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Sex Differences in Coronary Artery Disease and Diabetes Revealed by scRNA-Seq and CITE-Seq of Human CD4+ T Cells
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...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9456056/ https://www.ncbi.nlm.nih.gov/pubmed/36077273 http://dx.doi.org/10.3390/ijms23179875 |
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author | Saigusa, Ryosuke Vallejo, Jenifer Gulati, Rishab Suthahar, Sujit Silas Armstrong Suryawanshi, Vasantika Alimadadi, Ahmad Makings, Jeffrey Durant, Christopher P. Freuchet, Antoine Roy, Payel Ghosheh, Yanal Pandori, William Pattarabanjird, Tanyaporn Drago, Fabrizio Taylor, Angela McNamara, Coleen A. Shemesh, Avishai Lanier, Lewis L. Hedrick, Catherine C. Ley, Klaus |
author_facet | Saigusa, Ryosuke Vallejo, Jenifer Gulati, Rishab Suthahar, Sujit Silas Armstrong Suryawanshi, Vasantika Alimadadi, Ahmad Makings, Jeffrey Durant, Christopher P. Freuchet, Antoine Roy, Payel Ghosheh, Yanal Pandori, William Pattarabanjird, Tanyaporn Drago, Fabrizio Taylor, Angela McNamara, Coleen A. Shemesh, Avishai Lanier, Lewis L. Hedrick, Catherine C. Ley, Klaus |
author_sort | Saigusa, Ryosuke |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9456056 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-94560562022-09-09 Sex Differences in Coronary Artery Disease and Diabetes Revealed by scRNA-Seq and CITE-Seq of Human CD4+ T Cells Saigusa, Ryosuke Vallejo, Jenifer Gulati, Rishab Suthahar, Sujit Silas Armstrong Suryawanshi, Vasantika Alimadadi, Ahmad Makings, Jeffrey Durant, Christopher P. Freuchet, Antoine Roy, Payel Ghosheh, Yanal Pandori, William Pattarabanjird, Tanyaporn Drago, Fabrizio Taylor, Angela McNamara, Coleen A. Shemesh, Avishai Lanier, Lewis L. Hedrick, Catherine C. Ley, Klaus Int J Mol Sci Article 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. MDPI 2022-08-30 /pmc/articles/PMC9456056/ /pubmed/36077273 http://dx.doi.org/10.3390/ijms23179875 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Saigusa, Ryosuke Vallejo, Jenifer Gulati, Rishab Suthahar, Sujit Silas Armstrong Suryawanshi, Vasantika Alimadadi, Ahmad Makings, Jeffrey Durant, Christopher P. Freuchet, Antoine Roy, Payel Ghosheh, Yanal Pandori, William Pattarabanjird, Tanyaporn Drago, Fabrizio Taylor, Angela McNamara, Coleen A. Shemesh, Avishai Lanier, Lewis L. Hedrick, Catherine C. Ley, Klaus Sex Differences in Coronary Artery Disease and Diabetes Revealed by scRNA-Seq and CITE-Seq of Human CD4+ T Cells |
title | Sex Differences in Coronary Artery Disease and Diabetes Revealed by scRNA-Seq and CITE-Seq of Human CD4+ T Cells |
title_full | Sex Differences in Coronary Artery Disease and Diabetes Revealed by scRNA-Seq and CITE-Seq of Human CD4+ T Cells |
title_fullStr | Sex Differences in Coronary Artery Disease and Diabetes Revealed by scRNA-Seq and CITE-Seq of Human CD4+ T Cells |
title_full_unstemmed | Sex Differences in Coronary Artery Disease and Diabetes Revealed by scRNA-Seq and CITE-Seq of Human CD4+ T Cells |
title_short | Sex Differences in Coronary Artery Disease and Diabetes Revealed by scRNA-Seq and CITE-Seq of Human CD4+ T Cells |
title_sort | sex differences in coronary artery disease and diabetes revealed by scrna-seq and cite-seq of human cd4+ t cells |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9456056/ https://www.ncbi.nlm.nih.gov/pubmed/36077273 http://dx.doi.org/10.3390/ijms23179875 |
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