Establishment of a 7-gene prognostic signature based on oxidative stress genes for predicting chemotherapy resistance in pancreatic cancer

被引:2
|
作者
Zhang, Shengmin [1 ]
Yang, Jianrong [1 ]
Wu, Hongsheng [1 ]
Cao, Tiansheng [1 ]
Ji, Tengfei [1 ]
机构
[1] Huadu Peoples Hosp, Affiliated Huadu Hosp, Dept Hepatobiliary Surg, Guangzhou, Guangdong, Peoples R China
关键词
pancreatic cancer; oxidative stress; methylation; molecular subtypes; risk score; small molecule chemotherapeutic drugs; prognosis; tumor immunity; UP-REGULATION; IDENTIFICATION; ADENOCARCINOMA; EXPRESSION; DISCOVERY; MIGRATION;
D O I
10.3389/fphar.2023.1091378
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
Background: Oxidative stress is involved in regulating various biological processes in human cancers. However, the effect of oxidative stress on pancreatic adenocarcinoma (PAAD) remained unclear.Methods: Pancreatic cancer expression profiles from TCGA were downloaded. Consensus ClusterPlus helped classify molecular subtypes based on PAAD prognosis-associated oxidative stress genes. Limma package filtered differentially expressed genes (DEGs) between subtypes. A multi-gene risk model was developed using Lease absolute shrinkage and selection operator (Lasso)-Cox analysis. A nomogram was built based on risk score and distinct clinical features.Results: Consistent clustering identified 3 stable molecular subtypes (C1, C2, C3) based on oxidative stress-associated genes. Particularly, C3 had the optimal prognosis with the greatest mutation frequency, activate cell cycle pathway in an immunosuppressed status. Lasso and univariate cox regression analysis selected 7 oxidative stress phenotype-associated key genes, based on which we constructed a robust prognostic risk model independent of clinicopathological features with stable predictive performance in independent datasets. High-risk group was found to be more sensitive to small molecule chemotherapeutic drugs including Gemcitabine, Cisplatin, Erlotinib and Dasatinib. The 6 of 7 genes expressions were significantly associated with methylation. Survival prediction and prognostic model was further improved through a decision tree model by combining clinicopathological features with RiskScore.Conclusion: The risk model containing seven oxidative stress-related genes may have a greater potential to assist clinical treatment decision-making and prognosis determination.
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页数:15
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