Literature DB >> 35765848

Developing and validating polygenic risk scores for colorectal cancer risk prediction in East Asians.

Jie Ping1, Yaohua Yang1, Wanqing Wen1, Sun-Seog Kweon2, Koichi Matsuda3, Wei-Hua Jia4, Aesun Shin5,6, Yu-Tang Gao7, Keitaro Matsuo8,9, Jeongseon Kim10, Dong-Hyun Kim11, Sun Ha Jee12, Qiuyin Cai1, Zhishan Chen1, Ran Tao13, Min-Ho Shin2, Chizu Tanikawa14, Zhi-Zhong Pan4, Jae Hwan Oh15, Isao Oze16, Yoon-Ok Ahn5, Keum Ji Jung12, Zefang Ren17, Xiao-Ou Shu1, Jirong Long1, Wei Zheng1.   

Abstract

Several polygenic risk scores (PRSs) have been developed to predict the risk of colorectal cancer (CRC) in European descendants. We used genome-wide association study (GWAS) data from 22 702 cases and 212 486 controls of Asian ancestry to develop PRSs and validated them in two case-control studies (1454 Korean and 1736 Chinese). Eleven PRSs were derived using three approaches: GWAS-identified CRC risk SNPs, CRC risk variants identified through fine-mapping of known risk loci and genome-wide risk prediction algorithms. Logistic regression was used to estimate odds ratios (ORs) and area under the curve (AUC). PRS115-EAS , a PRS with 115 GWAS-reported risk variants derived from East-Asian data, validated significantly better than PRS115-EUR derived from European descendants. In the Korea validation set, OR per SD increase of PRS115-EAS was 1.63 (95% CI = 1.46-1.82; AUC = 0.63), compared with OR of 1.44 (95% CI = 1.29-1.60, AUC = 0.60) for PRS115-EUR . PRS115-EAS/EUR derived using meta-analysis results of both populations slightly improved the AUC to 0.64. Similar but weaker associations were found in the China validation set. Individuals among the highest 5% of PRS115-EAS/EUR have a 2.52-fold elevated CRC risk compared with the medium (41-60th) risk group and have a 12% to 20% risk of developing CRC by age 85. PRSs constructed using results from fine-mapping and genome-wide algorithms did not perform as well as PRS115-EAS and PRS115-EAS/EUR in risk prediction, possibly due to a small sample size. Our results indicate that CRC PRSs are promising in predicting CRC risk in East Asians and highlights the importance of using population-specific data to build CRC risk prediction models.
© 2022 UICC.

Entities:  

Keywords:  East Asian; colorectal cancer; genetic risk score

Mesh:

Year:  2022        PMID: 35765848      PMCID: PMC9509464          DOI: 10.1002/ijc.34194

Source DB:  PubMed          Journal:  Int J Cancer        ISSN: 0020-7136            Impact factor:   7.316


  39 in total

1.  American Cancer Society guidelines for the early detection of cancer.

Authors:  Robert A Smith; Vilma Cokkinides; Andrew C von Eschenbach; Bernard Levin; Carmel Cohen; Carolyn D Runowicz; Stephen Sener; Debbie Saslow; Harmon J Eyre
Journal:  CA Cancer J Clin       Date:  2002 Jan-Feb       Impact factor: 508.702

2.  Next-generation genotype imputation service and methods.

Authors:  Sayantan Das; Lukas Forer; Sebastian Schönherr; Carlo Sidore; Adam E Locke; Alan Kwong; Scott I Vrieze; Emily Y Chew; Shawn Levy; Matt McGue; David Schlessinger; Dwight Stambolian; Po-Ru Loh; William G Iacono; Anand Swaroop; Laura J Scott; Francesco Cucca; Florian Kronenberg; Michael Boehnke; Gonçalo R Abecasis; Christian Fuchsberger
Journal:  Nat Genet       Date:  2016-08-29       Impact factor: 38.330

3.  Consensus on the Prevention, Screening, Early Diagnosis and Treatment of Colorectal Tumors in China: Chinese Society of Gastroenterology, October 14-15, 2011, Shanghai, China.

Authors:  Jing-Yuan Fang; Shu Zheng; Bo Jiang; Mao-De Lai; Dian-Chun Fang; Ying Han; Qian-Jiu Sheng; Jing-Nan Li; Ying-Xuan Chen; Qin-Yan Gao
Journal:  Gastrointest Tumors       Date:  2014-05-09

4.  Polygenic prediction via Bayesian regression and continuous shrinkage priors.

Authors:  Tian Ge; Chia-Yen Chen; Yang Ni; Yen-Chen Anne Feng; Jordan W Smoller
Journal:  Nat Commun       Date:  2019-04-16       Impact factor: 14.919

