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基于免疫相关基因构建结肠癌患者预后评估模型并探索相关免疫特征

Construction of a prognostic assessment model for colon cancer patients based on immune-related genes and exploration of related immune characteristics.

作者信息

Wan Yanhua, He Yingcheng, Yang Qijun, Cheng Yunqi, Li Yuqiu, Zhang Xue, Zhang Wenyige, Dai Hua, Yu Yanqing, Li Taiyuan, Xiong Zhenfang, Wan Hongping

机构信息

Department of Gastrointestinal Surgery, The First Affiliated Hospital of Nanchang University, Nanchang, China.

Department of General Surgery, The First People's Hospital of Jiujiang, Jiujiang, China.

出版信息

Front Cell Dev Biol. 2022 Dec 16;10:993580. doi: 10.3389/fcell.2022.993580. eCollection 2022.

DOI:10.3389/fcell.2022.993580
PMID:36589748
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9800979/
Abstract

To establish a novel risk score model that could predict the survival and immune response of patients with colon cancer. We used The Cancer Genome Atlas (TCGA) database to get mRNA expression profile data, corresponding clinical information and somatic mutation data of patients with colon cancer. Limma R software package and univariate Cox regression were performed to screen out immune-related prognostic genes. GO (Gene ontology) and KEGG (Kyoto Encyclopedia of Genes and Genomes) were used for gene function enrichment analysis. The risk scoring model was established by Lasso regression and multivariate Cox regression. CIBERSORT was conducted to estimate 22 types of tumor-infiltrating immune cells and immune cell functions in tumors. Correlation analysis was used to demonstrate the relationship between the risk score and immune escape potential. 679 immune-related genes were selected from 7846 differentially expressed genes (DEGs). GO and KEGG analysis found that immune-related DEGs were mainly enriched in immune response, complement activation, cytokine-cytokine receptor interaction and so on. Finally, we established a 3 immune-related genes risk scoring model, which was the accurate independent predictor of overall survival (OS) in colon cancer. Correlation analysis indicated that there were significant differences in T cell exclusion potential in low-risk and high-risk groups. The immune-related gene risk scoring model could contribute to predicting the clinical outcome of patients with colon cancer.

摘要

为建立一种能够预测结肠癌患者生存和免疫反应的新型风险评分模型。我们使用癌症基因组图谱(TCGA)数据库获取结肠癌患者的mRNA表达谱数据、相应的临床信息和体细胞突变数据。运用Limma R软件包和单变量Cox回归筛选出免疫相关的预后基因。基因本体论(GO)和京都基因与基因组百科全书(KEGG)用于基因功能富集分析。通过Lasso回归和多变量Cox回归建立风险评分模型。使用CIBERSORT评估肿瘤中22种肿瘤浸润免疫细胞和免疫细胞功能。相关性分析用于证明风险评分与免疫逃逸潜力之间的关系。从7846个差异表达基因(DEG)中筛选出679个免疫相关基因。GO和KEGG分析发现免疫相关DEG主要富集于免疫反应、补体激活、细胞因子-细胞因子受体相互作用等方面。最后,我们建立了一个由3个免疫相关基因组成的风险评分模型,该模型是结肠癌患者总生存(OS)的准确独立预测指标。相关性分析表明,低风险和高风险组在T细胞排除潜力方面存在显著差异。免疫相关基因风险评分模型有助于预测结肠癌患者的临床结局。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2534/9800979/8e8acc1eaa8b/fcell-10-993580-g008.jpg
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J Gastrointest Oncol. 2021 Oct;12(5):2172-2191. doi: 10.21037/jgo-21-522.
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Oxid Med Cell Longev. 2021 Aug 14;2021:6290261. doi: 10.1155/2021/6290261. eCollection 2021.
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Comprehensive analysis of ubiquitin-proteasome system genes related to prognosis and immunosuppression in head and neck squamous cell carcinoma.
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