Haitao Chen1, Rong Na2,3, Vignesh T Packiam4, Carly A Conran3, Deke Jiang3, Sha Tao1, Hongjie Yu3, Xiaoling Lin2, Wei Meng5, S Lilly Zheng3, Charles B Brendler3, Brian T Helfand3, Jianfeng Xu1,2,3. 1. Center for Genomic Translational Medicine and Prevention, School of Public Health, Fudan University, Shanghai, P. R. China. 2. Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, P. R. China. 3. NorthShore University HealthSystem, Program for Personalized Cancer Care, Evanston, Illinois. 4. Section of Urology, University of Chicago Medical Center, Chicago, Illinois. 5. Department of Epidemiology, School of Public Health, Fudan University, Shanghai, P. R. China.
Abstract
BACKGROUND: Although the clinical validity of risk-associated single nucleotide polymorphisms (SNPs) for assessment of disease susceptibility has been consistently established, risk reclassification from increasing numbers of implicated risk-associated SNPs raises concern that it is premature for clinical use. Our objective is to assess the degree and impact of risk reclassification with the increasing number of SNPs. METHODS: A total of 3239 patients from the Reduction by Dutasteride of Prostate Cancer Events (REDUCE) trial were included. Four genetic risk scores (GRSs) were calculated based on sets of sequentially discovered prostate cancer (PCa) risk-associated SNPs (17, 34, 51, and 68 SNPs). RESULTS: Pair-wise correlation coefficients between sets of GRSs increased as more SNPs were included in the GRS: 0.80, 0.86, and 0.95 for 17 versus 34 SNPs, 34 versus 51 SNPs, and 51 versus 68 SNPs, respectively. Using a GRS of 1.5 as a cutoff for higher versus lower risk, reclassification rates of PCa risk decreased: 14.11%, 12.04%, and 8.15% for 17 versus 34 SNPs, 34 versus 51 SNPs, and 51 versus 68 SNPs, respectively. Evolving GRSs, nevertheless, provide a tool for further refining risk assessment. When all four sequential GRSs were considered, the detection rates of PCa for men whose GRSs were consistently <1.5, reclassified, and consistently ≥1.5 were 20.8%, 29.67%, and 39.26%, respectively (Ptrend = 1.12 × 10-8 ). In comparison, the detection rates of PCa in men with negative or positive family history were 23.75% and 31.78%, respectively. CONCLUSIONS: Risk assessment using currently available SNPs is justified. Multiple GRS values from evolving sets of SNPs provide a valuable tool for better refining risk.
RCT Entities:
BACKGROUND: Although the clinical validity of risk-associated single nucleotide polymorphisms (SNPs) for assessment of disease susceptibility has been consistently established, risk reclassification from increasing numbers of implicated risk-associated SNPs raises concern that it is premature for clinical use. Our objective is to assess the degree and impact of risk reclassification with the increasing number of SNPs. METHODS: A total of 3239 patients from the Reduction by Dutasteride of Prostate Cancer Events (REDUCE) trial were included. Four genetic risk scores (GRSs) were calculated based on sets of sequentially discovered prostate cancer (PCa) risk-associated SNPs (17, 34, 51, and 68 SNPs). RESULTS: Pair-wise correlation coefficients between sets of GRSs increased as more SNPs were included in the GRS: 0.80, 0.86, and 0.95 for 17 versus 34 SNPs, 34 versus 51 SNPs, and 51 versus 68 SNPs, respectively. Using a GRS of 1.5 as a cutoff for higher versus lower risk, reclassification rates of PCa risk decreased: 14.11%, 12.04%, and 8.15% for 17 versus 34 SNPs, 34 versus 51 SNPs, and 51 versus 68 SNPs, respectively. Evolving GRSs, nevertheless, provide a tool for further refining risk assessment. When all four sequential GRSs were considered, the detection rates of PCa for men whose GRSs were consistently <1.5, reclassified, and consistently ≥1.5 were 20.8%, 29.67%, and 39.26%, respectively (Ptrend = 1.12 × 10-8 ). In comparison, the detection rates of PCa in men with negative or positive family history were 23.75% and 31.78%, respectively. CONCLUSIONS: Risk assessment using currently available SNPs is justified. Multiple GRS values from evolving sets of SNPs provide a valuable tool for better refining risk.
