ArticlePLoS genetics2009
Multi-organ expression profiling uncovers a gene module in coronary artery disease involving transendothelial migration of leukocytes and LIM domain binding 2: the Stockholm Atherosclerosis Gene Expression (STAGE) study.
Article in PLoS genetics, 2009. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 69 papers, 1 of them a synthesis that pooled it.
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Who cites it
69 citing papers in PubMed, 1 synthesis or guideline pooled it, 124 citations in OpenAlex.
- Identification of Endometriosis Pathophysiologic-Related Genes Based on Meta-Analysis and Bayesian Approach.International journal of molecular sciences · 2025Pooled it
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- Macrophage HM13/SPP Enhances Foamy Macrophage Formation and Atherogenesis.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Endothelial IGFBP6 suppresses vascular inflammation and atherosclerosis.Nature cardiovascular research · 2025Article
- Atheroma transcriptomics identifies ARNTL as a smooth muscle cell regulator and with clinical and genetic data improves risk stratification.European heart journal · 2025Article
- Distributed transformer for high order epistasis detection in large-scale datasets.Scientific reports · 2024Article
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- Omics Approaches Unveiling the Biology of Human Atherosclerotic Plaques.The American journal of pathology · 2024Review
- Gene Regulatory Networks in Coronary Artery Disease.Current atherosclerosis reports · 2023Review
- Atherosclerotic plaque vulnerability quantification system for clinical and biological interpretability.iScience · 2023Article
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- Candidate Genes and Their Expressions Involved in the Regulation of Milk and Meat Production and Quality in Goats (Animals : an open access journal from MDPI · 2022Review
- The Applications of Single-Cell RNA Sequencing in Atherosclerotic Disease.Frontiers in cardiovascular medicine · 2022Review
- Connections for Matters of the Heart: Network Medicine in Cardiovascular Diseases.Frontiers in cardiovascular medicine · 2022Review
- Identification of Potential Ferroptosis-Related Biomarkers and Immune Infiltration in Human Coronary Artery Atherosclerosis.International journal of general medicine · 2022Article
- FAK Activation Promotes SMC Dedifferentiation via Increased DNA Methylation in Contractile Genes.Circulation research · 2021Article
- Comprehensive analysis of dysregulated genes associated with atherosclerotic plaque destabilization.Experimental biology and medicine (Maywood, N.J.) · 2021Article
9 more citing papers are in PubMed but not listed here.
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Authors and funding
28 authors at 7 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Environmental exposures filtered through the genetic make-up of each individual alter the transcriptional repertoire in organs central to metabolic homeostasis, thereby affecting arterial lipid accumulation, inflammation, and the development of coronary artery disease (CAD). The primary aim of the Stockholm Atherosclerosis Gene Expression (STAGE) study was to determine whether there are functionally associated genes (rather than individual genes) important for CAD development. To this end, two-way clustering was used on 278 transcriptional profiles of liver, skeletal muscle, and visceral fat (n = 66/tissue) and atherosclerotic and unaffected arterial wall (n = 40/tissue) isolated from CAD patients during coronary artery bypass surgery. The first step, across all mRNA signals (n = 15,042/12,621 RefSeqs/genes) in each tissue, resulted in a total of 60 tissue clusters (n = 3958 genes). In the second step (performed within tissue clusters), one atherosclerotic lesion (n = 49/48) and one visceral fat (n = 59) cluster segregated the patients into two groups that differed in the extent of coronary stenosis (P = 0.008 and P = 0.00015). The associations of these clusters with coronary atherosclerosis were validated by analyzing carotid atherosclerosis expression profiles. Remarkably, in one cluster (n = 55/54) relating to carotid stenosis (P = 0.04), 27 genes in the two clusters relating to coronary stenosis were confirmed (n = 16/17, P<10(-27 and-30)). Genes in the transendothelial migration of leukocytes (TEML) pathway were overrepresented in all three clusters, referred to as the atherosclerosis module (A-module). In a second validation step, using three independent cohorts, the A-module was found to be genetically enriched with CAD risk by 1.8-fold (P<0.004). The transcription co-factor LIM domain binding 2 (LDB2) was identified as a potential high-hierarchy regulator of the A-module, a notion supported by subnetwork analysis, by cellular and lesion expression of LDB2, and by the expression of 13 TEML genes in Ldb2-deficient arterial wall. Thus, the A-module appears to be important for atherosclerosis development and, together with LDB2, merits further attention in CAD research.
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