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ORIGINAL RESEARCH article

Front. Immunol.
Sec. Inflammation
Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1521554

Unveiling Macrophage Dynamics and Efferocytosis-Related Targets in Diabetic Kidney Disease: Insights from Single-Cell and Bulk RNA-Sequencing

Provisionally accepted
  • 1 Key Laboratory of Hormone and Development, Tianjin Medical University, Tianjin, Tianjin, China
  • 2 Chu Hsien-I Memorial Hospital, Tianjin Medical University, Tianjin, China
  • 3 Institute of Endocrinology of Tianjin Medical University Metabolic Hospital, Tianjin, China
  • 4 Tianjin Key Laboratory of Metabolic Diseases, Tianjin Medical University, Tianjin, China
  • 5 Second Hospital of Tianjin Medical University, Tianjin, China

The final, formatted version of the article will be published soon.

    Background: Chronic inflammation and immune imbalance mediated by macrophages are considered pivotal in diabetic kidney disease (DKD). The study aims to clarify the macrophage heterogeneity and phenotype dynamics, and pinpoint critical targets within efferocytosis in DKD. Methods: Utilizing early human DKD sequencing data, we computed the potential communication between leukocytes and renal intrinsic cells. Subsequently, we scrutinized the single-cell RNA sequencing (scRNA-seq) data from CD45-enriched immune cells, concentrating on the macrophage subsets in DKD. Pseudotime trajectory analysis was conducted to explore cell development. Differential expression genes (DEGs) from macrophage subgroups and bulk RNA-sequencing were used to identify shared hub genes. The NephroseqV5 platform was employed to evaluate the clinical significance, and the expression of key molecules was validated in DKD tissues. Results: Macrophage infiltration rose in DKD, causing inflammation through the release of chemokines. As time progressed, the number of resident macrophages substantially dropped, with diminishing M1-like and increasing M2-like phenotypes relative to early stages. Further analysis pointed to the most enrichment of macrophage function is the phagosome. We overlapped the DEGs with efferocytosis-related genes and identified key genes, including CD36, ITGAM, and CX3CR1, which exhibited significant correlations with macrophages and T cells. The Nephroseq database revealed that they are associated with proteinuria and renal function. Consistent with the validation set, in vivo experiments verified elevated expression levels of key molecules. Conclusions: In essence, our research elucidated the dynamics in macrophage subtype transitions. It emphasized three pivotal genes as critical modulators of macrophage efferocytosis in DKD, indicating their potential as innovative biomarkers and therapeutic targets.

    Keywords: single-cell RNA sequencing, Diabetic kidney disease, Macrophages, Efferocytosis, Inflammation

    Received: 02 Nov 2024; Accepted: 28 Jan 2025.

    Copyright: © 2025 Zhang, Wu, Gao, Wang, Liu, Lin and Yu. 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:
    Yao Lin, Key Laboratory of Hormone and Development, Tianjin Medical University, Tianjin, Tianjin, China
    Pei Yu, Key Laboratory of Hormone and Development, Tianjin Medical University, Tianjin, Tianjin, China

    Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.