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由乳头肾细胞癌(PRCC)中铁死亡相关基因(FAGs)构建的预后模型及其与肿瘤突变负荷(TMB)和免疫浸润的关系。

A prognostic model constructed by ferroptosis-associated genes (FAGs) in papillary renal cell carcinoma (PRCC) and its association with tumor mutation burden (TMB) and immune infiltration.

作者信息

Chen Yong-Bo, Yang Xin, Lv Dong, Tang Liang-You, Liu Ying-Wen

机构信息

Department of Urology, People's Hospital of Deyang City, 173#Northern Taishan Road, Deyang, 618000, China.

Department of Surgery, People's Hospital of Deyang City, 173#Northern Taishan Road, Deyang, 618000, China.

出版信息

Clin Transl Oncol. 2025 Mar;27(3):1232-1247. doi: 10.1007/s12094-024-03617-y. Epub 2024 Aug 16.

Abstract

BACKGROUND

This study aimed to identify the prognostic-related differentially expressed ferroptosis-associated genes (DEFAGs) in papillary renal cell carcinoma (PRCC).

METHODS

Data encompassing simple nucleotide variation, transcriptome profiles, and relevant clinical information of PRCC patients were sourced from The Cancer Genome Atlas (TCGA) database. The expression matrix of ferroptosis-associated genes (FAGs) was analyzed using the "limma" package in R to identify differentially expressed DEFAGs. Lasso regression analysis, along with univariate and multivariate Cox proportional hazards regressions, was employed to identify independent prognostic-related DEFAGs and formulate a nomogram. Additionally, we examined potential independent survival-related clinical risk factors and compared immune cell infiltration and tumor mutation burden (TMB) differences between high- and low-risk patient groups.

RESULTS

A cohort of 321 patients were analyzed, revealing twelve FAGs significantly influencing the overall survival (OS) of PRCC patients. Among them, two mRNAs (GCLC, HSBP1) emerged as independent prognostic-related DEFAGs. Smoking status, tumor stage, and risk score were identified as independent clinical risk factors for PRCC. Furthermore, notable disparities in immune cell infiltration and function were observed between high- and low-risk groups. GCLC and HSBP1 were associated with various immune cells and functions, TMB, and immune evasion.

CONCLUSION

This finding revealed two independent prognostic-related DEFAGs in PRCC and established a robust prognostic model, offering potential therapeutic targets and promising insights for the management of this disease.

摘要

背景

本研究旨在鉴定乳头状肾细胞癌(PRCC)中与预后相关的铁死亡相关差异表达基因(DEFAGs)。

方法

从癌症基因组图谱(TCGA)数据库获取包含PRCC患者单核苷酸变异、转录组谱及相关临床信息的数据。使用R语言中的“limma”软件包分析铁死亡相关基因(FAGs)的表达矩阵,以鉴定差异表达的DEFAGs。采用套索回归分析以及单因素和多因素Cox比例风险回归,以鉴定独立的预后相关DEFAGs并构建列线图。此外,我们检查了潜在的独立生存相关临床危险因素,并比较了高危和低危患者组之间的免疫细胞浸润和肿瘤突变负担(TMB)差异。

结果

对321例患者进行分析,发现12个FAGs对PRCC患者的总生存期(OS)有显著影响。其中,两个mRNA(GCLC、HSBP1)成为独立的预后相关DEFAGs。吸烟状态、肿瘤分期和风险评分被确定为PRCC的独立临床危险因素。此外,在高危和低危组之间观察到免疫细胞浸润和功能存在显著差异。GCLC和HSBP1与多种免疫细胞和功能、TMB及免疫逃逸相关。

结论

本研究发现了PRCC中两个独立的预后相关DEFAGs,并建立了一个强大的预后模型,为该疾病的治疗提供了潜在靶点和有前景的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7494/11914245/31b838cba24a/12094_2024_3617_Fig1_HTML.jpg

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