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线粒体通透性转换(MPT)驱动的坏死相关基因特征在胃癌中的预测意义及其对肿瘤微环境的影响。

Predictive significance of MPT-driven necrosis-related genes signature in gastric cancer and their impact on the tumor microenvironment.

作者信息

Huang Silan, Huang Lingli, Jiang Qi, Jiang Chang, Guo Guifang

机构信息

VIP Department, Sun Yat-Sen University Cancer Center, 651 Dongfeng Road East, Guangzhou, 510060, China.

State Key Laboratory of Oncology in South China, Sun Yat-Sen University Cancer Center, Guangzhou, China.

出版信息

Clin Transl Oncol. 2024 Dec 17. doi: 10.1007/s12094-024-03832-7.

Abstract

BACKGROUND

Gastric cancer (GC) presents significant management challenges. MPT-driven necrosis (MPTDN) plays a significant role in various conditions, but its connection with GC is unclear. This study aimed to investigate the predictive significance of MPTDN-related genes (MPTDNRGs) in GC and their effect on the tumor immune microenvironment (TIME).

METHODS

RNA sequencing data for GC were sourced from TCGA and GEO databases. The mutation profiles and MPTDNRG expression between tumor and normal samples were assessed. Prognostic mRNAs were identified using univariate Cox regression and LASSO regression. GC patients were classified into high- and low-risk groups according to risk scores, followed by survival analysis and evaluation of correlations between MPTDN score and clinicopathological features, functional pathway, TIME, and responses to immunotherapy.

RESULTS

MPTDNRGs exhibited a 64% mutation rate in GC, with 22 showing significant expression differences. Univariate Cox and LASSO regression identified 15 independently prognostic MPTDNRGs. The prognostic risk model stratified patients into two groups, revealing significant differences in overall and disease-free survival. A nomogram incorporating the signature and clinical characteristics showed strong specificity and sensitivity in predicting prognosis. The MPTDN score was significantly associated with clinical characteristics, functional pathways, and TIME. scRNA-seq analysis indicated higher MPTDN-signature expression in CD8 + T cells, malignant cells, and myofibroblasts. TIDE analysis suggested high-risk patients have reduced responses to immunotherapy, while low-risk patients could benefit more. Importantly, validation using urothelial carcinoma data confirmed a better prognosis for low-risk patients with immunotherapy.

CONCLUSION

This study highlights the importance of MPTDN-related signatures in predicting GC prognosis and guiding therapeutic decisions.

摘要

背景

胃癌(GC)的治疗面临重大挑战。线粒体通透性转换(MPT)驱动的坏死(MPTDN)在多种疾病中发挥重要作用,但其与GC的关系尚不清楚。本研究旨在探讨MPTDN相关基因(MPTDNRGs)在GC中的预测意义及其对肿瘤免疫微环境(TIME)的影响。

方法

GC的RNA测序数据来自TCGA和GEO数据库。评估肿瘤样本与正常样本之间的突变谱和MPTDNRG表达。使用单变量Cox回归和LASSO回归确定预后mRNA。根据风险评分将GC患者分为高风险组和低风险组,随后进行生存分析,并评估MPTDN评分与临床病理特征、功能通路、TIME及免疫治疗反应之间的相关性。

结果

MPTDNRGs在GC中的突变率为64%,其中22个基因表现出显著的表达差异。单变量Cox回归和LASSO回归确定了15个独立的预后MPTDNRGs。预后风险模型将患者分为两组,显示总生存期和无病生存期存在显著差异。结合特征和临床特征的列线图在预测预后方面显示出很强的特异性和敏感性。MPTDN评分与临床特征、功能通路和TIME显著相关。单细胞RNA测序分析表明,CD8 + T细胞、恶性细胞和成肌纤维细胞中MPTDN特征表达较高。TIDE分析表明,高风险患者对免疫治疗的反应降低,而低风险患者可能获益更多。重要的是,使用尿路上皮癌数据进行的验证证实,免疫治疗的低风险患者预后更好。

结论

本研究强调了MPTDN相关特征在预测GC预后和指导治疗决策中的重要性。

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