A prognostic model based on regulatory T-cell-related genes in gastric cancer: Systematic construction and validation

IF 1.8 4区 医学 Q3 PATHOLOGY International Journal of Experimental Pathology Pub Date : 2023-06-23 DOI:10.1111/iep.12487
Qin Tong, Yingjie Ling
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Abstract

Human gastrointestinal tumours have been shown to contain massive numbers of tumour infiltrating regulatory T cells (Tregs), the presence of which are closely related to tumour immunity. This study was designed to develop new Treg-related prognostic biomarkers to monitor the prognosis of patients with gastric cancer (GC). Treg-related prognostic genes were screened from Treg-related differentially expressed genes in GC patients by using Cox regression analysis, based on which a prognostic model was constructed. Then, combined with RiskScore, survival curve, survival status assessment and ROC analysis, these genes were used to verify the accuracy of the model, whose independent prognostic ability was also evaluated. Six Treg-related prognostic genes (CHRDL1, APOC3, NPTX1, TREML4, MCEMP1, GH2) in GC were identified, and a 6-gene Treg-related prognostic model was constructed. Survival analysis revealed that patients had a higher survival rate in the low-risk group. Combining clinicopathological features, we performed univariate and multivariate regression analyses, with results establishing that the RiskScore was an independent prognostic factor. Predicted 1-, 3- and 5-year survival rates of GC patients had a good fit with the actual survival rates according to nomogram results. In addition patients in the low-risk group had higher tumour mutational burden (TMB) values. Gene Set Enrichment Analysis (GSEA) demonstrated that genes in the high-risk group were significantly enriched in pathways related to immune inflammation, tumour proliferation and migration. In general, we constructed a 6-gene Treg-associated GC prognostic model with good prediction accuracy, where RiskScore could act as an independent prognostic factor. This model is expected to provide a reference for clinicians to estimate the prognosis of GC patients.

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基于调节性t细胞相关基因的胃癌预后模型:系统构建与验证
人类胃肠道肿瘤已被证明含有大量的肿瘤浸润调节性T细胞(Tregs),其存在与肿瘤免疫密切相关。本研究旨在开发新的treg相关的预后生物标志物来监测胃癌(GC)患者的预后。通过Cox回归分析,从GC患者treg相关差异表达基因中筛选出treg相关预后基因,并以此为基础构建预后模型。然后,结合RiskScore、生存曲线、生存状态评估和ROC分析,验证这些基因模型的准确性,并评估其独立预后能力。鉴定GC中6个treg相关预后基因(CHRDL1、APOC3、NPTX1、TREML4、MCEMP1、GH2),构建6基因treg相关预后模型。生存分析显示,低危组患者生存率较高。结合临床病理特征,我们进行了单因素和多因素回归分析,结果表明RiskScore是一个独立的预后因素。从nomogram结果来看,GC患者的预测1、3、5年生存率与实际生存率吻合较好。此外,低危组患者肿瘤突变负荷(TMB)值较高。基因集富集分析(GSEA)显示,高危组中与免疫炎症、肿瘤增殖和迁移相关的基因显著富集。总的来说,我们构建了一个预测精度较好的6基因treg相关的GC预后模型,其中RiskScore可以作为一个独立的预后因素。该模型有望为临床医生评估胃癌患者的预后提供参考。
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来源期刊
CiteScore
4.50
自引率
3.30%
发文量
35
审稿时长
>12 weeks
期刊介绍: Experimental Pathology encompasses the use of multidisciplinary scientific techniques to investigate the pathogenesis and progression of pathologic processes. The International Journal of Experimental Pathology - IJEP - publishes papers which afford new and imaginative insights into the basic mechanisms underlying human disease, including in vitro work, animal models, and clinical research. Aiming to report on work that addresses the common theme of mechanism at a cellular and molecular level, IJEP publishes both original experimental investigations and review articles. Recent themes for review series have covered topics as diverse as "Viruses and Cancer", "Granulomatous Diseases", "Stem cells" and "Cardiovascular Pathology".
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