Evidence map›Paper›PMID 33499648›Full record

ArticleCirculation2021

Sex-Stratified Gene Regulatory Networks Reveal Female Key Driver Genes of Atherosclerosis Involved in Smooth Muscle Cell Phenotype Switching.

Robin J G Hartman, Katie Owsiany, Lijiang Ma, Simon Koplev, Ke Hao, Lotte Slenders, Mete Civelek, Michal Mokry, Jason C Kovacic, Gerard Pasterkamp and 3 more

Open access · bronzeAbstract read
In one paragraph

Article in Circulation, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 73 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
73citing papers in PubMed, 3 pooled it
6.9field-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

73 citing papers in PubMed, 3 syntheses or guidelines pooled it, 117 citations in OpenAlex.

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  18. Women's heart disease research in the netherlands: angina with non-obstructive coronary artery disease and beyond.Netherlands heart journal : monthly journal of the Netherlands Society of Cardiology and the Netherlands Heart Foundation · 2025
    Review
  19. Mitochondria, Sex, and Cardiovascular Disease: A Complex Interplay.International journal of molecular sciences · 2025
    Review
  20. Review

13 more citing papers are in PubMed but not listed here.

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

13 authors at 3 institutions in 4 countries.

Robin J G HartmanLaboratory of Experimental Cardiology, University Medical Center Utrecht, Utrecht University, The Netherlands (R.J.G.H., M.M., H.M.d.R.).
Katie OwsianyRobert M. Berne Cardiovascular Research Center (K.O., G.O.), New York. Victor Chang Cardiac Research Institute, Darlinghurst, Australia.
Lijiang MaUniversity of Virginia-School of Medicine, Charlottesville. Department of Genetics and Genomic Sciences (L.M., S.K., K.H., J.L.M.B.), New York. Victor Chang Cardiac Research Institute, Darlinghurst, Australia.
Simon KoplevUniversity of Virginia-School of Medicine, Charlottesville. Department of Genetics and Genomic Sciences (L.M., S.K., K.H., J.L.M.B.), New York. Victor Chang Cardiac Research Institute, Darlinghurst, Australia.
Ke HaoUniversity of Virginia-School of Medicine, Charlottesville. Department of Genetics and Genomic Sciences (L.M., S.K., K.H., J.L.M.B.), New York. Victor Chang Cardiac Research Institute, Darlinghurst, Australia.
Lotte SlendersCentral Diagnostics Laboratory, University Medical Center Utrecht, Utrecht University, The Netherlands (L.S., M.M., G.P.).
Mete CivelekCenter for Public Health Genomics, Department of Biomedical Engineering (M.C.), New York. Victor Chang Cardiac Research Institute, Darlinghurst, Australia.
Michal MokryLaboratory of Experimental Cardiology, University Medical Center Utrecht, Utrecht University, The Netherlands (R.J.G.H., M.M., H.M.d.R.).
Jason C KovacicIcahn School of Medicine at Mount Sinai (J.C.K.), New York. Victor Chang Cardiac Research Institute, Darlinghurst, Australia.
Gerard PasterkampCentral Diagnostics Laboratory, University Medical Center Utrecht, Utrecht University, The Netherlands (L.S., M.M., G.P.).
Gary OwensRobert M. Berne Cardiovascular Research Center (K.O., G.O.), New York. Victor Chang Cardiac Research Institute, Darlinghurst, Australia.
Johan L M Björkegren *University of Virginia-School of Medicine, Charlottesville. Department of Genetics and Genomic Sciences (L.M., S.K., K.H., J.L.M.B.), New York. Victor Chang Cardiac Research Institute, Darlinghurst, Australia.
Hester M den Ruijter *Laboratory of Experimental Cardiology, University Medical Center Utrecht, Utrecht University, The Netherlands (R.J.G.H., M.M., H.M.d.R.).
Victor Chang Cardiac Research Institute · AUUtrecht University · NLKarolinska University Hospital · SE

