TY - JOUR
T1 - A Genome-wide Association Study Discovers 46 Loci of the Human Metabolome in the Hispanic Community Health Study/Study of Latinos
AU - Feofanova, Elena V.
AU - Chen, Han
AU - Dai, Yulin
AU - Jia, Peilin
AU - Grove, Megan L.
AU - Morrison, Alanna C.
AU - Qi, Qibin
AU - Daviglus, Martha
AU - Cai, Jianwen
AU - North, Kari E.
AU - Laurie, Cathy C.
AU - Kaplan, Robert C.
AU - Boerwinkle, Eric
AU - Yu, Bing
N1 - Funding Information:
This work was supported by R01HL141824 (to B.Y.). B.Y. was supported in part by R01HL141824, R01HL142003, and the JLH Foundation (Houston, Texas). M.G. and E.B. were supported in part by the JLH Foundation (Houston, Texas). Q.Q. was supported by R01DK119268 , R01DK120870 , R01HL060712 , and R01HL140976 . The authors thank the staff and participants of the ARIC and HCHS/SOL studies for their important contributions. The ARIC study has been funded in whole or in part with federal funds from the National Heart, Lung, and Blood Institute (NHLBI), National Institutes of Health (NIH), Department of Health and Human Services (contract numbers HHSN268201700001I , HHSN268201700002I , HHSN268201700003I , HHSN268201700004I , and HHSN268201700005I ), R01HL087641 , R01HL059367 , and R01HL086694 , National Human Genome Research Institute (NHGRI) contract U01HG004402 , and NIH contract HHSN268200625226C . Infrastructure was partly supported by grant number UL1RR025005 , a component of the National Institutes of Health and NIH Roadmap for Medical Research. Metabolomics measurements were sponsored by NHGRI ( 3U01HG004402-02S1 ). The HCHS/SOL is a collaborative study supported by contracts from the NHLBI to the University of North Carolina ( HHSN268201300001I / N01-HC-65233 ), University of Miami ( HHSN268201300004I / N01-HC-65234 ), Albert Einstein College of Medicine ( HHSN268201300002I / N01-HC-65235 ), University of Illinois at Chicago ( HHSN268201300003I / N01-HC-65236 Northwestern University), and San Diego State University ( HHSN268201300005I / N01-HC-65237 ). The Genetic Analysis Center at the University of Washington was supported by NHLBI and NIDCR contracts ( HHSN268201300005C AM03 and MOD03 ). Support for metabolomics data was graciously provided by the JLH Foundation (Houston, Texas).
Funding Information:
This work was supported by R01HL141824 (to B.Y.). B.Y. was supported in part by R01HL141824, R01HL142003, and the JLH Foundation (Houston, Texas). M.G. and E.B. were supported in part by the JLH Foundation (Houston, Texas). Q.Q. was supported by R01DK119268, R01DK120870, R01HL060712, and R01HL140976. The authors thank the staff and participants of the ARIC and HCHS/SOL studies for their important contributions. The ARIC study has been funded in whole or in part with federal funds from the National Heart, Lung, and Blood Institute (NHLBI), National Institutes of Health (NIH), Department of Health and Human Services (contract numbers HHSN268201700001I, HHSN268201700002I, HHSN268201700003I, HHSN268201700004I, and HHSN268201700005I), R01HL087641, R01HL059367, and R01HL086694, National Human Genome Research Institute (NHGRI) contract U01HG004402, and NIH contract HHSN268200625226C. Infrastructure was partly supported by grant number UL1RR025005, a component of the National Institutes of Health and NIH Roadmap for Medical Research. Metabolomics measurements were sponsored by NHGRI (3U01HG004402-02S1). The HCHS/SOL is a collaborative study supported by contracts from the NHLBI to the University of North Carolina (HHSN268201300001I / N01-HC-65233), University of Miami (HHSN268201300004I / N01-HC-65234), Albert Einstein College of Medicine (HHSN268201300002I / N01-HC-65235), University of Illinois at Chicago (HHSN268201300003I / N01-HC-65236 Northwestern University), and San Diego State University (HHSN268201300005I / N01-HC-65237). The Genetic Analysis Center at the University of Washington was supported by NHLBI and NIDCR contracts (HHSN268201300005C AM03 and MOD03). Support for metabolomics data was graciously provided by the JLH Foundation (Houston, Texas).
