Identification of a Novel Glycosyltransferase Prognostic Signature in Hepatocellular Carcinoma Based on LASSO Algorithm

被引:5
|
作者
Zhou, Zhiyang [1 ]
Wang, Tao [2 ]
Du, Yao [1 ]
Deng, Junping [1 ]
Gao, Ge [1 ]
Zhang, Jiangnan [1 ]
机构
[1] Nanchang Univ, Dept Gen Surg, Affiliated Hosp 1, Nanchang, Jiangxi, Peoples R China
[2] Nanchang Univ, Dept Day Ward, Affiliated Hosp 1, Nanchang, Jiangxi, Peoples R China
关键词
glycosyltransferase; hepatocellular carcinoma; overall survival; prognostic signature; lasso regression analysis; FUCOSYL-TRANSFERASE; PROTEIN GLYCOSYLATION; INVASIVE PHENOTYPES; GENE-EXPRESSION; POOR-PROGNOSIS; HEPATOCARCINOMA; PROGRESSION; PROFILES; MANNOSE; POMGNT1;
D O I
10.3389/fgene.2022.823728
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Although many prognostic models have been developed to help determine personalized prognoses and treatments, the predictive efficiency of these prognostic models in hepatocellular carcinoma (HCC), which is a highly heterogeneous malignancy, is less than ideal. Recently, aberrant glycosylation has been demonstrated to universally participate in tumour initiation and progression, suggesting that dysregulation of glycosyltransferases can serve as novel cancer biomarkers. In this study, a total of 568 RNA-sequencing datasets of HCC from the TCGA database and ICGC database were analysed and integrated via bioinformatic methods. LASSO regression analysis was applied to construct a prognostic signature. Kaplan-Meier survival, ROC curve, nomogram, and univariate and multivariate Cox regression analyses were performed to assess the predictive efficiency of the prognostic signature. GSEA and the "CIBERSORT" R package were utilized to further discover the potential biological mechanism of the prognostic signature. Meanwhile, the differential expression of the prognostic signature was verified by western blot, qRT-PCR and immunohistochemical staining derived from the HPA. Ultimately, we constructed a prognostic signature in HCC based on a combination of six glycosyltransferases, whose prognostic value was evaluated and validated successfully in the testing cohort and the validation cohort. The prognostic signature was identified as an independent unfavourable prognostic factor for OS, and a nomogram including the risk score was established and showed the good performance in predicting OS. Further analysis of the underlying mechanism revealed that the prognostic signature may be potentially associated with metabolic disorders and tumour-infiltrating immune cells.
引用
收藏
页数:16
相关论文
共 50 条
  • [31] Identification of a novel lncRNA prognostic signature and analysis of functional lncRNA AC115619.1 in hepatocellular carcinoma
    Gan, Binliang
    He, Youwu
    Ma, Yonggang
    Mao, Linfeng
    Liao, Chuanjie
    Deng, Ganlu
    FRONTIERS IN PHARMACOLOGY, 2023, 14
  • [32] Identification and validation of a novel nine-gene prognostic signature of stem cell characteristic in hepatocellular carcinoma
    An, Yahang
    Liu, Weifeng
    Yang, Yanhui
    Chu, Zhijie
    Sun, Junjun
    JOURNAL OF APPLIED GENETICS, 2025, 66 (01) : 127 - 140
  • [33] Identification of novel diagnostic and prognostic biomarkers for hepatocellular carcinoma
    Wang, Fang
    Dong, Junqiang
    Zhang, Yonggao
    Yue, Songwei
    Guo, Hua
    Liang, Pan
    Zhou, Yue
    Wei, Yijuan
    Zhai, Wenlong
    Gao, Jianbo
    ONCOLOGY REPORTS, 2020, 43 (01) : 87 - 98
  • [34] A Five-Gene-Based Prognostic Signature for Hepatocellular Carcinoma
    Tian, Dazhi
    Yu, Yang
    Zhang, Li
    Sun, Jisan
    Jiang, Wentao
    FRONTIERS IN MEDICINE, 2021, 8
  • [35] Systematic profiling of a novel prognostic alternative splicing signature in hepatocellular carcinoma
    Zhang, Dong
    Duan, Yi
    Wang, Zhe
    Lin, Jie
    ONCOLOGY REPORTS, 2019, 42 (06) : 2450 - 2472
  • [36] A novel seven-gene signature as Prognostic Biomarker in Hepatocellular Carcinoma
    Xie, Hui
    Liu, Shouping
    Zhang, Ziying
    Chen, Peng
    Tao, Yongguang
    JOURNAL OF CANCER, 2020, 11 (19): : 5768 - 5781
  • [37] Identification of a pyroptosis-related gene prognostic signature in patients with hepatocellular carcinoma
    Chen, Ruipeng
    Luo, Nuojie
    Li, Pansong
    Song, Mengmeng
    Ji, Liyan
    Gao, Xuan
    Xia, Xuefeng
    Capasso, Mario
    Sun, Yi
    JOURNAL OF GASTROINTESTINAL ONCOLOGY, 2025, 16 (01)
  • [38] Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular Carcinoma
    Cai, Shenglan
    Hu, Xingwang
    Chen, Ruochan
    Zhang, Yiya
    FRONTIERS IN GENETICS, 2021, 12
  • [39] Identification of prognostic claudins signature in hepatocellular carcinoma from a hepatocyte differentiation model
    Kong, Fan-En
    Tang, Yun-Qiang
    Gong, Yuan-Feng
    Mo, Jia-Qiang
    Zhao, Yue
    Li, Mei-Mei
    Cheng, Wei
    Li, Hao-Long
    Zhu, Wen-Jie
    Liu, Shan-Shan
    Huang, Li
    Guan, Xin-Yuan
    Ma, Ning-Fang
    Liu, Ming
    HEPATOLOGY INTERNATIONAL, 2020, 14 (04) : 521 - 533
  • [40] Identification and Verification of a Glycolysis-Related lncRNA Prognostic Signature for Hepatocellular Carcinoma
    Qiu, Fakai
    Yu, Guozheng
    Li, Mei
    Li, Zhubin
    Zhang, Qinyang
    Mu, Xudong
    Cheng, Yuan
    Zhai, Pengtao
    Liu, Qunyi
    HORMONE AND METABOLIC RESEARCH, 2024, 56 (11) : 827 - 834