Single-cell RNA sequencing reveals sex differences in the subcellular composition and associated gene-regulatory network activity of human carotid plaques
Carotid stenosis causes ischemic stroke in both sexes, but the clinical presentation and plaque characteristics differ. Here we run deep single-cell sequencing of 7,690 human carotid plaque cells from male and female patients. While we found no sex differences in major cell types, we identified a pr...
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Published in | Nature Cardiovascular Research Vol. 4; no. 4; pp. 412 - 432 |
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Main Authors | , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
London
Nature Publishing Group UK
01.04.2025
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Subjects | |
Online Access | Get full text |
ISSN | 2731-0590 |
DOI | 10.1038/s44161-025-00628-y |
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Abstract | Carotid stenosis causes ischemic stroke in both sexes, but the clinical presentation and plaque characteristics differ. Here we run deep single-cell sequencing of 7,690 human carotid plaque cells from male and female patients. While we found no sex differences in major cell types, we identified a predominance of the osteogenic phenotype in smooth muscle cells, immunomodulating macrophages (MPs) and endothelial cells (ECs) undergoing endothelial-to-mesenchymal transition in females. In males, we found smooth muscle cells with the chondrocytic phenotype, MPs involved in tissue remodeling and ECs with angiogenic activity. Sex-biased subcellular clusters were integrated with tissue-specific gene-regulatory networks (GRNs) from the Stockholm–Tartu Atherosclerosis Reverse Network Engineering Task study. We identified GRN195 involved in angiogenesis and T cell-mediated cytotoxicity in male ECs, while in females, we found GRN33 and GRN122 related to TREM2
−
/TREM1
+
MPs and endothelial-to-mesenchymal transition. The impact of GRN195 on EC proliferation in males was functionally validated, providing evidence for potential therapy targets for atherosclerosis that are sex specific.
Using deep sequencing of human carotid plaque cells from male and female patients with carotid stenosis, Sukhavasi et al. identify sex-biased cell-type-specific gene-regulatory networks and different phenotypes in smooth muscle cells, including an osteogenic phenotype in females and a chondrocytic phenotype in males. |
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AbstractList | Carotid stenosis causes ischemic stroke in both sexes, but the clinical presentation and plaque characteristics differ. Here we run deep single-cell sequencing of 7,690 human carotid plaque cells from male and female patients. While we found no sex differences in major cell types, we identified a predominance of the osteogenic phenotype in smooth muscle cells, immunomodulating macrophages (MPs) and endothelial cells (ECs) undergoing endothelial-to-mesenchymal transition in females. In males, we found smooth muscle cells with the chondrocytic phenotype, MPs involved in tissue remodeling and ECs with angiogenic activity. Sex-biased subcellular clusters were integrated with tissue-specific gene-regulatory networks (GRNs) from the Stockholm-Tartu Atherosclerosis Reverse Network Engineering Task study. We identified GRN195 involved in angiogenesis and T cell-mediated cytotoxicity in male ECs, while in females, we found GRN33 and GRN122 related to TREM2
/TREM1
MPs and endothelial-to-mesenchymal transition. The impact of GRN195 on EC proliferation in males was functionally validated, providing evidence for potential therapy targets for atherosclerosis that are sex specific. Carotid stenosis causes ischemic stroke in both sexes, but the clinical presentation and plaque characteristics differ. Here we run deep single-cell sequencing of 7,690 human carotid plaque cells from male and female patients. While we found no sex differences in major cell types, we identified a predominance of the osteogenic phenotype in smooth muscle cells, immunomodulating macrophages (MPs) and endothelial cells (ECs) undergoing endothelial-to-mesenchymal transition in females. In males, we found smooth muscle cells with the chondrocytic phenotype, MPs involved in tissue remodeling and ECs with angiogenic activity. Sex-biased