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一种与透明细胞肾细胞癌免疫治疗反应及临床预后相关的DNA损伤修复基因特征

A DNA Damage Repair Gene Signature Associated With Immunotherapy Response and Clinical Prognosis in Clear Cell Renal Cell Carcinoma.

作者信息

Peng Linjie, Liang Jiaming, Wang Qi, Chen Guodong

机构信息

Organ Transplant Center, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.

Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.

出版信息

Front Genet. 2022 May 17;13:798846. doi: 10.3389/fgene.2022.798846. eCollection 2022.

Abstract

Clear cell renal cell carcinoma (ccRCC) is the most common subtype in renal cell carcinoma with relatively poor clinical outcomes DNA damage repair genes (DDRGs) as potential biomarkers are rarely reported in predicting immunotherapy response and clinical prognosis for ccRCC. RNA-seq and clinical data of ccRCC cohort were collected form TCGA database. Univariate Cox regression and LASSO analysis were performed to construct a DDRG risk signature. Functional enrichment analysis was performed to explore latently enriched pathways associated with DDRG signature. Immune cell infiltration level was estimated using gene set enrichment analysis, and immune response of ccRCC was predicted by tumor immune dysfunction and exclusion (TIDE) algorithm. To predict 1-, 3-, and 5-years overall survival (OS), a nomogram was constructed based on independent prognostic factors, whose performance would be evaluated by calibration curve. A total of 47 DNA damage repair related genes (DDRGs) with significant prognostic value were identified in the ccRCC cohort ( = 519). A DDRG risk signature comprising six DRRGs (MSH3, RAD54L, RAD50, EME1, UNG, and NEIL3) were constructed by the LASSO analysis. ccRCC patients were then divided into low- and high-risk groups based on the risk score. Survival analysis revealed that patients in high-risk groups exhibited significantly poorer OS and progression-free survival (PFS), as was confirmed by the testing dataset. Functional enrichment analysis indicated that differentially expressed genes (DEGs) between high- and low-risk groups were mainly associated with immune-related biological processes in ccRCC, among which the immunodeficiency pathway was significantly enriched in the high-risk group. Though the risk signature was significantly correlated with the immune cell infiltration, PD-1 and PD-L1 were less expressed in the DDRG signature, which might indicate the poor response to immunotherapy in the high-risk group. Furthermore, the Cox regression analysis indicated that the DDRG signature can be served as an independent prognostic predictor when compared to clinical characteristics. Based on the independent prognostic predictors, we constructed a nomogram with excellent predictive ability in OS prediction for ccRCC patients. We developed a reliable DDRG risk signature that can independently predict the OS and PFS of ccRCC, which is also promising for predicting immunotherapeutic responses in ccRCC patients.

摘要

透明细胞肾细胞癌(ccRCC)是肾细胞癌中最常见的亚型,临床预后相对较差。作为潜在生物标志物的DNA损伤修复基因(DDRGs)在预测ccRCC的免疫治疗反应和临床预后方面鲜有报道。从TCGA数据库收集ccRCC队列的RNA测序和临床数据。进行单变量Cox回归和LASSO分析以构建DDRG风险特征。进行功能富集分析以探索与DDRG特征相关的潜在富集途径。使用基因集富集分析估计免疫细胞浸润水平,并通过肿瘤免疫功能障碍和排除(TIDE)算法预测ccRCC的免疫反应。为了预测1年、3年和5年总生存期(OS),基于独立预后因素构建列线图,其性能将通过校准曲线进行评估。在ccRCC队列(n = 519)中总共鉴定出47个具有显著预后价值的DNA损伤修复相关基因(DDRGs)。通过LASSO分析构建了包含六个DRRG(MSH3、RAD54L、RAD50、EME1、UNG和NEIL3)的DDRG风险特征。然后根据风险评分将ccRCC患者分为低风险和高风险组。生存分析显示,高风险组患者的OS和无进展生存期(PFS)明显较差,测试数据集证实了这一点。功能富集分析表明,高风险组和低风险组之间的差异表达基因(DEGs)主要与ccRCC中免疫相关的生物学过程相关,其中免疫缺陷途径在高风险组中显著富集。尽管风险特征与免疫细胞浸润显著相关,但DDRG特征中PD-1和PD-L1表达较低,这可能表明高风险组对免疫治疗反应较差。此外,Cox回归分析表明,与临床特征相比,DDRG特征可作为独立的预后预测指标。基于独立预后预测指标,我们构建了一个对ccRCC患者OS预测具有出色预测能力的列线图。我们开发了一种可靠的DDRG风险特征,可独立预测ccRCC的OS和PFS,这在预测ccRCC患者的免疫治疗反应方面也很有前景。

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