Cited by 76Genetic Associations and EpidemiologyCardiac Valve Diseases and TreatmentsGenetic Mapping and Diversity in Plants and Animals

Multiancestry Genome-Wide Association Study of Aortic Stenosis Identifies Multiple Novel Loci in the Million Veteran Program

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Small, Aeron M., Peloso, Gina M., Linefsky, Jason, Aragam, Jayashri, Galloway, Ashley, Tanukonda, Vidisha, Wang, Lu-Chen, Yu, Zhi +18 more·2023·Circulation

Abstract

Background: Calcific aortic stenosis (CAS) is the most common valvular heart disease in older adults and has no effective preventive therapies. Genome-wide association studies (GWAS) can identify genes influencing disease and may help prioritize therapeutic targets for CAS. Methods: We performed a GWAS and gene association study of 14 451 patients with CAS and 398 544 controls in the Million Veteran Program. Replication was performed in the Million Veteran Program, Penn Medicine Biobank, Mass General Brigham Biobank, BioVU, and BioMe, totaling 12 889 cases and 348 094 controls. Causal genes were prioritized from genome-wide significant variants using polygenic priority score gene localization, expression quantitative trait locus colocalization, and nearest gene methods. CAS genetic architecture was compared with that of atherosclerotic cardiovascular disease. Causal inference for cardiometabolic biomarkers in CAS was performed using Mendelian randomization and genome-wide significant loci were characterized further through phenome-wide association study. Results: We identified 23 genome-wide significant lead variants in our GWAS representing 17 unique genomic regions. Of the 23 lead variants, 14 were significant in replication, representing 11 unique genomic regions. Five replicated genomic regions were previously known risk loci for CAS ( PALMD, TEX41, IL6, LPA, FADS ) and 6 were novel ( CEP85L, FTO, SLMAP, CELSR2, MECOM, CDAN1 ). Two novel lead variants were associated in non-White individuals ( P <0.05): rs12740374 ( CELSR2 ) in Black and Hispanic individuals and rs1522387 ( SLMAP ) in Black individuals. Of the 14 replicated lead variants, only 2 (rs10455872 [ LPA ], rs12740374 [ CELSR2 ]) were also significant in atherosclerotic cardiovascular disease GWAS. In Mendelian randomization, lipoprotein(a) and low-density lipoprotein cholesterol were both associated with CAS, but the association between low-density lipoprotein cholesterol and CAS was attenuated when adjusting for lipoprotein(a). Phenome-wide association study highlighted varying degrees of pleiotropy, including between CAS and obesity at the FTO locus. However, the FTO locus remained associated with CAS after adjusting for body mass index and maintained a significant independent effect on CAS in mediation analysis. Conclusions: We performed a multiancestry GWAS in CAS and identified 6 novel genomic regions in the disease. Secondary analyses highlighted the roles of lipid metabolism, inflammation, cellular senescence, and adiposity in the pathobiology of CAS and clarified the shared and differential genetic architectures of CAS with atherosclerotic cardiovascular diseases.

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Crossref · 10.1161/circulationaha.122.061451

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  • A consistent aortic stenosis phenotype was applied across all IAVGC studies (except as otherwise described in Supplementary Methods) using a previously validated definition comprised of ICD and CPT codes.

    “A consistent AS phenotype was applied across all IAVGC studies (except as otherwise described in Supplementary Methods) using a previously validated definition for AS comprised of ‘International Classification of Diseases’ (ICD) and ‘Current Procedural Terminology’ codes7 (Supplementary Table 2).”

    From Genomic and transcriptomic analyses of aortic stenosis enhance therapeutic target discovery and disease prediction (2026) · cites this paper as [7]

    The Methods (Population and Phenotyping; page unavailable) describe an ICD-9/10 and CPT code-based aortic stenosis phenotype in the Million Veteran Program, validated by chart adjudication. The cited paper does not establish that this definition was applied consistently across all IAVGC studies, including the stated exceptions. (LLM, conf=0.85)

    Experimental — accuracy not yet measured
  • CAVS shares similar pathobiology with atherosclerotic vascular disease, involving intimal accumulation of apoB-containing particles, inflammation, and calcification.

    “This is consistent with the notion that CAVS shares similar pathobiology with atherosclerotic vascular disease, involving intimal accumulation of apoB-containing particles, inflammation, and calcification17,44,45.”
  • Robust translational data suggest that apolipoprotein B-containing lipoproteins, including Lp(a), are causal for aortic stenosis.

    “This result is concordant with robust translational data suggesting that apolipoprotein B-containing lipoproteins, including Lp(a), are causal for AS7,37,38.”
  • A claims-based definition for aortic stenosis was used across multiple diverse biobanks, which the authors previously validated in the MVP as having a positive predictive value of 0.78 and a negative predictive value of 0.99.