5.  Association analyses identify 31 new risk loci for colorectal cancer susceptibility.

Authors:  Philip J Law; Maria Timofeeva; Ceres Fernandez-Rozadilla; Peter Broderick; James Studd; Juan Fernandez-Tajes; Susan Farrington; Victoria Svinti; Claire Palles; Giulia Orlando; Amit Sud; Amy Holroyd; Steven Penegar; Evropi Theodoratou; Peter Vaughan-Shaw; Harry Campbell; Lina Zgaga; Caroline Hayward; Archie Campbell; Sarah Harris; Ian J Deary; John Starr; Laura Gatcombe; Maria Pinna; Sarah Briggs; Lynn Martin; Emma Jaeger; Archana Sharma-Oates; James East; Simon Leedham; Roland Arnold; Elaine Johnstone; Haitao Wang; David Kerr; Rachel Kerr; Tim Maughan; Richard Kaplan; Nada Al-Tassan; Kimmo Palin; Ulrika A Hänninen; Tatiana Cajuso; Tomas Tanskanen; Johanna Kondelin; Eevi Kaasinen; Antti-Pekka Sarin; Johan G Eriksson; Harri Rissanen; Paul Knekt; Eero Pukkala; Pekka Jousilahti; Veikko Salomaa; Samuli Ripatti; Aarno Palotie; Laura Renkonen-Sinisalo; Anna Lepistö; Jan Böhm; Jukka-Pekka Mecklin; Daniel D Buchanan; Aung-Ko Win; John Hopper; Mark E Jenkins; Noralane M Lindor; Polly A Newcomb; Steven Gallinger; David Duggan; Graham Casey; Per Hoffmann; Markus M Nöthen; Karl-Heinz Jöckel; Douglas F Easton; Paul D P Pharoah; Julian Peto; Federico Canzian; Anthony Swerdlow; Rosalind A Eeles; Zsofia Kote-Jarai; Kenneth Muir; Nora Pashayan; Andrea Harkin; Karen Allan; John McQueen; James Paul; Timothy Iveson; Mark Saunders; Katja Butterbach; Jenny Chang-Claude; Michael Hoffmeister; Hermann Brenner; Iva Kirac; Petar Matošević; Philipp Hofer; Stefanie Brezina; Andrea Gsur; Jeremy P Cheadle; Lauri A Aaltonen; Ian Tomlinson; Richard S Houlston; Malcolm G Dunlop
Journal:  Nat Commun       Date:  2019-05-14       Impact factor: 14.919

Review 6.  Epidemiology of colorectal cancer: incidence, mortality, survival, and risk factors.

Authors:  Prashanth Rawla; Tagore Sunkara; Adam Barsouk
Journal:  Prz Gastroenterol       Date:  2019-01-06

7.  Identifying and correcting for misspecifications in GWAS summary statistics and polygenic scores.

Authors:  Florian Privé; Julyan Arbel; Hugues Aschard; Bjarni J Vilhjálmsson
Journal:  HGG Adv       Date:  2022-08-18

8.  Genome-wide association analyses in East Asians identify new susceptibility loci for colorectal cancer.

Authors:  Wei-Hua Jia; Ben Zhang; Keitaro Matsuo; Aesun Shin; Yong-Bing Xiang; Sun Ha Jee; Dong-Hyun Kim; Zefang Ren; Qiuyin Cai; Jirong Long; Jiajun Shi; Wanqing Wen; Gong Yang; Ryan J Delahanty; Bu-Tian Ji; Zhi-Zhong Pan; Fumihiko Matsuda; Yu-Tang Gao; Jae Hwan Oh; Yoon-Ok Ahn; Eun Jung Park; Hong-Lan Li; Ji Won Park; Jaeseong Jo; Jin-Young Jeong; Satoyo Hosono; Graham Casey; Ulrike Peters; Xiao-Ou Shu; Yi-Xin Zeng; Wei Zheng
Journal:  Nat Genet       Date:  2012-12-23       Impact factor: 38.330

9.  Large-scale genetic study in East Asians identifies six new loci associated with colorectal cancer risk.

Authors:  Ben Zhang; Wei-Hua Jia; Koichi Matsuda; Sun-Seog Kweon; Keitaro Matsuo; Yong-Bing Xiang; Aesun Shin; Sun Ha Jee; Dong-Hyun Kim; Qiuyin Cai; Jirong Long; Jiajun Shi; Wanqing Wen; Gong Yang; Yanfeng Zhang; Chun Li; Bingshan Li; Yan Guo; Zefang Ren; Bu-Tian Ji; Zhi-Zhong Pan; Atsushi Takahashi; Min-Ho Shin; Fumihiko Matsuda; Yu-Tang Gao; Jae Hwan Oh; Soriul Kim; Yoon-Ok Ahn; Andrew T Chan; Jenny Chang-Claude; Martha L Slattery; Stephen B Gruber; Fredrick R Schumacher; Stephanie L Stenzel; Graham Casey; Hyeong-Rok Kim; Jin-Young Jeong; Ji Won Park; Hong-Lan Li; Satoyo Hosono; Sang-Hee Cho; Michiaki Kubo; Xiao-Ou Shu; Yi-Xin Zeng; Wei Zheng
Journal:  Nat Genet       Date:  2014-05-18       Impact factor: 38.330

10.  Common genetic variation in ETV6 is associated with colorectal cancer susceptibility.

Authors:  Meilin Wang; Dongying Gu; Mulong Du; Zhi Xu; Suzhan Zhang; Lingjun Zhu; Jiachun Lu; Rui Zhang; Jinliang Xing; Xiaoping Miao; Haiyan Chu; Zhibin Hu; Lei Yang; Cuiju Tang; Lei Pan; Haina Du; Jian Zhao; Jiangbo Du; Na Tong; Jielin Sun; Hongbing Shen; Jianfeng Xu; Zhengdong Zhang; Jinfei Chen
Journal:  Nat Commun       Date:  2016-05-05       Impact factor: 14.919

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