从测序数据中识别肿瘤微环境中的 CD8T 细胞特征以预测胃癌预后

IF 2 4区 医学 Q3 GASTROENTEROLOGY & HEPATOLOGY Journal of gastrointestinal oncology Pub Date : 2024-10-31 Epub Date: 2024-10-25 DOI:10.21037/jgo-24-603
Xiangyue Zeng, Tiannake Shapaer, Jianguo Tian, Abulajiang Abudoukelimu, Zeliang Zhao, Paerhati Shayimu, Binlin Ma
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The downregulated DEGs in the low-risk G1 group were associated with proteoglycans in cancer, the cGMP-PKG signaling pathway, focal adhesion, and cell adhesion molecules (CAMs), whereas the upregulated DEGs were associated with viral protein interaction with cytokine and cytokine receptors, the tumor necrosis factor (TNF) signaling pathway, the interleukin (IL)-17 signaling pathway, and the chemokine signaling pathway. Combined with univariate Cox analysis, we ultimately identified 23 CD8T cell-related prognostic genes: <i>TCIM</i>, <i>AADAC</i>, <i>SLC2A3</i>, <i>ZNF331</i>, <i>TSC22D3</i>, <i>CMTM3</i>, <i>ZFP36</i>, <i>VIM</i>, <i>CLDND1</i>, <i>GABARAPL1</i>, <i>SOCS3</i>, <i>RGS1</i>, <i>TCEAL9</i>, <i>RGS2</i>, <i>CD59</i>, <i>SPRY1</i>, <i>EMP3</i>, <i>ZEB2</i>, <i>PDE4B</i>, <i>GLIPR1</i>, <i>ERRFI1</i>, and <i>LBH</i>. 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引用次数: 0

摘要

背景:肿瘤微环境(TME)可能是致癌、免疫逃避和治疗反应的关键。TME相关基因预测胃癌(GC)预后的能力有限。我们利用癌症基因组图谱(TCGA)的数据研究了TME相关基因在胃癌中的功能作用:我们从 TCGA 数据库中获取了 GC 患者的单细胞数据、批量测序数据和临床特征。方法:我们从TCGA数据库中获取了GC患者的单细胞数据、大量测序数据和临床特征,并选择了与TME相关的CD8T细胞基因进行生物信息学分析。通过一致聚类分析确定了 GC 的肿瘤分类。然后,我们评估了与 CD8T 细胞相关的 GC 模型的预后和免疫细胞浸润情况:我们利用GSE134520的单细胞信使RNA(mRNA)测序(scRNA-Seq)数据集研究了GC的发病机制和疾病特异性细胞类型。有趣的是,与健康组织相比,GC 中 CD8Tex 细胞、恶性细胞和腺体粘液的比例增加,而凹陷粘液的比例减少。由于CD8Tex细胞可能在胰腺腺癌(PAAD)中扮演重要角色,根据CD8Tex细胞中的612个差异表达基因(DEG),TCGA-GC患者被分为低危和高危两组。低危G1组中下调的DEGs与癌症中的蛋白多糖、cGMP-PKG信号通路、病灶粘附和细胞粘附分子(CAMs)有关,而上调的DEGs与病毒蛋白与细胞因子和细胞因子受体的相互作用、肿瘤坏死因子(TNF)信号通路、白细胞介素(IL)-17信号通路和趋化因子信号通路有关。结合单变量 Cox 分析,我们最终确定了 23 个与 CD8T 细胞相关的预后基因:TCIM、AADAC、SLC2A3、ZNF331、TSC22D3、CMTM3、ZFP36、VIM、CLDND1、GABARAPL1、SOCS3、RGS1、TCEAL9、RGS2、CD59、SPRY1、EMP3、ZEB2、PDE4B、GLIPR1、ERRFI1 和 LBH。利用 Cox 回归模型对 23 个 CD8T 细胞相关基因进行优先排序,我们最终选出了 7 个基因:CXCR4、AADAC、SLC2A3、CMTM3、RGS2、CD59和ZEB2:结论:CD8T细胞相关基因与GC患者的肿瘤分类和免疫反应密切相关。CD8T细胞相关基因特征对GC的预后具有很强的预测性。我们的研究结果可能会为GC的诊断和治疗提供新的见解。
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Identifying a CD8T cell signature in the tumor microenvironment to forecast gastric cancer outcomes from sequencing data.

Background: The tumor microenvironment (TME) could be critical in carcinogenesis, immune evasion, and treatment response. TME-related genes are limited in their ability to predict gastric cancer (GC) outcomes. We utilized data from The Cancer Genome Atlas (TCGA) to investigate the functional roles of TME-related genes in GC.

Methods: We acquired single-cell data, bulk sequencing data, and clinical characteristics of GC patients from the TCGA database. The CD8T cell genes associated with the TME were selected for bioinformatic analysis in GC. Tumor classification of GC was established through consistent cluster analysis. We then evaluated the prognosis and immune cell infiltration in connection with a CD8T cell-related model for GC.

Results: The single-cell messenger RNA (mRNA) sequencing (scRNA-Seq) dataset of GSE134520 was utilized to investigate the pathogenesis and disease-specific cell types in GC. Interestingly, compared to healthy tissue, the proportions of CD8Tex cells, malignant cells, and gland mucous increased in GC, whereas the proportion of pit mucous decreased in GC. Since CD8Tex cells may play a vital role in pancreatic adenocarcinoma (PAAD), based on the 612 differentially expressed genes (DEGs) involved in CD8Tex cells, TCGA-GC patients were stratified into low- and high-risk groups. The downregulated DEGs in the low-risk G1 group were associated with proteoglycans in cancer, the cGMP-PKG signaling pathway, focal adhesion, and cell adhesion molecules (CAMs), whereas the upregulated DEGs were associated with viral protein interaction with cytokine and cytokine receptors, the tumor necrosis factor (TNF) signaling pathway, the interleukin (IL)-17 signaling pathway, and the chemokine signaling pathway. Combined with univariate Cox analysis, we ultimately identified 23 CD8T cell-related prognostic genes: TCIM, AADAC, SLC2A3, ZNF331, TSC22D3, CMTM3, ZFP36, VIM, CLDND1, GABARAPL1, SOCS3, RGS1, TCEAL9, RGS2, CD59, SPRY1, EMP3, ZEB2, PDE4B, GLIPR1, ERRFI1, and LBH. Using the Cox regression model to prioritize the 23 CD8T cell-related genes, we finally selected 7 genes: CXCR4, AADAC, SLC2A3, CMTM3, RGS2, CD59, and ZEB2.

Conclusions: CD8T cell-related genes have a strong association with tumor classification and immune response in GC patients. A CD8T cell-related signature demonstrated robust prognostic predictive performance for GC. Our findings may reveal novel insights into the diagnosis and treatment of GC.

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CiteScore
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期刊介绍: ournal of Gastrointestinal Oncology (Print ISSN 2078-6891; Online ISSN 2219-679X; J Gastrointest Oncol; JGO), the official journal of Society for Gastrointestinal Oncology (SGO), is an open-access, international peer-reviewed journal. It is published quarterly (Sep. 2010- Dec. 2013), bimonthly (Feb. 2014 -) and openly distributed worldwide. JGO publishes manuscripts that focus on updated and practical information about diagnosis, prevention and clinical investigations of gastrointestinal cancer treatment. Specific areas of interest include, but not limited to, multimodality therapy, markers, imaging and tumor biology.
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