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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。

Identifying a CD8T cell signature in the tumor microenvironment to forecast gastric cancer outcomes from sequencing data.

作者信息

Zeng Xiangyue, Shapaer Tiannake, Tian Jianguo, Abudoukelimu Abulajiang, Zhao Zeliang, Shayimu Paerhati, Ma Binlin

机构信息

Gastrointestinal Surgery, Cancer Hospital Affiliated to Xinjiang Medical University, Xinjiang Medical University, Urumqi, China.

General Surgery Department, Emin County People's Hospital in Tacheng District, Urumqi, China.

出版信息

J Gastrointest Oncol. 2024 Oct 31;15(5):2067-2078. doi: 10.21037/jgo-24-603. Epub 2024 Oct 25.

DOI:10.21037/jgo-24-603
PMID:39554559
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11565103/
Abstract

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: , , , , , , , , , , , , , , , , , , , , , and . Using the Cox regression model to prioritize the 23 CD8T cell-related genes, we finally selected 7 genes: , , , , , , and .

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.

摘要

背景

肿瘤微环境(TME)在致癌作用、免疫逃逸及治疗反应中可能至关重要。TME相关基因在预测胃癌(GC)预后方面的能力有限。我们利用来自癌症基因组图谱(TCGA)的数据来研究TME相关基因在GC中的功能作用。

方法

我们从TCGA数据库获取了GC患者的单细胞数据、批量测序数据及临床特征。选择与TME相关的CD8T细胞基因用于GC的生物信息学分析。通过一致性聚类分析建立GC的肿瘤分类。然后我们结合GC的CD8T细胞相关模型评估预后及免疫细胞浸润情况。

结果

利用GSE134520的单细胞信使核糖核酸(mRNA)测序(scRNA-Seq)数据集来研究GC的发病机制及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、恶性细胞及腺黏液的比例增加,而GC中胃小凹黏液的比例降低。由于CD8Tex细胞可能在胰腺腺癌(PAAD)中起重要作用,基于参与CD8Tex细胞的612个差异表达基因(DEGs),将TCGA-GC患者分为低风险和高风险组。低风险G1组中下调的DEGs与癌症中的蛋白聚糖、cGMP-PKG信号通路、粘着斑及细胞粘附分子(CAMs)相关,而上调的DEGs与病毒蛋白与细胞因子及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信号通路及趋化因子信号通路相关。结合单变量Cox分析,我们最终鉴定出23个与CD8T细胞相关的预后基因: , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , 。使用Cox回归模型对这23个与CD8T细胞相关的基因进行优先级排序,我们最终选择了7个基因: , , , , , , 。

结论

与CD8T细胞相关的基因与GC患者的肿瘤分类及免疫反应密切相关。一个与CD8T细胞相关的特征对GC具有强大的预后预测性能。我们的发现可能为GC的诊断和治疗揭示新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/203ad8a98735/jgo-15-05-2067-f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/7c04a76f34e1/jgo-15-05-2067-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/05160bee58a3/jgo-15-05-2067-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/4dc91f0da8f6/jgo-15-05-2067-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/666625f847b0/jgo-15-05-2067-f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/c022c34ac76b/jgo-15-05-2067-f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/203ad8a98735/jgo-15-05-2067-f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/7c04a76f34e1/jgo-15-05-2067-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/05160bee58a3/jgo-15-05-2067-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/4dc91f0da8f6/jgo-15-05-2067-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/666625f847b0/jgo-15-05-2067-f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/c022c34ac76b/jgo-15-05-2067-f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b46/11565103/203ad8a98735/jgo-15-05-2067-f6.jpg

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