subcellular clusters were integrated with tissue-specific gene-regulatory networks (GRNs) from the Stockholm–Tartu Atherosclerosis Reverse Network Engineering Task study. We identified GRN195 involved in angiogenesis and T cell-mediated cytotoxicity in male ECs, while in females, we found GRN33 and GRN122 related to TREM2 − /TREM1 + MPs and endothelial-to-mesenchymal transition. The impact of GRN195 on EC proliferation in males was functionally validated, providing evidence for potential therapy targets for atherosclerosis that are sex specific. Using deep sequencing of human carotid plaque cells from male and female patients with carotid stenosis, Sukhavasi et al. identify sex-biased cell-type-specific gene-regulatory networks and different phenotypes in smooth muscle cells, including an osteogenic phenotype in females and a chondrocytic phenotype in males. |
Author | Kaikkonen, Minna U. Ma, Lijiang Miller, Clint L. Järve, Heli Betsholtz, Christer Diez Benevante, Ernest Hao, Ke Ruusalepp, Arno Vanlandewijck, Michael Örd, Tiit Väli, Marika Björkegren, Johan L. M. Romanoski, Casey Gustafsson, Sonja Laakkonen, Johanna P. den Ruijter, Hester M. Singha, Prosanta Civelek, Mete Muhl, Lars Selvarajan, Ilakya Beter, Mustafa Sukhavasi, Katyayani Kovacic, Jason C. Liu, Jianping Lendahl, Urban Hodonsky, Chani J. Buyandelger, Byambajav Mocci, Giuseppe Koplev, Simon |
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Berne Cardiovascular Research Center, University of Virginia, Department of Genome Sciences, University of Virginia – sequence: 5 givenname: Ernest orcidid: 0000-0002-4313-4290 surname: Diez Benevante fullname: Diez Benevante, Ernest organization: Laboratory of Experimental Cardiology, Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht University – sequence: 6 givenname: Lars orcidid: 0000-0003-0952-0507 surname: Muhl fullname: Muhl, Lars organization: Department of Medicine, Karolinska Institutet, Karolinska Universitetssjukhuset – sequence: 7 givenname: Jianping orcidid: 0000-0002-7336-3895 surname: Liu fullname: Liu, Jianping organization: Department of Medicine, Karolinska Institutet, Karolinska Universitetssjukhuset – sequence: 8 givenname: Sonja surname: Gustafsson fullname: Gustafsson, Sonja organization: Department of Medicine, Karolinska Institutet, Karolinska Universitetssjukhuset – sequence: 9 givenname: Byambajav surname: Buyandelger fullname: Buyandelger, Byambajav organization: Department of Medicine, Karolinska Institutet, Karolinska Universitetssjukhuset – sequence: 10 givenname: Simon orcidid: 0000-0002-8586-5614 surname: Koplev fullname: Koplev, Simon organization: Cancer Research UK Cambridge Institute, University of Cambridge – sequence: 11 givenname: Urban surname: Lendahl fullname: Lendahl, Urban organization: Department of Cell and Molecular Biology, Karolinska Institutet – sequence: 12 givenname: Michael surname: Vanlandewijck fullname: Vanlandewijck, Michael organization: Department of Medicine, Karolinska Institutet, Karolinska Universitetssjukhuset, Department of Immunology, Genetics, and Pathology, Rudbeck Laboratory, Uppsala University – sequence: 13 givenname: Prosanta surname: Singha fullname: Singha, Prosanta organization: A. 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Snippet | Carotid stenosis causes ischemic stroke in both sexes, but the clinical presentation and plaque characteristics differ. Here we run deep single-cell sequencing... |
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SubjectTerms | 13/31 45/91 631/553/2711 692/699/75 96/1 Aged Biomedical and Life Sciences Cardiovascular Biology Carotid Arteries - metabolism Carotid Arteries - pathology Carotid Stenosis - genetics Carotid Stenosis - metabolism Carotid Stenosis - pathology Cell Proliferation Endothelial Cells - metabolism Endothelial Cells - pathology Female Gene Regulatory Networks Humans Life Sciences Macrophages - metabolism Macrophages - pathology Male Middle Aged Myocytes, Smooth Muscle - metabolism Myocytes, Smooth Muscle - pathology Neovascularization, Pathologic Phenotype Plaque, Atherosclerotic RNA-Seq Sex Factors Single-Cell Analysis Transcriptome |
Title | Single-cell RNA sequencing reveals sex differences in the subcellular composition and associated gene-regulatory network activity of human carotid plaques |
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