confounding;
genetic association studies;
genome-wide association studies;
heterogeneity;
linkage disequilibrium;
population stratification;
GENOME-WIDE ASSOCIATION;
MULTILOCUS GENOTYPE DATA;
EPIDEMIOLOGIC RESEARCH;
JAPANESE POPULATION;
AIR-POLLUTION;
ADMIXTURE;
STRATIFICATION;
SUSCEPTIBILITY;
TRAITS;
LOCI;
D O I:
10.1093/aje/kws234
中图分类号:
R1 [预防医学、卫生学];
学科分类号:
1004 ;
120402 ;
摘要:
Association studies among admixed populations pose many challenges including confounding of genetic effects due to population substructure and heterogeneity due to different patterns of linkage disequilibrium (LD). We use simulations to investigate controlling for confounding by indicators of global ancestry and the impact of including a covariate for local ancestry. In addition, we investigate the use of an interaction term between a single-nucleotide polymorphism (SNP) and local ancestry to capture heterogeneity in SNP effects. Although adjustment for global ancestry can control for confounding, additional adjustment for local ancestry may increase power when the induced admixture LD is in the opposite direction as the LD in the ancestral population. However, if the induced LD is in the same direction, there is the potential for reduced power because of overadjustment. Furthermore, the inclusion of a SNP by local ancestry interaction term can increase power when there is substantial differential LD between ancestry populations. We examine these approaches in genome-wide data using the University of Southern California's Children's Health Study investigating asthma risk. The analysis highlights rs10519951 (P = 8.5 x 10(-7)), a SNP lacking any evidence of association from a conventional analysis (P = 0.5).
机构:
Univ Penn, Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USAUniv Penn, Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USA
Mao, Xianyun
Li, Yun
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机构:
Univ N Carolina, Dept Genet, Chapel Hill, NC USA
Univ N Carolina, Dept Biostat, Chapel Hill, NC USA
Univ N Carolina, Dept Comp Sci, Chapel Hill, NC USAUniv Penn, Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USA
Li, Yun
Liu, Yichuan
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机构:
Univ Penn, Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USAUniv Penn, Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USA
Liu, Yichuan
Lange, Leslie
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Dept Genet, Chapel Hill, NC USAUniv Penn, Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USA
Lange, Leslie
Li, Mingyao
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USAUniv Penn, Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USA
机构:
Univ Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USAUniv Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USA
Zhao, Zijie
Yang, Xiaoyu
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机构:
Univ Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USAUniv Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USA
Yang, Xiaoyu
Dorn, Stephen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USAUniv Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USA
Dorn, Stephen
Miao, Jiacheng
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机构:
Univ Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USAUniv Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USA
Miao, Jiacheng
Barcellos, Silvia H.
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机构:
Univ Southern Calif, Ctr Econ & Social Res, Los Angeles, CA 90089 USA
Univ Southern Calif, Dept Econ, Los Angeles, CA 90089 USAUniv Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USA
Barcellos, Silvia H.
Fletcher, Jason M.
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h-index: 0
机构:
Univ Wisconsin Madison, La Follette Sch Publ Affairs, Madison, WI 53706 USAUniv Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USA
Fletcher, Jason M.
Lu, Qiongshi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USA
Univ Wisconsin Madison, Dept Stat, Madison, WI 53706 USAUniv Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI 53706 USA