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用于预测口腔鳞状细胞癌预后的上皮-间质转化基因特征的系统建立与验证

Systematic establishment and verification of an epithelial-mesenchymal transition gene signature for predicting prognosis of oral squamous cell carcinoma.

作者信息

Ai Jun, Tan Yaqin, Liu Bo, Song Yuhong, Wang Yanqin, Xia Xin, Fu Qicheng

机构信息

Department of Stomatology, Taihe Hospital, Hubei University of Medicine, Shiyan, Hubei, China.

Department of Urology, Taihe Hospital, Hubei University of Medicine, Shiyan, China.

出版信息

Front Genet. 2023 Aug 10;14:1113137. doi: 10.3389/fgene.2023.1113137. eCollection 2023.

Abstract

Epithelial-mesenchymal transition (EMT) is linked to an unfavorable prognosis in oral squamous cell carcinoma (OSCC). Here, we aimed to develop an EMT gene signature for OSCC prognosis. In TCGA dataset, prognosis-related EMT genes with < 0.05 were screened in OSCC. An EMT gene signature was then conducted with LASSO method. The efficacy of this signature in predicting prognosis was externally verified in the GSE41613 dataset. Correlations between this signature and stromal/immune scores and immune cell infiltration were assessed by ESTIMATE and CIBERSORT algorithms. GSEA was applied for exploring significant signaling pathways activated in high- and low-risk phenotypes. Expression of each gene was validated in 40 paired OSCC and normal tissues via RT-qPCR. A prognostic 9-EMT gene signature was constructed in OSCC. High risk score predicted poorer clinical outcomes than low risk score. ROCs confirmed the well performance on predicting 1-, 3- and 5-year survival. Multivariate cox analysis revealed that this signature was independently predictive of OSCC prognosis. The well predictive efficacy was validated in the GSE41613 dataset. Furthermore, this signature was distinctly related to stromal/immune scores and immune cell infiltration in OSCC. Distinct pathways were activated in two subgroups. After validation, AREG, COL5A3, DKK1, GAS1, GPX7 and PLOD2 were distinctly upregulated and SFRP1 was downregulated in OSCC than normal tissues. Our data identified and verified a robust EMT gene signature in OSCC, which provided a novel clinical tool for predicting prognosis and several targets against OSCC therapy.

摘要

上皮-间质转化(EMT)与口腔鳞状细胞癌(OSCC)的不良预后相关。在此,我们旨在开发一种用于OSCC预后的EMT基因特征。在TCGA数据集中,筛选出OSCC中P<0.05的与预后相关的EMT基因。然后用LASSO方法构建EMT基因特征。该特征预测预后的效能在GSE41613数据集中进行了外部验证。通过ESTIMATE和CIBERSORT算法评估该特征与基质/免疫评分及免疫细胞浸润之间的相关性。应用基因集富集分析(GSEA)探索在高风险和低风险表型中激活的显著信号通路。通过RT-qPCR在40对OSCC和正常组织中验证每个基因的表达。在OSCC中构建了一个包含9个基因的预后EMT基因特征。高风险评分预测的临床结局比低风险评分差。受试者工作特征曲线(ROC)证实该特征在预测1年、3年和5年生存率方面表现良好。多因素cox分析显示该特征可独立预测OSCC预后。在GSE41613数据集中验证了其良好的预测效能。此外,该特征与OSCC中的基质/免疫评分及免疫细胞浸润明显相关。两个亚组中激活了不同的信号通路。验证后,与正常组织相比,AREG、COL5A3、DKK1、GAS1、GPX7和PLOD2在OSCC中明显上调,而SFRP1下调。我们的数据鉴定并验证了OSCC中一种可靠的EMT基因特征,它为预测预后提供了一种新的临床工具,并为OSCC治疗提供了几个靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b758/10447895/3db117bc109d/fgene-14-1113137-g001.jpg

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