Ferroptosis-Related Hub Genes in Hepatocellular Carcinoma: Prognostic Signature, Immune-Related, and Drug Resistance Analysis

被引:17
作者
Wang, Wei [1 ]
Pan, Fan [2 ]
Lin, Xinrong [2 ]
Yuan, Jiakai [2 ]
Tao, Chunyu [2 ]
Wang, Rui [1 ,2 ]
机构
[1] Nanjing Med Univ, Jinling Hosp, Dept Med Oncol, Nanjing, Peoples R China
[2] Nanjing Univ, Jinling Hosp, Sch Med, Dept Med Oncol, Nanjing, Peoples R China
关键词
ferroptosis; hepatocellular carcinoma; prognostic model; immune; drug resistance; bioinformatics analysis; DYSREGULATED PATHWAYS; MECHANISMS; EXPRESSION; PREDICTS; GROWTH; CELLS; MODEL;
D O I
10.3389/fgene.2022.907331
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background: Hepatocellular carcinoma (HCC) is the most prevalent type of primary liver cancer with a high fatality rate and dismal prognosis because of frequent recurrence and lack of efficient therapies. Ferroptosis is a recently recognized iron-dependent cell death distinct from necroptosis and apoptosis. The relationship between ferroptosis-related hub gene expression and prognosis in HCC remains to be further elucidated.Methods: Ferroptosis-related genes from the FerrDb database and the mRNA sequencing data and clinical information of HCC patients were obtained from The Cancer Genome Atlas (TCGA) database. The least absolute shrinkage and selection operator (LASSO) Cox regression was applied to identify a prognostic signature consisting of five ferroptosis-related hub genes in the TCGA cohort. The International Cancer Genome Consortium (ICGC) database was utilized to validate the reliability of the signature. Functional enrichment and immune-related analysis, including single-sample gene set enrichment analysis (ssGSEA), immune checkpoints, TIP-related genes, tumor stemness, and m6A-related genes, were performed to analyze the underlying mechanism. Additionally, the correlations between ferroptosis and drug resistance were evaluated using the NCI-60 database.Results: A 5-hub-gene signature associated with ferroptosis was constructed by multivariate Cox regression analysis to stratify patients into two risk groups. Patients with high risk had worse prognosis than those with low risk. Multivariate Cox regression analysis uncovered that the risk score was an independent prognostic indicator. We also proved the signature's predictive capacity using the Kaplan-Meier method and receiver operating characteristic (ROC) curve analysis. Functional analysis showed that nuclear division and the cell cycle were enriched. Immune-related analysis revealed that the signature was enriched in immune-related pathways. Moreover, the risk signature was significantly associated with immune cell infiltration, immune checkpoints, TIP-related genes, tumor stem cells, as well as m6A-related genes. Furthermore, these genes were crucial regulators of drug resistance.Conclusion: We identified and validated a novel hub gene signature that is closely associated with ferroptosis as a new and efficient biomarker with favorable potential for predicting the prognosis of HCC patients. In addition, it also offers new insights into the molecular mechanisms of HCC and provides an effective approach for the treatment of HCC. Further studies are necessary to validate the results of our study.
引用
收藏
页数:19
相关论文
共 50 条
[31]   Comprehensive analysis of prognostic immune-related genes in the tumor microenvironment of hepatocellular carcinoma (HCC) [J].
Li, Mengting ;
Li, Hongliang ;
Zhou, Canxin ;
Li, Xianpeng ;
Gong, Jiande ;
Chen, Changxi ;
Zhang, Yi .
MEDICINE, 2021, 100 (39)
[32]   Identification and Validation of Ferroptosis-Related Subtypes and a Predictive Signature in Hepatocellular Carcinoma [J].
Zheng, Chunlan ;
Peng, Yanan ;
Wang, Haizhou ;
Wang, Youwei ;
Liu, Lan ;
Zhao, Qiu .
PHARMACOGENOMICS & PERSONALIZED MEDICINE, 2023, 16 :39-58
[33]   A prognostic signature based on the expression profile of the ferroptosis-related long non-coding RNAs in hepatocellular carcinoma [J].
Lin, Xixi ;
Yang, Sijie .
ADVANCES IN CLINICAL AND EXPERIMENTAL MEDICINE, 2022, 31 (10) :1099-1109
[34]   Prognostic model of immune-related genes for patients with hepatocellular carcinoma [J].
Cai, Qun ;
Duan, Jinnan ;
Ding, Liang .
FRONTIERS IN SURGERY, 2022, 9
[35]   A Prognostic Ferroptosis-Related lncRNAs Signature Associated With Immune Landscape and Radiotherapy Response in Glioma [J].
Zheng, Jianglin ;
Zhou, Zijie ;
Qiu, Yue ;
Wang, Minjie ;
Yu, Hao ;
Wu, Zhipeng ;
Wang, Xuan ;
Jiang, Xiaobing .
FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2021, 9
[36]   A Novel Prognostic Immune-related Gene Signature in Hepatocellular Carcinoma Through Bioinformatics and Experimental Approaches [J].
Pourbagheri-Sigaroodi, Atieh ;
Momeny, Majid ;
Rezaei, Nima ;
Fallah, Fatemeh ;
Bashash, Davood .
IRANIAN JOURNAL OF ALLERGY ASTHMA AND IMMUNOLOGY, 2024, 23 (06) :699-726
[37]   A signature of four ferroptosis-related genes in laryngeal squamous cell carcinoma [J].
Zhao, Runyu ;
Chen, Qun ;
Qiao, Peipei ;
Lu, Yingying ;
Chen, Xiaoping .
TRANSLATIONAL CANCER RESEARCH, 2024, 13 (06) :2938-2949
[38]   Identification and verification of novel immune-related ferroptosis signature with excellent prognostic predictive and clinical guidance value in hepatocellular carcinoma [J].
Jiang, Wenxiu ;
Wang, Lili ;
Zhang, Yajuan ;
Li, Hongliang .
FRONTIERS IN GENETICS, 2023, 14
[39]   Identification and Validation of Immune-Related Gene Prognostic Signature for Hepatocellular Carcinoma [J].
Chen, Wenbiao ;
Ou, Minglin ;
Tang, Donge ;
Dai, Yong ;
Du, Weibo .
JOURNAL OF IMMUNOLOGY RESEARCH, 2020, 2020
[40]   Contribution of prognostic ferroptosis-related subtypes classification and hub genes of sepsis [J].
Ding, Ni ;
Xu, Xiangzhao ;
Wang, Yuting ;
Li, Huiting ;
Cao, Yuling ;
Zheng, Lei .
TRANSPLANT IMMUNOLOGY, 2022, 74