L
AU - Hamdy, Freddie C
AU - Pharoah, Paul
AU - Pashayan, Nora
AU - Khaw, Kay-Tee
AU - Maier, Christiane
AU - Vogel, Walther
AU - Luedeke, Manuel
AU - Herkommer, Kathleen
AU - Kibel, Adam S
AU - Cybulski, Cezary
AU - Wokolorczyk, Dominika
AU - Kluzniak, Wojciech
AU - Cannon-Albright, Lisa
AU - Brenner, Hermann
AU - Cuk, Katarina
AU - Saum, Kai-Uwe
AU - Park, Jong Y
AU - Sellers, Thomas A
AU - Slavov, Chavdar
AU - Kaneva, Radka
AU - Mitev, Vanio
AU - Batra, Jyotsna
AU - PRACTICAL Consortium
N1 - 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.
PY - 2018
Y1 - 2018
N2 - 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.
AB - 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.
KW - Age of Onset
KW - Aged
KW - Cohort Studies
KW - Disease-Free Survival
KW - Early Detection of Cancer/methods
KW - European Continental Ancestry Group/genetics
KW - Genotype
KW - Humans
KW - Kallikreins/analysis
KW - Male
KW - Middle Aged
KW - Outcome Assessment (Health Care)
KW - Polymorphism, Single Nucleotide/genetics
KW - Predictive Value of Tests
KW - Prostate-Specific Antigen/analysis
KW - Prostatic Neoplasms/blood
KW - Risk Assessment
KW - Survival Analysis
U2 - 10.1136/bmj.j5757
DO - 10.1136/bmj.j5757
M3 - Journal article
C2 - 29321194
VL - 360
JO - The BMJ
JF - The BMJ
SN - 0959-8146
M1 - j5757
ER -
ID: 213861683