Integrative RNA-Sequencing Analysis Reveals T-Cell Exhaustion Signatures and Immune Cell Infiltration in Hepatocellular Carcinoma

被引:0
作者
Li, W. [1 ]
Liu, Y. [1 ]
Hao, Z. [1 ]
Hua, X. [1 ]
Ma, Z. [1 ]
Feng, Z. [1 ]
机构
[1] China Med Univ, Dept Hepatopancreatobiliary Surg, Canc Hosp, Shenyang 110042, Liaoning, Peoples R China
关键词
hepatocellular carcinoma; T-cell exhaustion; nomogram; prognosis; KAPPA-B-EPSILON; CANCER; RECURRENCE; EXPRESSION; MUTATIONS; DISCOVERY; RESECTION; FAMILY; ZEB1;
D O I
10.1134/S1022795424701278
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Hepatocellular carcinoma (HCC) is a highly aggressive malignancy associated with significant mortality globally. T-cell exhaustion (TEX) denotes a dysfunctional cellular state involved in persistent antigen exposure or inflammation during chronic infections and cancer. This study aimed to establish a TEX signature which has a predictive value on the outcomes and immune cell infiltration in HCC. TEX genes were identified with the RNA sequencing dataset from a publicly database. A prognostic TEX signature was established in the TCGA cohort by LASSO method, and verified in the GSE76427. The association of hub genes expression and immune cell infiltration, survival outcomes, and drug sensitivity were analyzed using different databases. The expressed status of hub genes was verified based on TCGA and Human Protein Atlas (HPA) database. A TEX-related gene group comprised of six genes (ZNF521, ZEB1, P2RY8, LOX, RBM10, and NFKBIE) was developed for prognosis prediction in HCC. Functional analysis revealed these TEX genes mainly related to Rap1 signaling, transcriptional misregulation in cancer, pathways in cancer, etc. A nomogram model integrated TEX score and pathologic T was generated for survival rate prediction. More importantly, the TEX gene expression was closely related to the proportion of ten immune cell types. Using the data from TCGA sets, patients in high TEX score subtypes exhibited a worse prognosis and more sensitivity to most candidate compounds. Five hub genes were notably dysregulated in HPA samples. The identified six TEX hub genes might be promising markers for diagnostic and prognostic prediction. TEX signature serves as a predictor for some small molecular compound therapy against HCC.
引用
收藏
页码:1683 / 1697
页数:15
相关论文
共 50 条
  • [21] Comprehensive Analysis of Cuproptosis-Related Genes in Prognosis and Immune Infiltration of Hepatocellular Carcinoma Based on Bulk and Single-Cell RNA Sequencing Data
    Yang, Chenglei
    Guo, Yanlin
    Wu, Zongze
    Huang, Juntao
    Xiang, Bangde
    CANCERS, 2022, 14 (22)
  • [22] A Novel Prognostic Signature of comprising Nine NK Cell signatures Based on Both Bulk RNA Sequencing and Single-Cell RNA Sequencing for Hepatocellular Carcinoma
    Yu, Qi
    Shi, Xuefeng
    Wang, Hongjian
    Zhang, Shun
    Hu, Songnian
    Cai, Ting
    JOURNAL OF CANCER, 2023, 14 (12): : 2209 - 2223
  • [23] 8-Gene signature related to CD8+ T cell infiltration by integrating single-cell and bulk RNA-sequencing in head and neck squamous cell carcinoma
    Zhang, Shoujing
    Zhang, Wenyi
    Zhang, Jian
    FRONTIERS IN GENETICS, 2022, 13
  • [24] RNA-Sequencing Identification of Genes Supporting HepG2 as a Model Cell Line for Hepatocellular Carcinoma or Hepatocytes
    Stancl, Paula
    Grskovic, Paula
    Drzaic, Sara
    Vicic, Ana
    Karlic, Rosa
    Korac, Petra
    GENES, 2024, 15 (11)
  • [25] Integrating Single-cell and Bulk RNA Sequencing Reveals Stemness Phenotype Associated with Clinical Outcomes and Potential Immune Evasion Mechanisms in Hepatocellular Carcinoma
    Zhu, Xiaojing
    Zhang, Jiaxing
    Zhang, Zixin
    Yuan, Hongyan
    Xie, Aimin
    Zhang, Nan
    Wang, Minwei
    Jiang, Minghui
    Xiao, Yanqi
    Wang, Hao
    Wang, Xing
    Xu, Yan
    CURRENT BIOINFORMATICS, 2024, 19 (04) : 408 - 423
  • [26] Unraveling T cell exhaustion in the immune microenvironment of osteosarcoma via single-cell RNA transcriptome
    Cheng, Debin
    Zhang, Zhao
    Liu, Dong
    Mi, Zhenzhou
    Tao, Weidong
    Fu, Jun
    Fan, Hongbin
    CANCER IMMUNOLOGY IMMUNOTHERAPY, 2024, 73 (02)
  • [27] Tumor methionine metabolism drives T-cell exhaustion in hepatocellular carcinoma
    Hung, Man Hsin
    Lee, Joo Sang
    Ma, Chi
    Diggs, Laurence P.
    Heinrich, Sophia
    Chang, Ching Wen
    Ma, Lichun
    Forgues, Marshonna
    Budhu, Anuradha
    Chaisaingmongkol, Jittiporn
    Ruchirawat, Mathuros
    Ruppin, Eytan
    Greten, Tim F.
    Wang, Xin Wei
    NATURE COMMUNICATIONS, 2021, 12 (01)
  • [28] Integrated Analysis of Bulk RNA Sequencing, eQTL, GWAS, and Single-Cell RNA Sequencing Reveals Key Genes in Hepatocellular Carcinoma
    Gong, Mingkai
    Zhao, Xian
    Li, Qingze
    Hao, Qisheng
    Cha, Lichao
    Dong, Guofei
    Li, Xinyu
    Qiu, Fabo
    Li, Dan
    Tian, Lantian
    JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2025, 29 (02)
  • [29] Single-cell RNA-seq reveals T cell exhaustion and immune response landscape in osteosarcoma
    Fan, Qizhi
    Wang, Yiyan
    Cheng, Jun
    Pan, Boyu
    Zang, Xiaofang
    Liu, Renfeng
    Deng, Youwen
    FRONTIERS IN IMMUNOLOGY, 2024, 15
  • [30] Prognostic value and immune infiltration of novel signatures in clear cell renal cell carcinoma microenvironment
    Xu, Wen-Hao
    Xu, Yue
    Wang, Jun
    Wan, Fang-Ning
    Wang, Hong-Kai
    Cao, Da-Long
    Shi, Guo-Hai
    Qu, Yuan-Yuan
    Zhang, Hai-Liang
    Ye, Ding-Wei
    AGING-US, 2019, 11 (17): : 6999 - 7020