Katyayani Sukhavasi, Giuseppe Mocci, Lijiang Ma, Chani J Hodonsky, Ernest Diez Benevante, Lars Muhl, Jianping Liu, Sonja Gustafsson, Byambajav Buyandelger, Simon Koplev, Urban Lendahl, Michael Vanlandewijck, Prosanta Singha, Tiit Örd, Mustafa Beter, Ilakya Selvarajan, Johanna P Laakkonen, Marika Väli, Hester M den Ruijter, Mete Civelek, Ke Hao, Arno Ruusalepp, Christer Betsholtz, Heli Järve, Jason C Kovacic, Clint L Miller, Casey Romanoski, Minna U Kaikkonen, Johan L M Björkegren
{"title":"单细胞RNA测序揭示了人类颈动脉斑块亚细胞组成和相关基因调控网络活性的性别差异。","authors":"Katyayani Sukhavasi, Giuseppe Mocci, Lijiang Ma, Chani J Hodonsky, Ernest Diez Benevante, Lars Muhl, Jianping Liu, Sonja Gustafsson, Byambajav Buyandelger, Simon Koplev, Urban Lendahl, Michael Vanlandewijck, Prosanta Singha, Tiit Örd, Mustafa Beter, Ilakya Selvarajan, Johanna P Laakkonen, Marika Väli, Hester M den Ruijter, Mete Civelek, Ke Hao, Arno Ruusalepp, Christer Betsholtz, Heli Järve, Jason C Kovacic, Clint L Miller, Casey Romanoski, Minna U Kaikkonen, Johan L M Björkegren","doi":"10.1038/s44161-025-00628-y","DOIUrl":null,"url":null,"abstract":"<p><p>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<sup>-</sup>/TREM1<sup>+</sup> 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.</p>","PeriodicalId":74245,"journal":{"name":"Nature cardiovascular research","volume":"4 4","pages":"412-432"},"PeriodicalIF":9.4000,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11994450/pdf/","citationCount":"0","resultStr":"{\"title\":\"Single-cell RNA sequencing reveals sex differences in the subcellular composition and associated gene-regulatory network activity of human carotid plaques.\",\"authors\":\"Katyayani Sukhavasi, Giuseppe Mocci, Lijiang Ma, Chani J Hodonsky, Ernest Diez Benevante, Lars Muhl, Jianping Liu, Sonja Gustafsson, Byambajav Buyandelger, Simon Koplev, Urban Lendahl, Michael Vanlandewijck, Prosanta Singha, Tiit Örd, Mustafa Beter, Ilakya Selvarajan, Johanna P Laakkonen, Marika Väli, Hester M den Ruijter, Mete Civelek, Ke Hao, Arno Ruusalepp, Christer Betsholtz, Heli Järve, Jason C Kovacic, Clint L Miller, Casey Romanoski, Minna U Kaikkonen, Johan L M Björkegren\",\"doi\":\"10.1038/s44161-025-00628-y\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>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<sup>-</sup>/TREM1<sup>+</sup> 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.</p>\",\"PeriodicalId\":74245,\"journal\":{\"name\":\"Nature cardiovascular research\",\"volume\":\"4 4\",\"pages\":\"412-432\"},\"PeriodicalIF\":9.4000,\"publicationDate\":\"2025-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11994450/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Nature cardiovascular research\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1038/s44161-025-00628-y\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/4/10 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"CARDIAC & CARDIOVASCULAR SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nature cardiovascular research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1038/s44161-025-00628-y","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/4/10 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
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 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.