Evidence map›Paper›PMID 36077273›Full record

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.

Ryosuke Saigusa, Jenifer Vallejo, Rishab Gulati, Sujit Silas Armstrong Suthahar, Vasantika Suryawanshi, Ahmad Alimadadi, Jeffrey Makings, Christopher P Durant, Antoine Freuchet, Payel Roy and 10 more

Open access · goldAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed
1.9field-weighted citation impact, top 14% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

18 citing papers in PubMed, 23 citations in OpenAlex.

  1. Decoding Immune Cell Doublets in Humans: From Artifacts to Insights.Cytometry. Part A : the journal of the International Society for Analytical Cytology · 2026
    Review
  2. Review
  3. Article
  4. Article
  5. Article
  6. Article
  7. CITE-Seq Analysis Reveals a Differential Natural Killer CellInternational journal of molecular sciences · 2025
    Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Review
  14. Article
  15. Identification of human exTNature immunology · 2023
    Article
  16. Article
  17. Article
  18. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

20 authors at 3 institutions in 1 country.

Ryosuke SaigusaLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.ORCID 0000-0002-1640-6182
Jenifer VallejoLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.
Rishab GulatiLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.
Sujit Silas Armstrong SuthaharLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.
Vasantika SuryawanshiLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.ORCID 0000-0003-1497-7480
Ahmad AlimadadiLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.ORCID 0000-0002-7888-5019
Jeffrey MakingsLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.
Christopher P DurantLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.
Antoine FreuchetLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.
Payel RoyLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.ORCID 0000-0003-2511-068X
Yanal GhoshehLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.
William PandoriLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.
Tanyaporn PattarabanjirdCardiovascular Research Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA 22904, USA.
Fabrizio DragoCardiovascular Research Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA 22904, USA.
Angela TaylorCardiovascular Research Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA 22904, USA.
Coleen A McNamaraCardiovascular Research Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA 22904, USA.
Avishai ShemeshParker Institute for Cancer Immunotherapy, University of California, San Francisco, CA 94143, USA.
Lewis L LanierParker Institute for Cancer Immunotherapy, University of California, San Francisco, CA 94143, USA.ORCID 0000-0003-1308-3952
Catherine C HedrickLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.
Klaus LeyLa Jolla Institute for Immunology, La Jolla, CA 92037, USA.ORCID 0000-0001-9339-3672
La Jolla Institute for Immunology · USUniversity of Virginia · USUniversity of California, San Francisco · US

Funding

Project 4: APOB-specific CD4 and CD8 T cells exacerbate atherosclerosisP01HL136275 · NHLBI · LA JOLLA INSTITUTE FOR IMMUNOLOGY · PI Catherine C Hedrick · 2017 to 2026
$25.5M
Vascular macrophages and T cells in atherosclerosisR35HL145241 · NHLBI · LA JOLLA INSTITUTE FOR IMMUNOLOGY · PI LEY, KLAUS F. · 2019 to 2025
$5.9M
Training in Immunological MechanismsT32AI125179 · NIAID · LA JOLLA INSTITUTE FOR IMMUNOLOGY · PI CROFT, MICHAEL · 2016 to 2025
$3.1M
NHLBI NIH HHS P01 HL136275NHLBI NIH HHS R35 HL145241NIAID NIH HHS T32 AI125179NIH HHS HL P01, HL136275, R35 HL145241
6 · The paper itself

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.

Indexed as

Coronary Artery DiseaseDiabetes MellitusCD4-Positive T-LymphocytesCoronary AngiographyFemaleHumansLeukocytes, MononuclearMaleSex CharacteristicsSingle-Cell AnalysisCITE-Seqcoronary artery diseasediabetesPBMCscRNA-Seq

Identifiers

PMID36077273
PMCPMC9456056
OpenAlexW4293773503

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.