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CLINICAL TRIAL article
Front. Immunol.
Sec. Inflammation
Volume 15 - 2024 |
doi: 10.3389/fimmu.2024.1501660
This article is part of the Research Topic Community Series in Pathogenetic mechanism and therapeutic target for inflammation in autoimmune disease: Volume II View all 6 articles
Single-cell RNA sequencing reveals the dysfunctional characteristics of PBMCs in patients with type 2 diabetes mellitus
Provisionally accepted- First Affiliated Hospital of Anhui University of Traditional Chinese Medicine, Hefei, China
Type 2 diabetes mellitus (T2DM) is a disease that involves autoimmunity. However, how immune cells function in the peripheral blood remains unclear. Exploring T2DM biomarkers via single-cell RNA sequencing (scRNA-seq) could provide new insights into the underlying molecular mechanisms. In this study, we included three healthy participants and three T2DM patients. The observed clinical indicators included weight and fasting blood glucose (FBG), glycosylated haemoglobin A1c (HbA1c) and fasting insulin levels. Direct separation and purification of peripheral blood mononuclear cells (PBMCs) were performed via the Ficoll density gradient centrifugation method. Immune cell types were identified via scRNA-seq. The differentially expressed genes, biological functions, cell cycle dynamics, and correlations between blood glucose indicators and genes in different cell types were analysed. There were differences between the healthy and T2DM groups in terms of FBG and HbA1c (p<0.05 or p<0.01). We profiled 13,591 cells and 3188 marker genes from PBMCs. B cells, T cells, monocytes, and NK cells were grouped into 4 subclusters from PBMCs. CD4+ T cells are mainly in the memory activation stage, and CD8+ T cells are effectors. Monocytes include mainly CD14+ monocytes and FCGR3A+ monocytes. There were 119 differentially expressed genes in T cells and 175 differentially expressed genes in monocytes. Gene set enrichment analysis revealed that the marker genes were enriched in HALLMARK_INTERFERON_GAMMA_RESPONSE and HALLMARK_TNFA_SIGNALING_VIA_NFKB. Moreover, TNFRSF1A was identified as the core gene involved in network interactions in T cells. Our study provides a transcriptional map of immune cells from PBMCs and provides a framework for understanding the immune status and potential immune mechanisms of T2DM patients via scRNA-seq.
Keywords: type 2 diabetes mellitus, peripheral blood mononuclear cells, single-cell RNA sequencing, T cells, Monocytes
Received: 25 Sep 2024; Accepted: 11 Dec 2024.
Copyright: © 2024 Zhao and Fang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Jindong Zhao, First Affiliated Hospital of Anhui University of Traditional Chinese Medicine, Hefei, China
Zhaohui Fang, First Affiliated Hospital of Anhui University of Traditional Chinese Medicine, Hefei, China
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