TY - JOUR
T1 - Causal Association of Cardiovascular Risk Factors and Lifestyle Behaviors With Peripheral Artery Disease
T2 - A Mendelian Randomization Approach
AU - Hoek, Anna G.
AU - van Oort, Sabine
AU - Elders, Petra J. M.
AU - Beulens, Joline W. J.
N1 - Funding Information: J.W.J. Beulens is supported by a ZorgOnderzoek Nederland (ZON) en het gebied Medische Wetenschappen (NW), Nederlandse Organisatie voor Wetenschappelijk Onderzoek (NWO) Vidi grant (91 718304). Funding Information: We gratefully acknowledge the authors and participants of all GWAS from which we used summary statistics data. The authors especially thank the Million Veteran Program (MVP) staff, researchers, and volunteers, who have contributed to MVP, and participants who previously served their country in the military and now generously agreed to enroll in the study. (See https:// www.research.va.gov/mvp/ for more details). This research is based on data from the Million Veteran Program, Office of Research and Development, Veterans Health Administration, and was supported by the Veterans Administration (VA) Cooperative Studies Program (CSP) award #G002. Publisher Copyright: © 2022, Journal of the American Heart Association. All rights reserved.
PY - 2022/8/16
Y1 - 2022/8/16
N2 - BACKGROUND: We investigated the causal associations between the genetic liability to cardiovascular and lifestyle risk factors and peripheral artery disease (PAD), using a Mendelian randomization approach. METHODS AND RESULTS: We performed a 2-sample inverse-variance weighted Mendelian randomization analysis, multiple sensitivity analyses to assess pleiotropy and multivariate Mendelian randomization analyses to assess mediating/confounding fac-tors. European-ancestry genomic summary data (P<5×10 −8) for type 2 diabetes, lipid-fractions, smoking, alcohol and coffee consumption, physical activity, sleep, and education level were selected. Genetic associations with PAD were extracted from the Million-Veteran-Program genome-wide association studies (cases=31 307, controls=211 753, 72% European-ancestry) and the GoLEAD-SUMMIT genome-wide association studies (11 independent genome-wide association studies, European-ancestry, cases=12 086, controls=449 548). Associations were categorized as robust (Bonferroni-significant (P<0.00294), consistent over PAD-cohorts/sensitivity analyses), suggestive (P value: 0.00294– 0.05, associations in 1 PAD-cohort/ inconsistent sensitivity analyses) or not present. Robust evidence for genetic liability to type 2 diabetes, smoking, insom-nia, and inverse associations for higher education level with PAD were found. Suggestive evidence for the genetic liability to higher low-density lipoprotein cholesterol, triglyceride-levels, alcohol consumption, and inverse associations for high-density lipoprotein cholesterol, and increased sleep duration were found. No associations were found for physical activity and coffee consumption. However, effects fully attenuated for low-density lipoprotein cholesterol and triglycerides after correcting for apoB, and for insomnia after correcting for body mass index and lipid-fractions. Nonsignificant attenuation by potential media-tors was observed for education level and type 2 diabetes. CONCLUSIONS: Detrimental effects of smoking and type 2 diabetes, but not of low-density lipoprotein cholesterol and triglyc-erides, on PAD were confirmed. Lower education level and insomnia were identified as novel risk factors for PAD; however, complete mediation for insomnia and incomplete mediation for education level by downstream risk factors was observed.
AB - BACKGROUND: We investigated the causal associations between the genetic liability to cardiovascular and lifestyle risk factors and peripheral artery disease (PAD), using a Mendelian randomization approach. METHODS AND RESULTS: We performed a 2-sample inverse-variance weighted Mendelian randomization analysis, multiple sensitivity analyses to assess pleiotropy and multivariate Mendelian randomization analyses to assess mediating/confounding fac-tors. European-ancestry genomic summary data (P<5×10 −8) for type 2 diabetes, lipid-fractions, smoking, alcohol and coffee consumption, physical activity, sleep, and education level were selected. Genetic associations with PAD were extracted from the Million-Veteran-Program genome-wide association studies (cases=31 307, controls=211 753, 72% European-ancestry) and the GoLEAD-SUMMIT genome-wide association studies (11 independent genome-wide association studies, European-ancestry, cases=12 086, controls=449 548). Associations were categorized as robust (Bonferroni-significant (P<0.00294), consistent over PAD-cohorts/sensitivity analyses), suggestive (P value: 0.00294– 0.05, associations in 1 PAD-cohort/ inconsistent sensitivity analyses) or not present. Robust evidence for genetic liability to type 2 diabetes, smoking, insom-nia, and inverse associations for higher education level with PAD were found. Suggestive evidence for the genetic liability to higher low-density lipoprotein cholesterol, triglyceride-levels, alcohol consumption, and inverse associations for high-density lipoprotein cholesterol, and increased sleep duration were found. No associations were found for physical activity and coffee consumption. However, effects fully attenuated for low-density lipoprotein cholesterol and triglycerides after correcting for apoB, and for insomnia after correcting for body mass index and lipid-fractions. Nonsignificant attenuation by potential media-tors was observed for education level and type 2 diabetes. CONCLUSIONS: Detrimental effects of smoking and type 2 diabetes, but not of low-density lipoprotein cholesterol and triglyc-erides, on PAD were confirmed. Lower education level and insomnia were identified as novel risk factors for PAD; however, complete mediation for insomnia and incomplete mediation for education level by downstream risk factors was observed.
KW - cardiometabolic risk factors
KW - cigarette smoking
KW - education
KW - health risk behaviors
KW - hypercholesterolemia
KW - mendelian randomization analysis
KW - peripheral artery disease
UR - http://www.scopus.com/inward/record.url?scp=85136299506&partnerID=8YFLogxK
U2 - https://doi.org/10.1161/JAHA.122.025644
DO - https://doi.org/10.1161/JAHA.122.025644
M3 - Article
C2 - 35929454
SN - 2047-9980
VL - 11
JO - Journal of the American Heart Association
JF - Journal of the American Heart Association
IS - 16
M1 - e025644
ER -