Association of Polygenic Risk Scores for Multiple Cancers in a Phenome-wide Study: Results from The Michigan Genomics Initiative

被引:115
作者
Fritsche, Lars G. [1 ,2 ,3 ]
Gruber, Stephen B. [4 ]
Wu, Zhenke [1 ,5 ]
Schmidt, Ellen M. [1 ]
Zawistowski, Matthew [1 ,2 ]
Moser, Stephanie E. [6 ]
Blanc, Victoria M. [7 ]
Brummett, Chad M. [6 ,8 ]
Kheterpal, Sachin [1 ,6 ,8 ]
Abecasis, Goncalo R. [1 ,2 ]
Mukherjee, Bhramar [1 ,2 ,5 ,9 ,10 ,11 ]
机构
[1] Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Sch Publ Hlth, Ctr Stat Genet, Ann Arbor, MI 48109 USA
[3] Norwegian Univ Sci & Technol, Dept Publ Hlth & Nursing, KG Jebsen Ctr Genet Epidemiol, N-7491 Trondheim, Sor Trondelag, Norway
[4] USC Norris Comprehens Canc Ctr, Los Angeles, CA 90033 USA
[5] Univ Michigan, Michigan Inst Data Sci, Ann Arbor, MI 48109 USA
[6] Univ Michigan, Sch Med, Dept Anesthesiol, Div Pain Med, Ann Arbor, MI 48109 USA
[7] Univ Michigan, Sch Med, Cent Biorepository, Ann Arbor, MI 48109 USA
[8] Univ Michigan, Inst Healthcare Policy & Innovat, Ann Arbor, MI 48109 USA
[9] Univ Michigan, Sch Publ Hlth, Dept Epidemiol, Ann Arbor, MI 48109 USA
[10] Univ Michigan, Comprehens Canc Ctr, Ann Arbor, MI 48109 USA
[11] Univ Michigan, Dept Biostat & Epidemiol, Sch Publ Hlth, 1415 Washington Hts,SPH 1 Room 4619, Ann Arbor, MI 48109 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
COLORECTAL-CANCER; COMMON VARIANTS; THYROID-CANCER; IDENTIFIES; ALLELES; PREDICTION; CATALOG; EMERGE; LOCI;
D O I
10.1016/j.ajhg.2018.04.001
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Health systems are stewards of patient electronic health record (EHR) data with extraordinarily rich depth and breadth, reflecting thousands of diagnoses and exposures. Measures of genomic variation integrated with EHRs offer a potential strategy to accurately stratify patients for risk profiling and discover new relationships between diagnoses and genomes. The objective of this study was to evaluate whether polygenic risk scores (PRS) for common cancers are associated with multiple phenotypes in a phenome-wide association study (PheWAS) conducted in 28,260 unrelated, genotyped patients of recent European ancestry who consented to participate in the Michigan Genomics Initiative, a longitudinal biorepository effort within Michigan Medicine. PRS for 12 cancer traits were calculated using summary statistics from the NHGRI-EBI catalog. A total of 1,711 synthetic case-control studies was used for PheWAS analyses. There were 13,490 (47.7%) patients with at least one cancer diagnosis in this study sample. PRS exhibited strong association for several cancer traits they were designed for, including female breast cancer, prostate cancer, melanoma, basal cell carcinoma, squamous cell carcinoma, and thyroid cancer. Phenome-wide significant associations were observed between PRS and many non-cancer diagnoses. To differentiate PRS associations driven by the primary trait from associations arising through shared genetic risk profiles, the idea of "exclusion PRS PheWAS'' was introduced. Further analysis of temporal order of the diagnoses improved our understanding of these secondary associations. This comprehensive PheWAS used PRS instead of a single variant.
引用
收藏
页码:1048 / 1061
页数:14
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