Authors: Julius Gudmundsson; Patrick Sulem; Valgerdur Steinthorsdottir; Jon T Bergthorsson; Gudmar Thorleifsson; Andrei Manolescu; Thorunn Rafnar; Daniel Gudbjartsson; Bjarni A Agnarsson; Adam Baker; Asgeir Sigurdsson; Kristrun R Benediktsdottir; Margret Jakobsdottir; Thorarinn Blondal; Simon N Stacey; Agnar Helgason; Steinunn Gunnarsdottir; Adalheidur Olafsdottir; Kari T Kristinsson; Birgitta Birgisdottir; Shyamali Ghosh; Steinunn Thorlacius; Dana Magnusdottir; Gerdur Stefansdottir; Kristleifur Kristjansson; Yu Bagger; Robert L Wilensky; Muredach P Reilly; Andrew D Morris; Charlotte H Kimber; Adebowale Adeyemo; Yuanxiu Chen; Jie Zhou; Wing-Yee So; Peter C Y Tong; Maggie C Y Ng; Torben Hansen; Gitte Andersen; Knut Borch-Johnsen; Torben Jorgensen; Alejandro Tres; Fernando Fuertes; Manuel Ruiz-Echarri; Laura Asin; Berta Saez; Erica van Boven; Siem Klaver; Dorine W Swinkels; Katja K Aben; Theresa Graif; John Cashy; Brian K Suarez; Onco van Vierssen Trip; Michael L Frigge; Carole Ober; Marten H Hofker; Cisca Wijmenga; Claus Christiansen; Daniel J Rader; Colin N A Palmer; Charles Rotimi; Juliana C N Chan; Oluf Pedersen; Gunnar Sigurdsson; Rafn Benediktsson; Eirikur Jonsson; Gudmundur V Einarsson; Jose I Mayordomo; William J Catalona; Lambertus A Kiemeney; Rosa B Barkardottir; Jeffrey R Gulcher; Unnur Thorsteinsdottir; Augustine Kong; Kari Stefansson Journal: Nat Genet Date: 2007-07-01 Impact factor: 38.330
Authors: S Lilly Zheng; Jielin Sun; Fredrik Wiklund; Shelly Smith; Pär Stattin; Ge Li; Hans-Olov Adami; Fang-Chi Hsu; Yi Zhu; Katarina Bälter; A Karim Kader; Aubrey R Turner; Wennuan Liu; Eugene R Bleecker; Deborah A Meyers; David Duggan; John D Carpten; Bao-Li Chang; William B Isaacs; Jianfeng Xu; Henrik Grönberg Journal: N Engl J Med Date: 2008-01-16 Impact factor: 91.245
Authors: Gerald L Andriole; David G Bostwick; Otis W Brawley; Leonard G Gomella; Michael Marberger; Francesco Montorsi; Curtis A Pettaway; Teuvo L Tammela; Claudio Teloken; Donald J Tindall; Matthew C Somerville; Timothy H Wilson; Ivy L Fowler; Roger S Rittmaster Journal: N Engl J Med Date: 2010-04-01 Impact factor: 91.245
Authors: Zsofia Kote-Jarai; Ali Amin Al Olama; Graham G Giles; Gianluca Severi; Johanna Schleutker; Maren Weischer; Daniele Campa; Elio Riboli; Tim Key; Henrik Gronberg; David J Hunter; Peter Kraft; Michael J Thun; Sue Ingles; Stephen Chanock; Demetrius Albanes; Richard B Hayes; David E Neal; Freddie C Hamdy; Jenny L Donovan; Paul Pharoah; Fredrick Schumacher; Brian E Henderson; Janet L Stanford; Elaine A Ostrander; Karina Dalsgaard Sorensen; Thilo Dörk; Gerald Andriole; Joanne L Dickinson; Cezary Cybulski; Jan Lubinski; Amanda Spurdle; Judith A Clements; Suzanne Chambers; Joanne Aitken; R A Frank Gardiner; Stephen N Thibodeau; Dan Schaid; Esther M John; Christiane Maier; Walther Vogel; Kathleen A Cooney; Jong Y Park; Lisa Cannon-Albright; Hermann Brenner; Tomonori Habuchi; Hong-Wei Zhang; Yong-Jie Lu; Radka Kaneva; Ken Muir; Sara