# Single-cell transcriptomics unravels the early immune landscape of renal allograft rejection and nominates Ccl3-Ccr5 as a therapeutic target

**Authors:** Fanchao Wei, Zhaoxiang Wang, Ruochen Qi, Jingliang Zhang, Shichao Han, Changhong Shi, Tong Lu, Zhite Zhao, Zhengxuan Li, Lang Li, Weijun Qin, Shuaijun Ma, Lijun Yang

PMC · DOI: 10.3389/fimmu.2025.1663251 · 2025-10-22

## TL;DR

This study uses single-cell RNA sequencing to map immune cell activity in early kidney transplant rejection and identifies a potential new treatment target.

## Contribution

The study identifies the Isg15+Mac immune cell subset and the Ccl3-Ccr5 signaling pathway as key drivers of early acute kidney transplant rejection.

## Key findings

- Macrophages, particularly the Isg15+Mac subset, dominate during early acute rejection.
- Isg15+Mac cells activate T cells via Ccl3-Ccr5 interactions, promoting rejection.
- Maraviroc, a Ccr5 blocker, reduces acute rejection in kidney transplants.

## Abstract

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.

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.

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.

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.

## Linked entities

- **Genes:** ISG15 (ISG15 ubiquitin like modifier) [NCBI Gene 9636], CCL3 (C-C motif chemokine ligand 3) [NCBI Gene 6348], CCR5 (C-C motif chemokine receptor 5) [NCBI Gene 1234]
- **Chemicals:** Maraviroc (PubChem CID 3002977)
- **Species:** Rattus norvegicus (taxon 10116)

## Full-text entities

- **Genes:** Ptprc (protein tyrosine phosphatase, receptor type, C) [NCBI Gene 24699] {aka CD45, L-CA, Lca, RT7, T200}, Ccl3 (C-C motif chemokine ligand 3) [NCBI Gene 25542] {aka MIP-1a, Scya3}, Isg15 (ISG15 ubiquitin-like modifier) [NCBI Gene 298693] {aka G1p2}, Ccr5 (C-C motif chemokine receptor 5) [NCBI Gene 117029] {aka Ckr5, Cmkbr5}
- **Diseases:** inflammatory (MESH:D007249)
- **Chemicals:** Maraviroc (MESH:D000077592)
- **Species:** Rattus norvegicus (brown rat, species) [taxon 10116]

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12586113/full.md

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Source: https://tomesphere.com/paper/PMC12586113