胆管癌T细胞耗竭相关预后信号的构建和验证

Changshi Qian, Yuqiao Sun, Yihuai Yue
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引用次数: 0

摘要

目的:T细胞衰竭(TEX)是免疫抵抗的关键决定因素。本研究旨在探讨胆管癌(CCA)中与TEX相关的关键基因,构建TEX相关基因标记,预测CCA患者的预后。方法:基于从E-MTAB-6389数据集中获取的表达数据,采用加权共表达网络分析(WGCNA)对texs相关模块和模块基因进行鉴定。随后,通过使用单变量和最小绝对收缩和选择算子(LASSO) Cox回归分析,建立了德克萨斯州相关的预后特征。使用单样本基因集富集分析(ssGSEA)包评估每个CCA样品中的免疫细胞浸润,然后进行单细胞RNA测序(scRNA-seq)分析。此外,通过定量逆转录酶聚合酶链反应(qRT-PCR)和western blot分析,在CCA细胞中实验验证了基因标记中tex相关基因的表达。结果:共鉴定出15个tex相关模块和23个模块基因。随后,我们建立了一个与TEX相关的4个基因标记,包括Palladin、Cytoskeletal Associated Protein (PALLD)、RAS癌基因家族成员(RAB31)、ADAM Metallopeptidase With Thrombospondin Type 1 Motif 2 (ADAMTS2)和WISP1,这些基因可以预测CCA患者的预后。此外,中性粒细胞、内皮细胞、B细胞和T细胞在CCA样品中均有显著浸润,且这四种tex相关基因均与T细胞、内皮细胞和B细胞呈显著正相关,而与中性粒细胞呈负相关。此外,在scRNA-seq分析后,共有13种细胞类型被注释。RAB31主要在单核细胞、巨噬细胞、DC2(树突状细胞2)、DC3(树突状细胞3)中高表达,PALLD、ADAMTS2、WISP1主要在成纤维细胞中过表达。此外,实验验证显示PALLD、RAB31、ADAMTS2和WISP1的表达水平与生物信息学分析的趋势结果一致。结论:通过pald、RAB31、ADAMTS2、WISP1等4个tex相关基因,形成了预测CCA患者预后的信号,可能是CCA患者预后的有力预测因子。这些tex相关基因与CCA中中性粒细胞、内皮细胞、B细胞和T细胞的浸润有关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Construction and Validation of a T Cell Exhaustion–Related Prognostic Signature in Cholangiocarcinoma

Construction and Validation of a T Cell Exhaustion–Related Prognostic Signature in Cholangiocarcinoma

Objective: T cell exhaustion (TEX) is a critical determinant of immune resistance. This study was performed to investigate the key genes linked to TEX in cholangiocarcinoma (CCA) and construct a TEX-associated gene signature to forecast the prognosis of patients with CCA.

Methods: Based on the expression data acquired from the E-MTAB-6389 dataset, the TEX-related modules and module genes were identified using weighted coexpression network analysis (WGCNA). Subsequently, a TEX-related prognostic signature was built by using the univariate and least absolute shrinkage and selection operator (LASSO) Cox regression analysis. The immune cell infiltration in each CCA sample was evaluated using the single-sample gene set enrichment analysis (ssGSEA) package, followed by single-cell RNA sequencing (scRNA-seq) analysis. Furthermore, the expression of TEX-related genes in the gene signature was experimentally validated in CCA cells by quantitative reverse transcriptase polymerase chain reaction (qRT-PCR) and western blot analysis.

Results: A total of 15 TEX-associated modules and 23 module genes were identified. Then, a four-gene signature related to TEX was established, containing Palladin, Cytoskeletal Associated Protein (PALLD), Member RAS Oncogene Family (RAB31), ADAM Metallopeptidase With Thrombospondin Type 1 Motif 2 (ADAMTS2), and WISP1, which could predict prognosis of patients with CCA. Moreover, neutrophils, endothelial cells, B cells, and T cells exhibited significant infiltration in CCA samples, and these four TEX-related genes were both significantly positively correlated with T cells, endothelial cells, and B cells while negatively correlated with neutrophils. Moreover, a total of 13 cell types were annotated after scRNA-seq analysis. Notably, RAB31 was mainly highly expressed in monocytes, macrophages, DC2 (Dendritic Cells 2), and DC3 (Dendritic Cells 3), and PALLD, ADAMTS2, and WISP1 were mainly overexpressed in fibroblasts. Furthermore, experimental validation revealed that the expression levels of PALLD, RAB31, ADAMTS2, and WISP1 were consistent with the trend results of bioinformatics analysis.

Conclusion: A prognostic signature was developed by four TEX-related genes, including PALLD, RAB31, ADAMTS2, and WISP1, which might be a powerful predictor for the prognosis of patients with CCA. These TEX-related genes were related to the infiltration of neutrophils, endothelial cells, B cells, and T cells in CCA.

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Comparative and Functional Genomics
Comparative and Functional Genomics 生物-生化与分子生物学
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