Benlloch; Daniel A Leongamornlert; Edward J Saunders; Malgorzata Tymrakiewicz; Nadiya Mahmud; Michelle Guy; Lynne T O'Brien; Rosemary A Wilkinson; Amanda L Hall; Emma J Sawyer; Tokhir Dadaev; Jonathan Morrison; David P Dearnaley; Alan Horwich; Robert A Huddart; Vincent S Khoo; Christopher C Parker; Nicholas Van As; Christopher J Woodhouse; Alan Thompson; Tim Christmas; Chris Ogden; Colin S Cooper; Aritaya Lophatonanon; Melissa C Southey; John L Hopper; Dallas R English; Tiina Wahlfors; Teuvo L J Tammela; Peter Klarskov; Børge G Nordestgaard; M Andreas Røder; Anne Tybjærg-Hansen; Stig E Bojesen; Ruth Travis; Federico Canzian; Rudolf Kaaks; Fredrik Wiklund; Markus Aly; Sara Lindstrom; W Ryan Diver; Susan Gapstur; Mariana C Stern; Roman Corral; Jarmo Virtamo; Angela Cox; Christopher A Haiman; Loic Le Marchand; Liesel Fitzgerald; Suzanne Kolb; Erika M Kwon; Danielle M Karyadi; Torben Falck Orntoft; Michael Borre; Andreas Meyer; Jürgen Serth; Meredith Yeager; Sonja I Berndt; James R Marthick; Briony Patterson; Dominika Wokolorczyk; Jyotsna Batra; Felicity Lose; Shannon K McDonnell; Amit D Joshi; Ahva Shahabi; Antje E Rinckleb; Ana Ray; Thomas A Sellers; Hui-Yi Lin; Robert A Stephenson; James Farnham; Heiko Muller; Dietrich Rothenbacher; Norihiko Tsuchiya; Shintaro Narita; Guang-Wen Cao; Chavdar Slavov; Vanio Mitev; Douglas F Easton; Rosalind A Eeles Journal: Nat Genet Date: 2011-07-10 Impact factor: 38.330
Authors: Julius Gudmundsson; Patrick Sulem; Daniel F Gudbjartsson; Thorarinn Blondal; Arnaldur Gylfason; Bjarni A Agnarsson; Kristrun R Benediktsdottir; Droplaug N Magnusdottir; Gudbjorg Orlygsdottir; Margret Jakobsdottir; Simon N Stacey; Asgeir Sigurdsson; Tiina Wahlfors; Teuvo Tammela; Joan P Breyer; Kate M McReynolds; Kevin M Bradley; Berta Saez; Javier Godino; Sebastian Navarrete; Fernando Fuertes; Laura Murillo; Eduardo Polo; Katja K Aben; Inge M van Oort; Brian K Suarez; Brian T Helfand; Donghui Kan; Carlo Zanon; Michael L Frigge; Kristleifur Kristjansson; Jeffrey R Gulcher; Gudmundur V Einarsson; Eirikur Jonsson; William J Catalona; Jose I Mayordomo; Lambertus A Kiemeney; Jeffrey R Smith; Johanna Schleutker; Rosa B Barkardottir; Augustine Kong; Unnur Thorsteinsdottir; Thorunn Rafnar; Kari Stefansson Journal: Nat Genet Date: 2009-09-20 Impact factor: 38.330
Authors: Gilles Thomas; Kevin B Jacobs; Meredith Yeager; Peter Kraft; Sholom Wacholder; Nick Orr; Kai Yu; Nilanjan Chatterjee; Robert Welch; Amy Hutchinson; Andrew Crenshaw; Geraldine Cancel-Tassin; Brian J Staats; Zhaoming Wang; Jesus Gonzalez-Bosquet; Jun Fang; Xiang Deng; Sonja I Berndt; Eugenia E Calle; Heather Spencer Feigelson; Michael J Thun; Carmen Rodriguez; Demetrius Albanes; Jarmo Virtamo; Stephanie Weinstein; Fredrick R Schumacher; Edward Giovannucci; Walter C Willett; Olivier Cussenot; Antoine Valeri; Gerald L Andriole; E David Crawford; Margaret Tucker; Daniela S Gerhard; Joseph F Fraumeni; Robert Hoover; Richard B Hayes; David J Hunter; Stephen J Chanock Journal: Nat Genet Date: 2008-02-10 Impact factor: 38.330
