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单细胞转录组分析确定了抗性髓系来源抑制细胞(MDSCs)和一个应激耐受基因共表达网络,作为多种疾病背景下MDSCs的共同特征。

Single-cell transcriptomic analysis identified resistant MDSCs and a stress-tolerant gene co-expression network as common MDSC features across multiple disease settings.

作者信息

Chen Tianmeng, Hughes Julia, Gregory Alyssa, Conroy Julia, Loughran Patricia, Song Jinming, Chen Wei, Billiar Timothy

机构信息

Department of Surgery, University of Pittsburgh, Pittsburgh, PA, United States.

Department of Pathology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, United States.

出版信息

Front Immunol. 2025 Apr 8;16:1565211. doi: 10.3389/fimmu.2025.1565211. eCollection 2025.

DOI:10.3389/fimmu.2025.1565211
PMID:40264770
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12011849/
Abstract

BACKGROUND

Myeloid-derived suppressor cells (MDSCs) are a heterogeneous population of immunosuppressive myeloid cells. The identification of a molecular signature common to MDSC regardless of tissue source would aid in the classification of cells as MDSCs.

METHODS

Single-cell RNA sequencing (scRNA-seq) was performed on GM-CSF+ IL-6-induced human MDSCs to characterize the extent of heterogeneity within monocytic MDSCs (M-MDSCs). Cytokine-treated PBMCs were also cultured in the absence of serum to include an additional element of cell stress. Independent published bulk and single-cell transcriptomic datasets were used for validation.

FINDINGS

A cluster of cells with preserved MDSC features was induced by the combination of inflammatory signals and cell stress in the form of serum starvation (resistant MDSCs, rMDSCs). A gene co-expression module (the yellow module) was identified specific to rMDSCs. The genes upregulated in MDSCs can be further classified into stress-tolerant vs. -sensitive features. This yellow module mostly contained stress-tolerant genes and showed excellent separation for distinguishing M-MDSCs from control cells across a range of and conditions (ROC AUC = 0.954), a feature not found in the stress-sensitive genes. Importantly, rMDSCs were identified in scRNA-seq datasets of immune cells from multiple human cancer types. Tumor C1Q macrophages, which have been associated with immunosuppression, highly expressed the yellow module gene signature.

INTERPRETATION

These results demonstrate the importance of the combined roles of inflammation and cellular stress in shaping the features of M-MDSCs and highlight cellular resilience represented by rMDSCs and the role of stress-tolerant features in defining common MDSC features.

摘要

背景

髓系来源的抑制细胞(MDSCs)是一群具有免疫抑制作用的异质性髓系细胞。识别无论组织来源如何均为MDSC共有的分子特征将有助于将细胞分类为MDSC。

方法

对GM-CSF + IL-6诱导的人MDSCs进行单细胞RNA测序(scRNA-seq),以表征单核细胞MDSCs(M-MDSCs)内的异质性程度。细胞因子处理的外周血单个核细胞(PBMCs)也在无血清条件下培养,以纳入细胞应激的额外因素。使用独立发表的批量和单细胞转录组数据集进行验证。

研究结果

炎症信号和血清饥饿形式的细胞应激相结合诱导出一群具有保留的MDSC特征的细胞(抗性MDSCs,rMDSCs)。鉴定出一个特定于rMDSCs的基因共表达模块(黄色模块)。MDSCs中上调的基因可进一步分为耐应激与应激敏感特征。这个黄色模块主要包含耐应激基因,并且在一系列条件下区分M-MDSCs与对照细胞方面表现出出色的分离能力(ROC曲线下面积= 0.954),这是应激敏感基因所没有的特征。重要的是,在多种人类癌症类型的免疫细胞scRNA-seq数据集中鉴定出了rMDSCs。与免疫抑制相关的肿瘤C1Q巨噬细胞高度表达黄色模块基因特征。

解读

这些结果证明了炎症和细胞应激在塑造M-MDSCs特征中的联合作用的重要性,并突出了rMDSCs所代表的细胞弹性以及耐应激特征在定义常见MDSC特征中的作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/0ad394034f86/fimmu-16-1565211-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/5f70fc14df38/fimmu-16-1565211-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/d1cfa23c324f/fimmu-16-1565211-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/75419c5b106b/fimmu-16-1565211-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/8beb1ee577cd/fimmu-16-1565211-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/bc0f3985c00a/fimmu-16-1565211-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/801c38566049/fimmu-16-1565211-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/0ad394034f86/fimmu-16-1565211-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/5f70fc14df38/fimmu-16-1565211-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/d1cfa23c324f/fimmu-16-1565211-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/75419c5b106b/fimmu-16-1565211-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/8beb1ee577cd/fimmu-16-1565211-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/bc0f3985c00a/fimmu-16-1565211-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/801c38566049/fimmu-16-1565211-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d148/12011849/0ad394034f86/fimmu-16-1565211-g007.jpg

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