Evidence map›Paper›PMID 36597873›Full record

ArticleCirculation research2023

Genetic Regulation of SMC Gene Expression and Splicing Predict Causal CAD Genes.

Rédouane Aherrahrou, Dillon Lue, R Noah Perry, Yonathan Tamrat Aberra, Mohammad Daud Khan, Joon Yuhl Soh, Tiit Örd, Prosanta Singha, Qianyi Yang, Huda Gilani and 10 more

Open access · bronzeAbstract read
In one paragraph

Article in Circulation research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.

0numbers the graph read from it
0cells of the map it votes in
28citing papers in PubMed
7.2field-weighted citation impact, top 2% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

28 citing papers in PubMed, 47 citations in OpenAlex.

  1. Na/K-ATPase Signaling in Adipocytes Promotes Atherosclerosis.Arteriosclerosis, thrombosis, and vascular biology · 2026
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

20 authors at 7 institutions in 5 countries.

Rédouane AherrahrouCenter for Public Health Genomics, University of Virginia, Charlottesville (R.A., R.N.P., Y.T.A., M.D.K., J.Y.S., D.W., J.H., G.M.S., C.L.M., M.C.).ORCID 0000-0001-8148-9554
Dillon LueDepartment of Biomedical Engineering, University of Virginia, Charlottesville (D.L., R.N.P., Y.T.A., J.Y.S., M.C.).
R Noah PerryCenter for Public Health Genomics, University of Virginia, Charlottesville (R.A., R.N.P., Y.T.A., M.D.K., J.Y.S., D.W., J.H., G.M.S., C.L.M., M.C.).ORCID 0000-0002-3555-0964
Yonathan Tamrat AberraCenter for Public Health Genomics, University of Virginia, Charlottesville (R.A., R.N.P., Y.T.A., M.D.K., J.Y.S., D.W., J.H., G.M.S., C.L.M., M.C.).ORCID 0000-0002-6055-2291
Mohammad Daud KhanCenter for Public Health Genomics, University of Virginia, Charlottesville (R.A., R.N.P., Y.T.A., M.D.K., J.Y.S., D.W., J.H., G.M.S., C.L.M., M.C.).
Joon Yuhl SohCenter for Public Health Genomics, University of Virginia, Charlottesville (R.A., R.N.P., Y.T.A., M.D.K., J.Y.S., D.W., J.H., G.M.S., C.L.M., M.C.).
Tiit ÖrdA.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland (T.Ö., P.S., Q.Y., H.G., M.U.K.).
Prosanta SinghaA.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland (T.Ö., P.S., Q.Y., H.G., M.U.K.).ORCID 0000-0003-2773-4330
Qianyi YangA.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland (T.Ö., P.S., Q.Y., H.G., M.U.K.).
Huda GilaniA.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland (T.Ö., P.S., Q.Y., H.G., M.U.K.).
Ernest Diez BenaventeLaboratory of Experimental Cardiology, University Medical Center Utrecht, Utrecht University, The Netherlands (E.D.B., H.M.d.R.).ORCID 0000-0002-4313-4290
Doris WongCenter for Public Health Genomics, University of Virginia, Charlottesville (R.A., R.N.P., Y.T.A., M.D.K., J.Y.S., D.W., J.H., G.M.S., C.L.M., M.C.).
Jameson HinkleCenter for Public Health Genomics, University of Virginia, Charlottesville (R.A., R.N.P., Y.T.A., M.D.K., J.Y.S., D.W., J.H., G.M.S., C.L.M., M.C.).
Lijiang MaDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, NY (L.M., J.L.M.B.).
Gloria M SheynkmanCenter for Public Health Genomics, University of Virginia, Charlottesville (R.A., R.N.P., Y.T.A., M.D.K., J.Y.S., D.W., J.H., G.M.S., C.L.M., M.C.).
Hester M den RuijterLaboratory of Experimental Cardiology, University Medical Center Utrecht, Utrecht University, The Netherlands (E.D.B., H.M.d.R.).ORCID 0000-0001-9762-014X
Clint L MillerCenter for Public Health Genomics, University of Virginia, Charlottesville (R.A., R.N.P., Y.T.A., M.D.K., J.Y.S., D.W., J.H., G.M.S., C.L.M., M.C.).ORCID 0000-0003-4276-3607
Johan L M BjörkegrenDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, NY (L.M., J.L.M.B.).ORCID 0000-0003-1945-7425
Minna U KaikkonenA.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland (T.Ö., P.S., Q.Y., H.G., M.U.K.).ORCID 0000-0001-6294-0979
Mete CivelekCenter for Public Health Genomics, University of Virginia, Charlottesville (R.A., R.N.P., Y.T.A., M.D.K., J.Y.S., D.W., J.H., G.M.S., C.L.M., M.C.).ORCID 0000-0002-8141-0284
University of Virginia · USUniversity of Eastern Finland · FIMACOM (United States) · USUtrecht University · NLIcahn School of Medicine at Mount Sinai · USKarolinska University Hospital · SERSPC MT · BY

