ArticleInternational journal of molecular sciences2022
Sex Differences in Coronary Artery Disease and Diabetes Revealed by scRNA-Seq and CITE-Seq of Human CD4+ T Cells.
Article in International journal of molecular sciences, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed, 23 citations in OpenAlex.
- Decoding Immune Cell Doublets in Humans: From Artifacts to Insights.Cytometry. Part A : the journal of the International Society for Analytical Cytology · 2026Review
- Single-cell T-cell landscape in atherosclerosis: implications for targeted therapy and beyond.Journal of translational medicine · 2026Review
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- Age-associated chemokine receptor expression profiles in human peripheral blood monocyte subsets predict cardiovascular disease risk.Frontiers in immunology · 2026Article
- Article
- Automated denoising of CITE-seq data with ThresholdR.Cell reports methods · 2025Article
- CITE-Seq Analysis Reveals a Differential Natural Killer CellInternational journal of molecular sciences · 2025Article
- Causal effects of circulating immune cells on coronary atherosclerosis: Evidence from Mendelian randomization.Medicine · 2025Article
- A novel method for characterizing cell-cell interactions at single-cell resolution reveals unique signatures in blood T cell-monocyte complexes during infection.bioRxiv : the preprint server for biology · 2024Article
- Potential Diagnostic Biomarkers of tRNA-Derived Small RNAs in PBMCs for Nonproliferative Diabetic Retinopathy in Patients With Type 2 Diabetes Mellitus.Translational vision science & technology · 2024Article
- Multiomic analyses uncover immunological signatures in acute and chronic coronary syndromes.Nature medicine · 2024Article
- Single Cell High Dimensional Analysis of Human Peripheral Blood Mononuclear Cells Reveals Unique Intermediate Monocyte Subsets Associated with Sex Differences in Coronary Artery Disease.International journal of molecular sciences · 2024Article
- Emerging applications of single-cell profiling in precision medicine of atherosclerosis.Journal of translational medicine · 2024Review
- Identification of iron metabolism-related genes in coronary heart disease and construction of a diagnostic model.Frontiers in cardiovascular medicine · 2024Article
- Identification of human exTNature immunology · 2023Article
- Single-cell profiling reveals inflammatory polarization of human carotid versus femoral plaque leukocytes.JCI insight · 2023Article
- Single cell transcriptomics reveals recent CD8T cell receptor signaling in patients with coronary artery disease.Frontiers in immunology · 2023Article
- Single-cell profiling of CD11c+ B cells in atherosclerosis.Frontiers in immunology · 2023Article
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Authors and funding
20 authors at 3 institutions in 1 country.
Funding
Abstract
Despite the decades-old knowledge that males and people with diabetes mellitus (DM) are at increased risk for coronary artery disease (CAD), the reasons for this association are only partially understood. Among the immune cells involved, recent evidence supports a critical role of T cells as drivers and modifiers of CAD. CD4+ T cells are commonly found in atherosclerotic plaques. We aimed to understand the relationship of CAD with sex and DM by single-cell RNA (scRNA-Seq) and antibody sequencing (CITE-Seq) of CD4+ T cells. Peripheral blood mononuclear cells (PBMCs) of 61 men and women who underwent cardiac catheterization were interrogated by scRNA-Seq combined with 49 surface markers (CITE-Seq). CAD severity was quantified using Gensini scores, with scores above 30 considered CAD+ and below 6 considered CAD-. Four pairs of groups were matched for clinical and demographic parameters. To test how sex and DM changed cell proportions and gene expression, we compared matched groups of men and women, as well as diabetic and non-diabetic subjects. We analyzed 41,782 single CD4+ T cell transcriptomes for sex differences in 16 women and 45 men with and without coronary artery disease and with and without DM. We identified 16 clusters in CD4+ T cells. The proportion of cells in CD4+ effector memory cluster 8 (CD4T8, CCR2+ Em) was significantly decreased in CAD+, especially among DM+ participants. This same cluster, CD4T8, was significantly decreased in female participants, along with two other CD4+ T cell clusters. In CD4+ T cells, 31 genes showed significant and coordinated upregulation in both CAD and DM. The DM gene signature was partially additive to the CAD gene signature. We conclude that (1) CAD and DM are clearly reflected in PBMC transcriptomes, and (2) significant differences exist between women and men and (3) between subjects with DM and non-DM.
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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 Socratic graph.