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基于 RNA 结合蛋白表达的肾透明细胞肾细胞癌预后模型的建立和验证。

Development and validation of a prognostic model for kidney renal clear cell carcinoma based on RNA binding protein expression.

机构信息

Department of Urology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan 250021, Shandong, China.

Department of Urology, Yiyuan County People's Hospital, Zibo 256100, Shandong, China.

出版信息

Aging (Albany NY). 2020 Nov 20;12(24):25356-25372. doi: 10.18632/aging.104137.

Abstract

Dysregulated expression of RNA-binding proteins (RBPs) is strongly associated with the development and progression of multiple tumors. However, little is known about the role of RBPs in kidney renal clear cell carcinoma (KIRC). In this study, we examined RBP expression profiles using The Cancer Genome Atlas database and identified 133 RBPs that were differentially expressed in KIRC and non-tumor tissues. We then systematically analyzed the potential biological functions of these RBPs and established PPIs. Based on Lasso regression and Cox survival analyses, we constructed a risk model that could independently and accurately predict prognosis based on seven RBPs (NOL12, PABPC1L, RNASE2, RPL22L1, RBM47, OASL, and YBX3). Survival times were shorter in patients with high risk scores for cohorts stratified by different characteristics. Gene set enrichment analysis was also performed to further understand functional differences between high- and low-risk groups. Finally, we developed a clinical nomogram with a concordance index of 0.792 for estimating 3- and 5-year survival probabilities. Our results demonstrate that this risk model could potentially improve individualized diagnostic and therapeutic strategies.

摘要

RNA 结合蛋白 (RBPs) 的表达失调与多种肿瘤的发生和发展密切相关。然而,关于 RBPs 在肾透明细胞癌 (KIRC) 中的作用知之甚少。在本研究中,我们使用癌症基因组图谱数据库检测了 RBP 的表达谱,鉴定出 133 种在 KIRC 和非肿瘤组织中差异表达的 RBPs。然后,我们系统地分析了这些 RBPs 的潜在生物学功能,并建立了蛋白质-蛋白质相互作用网络。基于 Lasso 回归和 Cox 生存分析,我们构建了一个风险模型,可以基于 7 个 RBPs(NOL12、PABPC1L、RNASE2、RPL22L1、RBM47、OASL 和 YBX3)独立且准确地预测预后。根据不同特征分层的队列中,高风险评分患者的生存时间更短。还进行了基因集富集分析,以进一步了解高风险组和低风险组之间的功能差异。最后,我们开发了一个临床列线图,其 3 年和 5 年生存率的一致性指数为 0.792。我们的研究结果表明,该风险模型可能有助于改善个体化诊断和治疗策略。

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