Funding

Therapeutic Mechanisms of Cardiac Progenitors in Ischemic CardiomyopathyR01HL135093 · NHLBI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI FISH, KENNETH MICHAEL, KOVACIC, JASON CIRIL · 2017 to 2020
$3.4M
Toward Diagnostics and Therapies of Molecular Subcategories of CADR01HL125863 · NHLBI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI BJORKEGREN, JOHAN M · 2015 to 2018
$3.2M
Defining SMC phenotypes critical in late stage atherosclerosis pathogenesisR01HL136314 · NHLBI · UNIVERSITY OF VIRGINIA · PI OWENS, GARY K · 2018 to 2021
$3.0M
Role of Metabolic Reprogramming in Formation and Maintenance of the Acta2+ Atherosclerotic Lesion Protective Fibrous CapR01HL155165 · NHLBI · UNIVERSITY OF VIRGINIA · PI OWENS, GARY K · 2021 to 2024
$2.9M
Understanding the Molecular Mechanisms of Fibromuscular DysplasiaR01HL148167 · NHLBI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI KADIAN-DODOV, DANIELLA, KOVACIC, JASON CIRIL · 2020 to 2023
$2.8M
PDGFbeta Receptor Activation Promotes Atheroprotective Changes in SMC PhenotypeR01HL132904 · NHLBI · UNIVERSITY OF VIRGINIA · PI OWENS, GARY K · 2017 to 2020
$2.6M
Toward Therapeutic Manipulation of Endothelial to Mesenchymal TransitionR01HL130423 · NHLBI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI ISHIKAWA, KIYOTAKE, KOVACIC, JASON CIRIL · 2016 to 2020
$2.1M
NHLBI NIH HHS R01 HL125863NHLBI NIH HHS R01 HL132904NHLBI NIH HHS R01 HL135093NHLBI NIH HHS R01 HL136314NHLBI NIH HHS R01 HL148167NHLBI NIH HHS R01 HL155165
6 · The paper itself

Abstract

backgroundAlthough sex differences in coronary artery disease are widely accepted with women developing more stable atherosclerosis than men, the underlying pathobiology of such differences remains largely unknown. In coronary artery disease, recent integrative systems biological studies have inferred gene regulatory networks (GRNs). Within these GRNs, key driver genes have shown great promise but have thus far been unidentified in women.

methodsWe generated sex-specific GRNs of the atherosclerotic arterial wall in 160 women and age-matched men in the STARNET study (Stockholm-Tartu Atherosclerosis Reverse Network Engineering Task). We integrated the female GRNs with single-cell RNA-sequencing data of the human atherosclerotic plaque and single-cell RNA sequencing of advanced atherosclerotic lesions from wild type and Klf4 knockout atherosclerotic smooth muscle cell (SMC) lineage-tracing mice.

resultsBy comparing sex-specific GRNs, we observed clear sex differences in network activity within the atherosclerotic tissues. Genes more active in women were associated with mesenchymal cells and endothelial cells, whereas genes more active in men were associated with the immune system. We determined that key drivers of GRNs active in female coronary artery disease were predominantly found in (SMCs by single-cell sequencing of the human atherosclerotic plaques, and higher expressed in female plaque SMCs, as well. To study the functions of these female SMC key drivers in atherosclerosis, we examined single-cell RNA sequencing of advanced atherosclerotic lesions from wild type and Klf4 knockout atherosclerotic SMC lineage-tracing mice. The female key drivers were found to be expressed by phenotypically modulated SMCs and affected by Klf4, suggesting that sex differences in atherosclerosis involve phenotypic switching of plaque SMCs.

conclusionsOur systems approach provides novel insights into molecular mechanisms that underlie sex differences in atherosclerosis. To discover sex-specific therapeutic targets for atherosclerosis, an increased emphasis on sex-stratified approaches in the analysis of multi-omics data sets is warranted.

Indexed as

AnimalsAtherosclerosisCell DifferentiationFemaleGene Regulatory NetworksHumansMiceMyocytes, Smooth MusclePhenotypeatherosclerosisgene regulatory networksmyocytes, smooth musclesexsystems biologytranscriptome

Identifiers

PMID33499648
PMCPMC7930467
OpenAlexW3125269445

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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.