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单细胞和批量RNA测序揭示了M1样浸润巨噬细胞在肾移植后抗体介导排斥反应中的作用。

Single-cell and bulk RNA sequencing highlights the role of M1-like infiltrating macrophages in antibody-mediated rejection after kidney transplantation.

作者信息

Pang Qidan, Chen Liang, An Changyong, Zhou Juan, Xiao Hanyu

机构信息

Department of Nephrology, Bishan Hospital of Chongqing Medical University, Chongqing, 402760, China.

Department of General Surgery/Gastrointestinal Surgery, Bishan Hospital of Chongqing Medical University, Chongqing, 402760, China.

出版信息

Heliyon. 2024 Mar 15;10(6):e27865. doi: 10.1016/j.heliyon.2024.e27865. eCollection 2024 Mar 30.

Abstract

BACKGROUND

Antibody-mediated rejection (ABMR) significantly affects transplanted kidney survival, yet the macrophage phenotype, ontogeny, and mechanisms in ABMR remain unclear.

METHOD

We analyzed post-transplant sequencing and clinical data from GEO and ArrayExpress. Using dimensionality reduction and clustering on scRNA-seq data, we identified macrophage subpopulations and compared their infiltration in ABMR and non-rejection cases. Cibersort quantified these subpopulations in bulk samples. Cellchat, SCENIC, monocle2, and monocle3 helped explore intercellular interactions, predict transcription factors, and simulate differentiation of cell subsets. The Scissor method linked macrophage subgroups with transplant prognosis. Furthermore, hdWGCNA, nichnet, and lasso regression identified key genes associated with core transcription factors in selected macrophages, validated by external datasets.

RESULTS

Six macrophage subgroups were identified in five post-transplant kidney biopsies. M1-like infiltrating macrophages, prevalent in ABMR, correlated with pathological injury severity. MIF acted as a primary intercellular signal in these macrophages. STAT1 regulated monocyte-to-M1-like phenotype transformation, impacting transplant prognosis via the IFNγ pathway. The prognostic models built on the upstream and downstream genes of STAT1 effectively predicted transplant survival. The TLR4-STAT1-PARP9 axis may regulate the pro-inflammatory phenotype of M1-like infiltrating macrophages, identifying PARP9 as a potential target for mitigating ABMR inflammation.

CONCLUSION

Our study delineates the macrophage landscape in ABMR post-kidney transplantation, underscoring the detrimental impact of M1-like infiltrating macrophages on ABMR pathology and prognosis.

摘要

背景

抗体介导的排斥反应(ABMR)显著影响移植肾的存活,但ABMR中巨噬细胞的表型、起源和机制仍不清楚。

方法

我们分析了来自基因表达综合数据库(GEO)和ArrayExpress的移植后测序及临床数据。利用对单细胞RNA测序(scRNA-seq)数据进行降维和聚类,我们鉴定出巨噬细胞亚群,并比较了它们在ABMR和非排斥病例中的浸润情况。Cibersort对大量样本中的这些亚群进行了定量分析。Cellchat、SCENIC、monocle2和monocle3有助于探索细胞间相互作用、预测转录因子以及模拟细胞亚群的分化。剪刀法将巨噬细胞亚群与移植预后联系起来。此外,加权基因共表达网络分析(hdWGCNA)、网络推理和细胞通讯(nichnet)以及套索回归鉴定了与选定巨噬细胞中核心转录因子相关的关键基因,并通过外部数据集进行了验证。

结果

在5例移植后肾活检中鉴定出6个巨噬细胞亚群。M1样浸润巨噬细胞在ABMR中普遍存在,与病理损伤严重程度相关。巨噬细胞移动抑制因子(MIF)在这些巨噬细胞中作为主要的细胞间信号发挥作用。信号转导和转录激活因子1(STAT1)调节单核细胞向M1样表型的转化,通过γ干扰素(IFNγ)途径影响移植预后。基于STAT1上下游基因构建的预后模型有效地预测了移植存活情况。Toll样受体4(TLR4)-STAT1-聚(ADP-核糖)聚合酶9(PARP9)轴可能调节M1样浸润巨噬细胞的促炎表型,确定PARP9为减轻ABMR炎症的潜在靶点。

结论

我们的研究描绘了肾移植后ABMR中的巨噬细胞格局,强调了M1样浸润巨噬细胞对ABMR病理和预后的有害影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/34c2/10958716/f6149caca299/gr1.jpg

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