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
  • [41] Identification of a prognostic signature of nine metabolism-related genes for hepatocellular carcinoma
    Tang, Chaozhi
    Ma, Jiakang
    Liu, Xiuli
    Liu, Zhengchun
    PEERJ, 2020, 8
  • [42] Identification and verification of a prognostic autophagy-related gene signature in hepatocellular carcinoma
    Ma, Zhen
    Chen, Mali
    Liu, Xiaolong
    Cui, Hongbin
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [43] Identification of a Pyroptosis-Related Prognostic Signature Combined With Experiments in Hepatocellular Carcinoma
    Li, Huihui
    Li, Tang
    Zhang, Xiaohua
    FRONTIERS IN MOLECULAR BIOSCIENCES, 2022, 9
  • [44] Identification of prognostic claudins signature in hepatocellular carcinoma from a hepatocyte differentiation model
    Fan-En Kong
    Yun-Qiang Tang
    Yuan-Feng Gong
    Jia-Qiang Mo
    Yue Zhao
    Mei-Mei Li
    Wei Cheng
    Hao-Long Li
    Wen-Jie Zhu
    Shan-Shan Liu
    Li Huang
    Xin-Yuan Guan
    Ning-Fang Ma
    Ming Liu
    Hepatology International, 2020, 14 : 521 - 533
  • [45] Identification of a Two-lncRNA Signature with Prognostic and Diagnostic Value for Hepatocellular Carcinoma
    Liu, Huiying
    Zhu, Jianjun
    Guo, Lingling
    Zhang, Hongjuan
    Liu, Shuxiong
    Kou, Xiaoxia
    JOURNAL OF ONCOLOGY, 2022, 2022
  • [46] Identification and Validation of Immune-Related Gene Prognostic Signature for Hepatocellular Carcinoma
    Chen, Wenbiao
    Ou, Minglin
    Tang, Donge
    Dai, Yong
    Du, Weibo
    JOURNAL OF IMMUNOLOGY RESEARCH, 2020, 2020
  • [47] IDENTIFICATION OF A M6A RNA METHYLATION-BASED GENE PROGNOSTIC SIGNATURE IN HEPATOCELLULAR CARCINOMA
    Chen, Yuetong
    Chen, Yu
    Baba, Hideo
    Taketomi, Akinobu
    Wang, Xin
    Chen, Jinfei
    Goel, Ajay
    GASTROENTEROLOGY, 2021, 160 (06) : S311 - S311
  • [48] Identification of molecular subtypes and prognostic signature for hepatocellular carcinoma based on genes associated with homologous recombination deficiency
    Lin, Hongsheng
    Xie, Yangyi
    Kong, Yinzhi
    Yang, Li
    Li, Mingfen
    SCIENTIFIC REPORTS, 2021, 11 (01)
  • [49] Identification of molecular subtypes and prognostic signature for hepatocellular carcinoma based on genes associated with homologous recombination deficiency
    Hongsheng Lin
    Yangyi Xie
    Yinzhi Kong
    Li Yang
    Mingfen Li
    Scientific Reports, 11
  • [50] A Novel RNA Binding Protein-Related Prognostic Signature for Hepatocellular Carcinoma
    Huang, Yongbiao
    Chen, Sheng
    Qin, Wan
    Wang, Yali
    Li, Long
    Li, Qianxia
    Yuan, Xianglin
    FRONTIERS IN ONCOLOGY, 2020, 10