    “To facilitate a uniform definition of AS across multiple diverse biobanks, we used a claims-based definition for AS which we previously validated in the MVP as having a positive predictive value of 0.78 and a negative predictive value of 0.99 (ref. 7).”
  • Genome-wide association studies have found associations between aortic stenosis and genetic loci harboring genes encoding the low-density lipoprotein receptor and lipoprotein(a).

    “genome-wide association studies have found associations between AS and genetic loci that harbor genes encoding the low-density lipoprotein receptor and Lp(a) (lipoprotein[a]).7,8”

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References 76 · Cited by 76

Authors
Small, A. M., Peloso, G. M., Linefsky, J., Aragam, J., Galloway, A., Tanukonda, V., Wang, L.-C., Yu, Z., Sunitha Selvaraj, M., Farber-Eger, E. H., Baker, M. T., Setia-Verma, S., Lee, S. S. K., Preuss, M., Ritchie, M. D., Damrauer, S. M., Rader, D. J., Wells, Q. S., Loos, R., Lubitz, S. A., Thanassoulis, G., Cho, K., Wilson, P. W. F., Program, T. V. M. V., Natarajan, P., & O’Donnell, C. J.
Affiliations
  • Brigham and Women's Hospital (US)
  • Boston University (US)
  • Emory University (US)
  • VA Boston Healthcare System (US)
  • Veterans Health Administration (US)
  • Broad Institute (US)
  • Cardiovascular Research Center (L.-C.W., Z.Y., M.S.S., S.L., P.N.), Department of Medicine, Massachusetts General Hospital, Boston.
  • Vanderbilt Institute for Clinical and Translational Research (E.H.F.-E.), Vanderbilt University Medical Center, Nashville, TN.
  • Vanderbilt University Medical Center (US)
  • Departments of Genetics (S.S.-V., M.R., D.J.R.), Perelman School of Medicine, University of Pennsylvania, Philadelphia.
  • Icahn School of Medicine at Mount Sinai (US)
  • University of Pennsylvania (US)
  • Philadelphia VA Medical Center (US)
  • University of Copenhagen (DK)
  • Massachusetts General Hospital (US)
  • McGill University Health Centre (CA)
Venue
Circulation
Published
2023-03-21
Volume
147
Issue
12
Pages
942-955
ISSN
  • 0009-7322 (ISSN-L)
  • 1524-4539
OpenAlex
W4321374003
Cited by
76
References
76
Citations by year
2026: 12 · 2025: 23 · 2024: 24 · 2023: 17
FWCI
12.62
Type
journal article
Language
en
Open access
Locations
  • Circulation (publishedVersion)
  • PubMed (publishedVersion)
  • Research at the University of Copenhagen (University of Copenhagen) (publishedVersion, other-oa)
  • PubMed Central (acceptedVersion)
Funders
  • U.S. Department of Veterans Affairs (IK2-CX001780, I01-BX004821)
  • AstraZeneca
  • Vanderbilt University (UL1 RR024975, UL1‐TR000445, U01HG006378)
  • Boston Scientific Corporation
  • Vanderbilt University Medical Center (U01HG006378, UL1TR000445, S10RR025141, UL1 RR024975, UL1 TR002243, R01NS032830, U01HG004798)
  • Broad Institute
  • National Institutes of Health (1s10od017985-01, UL1TR000445, 1s10od025092-01a1, UL1TR002243)
  • Genentech
  • Novartis Institutes for BioMedical Research
  • National Heart, Lung, and Blood Institute (R01HL127564, U19HL065962, R01HL148050, R01HL151152, R01HL151283, R01HL142711, R01HL139731)
  • National Human Genome Research Institute (U01HG006378, U01HG004798, U01HG011719, T32HG010464)
  • National Institute of General Medical Sciences (P50GM115305, RC2GM092618)
  • National Institute of Neurological Disorders and Stroke (R01NS032830)
  • National Center for Research Resources (S10RR025141, UL1RR024975)
  • National Center for Advancing Translational Sciences
  • Eunice Kennedy Shriver National Institute of Child Health and Human Development (R01HD074711)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
  • Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac Valve Diseases and Treatments
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Mapping and Diversity in Plants and Animals
Keywords
calcific aortic stenosis, genetic susceptibility loci, novel genetic variants, CELSR2, FTO, LPA, lipoprotein(a), LDL cholesterol, Mendelian randomization, phenome-wide association study, pleiotropy, obesity, atherosclerotic cardiovascular disease, genetic architecture, Million Veteran Program
MeSH terms
Alpha-Ketoglutarate-Dependent Dioxygenase FTO, Aged, Aortic Valve, Aortic Valve Stenosis, Calcinosis, Cholesterol, Cytoskeletal Proteins, Glycoproteins, Humans, Lipoproteins, LDL, Nuclear Proteins, Obesity, Transcription Factors, Veterans, Oncogene Proteins, Fusion, Lipoprotein(a), Genetic Predisposition to Disease, Polymorphism, Single Nucleotide, Genome-Wide Association Study

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