Authors: Christopher A Haiman; Gary K Chen; William J Blot; Sara S Strom; Sonja I Berndt; Rick A Kittles; Benjamin A Rybicki; William B Isaacs; Sue A Ingles; Janet L Stanford; W Ryan Diver; John S Witte; Ann W Hsing; Barbara Nemesure; Timothy R Rebbeck; Kathleen A Cooney; Jianfeng Xu; Adam S Kibel; Jennifer J Hu; Esther M John; Serigne M Gueye; Stephen Watya; Lisa B Signorello; Richard B Hayes; Zhaoming Wang; Edward Yeboah; Yao Tettey; Qiuyin Cai; Suzanne Kolb; Elaine A Ostrander; Charnita Zeigler-Johnson; Yuko Yamamura; Christine Neslund-Dudas; Jennifer Haslag-Minoff; William Wu; Venetta Thomas; Glenn O Allen; Adam Murphy; Bao-Li Chang; S Lilly Zheng; M Cristina Leske; Suh-Yuh Wu; Anna M Ray; Anselm J M Hennis; Michael J Thun; John Carpten; Graham Casey; Erin N Carter; Edder R Duarte; Lucy Y Xia; Xin Sheng; Peggy Wan; Loreall C Pooler; Iona Cheng; Kristine R Monroe; Fredrick Schumacher; Loic Le Marchand; Laurence N Kolonel; Stephen J Chanock; David Van Den Berg; Daniel O Stram; Brian E Henderson Journal: Nat Genet Date: 2011-05-22 Impact factor: 38.330
Authors: Nora Pashayan; Stephen W Duffy; David E Neal; Freddie C Hamdy; Jenny L Donovan; Richard M Martin; Patricia Harrington; Sara Benlloch; Ali Amin Al Olama; Mitul Shah; Zsofia Kote-Jarai; Douglas F Easton; Rosalind Eeles; Paul D Pharoah Journal: Genet Med Date: 2015-01-08 Impact factor: 8.822
Authors: Meredith Yeager; Nilanjan Chatterjee; Julia Ciampa; Kevin B Jacobs; Jesus Gonzalez-Bosquet; Richard B Hayes; Peter Kraft; Sholom Wacholder; Nick Orr; Sonja Berndt; Kai Yu; Amy Hutchinson; Zhaoming Wang; Laufey Amundadottir; Heather Spencer Feigelson; Michael J Thun; W Ryan Diver; Demetrius Albanes; Jarmo Virtamo; Stephanie Weinstein; Fredrick R Schumacher; Geraldine Cancel-Tassin; Olivier Cussenot; Antoine Valeri; Gerald L Andriole; E David Crawford; Christopher A Haiman; Brian Henderson; Laurence Kolonel; Loic Le Marchand; Afshan Siddiq; Elio Riboli; Timothy J Key; Rudolf Kaaks; William Isaacs; Sarah Isaacs; Kathleen E Wiley; Henrik Gronberg; Fredrik Wiklund; Pär Stattin; Jianfeng Xu; S Lilly Zheng; Jielin Sun; Lars J Vatten; Kristian Hveem; Merethe Kumle; Margaret Tucker; Daniela S Gerhard; Robert N Hoover; Joseph F Fraumeni; David J Hunter; Gilles Thomas; Stephen J Chanock Journal: Nat Genet Date: 2009-09-20 Impact factor: 38.330
Authors: Ali Amin Al Olama; Zsofia Kote-Jarai; Sonja I Berndt; David V Conti; Fredrick Schumacher; Ying Han; Sara Benlloch; Dennis J Hazelett; Zhaoming Wang; Ed Saunders; Daniel Leongamornlert; Sara Lindstrom; Sara Jugurnauth-Little; Tokhir Dadaev; Malgorzata Tymrakiewicz; Daniel O Stram; Kristin Rand; Peggy Wan; Alex Stram; Xin Sheng; Loreall C Pooler; Karen Park; Lucy Xia; Jonathan Tyrer; Laurence N Kolonel; Loic Le Marchand; Robert N Hoover; Mitchell J Machiela; Merideth Yeager; Laurie Burdette; Charles C Chung; Amy Hutchinson; Kai Yu; Chee Goh; Mahbubl Ahmed; Koveela