ORIGINAL RESEARCH article
Front. Immunol.
Sec. Alloimmunity and Transplantation
Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1663251
This article is part of the Research TopicCommunity Series in Renal Fibrosis and Renal Transplantation: Vol. IIView all 3 articles
Single-Cell Transcriptomics Unravels the Early Immune Landscape of Renal Allograft Rejection and Nominates Ccl3-Ccr5 as a Therapeutic Target
Provisionally accepted- 1Department of Urology, Xijing Hospital, Air Force Medical University., Xi'an, China
- 2Air Force Medical University, Xi'an, China
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Background Acute rejection is a significant cause of impaired graft survival in the early post-transplantation period, and the early-stage immune cell dynamics with local intercellular communication during this process require further elucidation. Methods We performed single-cell RNA sequencing (scRNA-seq) on CD45+ immune cells isolated from rat renal allografts during the early phase of acute rejection (days 0, 1, 3, and 7). Using unsupervised clustering, functional enrichment analysis, cellular trajectory inference, and intercellular communication network mapping, we delineated the immune cell dynamics and local communication networks at single-cell resolution. Our findings were subsequently validated through multiplex immunofluorescence and therapeutic intervention experiments. Results Macrophages constituted the dominant immune population during acute rejection. Sub-clustering analysis revealed a rapid expansion of the Isg15+Mac subset by post-transplant day 1, which persisted at elevated levels thereafter. Functional enrichment and trajectory inference demonstrated the pro-inflammatory properties of Isg15+Mac, implicating this subset in acute rejection. Cell-cell communication analysis identified Ccl3-Ccr5 ligand-receptor interactions between Isg15+Mac and T cells. Multiplex immunofluorescence confirmed abundance of Isg15+Mac within the allografts. Moreover, the acute rejection after kidney transplantation was alleviated by the FDA-approved Ccr5 blocker Maraviroc. Conclusions Our study establishes an in-depth, early-stage immune landscape of renal transplantation, revealed that the Isg15+Mac subset activates T cells via the Ccl3–Ccr5 axis and thereby serves as a critical driver of acute rejection. And indicating that Maraviroc may potentially be a therapeutic candidate for transplant rejection.
Keywords: Kidney transplant, acute rejection, Macrophages, ScRNA-seq, Cc3-Ccr5
Received: 10 Jul 2025; Accepted: 10 Oct 2025.
Copyright: © 2025 Wei, Wang, Qi, Zhang, Han, Shi, Lu, Zhao, Li, Li, Qin, Ma and Yang. 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:
Weijun Qin, qinwj@fmmu.edu.cn
Shuaijun Ma, mashuaijun9@163.com
Lijun Yang, fmmuyanglijun@163.com
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