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Sex differences in coronary artery disease and diabetes revealed by scRNA-Seq and CITE-Seq of human CD4+ T cells

Ryosuke Saigusa, Jenifer Vallejo, Rishab Gulati, Sujit Silas Armstrong Suthahar, View ORCID ProfileVasantika Suryawanshi, Ahmad Alimadadi, Jeff Markings, Christopher P. Durant, Antoine Freuchet, Payel Roy, Yanal Ghosheh, William Pandori, Tanyaporn Pattarabanjird, Fabrizio Drago, Coleen A. McNamara, Avishai Shemesh, Lewis L. Lanier, Catherine C. Hedrick, View ORCID ProfileKlaus Ley
doi: https://doi.org/10.1101/2022.05.16.491900
Ryosuke Saigusa
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Jenifer Vallejo
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Rishab Gulati
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Sujit Silas Armstrong Suthahar
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Vasantika Suryawanshi
1La Jolla Institute for Immunology, La Jolla, CA, USA
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  • ORCID record for Vasantika Suryawanshi
Ahmad Alimadadi
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Jeff Markings
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Christopher P. Durant
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Antoine Freuchet
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Payel Roy
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Yanal Ghosheh
1La Jolla Institute for Immunology, La Jolla, CA, USA
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William Pandori
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Tanyaporn Pattarabanjird
2Cardiovascular Research Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville
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Fabrizio Drago
2Cardiovascular Research Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville
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Coleen A. McNamara
2Cardiovascular Research Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville
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Avishai Shemesh
3Parker Institute for Cancer Immunotherapy, University of California, San Francisco, CA, USA; Department of Microbiology and Immunology, University of California, San Francisco, CA, USA
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Lewis L. Lanier
3Parker Institute for Cancer Immunotherapy, University of California, San Francisco, CA, USA; Department of Microbiology and Immunology, University of California, San Francisco, CA, USA
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Catherine C. Hedrick
1La Jolla Institute for Immunology, La Jolla, CA, USA
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Klaus Ley
1La Jolla Institute for Immunology, La Jolla, CA, USA
4University of California San Diego, San Diego, CA, USA
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  • ORCID record for Klaus Ley
  • For correspondence: klaus@lji.org
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ABSTRACT

Background Despite the decades-old knowledge that diabetes mellitus (DM) is a major risk factor for cardiovascular disease (CVD), the reasons for this association are only partially understood. Among the immune cells involved in CVD development, accumulating evidence supports the critical role of T cells as drivers and modifiers of this condition. CD4+ T cells are commonly found in atherosclerotic plaques. The activity and distribution of CD4+ T cell subsets differs between the sexes.

Methods Peripheral blood mononuclear cells (PBMCs) of 61 men and women who underwent cardiac catheterization were interrogated by single cell RNA sequencing (scRNA-Seq, ∼200,000 cells) combined with 49 protein markers (CITE-Seq). Coronary artery disease (CAD) 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 DM changed cell proportions and gene expression, we compared matched groups of diabetic and non-diabetic subjects. We analyzed 41,782 single CD4+ T cell transcriptomes for sex differences in 61 mostly statin-treated coronary artery disease patients with and without DM.

Results We identified 16 clusters in CD4 T cells. The proportion of cells in CD4 cluster 8 (CD4T8, CCR2+ Em) was significantly decreased in CAD+, especially among DM+ participants. The proportions of cells in CD4T2, CD4T11, CD4T16 were increased and CD4T13 was decreased in CAD+ among DM+Statin+ participants. CD4T12 was increased in DM+ participants. In female participants, CD4T8, 12, and 13 were decreased compared to in male participants. 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.

Conclusions We conclude that CAD and DM are clearly reflected in PBMC transcriptomes and that significant differences exist between women and men and between subjects treated with statins or not.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted May 16, 2022.
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Sex differences in coronary artery disease and diabetes revealed by scRNA-Seq and CITE-Seq of human CD4+ T cells
Ryosuke Saigusa, Jenifer Vallejo, Rishab Gulati, Sujit Silas Armstrong Suthahar, Vasantika Suryawanshi, Ahmad Alimadadi, Jeff Markings, Christopher P. Durant, Antoine Freuchet, Payel Roy, Yanal Ghosheh, William Pandori, Tanyaporn Pattarabanjird, Fabrizio Drago, Coleen A. McNamara, Avishai Shemesh, Lewis L. Lanier, Catherine C. Hedrick, Klaus Ley
bioRxiv 2022.05.16.491900; doi: https://doi.org/10.1101/2022.05.16.491900
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Sex differences in coronary artery disease and diabetes revealed by scRNA-Seq and CITE-Seq of human CD4+ T cells
Ryosuke Saigusa, Jenifer Vallejo, Rishab Gulati, Sujit Silas Armstrong Suthahar, Vasantika Suryawanshi, Ahmad Alimadadi, Jeff Markings, Christopher P. Durant, Antoine Freuchet, Payel Roy, Yanal Ghosheh, William Pandori, Tanyaporn Pattarabanjird, Fabrizio Drago, Coleen A. McNamara, Avishai Shemesh, Lewis L. Lanier, Catherine C. Hedrick, Klaus Ley
bioRxiv 2022.05.16.491900; doi: https://doi.org/10.1101/2022.05.16.491900

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