Analysis of Methylation-driven Genes in Pancreatic Ductal Adenocarcinoma for Predicting Prognosis

被引:11
作者
Zhang, Zihan [1 ,2 ]
Zhu, Rui [3 ]
Sun, Wentian [1 ,2 ]
Wang, Jun [2 ]
Liu, Jin [1 ]
机构
[1] Sichuan Univ, West China Hosp, State Key Lab Biotherapy, Lab Aging Res,Natl Clin Res Ctr Geriatr, 37 GuoXue Alley, Chengdu 610041, Sichuan, Peoples R China
[2] Sichuan Univ, West China Hosp Stomatol, Dept Orthodont, State Key Lab Oral Dis,Natl Clin Res Ctr Oral Dis, 14,3rd Sect,Peoples South Rd, Chengdu 610041, Sichuan, Peoples R China
[3] Sichuan Univ, West China Hosp Stomatol, Dept Prosthodont, State Key Lab Oral Dis,Natl Clin Res Ctr Oral Dis, Chengdu, Peoples R China
基金
中国国家自然科学基金;
关键词
Pancreatic ductal adenocarcinoma; DNA methylation; Proportional hazards models; Survival analysis; Prognosis; DNA METHYLATION; CANCER; HYPOMETHYLATION; BIOMARKERS; DIAGNOSIS; DATABASE; 11Q13; MYEOV;
D O I
10.7150/jca.53208
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: Considerable variations in methylation profile have been found in various cancers to modulate tumorigenesis and affect prognosis. To provide a theoretical basis for early detection, prognosis evaluation and targeted treatment for patients with pancreatic ductal adenocarcinoma: PDAC, this study identified methylation-driven genes in PDAC and explored their prognostic performance. Methods: The methylation, expression and clinical data of PDAC patients were extracted from TCGA database. Based on the beta-mixture model of the MethylMix R package, the differential methylation status and connection between methylation and expression degree were examined to screen out methylation-driven genes in PDAC. COX analyses and lasso regressions were applied to construct a linear risk model based on methylation-driven genes. Univariate and multivariate analyses were performed to ensure the risk model was an independent prognostic factor. Joint survival analyses of methylation and gene expression were conducted to explore the prognostic value of component genes. The methylation sites in the key genes were also investigated. Results: A total of 118 methylation-driven genes in PDAC were identified, and two genes (FOXI2, MYEOV) constituted the risk model whose AUC was 0.722 at one year of overall survival rate, displaying a better performance on survival prediction than other clinical features. Further survival analyses demonstrated that the expression of MYEOV and combined methylation and expression levels of the genes MYEOV and FOXI2 can be potential biomarkers for survival prediction and targets of drug manipulation of PDAC patients. Close relationships were discovered between two sites in MYEOV and one site in FOXI2 and the prognosis of PDAC patients. Conclusion: Concentrating on DNA methylation, our study identified potential biomarkers and developed a reliable short-term predictive model for prognosis of PDAC patients.
引用
收藏
页码:6507 / 6518
页数:12
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