Funding

Multimodal genetic regulatory architecture of coronary artery diseaseR01HL148239 · NHLBI · UNIVERSITY OF VIRGINIA · PI Clint L Miller · 2019 to 2026
$4.2M
Functional genomics investigation of pleiotropic vascular disease lociR01HL164577 · NHLBI · UNIVERSITY OF VIRGINIA · PI MILLER, CLINT L · 2022 to 2025
$2.3M
Functional Characterization of Coronary Artery Disease LociR21HL135230 · NHLBI · UNIVERSITY OF VIRGINIA · PI CIVELEK, METE, GUERTIN, MICHAEL JOSEPH · 2018 to 2019
$242k
Defining the Role of FHL5, a Novel Hypertension Associated Gene in Smooth Muscle CellsF31HL156463 · NHLBI · UNIVERSITY OF VIRGINIA · PI WONG, DORIS · 2021 to 2022
$58k
NHLBI NIH HHS F31 HL156463NHLBI NIH HHS R01 HL148239NHLBI NIH HHS R01 HL164577NHLBI NIH HHS R21 HL135230
6 · The paper itself

Abstract

backgroundCoronary artery disease (CAD) is the leading cause of death worldwide. Recent meta-analyses of genome-wide association studies have identified over 175 loci associated with CAD. The majority of these loci are in noncoding regions and are predicted to regulate gene expression. Given that vascular smooth muscle cells (SMCs) play critical roles in the development and progression of CAD, we aimed to identify the subset of the CAD loci associated with the regulation of transcription in distinct SMC phenotypes.

methodsWe measured gene expression in SMCs isolated from the ascending aortas of 151 heart transplant donors of various genetic ancestries in quiescent or proliferative conditions and calculated the association of their expression and splicing with ~6.3 million imputed single-nucleotide polymorphism markers across the genome.

resultsWe identified 4910 expression and 4412 splicing quantitative trait loci (sQTLs) representing regions of the genome associated with transcript abundance and splicing. A total of 3660 expression quantitative trait loci (eQTLs) had not been observed in the publicly available Genotype-Tissue Expression dataset. Further, 29 and 880 eQTLs were SMC-specific and sex-biased, respectively. We made these results available for public query on a user-friendly website. To identify the effector transcript(s) regulated by CAD loci, we used 4 distinct colocalization approaches. We identified 84 eQTL and 164 sQTL that colocalized with CAD loci, highlighting the importance of genetic regulation of mRNA splicing as a molecular mechanism for CAD genetic risk. Notably, 20% and 35% of the eQTLs were unique to quiescent or proliferative SMCs, respectively. One CAD locus colocalized with a sex-specific eQTL (

conclusionsCollectively, our results provide evidence for the molecular mechanisms of genetic susceptibility to CAD in distinct SMC phenotypes.

Indexed as

Coronary Artery DiseaseAlkB Homolog 8, tRNA MethyltransferaseFemaleGene ExpressionGene Expression RegulationGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansMalePolymorphism, Single NucleotideQuantitative Trait LociALKBH8 protein, humanAlkB Homolog 8, tRNA Methyltransferaseatherosclerosiscoronary artery diseaseexpression and splice quantitative trait locigene expressionsmooth muscle cell

Identifiers

PMID36597873
PMCPMC9898186
OpenAlexW4313487887

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.