ArticleCirculation2021
Sex-Stratified Gene Regulatory Networks Reveal Female Key Driver Genes of Atherosclerosis Involved in Smooth Muscle Cell Phenotype Switching.
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.
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Who cites it
73 citing papers in PubMed, 3 syntheses or guidelines pooled it, 117 citations in OpenAlex.
- Candidate Biomarkers Linking Periodontitis with Atherosclerotic and Related Cardiovascular Phenotypes: A Systematic Review Focused on Sex-Specific Evidence.International journal of molecular sciences · 2026Pooled it
- Pooled it
- Molecular Interactions Between Vascular Smooth Muscle Cells and Macrophages in Atherosclerosis.Frontiers in cardiovascular medicine · 2021Pooled it
- Quercetin Reduces Vascular Senescence and Inflammation in Symptomatic Male but Not Female Coronary Artery Disease Patients.Aging cell · 2025Trial
- Redesigning cardiovascular medicine around sex differences.Nature medicine · 2026Review
- Single-cell transcriptomics reveals cell-type-specific circadian rhythms and their disruption by acute misalignment in mouse aorta.bioRxiv : the preprint server for biology · 2026Article
- Sex differences in coronary plaque stabilization with evolocumab: a post hoc analysis of the YELLOW III trial.The international journal of cardiovascular imaging · 2026Article
- Fairness-aware supervised hierarchical contrastive semantic learning for sexual dimorphism analysis.Bioinformatics (Oxford, England) · 2026Article
- Cellular Heterogeneity During Arterial Aging.Aging cell · 2026Review
- Single-cell T-cell landscape in atherosclerosis: implications for targeted therapy and beyond.Journal of translational medicine · 2026Review
- Genome-wide association study of coronary flow reserve assessed by cardiac perfusion PET suggests a role for NF-κB pathway.Nature cardiovascular research · 2026Article
- Female-Biased VSMC GRNs Predict MYH9 as Regulator of Fibrous Plaque Phenotype.Circulation research · 2026Article
- Pro-Inflammatory Activation Promotes Atherogenic Endothelial Phenotype in Male and Female Human Umbilical Endothelial Vein Cells (HUVECs).International journal of molecular sciences · 2026Article
- Endothelial to mesenchymal transition in cardiovascular diseases: molecular insights and clinical perspectives.European heart journal · 2026Review
- Smooth muscle cell phenotypic modulation during atherosclerosis.Vascular pharmacology · 2026Review
- Atherosclerotic Fibrous Plaques in Women Present ECM Remodeling Linked to TGF-β.Circulation research · 2026Article
- Toward Precision Medicine in Atherosclerotic Cardiovascular Disease: Insights from Omics Data into Sex Differences.Current atherosclerosis reports · 2025Review
- 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 · 2025Review
- Mitochondria, Sex, and Cardiovascular Disease: A Complex Interplay.International journal of molecular sciences · 2025Review
- Current status and challenges of multi-omics research using animal models of atherosclerosis.Journal of molecular and cellular cardiology plus · 2025Review
13 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
13 authors at 3 institutions in 4 countries.
Funding
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.
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Registered trials
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.