Comprehensive Analysis of the Tumor Microenvironment and Ferroptosis-Related Genes Predict Prognosis with Ovarian Cancer

被引:11
作者
Li, Xiao-xue [1 ]
Xiong, Li [1 ]
Wen, Yu [1 ]
Zhang, Zi-jian [1 ]
机构
[1] Cent South Univ, Dept Gen Surg, Xiangya Hosp 2, Changsha, Peoples R China
基金
中国国家自然科学基金;
关键词
ovarian cancer; tumor infiltrating immune cells; ferroptosis; prognostic; the cancer genome atlas; REGULATES FERROPTOSIS; RESISTANCE; AUTOPHAGY; CELLS;
D O I
10.3389/fgene.2021.774400
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The early diagnosis of ovarian cancer (OC) is critical to improve the prognosis and prevent recurrence of patients. Nevertheless, there is still a lack of factors which can accurately predict it. In this study, we focused on the interaction of immune infiltration and ferroptosis and selected the ESTIMATE algorithm and 15 ferroptosis-related genes (FRGs) to construct a novel E-FRG scoring model for predicting overall survival of OC patients. The gene expression and corresponding clinical characteristics were obtained from the TCGA dataset (n = 375), GSE18520 (n = 53), and GSE32062 (n = 260). A total of 15 FRGs derived from FerrDb with the immune score and stromal score were identified in the prognostic model by using least absolute shrinkage and selection operator (LASSO)-penalized COX regression analysis. The Kaplan-Meier survival analysis and time-dependent ROC curves performed a powerful prognostic ability of the E-FRG model via multi-validation. Gene Set Enrichment Analysis and Gene Set Variation Analysis elucidate multiple potential pathways between the high and low E-FRG score group. Finally, the proteins of different genes in the model were verified in drug-resistant and non-drug-resistant tumor tissues. The results of this research provide new prospects in the role of immune infiltration and ferroptosis as a helpful tool to predict the outcome of OC patients.
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收藏
页数:17
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