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A single-cell map for the transcriptomic signatures of peripheral blood mononuclear cells in end-stage renal disease

外周血单个核细胞 转录组 医学 免疫系统 终末期肾病 细胞 电池类型 免疫学 炎症 单细胞分析 疾病 计算生物学 基因表达 生物 内科学 遗传学 基因 体外
作者
Ting Luo,Fengping Zheng,Kang Wang,Yong Xu,Huixuan Xu,Wenxi Shen,Chengxin Zhu,Xinzhou Zhang,Weiguo Sui,Donge Tang,Lianghong Yin,Yong Dai
出处
期刊:Nephrology Dialysis Transplantation [Oxford University Press]
卷期号:36 (4): 599-608 被引量:17
标识
DOI:10.1093/ndt/gfz227
摘要

BACKGROUND: Immune aberrations in end-stage renal disease (ESRD) are characterized by systemic inflammation and immune deficiency. The mechanistic understanding of this phenomenon remains limited. METHODS: We generated 12 981 and 9578 single-cell transcriptomes of peripheral blood mononuclear cells (PBMCs) that were pooled from 10 healthy volunteers and 10 patients with ESRD by single-cell RNA sequencing. Unsupervised clustering and annotation analyses were performed to cluster and identify cell types. The analysis of hallmark pathway and regulon activity was performed in the main cell types. RESULTS: We identified 14 leukocytic clusters that corresponded to six known PBMC types. The comparison of cells from ESRD patients and healthy individuals revealed multiple changes in biological processes. We noticed an ESRD-related increase in inflammation response, complement cascade and cellular metabolism, as well as a strong decrease in activity related to cell cycle progression in relevant cell types in ESRD. Furthermore, a list of cell type-specific candidate transcription factors (TFs) driving the ESRD-associated transcriptome changes was identified. CONCLUSIONS: We generated a distinctive, high-resolution map of ESRD-derived PBMCs. These results revealed cell type-specific ESRD-associated pathways and TFs. Notably, the pooled sample analysis limits the generalization of our results. The generation of larger single-cell datasets will complement the current map and drive advances in therapies that manipulate immune cell function in ESRD.
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