Single-cell analyses EMP1 as a marker of the ratio of M1/M2 macrophages is associated with EMT, immune infiltration, and prognosis in bladder cancer.

Bladder (San Francisco, Calif.) Pub Date : 2023-12-18 eCollection Date: 2023-01-01 DOI:10.14440/bladder.2023.852
Jinqiao Li, Jianyu Liu, Honglei Wang, Jinpeng Ma, Yueze Wang, Wanhai Xu
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Abstract

Background: Bladder cancer is among the most lethal urinary system cancers across the globe. Macrophage 1 and Macrophage 2 play an essential role in the pathogenesis of tumors. Nevertheless, prior studies failed to investigate the implication of the two cells, working in combination, in the development, growth, progression and metastasis of bladder cancer.

Methods: We computed the M1/M2 ratio of the samples retrieved from The Cancer Genome Atlas (TCGA) by using the Cibersortx algorithm and calculated the ratio in 32 patients in our series by employing flow cytometry. SurvivalRandomForest was utilized to reduce the dimension of the list of the M1/M2-related genes, with an aim to obtain the most survival-predictive gene (EMP1) encoding epithelial membrane protein 1 (EMP1). The EMP1 was biologically characterized by using Gene Set Enrichment Analysis (GSEA), Gene Set Variation Analysis (GSVA), and Gene Ontology (GO). The single-cell transcriptome (sc-RNA) analysis was then applied to further look into the function of EMP1. Finally, Cellchat was employed to examine the interaction between macrophages and epithelium cells.

Results: The results showed that higher M1/M2 ratio was found to be associated with a more favorable prognosis of bladder cancer. EMP1 was identified to be the key gene indicative of M1/M2 ratio and higher EMP1 expression was associated with poor prognosis. Further analyses showed that EMP1 might promote tumor invasion and metastasis via epithelial-mesenchymal transition (EMT) and focal adhesion (FA). Moreover, the expression level of EMP1 could serve as an indicator of immunotherapy efficacy. The scRNA-seq data indicated that EMP1 in cancer cells was strongly associated with tumor proliferation. Finally, the Cellchat results exhibited that EMP1 might promote the interaction between macrophages and cancer cells through the fibronectin 1-syndecan 1 (FN1-SDC1) pathway.

Conclusion: Our study identified EMP1, an M1/M2-related gene, the expression of which may act as a prognostic indicator for the proliferation, metastasis, and response to immunotherapy. EMP1 might be involved in the regulation on M1/M2 ratio.

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单细胞分析 EMP1 作为 M1/M2 巨噬细胞比例的标记与膀胱癌的 EMT、免疫浸润和预后有关。
背景:膀胱癌是全球最致命的泌尿系统癌症之一:膀胱癌是全球致死率最高的泌尿系统癌症之一。巨噬细胞 1 和巨噬细胞 2 在肿瘤的发病机制中起着至关重要的作用。然而,之前的研究未能调查这两种细胞在膀胱癌的发展、生长、恶化和转移过程中的作用:方法:我们使用 Cibersortx 算法计算了从癌症基因组图谱(TCGA)中获取的样本的 M1/M2 比率,并通过流式细胞术计算了本系列 32 例患者的 M1/M2 比率。利用SurvivalRandomForest缩小了M1/M2相关基因列表的维度,旨在获得最具生存预测性的基因(EMP1),该基因编码上皮膜蛋白1(EMP1)。利用基因组富集分析(Gene Set Enrichment Analysis,GSEA)、基因组变异分析(Gene Set Variation Analysis,GSVA)和基因本体论(Gene Ontology,GO)分析了 EMP1 的生物学特征。然后应用单细胞转录组(sc-RNA)分析进一步研究了 EMP1 的功能。最后,利用 Cellchat 研究了巨噬细胞与上皮细胞之间的相互作用:结果表明,M1/M2 比率越高,膀胱癌的预后越好。EMP1被认为是指示M1/M2比例的关键基因,EMP1表达越高,预后越差。进一步的分析表明,EMP1可能通过上皮-间质转化(EMT)和局灶粘附(FA)促进肿瘤的侵袭和转移。此外,EMP1的表达水平可作为免疫疗法疗效的指标。scRNA-seq 数据表明,癌细胞中的 EMP1 与肿瘤增殖密切相关。最后,Cellchat结果显示,EMP1可能通过纤连蛋白1-Syndecan 1(FN1-SDC1)途径促进巨噬细胞与癌细胞之间的相互作用:我们的研究发现,EMP1是一种与M1/M2相关的基因,它的表达可作为癌细胞增殖、转移和对免疫疗法反应的预后指标。EMP1可能参与了M1/M2比例的调节。
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