A Gene Signature of Survival Prediction for Kidney Renal Cell Carcinoma by Multi-Omic Data Analysis

被引:46
作者
Hu, Fuyan [1 ]
Zeng, Wenying [2 ]
Liu, Xiaoping [3 ]
机构
[1] Wuhan Univ Technol, Fac Sci, Dept Stat, 122 Luoshi Rd, Wuhan 430070, Hubei, Peoples R China
[2] Northwest A&F Univ, Coll Water Resources & Architectural Engn, Dept Water Resources & Hydroelct Engn, 3 Taicheng Rd, Yangling 712100, Shaanxi, Peoples R China
[3] Shandong Univ, Sch Math & Stat, Weihai 264209, Peoples R China
基金
中国国家自然科学基金;
关键词
kidney renal cell carcinoma; multi-omics analysis; prognosis signatures; LASSO Cox regression; multivariate stepwise analysis; SIGNALING PATHWAYS; ADHESION MOLECULE; DOWN-REGULATION; RECTAL-CANCER; HOMEOBOX GENE; EXPRESSION; PROGRESSION; PROMOTES; RUNX3; STAGE;
D O I
10.3390/ijms20225720
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Kidney renal cell carcinoma (KIRC), which is the most common subtype of kidney cancer, has a poor prognosis and a high mortality rate. In this study, a multi-omics analysis is performed to build a multi-gene prognosis signature for KIRC. A combination of a DNA methylation analysis and a gene expression data analysis revealed 863 methylated differentially expressed genes (MDEGs). Seven MDEGs (BID, CCNF, DLX4, FAM72D, PYCR1, RUNX1, and TRIP13) were further screened using LASSO Cox regression and integrated into a prognostic risk score model. Then, KIRC patients were divided into high- and low-risk groups. A univariate cox regression analysis revealed a significant association between the high-risk group and a poor prognosis. The time-dependent receiver operating characteristic (ROC) curve shows that the risk group performs well in predicting overall survival. Furthermore, the risk group is contained in the best multivariate model that was obtained by a multivariate stepwise analysis, which further confirms that the risk group can be used as a potential prognostic biomarker. In addition, a nomogram was established for the best multivariate model and shown to perform well in predicting the survival of KIRC patients. In summary, a seven-MDEG signature is a powerful prognosis factor for KIRC patients and may provide useful suggestions for their personalized therapy.
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页数:20
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