Govindasami; Michelle Guy; Teuvo L J Tammela; Anssi Auvinen; Tiina Wahlfors; Johanna Schleutker; Tapio Visakorpi; Katri A Leinonen; Jianfeng Xu; Markus Aly; Jenny Donovan; Ruth C Travis; Tim J Key; Afshan Siddiq; Federico Canzian; Kay-Tee Khaw; Atsushi Takahashi; Michiaki Kubo; Paul Pharoah; Nora Pashayan; Maren Weischer; Borge G Nordestgaard; Sune F Nielsen; Peter Klarskov; Martin Andreas Røder; Peter Iversen; Stephen N Thibodeau; Shannon K McDonnell; Daniel J Schaid; Janet L Stanford; Suzanne Kolb; Sarah Holt; Beatrice Knudsen; Antonio Hurtado Coll; Susan M Gapstur; W Ryan Diver; Victoria L Stevens; Christiane Maier; Manuel Luedeke; Kathleen Herkommer; Antje E Rinckleb; Sara S Strom; Curtis Pettaway; Edward D Yeboah; Yao Tettey; Richard B Biritwum; Andrew A Adjei; Evelyn Tay; Ann Truelove; Shelley Niwa; Anand P Chokkalingam; Lisa Cannon-Albright; Cezary Cybulski; Dominika Wokołorczyk; Wojciech Kluźniak; Jong Park; Thomas Sellers; Hui-Yi Lin; William B Isaacs; Alan W Partin; Hermann Brenner; Aida Karina Dieffenbach; Christa Stegmaier; Constance Chen; Edward L Giovannucci; Jing Ma; Meir Stampfer; Kathryn L Penney; Lorelei Mucci; Esther M John; Sue A Ingles; Rick A Kittles; Adam B Murphy; Hardev Pandha; Agnieszka Michael; Andrzej M Kierzek; William Blot; Lisa B Signorello; Wei Zheng; Demetrius Albanes; Jarmo Virtamo; Stephanie Weinstein; Barbara Nemesure; John Carpten; Cristina Leske; Suh-Yuh Wu; Anselm Hennis; Adam S Kibel; Benjamin A Rybicki; Christine Neslund-Dudas; Ann W Hsing; Lisa Chu; Phyllis J Goodman; Eric A Klein; S Lilly Zheng; Jyotsna Batra; Judith Clements; Amanda Spurdle; Manuel R Teixeira; Paula Paulo; Sofia Maia; Chavdar Slavov; Radka Kaneva; Vanio Mitev; John S Witte; Graham Casey; Elizabeth M Gillanders; Daniella Seminara; Elio Riboli; Freddie C Hamdy; Gerhard A Coetzee; Qiyuan Li; Matthew L Freedman; David J Hunter; Kenneth Muir; Henrik Gronberg; David E Neal; Melissa Southey; Graham G Giles; Gianluca Severi; Michael B Cook; Hidewaki Nakagawa; Fredrik Wiklund; Peter Kraft; Stephen J Chanock; Brian E Henderson; Douglas F Easton; Rosalind A Eeles; Christopher A Haiman Journal: Nat Genet Date: 2014-09-14 Impact factor: 38.330
Authors: Jianfeng Xu; W Kyle Resurreccion; Zhuqing Shi; Jun Wei; Chi-Hsiung Wang; S Lilly Zheng; Peter J Hulick; Ashley E Ross; Christian P Pavlovich; Brian T Helfand; William B Isaacs Journal: Prostate Cancer Prostatic Dis Date: 2022-03-28 Impact factor: 5.455
Authors: Jianfeng Xu; William B Isaacs; Mufaddal Mamawala; Zhuqing Shi; Patricia Landis; Jacqueline Petkewicz; Jun Wei; Chi-Hsiung Wang; W Kyle Resurreccion; Rong Na; Yasin Bhanji; Kristian Novakovic; Patrick C Walsh; S Lilly Zheng; Brian T Helfand; Christian P Pavlovich Journal: Prostate Date: 2021-05-06 Impact factor: 4.012
Authors: Rong Na; Craig Labbate; Hongjie Yu; Zhuqing Shi; Richard J Fantus; Chi-Hsiung Wang; Gerald L Andriole; William B Isaacs; S Lilly Zheng; Brian T Helfand; Jianfeng Xu Journal: JAMA Netw Open Date: 2019-12-02