Publisher Copyright:
© 2020 American Society of Human Genetics
PY - 2020/11/5
Y1 - 2020/11/5
N2 - Variation in levels of the human metabolome reflect changes in homeostasis, providing a window into health and disease. The genetic impact on circulating metabolites in Hispanics, a population with high cardiometabolic disease burden, is largely unknown. We conducted genome-wide association analyses on 640 circulating metabolites in 3,926 Hispanic Community Health Study/Study of Latinos participants. The estimated heritability for 640 metabolites ranged between 0%–54% with a median at 2.5%. We discovered 46 variant-metabolite pairs (p value < 1.2 × 10−10, minor allele frequency ≥ 1%, proportion of variance explained [PEV] mean = 3.4%, PEVrange = 1%–22%) with generalized effects in two population-based studies and confirmed 301 known locus-metabolite associations. Half of the identified variants with generalized effect were located in genes, including five nonsynonymous variants. We identified co-localization with the expression quantitative trait loci at 105 discovered and 151 known loci-metabolites sets. rs5855544, upstream of SLC51A, was associated with higher levels of three steroid sulfates and co-localized with expression levels of SLC51A in several tissues. Mendelian randomization (MR) analysis identified several metabolites associated with coronary heart disease (CHD) and type 2 diabetes. For example, two variants located in or near CYP4F2 (rs2108622 and rs79400241, respectively), involved in vitamin E metabolism, were associated with the levels of octadecanedioate and vitamin E metabolites (gamma-CEHC and gamma-CEHC glucuronide); MR analysis showed that genetically high levels of these metabolites were associated with lower odds of CHD. Our findings document the genetic architecture of circulating metabolites in an underrepresented Hispanic/Latino community, shedding light on disease etiology.
AB - Variation in levels of the human metabolome reflect changes in homeostasis, providing a window into health and disease. The genetic impact on circulating metabolites in Hispanics, a population with high cardiometabolic disease burden, is largely unknown. We conducted genome-wide association analyses on 640 circulating metabolites in 3,926 Hispanic Community Health Study/Study of Latinos participants. The estimated heritability for 640 metabolites ranged between 0%–54% with a median at 2.5%. We discovered 46 variant-metabolite pairs (p value < 1.2 × 10−10, minor allele frequency ≥ 1%, proportion of variance explained [PEV] mean = 3.4%, PEVrange = 1%–22%) with generalized effects in two population-based studies and confirmed 301 known locus-metabolite associations. Half of the identified variants with generalized effect were located in genes, including five nonsynonymous variants. We identified co-localization with the expression quantitative trait loci at 105 discovered and 151 known loci-metabolites sets. rs5855544, upstream of SLC51A, was associated with higher levels of three steroid sulfates and co-localized with expression levels of SLC51A in several tissues. Mendelian randomization (MR) analysis identified several metabolites associated with coronary heart disease (CHD) and type 2 diabetes. For example, two variants located in or near CYP4F2 (rs2108622 and rs79400241, respectively), involved in vitamin E metabolism, were associated with the levels of octadecanedioate and vitamin E metabolites (gamma-CEHC and gamma-CEHC glucuronide); MR analysis showed that genetically high levels of these metabolites were associated with lower odds of CHD. Our findings document the genetic architecture of circulating metabolites in an underrepresented Hispanic/Latino community, shedding light on disease etiology.
KW - Hispanic/Latino community
KW - genome-wide association study
KW - metabolomics
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U2 - 10.1016/j.ajhg.2020.09.003
DO - 10.1016/j.ajhg.2020.09.003
M3 - Article
C2 - 33031748
AN - SCOPUS:85094919479
SN - 0002-9297
VL - 107
SP - 849
EP - 863
JO - American Journal of Human Genetics
JF - American Journal of Human Genetics
IS - 5
ER -