Identification of TRIM59 as a Key Biomarker for Ferroptosis Resistance and Immunotherapy Response in Bladder Cancer via Multi-Omics Integration and Machine Learning.

IF 3.1 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Jianyuan Lei, Ping Wang, Yanchun Qu, Xingfen Wang, Xianglian Zhang, Hui Li, Pengyu Zhang
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引用次数: 0

Abstract

Background: Bladder cancer (BCa) is a highly heterogeneous malignancy, and precision treatment remains challenging. Identifying molecular biomarkers and risk factors is essential for improving prognosis and therapeutic strategies.

Methods: We integrated expression quantitative trait loci (eQTL) data with Mendelian randomization (MR) analysis to identify candidate risk genes associated with BCa. Subsequently, a prognostic risk model was developed using machine learning methods to explore its correlation with molecular features, immune cell infiltration, and ferroptosis-related pathways. Based on these findings, the Tripartite Motif Containing 59 (TRIM59) protein was selected for further experimental validation. The functional role of TRIM59 in BCa progression was further investigated using MTT assays in BCa cell lines. Additionally, western blotting (WB) was conducted to confirm the potential association between TRIM59 expression and ferroptosis regulation.

Results: The risk model identified distinct signaling pathways that differentiate the high-risk and low-risk BCa groups. The low-risk group demonstrated greater infiltration of CD8+ T cells. Conversely, the high-risk group exhibited enhanced immune evasion, as evidenced by increased infiltration of macrophages and fibroblasts. Furthermore, TRIM59 exerts a regulatory influence on ferroptosis progression in BCa by modulating key genes involved in this process, including Solute Carrier Family 7 Member 11 (SLC7A11), Glutathione Peroxidase 4 (GPX4), and Acyl-CoA Synthetase Long Chain Family Member 4 (ACSL4).

Conclusion: Our integrative approach highlights the potential of genomic and immune microenvironment data in developing personalized risk models for BCa, offering insights into individualized treatment strategies. Importantly, TRIM59 is involved in ferroptosis resistance in BCa. These findings have potential implications for identifying diagnostic biomarkers and therapeutic targets for BCa treatment.

通过多组学整合和机器学习鉴定TRIM59作为膀胱癌铁凋亡抗性和免疫治疗反应的关键生物标志物。
背景:膀胱癌(BCa)是一种高度异质性的恶性肿瘤,精准治疗仍然具有挑战性。识别分子生物标志物和危险因素对改善预后和治疗策略至关重要。方法:将表达数量性状位点(eQTL)数据与孟德尔随机化(MR)分析相结合,鉴定与BCa相关的候选风险基因。随后,利用机器学习方法建立了预后风险模型,探讨其与分子特征、免疫细胞浸润和嗜铁相关途径的相关性。基于这些发现,我们选择Tripartite Motif Containing 59 (TRIM59)蛋白进行进一步的实验验证。在BCa细胞系中使用MTT法进一步研究TRIM59在BCa进展中的功能作用。此外,western blotting (WB)证实TRIM59表达与铁下垂调节之间的潜在关联。结果:风险模型识别出区分高危和低危BCa组的不同信号通路。低危组CD8+ T细胞浸润更大。相反,高风险组表现出增强的免疫逃避,巨噬细胞和成纤维细胞浸润增加。此外,TRIM59通过调节参与这一过程的关键基因,包括溶质载体家族7成员11 (SLC7A11)、谷胱甘肽过氧化物酶4 (GPX4)和酰基辅酶a合成酶长链家族4 (ACSL4),对BCa铁凋亡的进展发挥调控作用。结论:我们的综合方法突出了基因组和免疫微环境数据在开发BCa个性化风险模型方面的潜力,为个性化治疗策略提供了见解。重要的是,TRIM59参与BCa的铁下垂抵抗。这些发现对于确定BCa治疗的诊断性生物标志物和治疗靶点具有潜在的意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
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