Co-expression network analysis identified six hub genes in association with metastasis risk and prognosis in hepatocellular carcinoma

被引:60
|
作者
Chen, Pengfei [1 ,2 ,3 ,4 ]
Wang, Fan [1 ,2 ,3 ]
Feng, Juerong [1 ,2 ,3 ]
Zhou, Rui [1 ,2 ,3 ]
Chang, Ying [1 ,2 ,3 ]
Liu, Jing [1 ,2 ,3 ]
Zhao, Qiu [1 ,2 ,3 ]
机构
[1] Wuhan Univ, Zhongnan Hosp, Dept Gastroenterol, Wuhan, Hubei, Peoples R China
[2] Hubei Clin Ctr, Wuhan, Hubei, Peoples R China
[3] Key Lab Intestinal & Colorectal Dis, Wuhan, Hubei, Peoples R China
[4] Cent Hosp Enshi Autonomous Prefecture, Dept Gastroenterol, Enshi, Peoples R China
关键词
hepatocellular carcinoma; co-expression network analysis; hub genes; metastasis risk; prognosis; AMINO-ACID OXIDASE; BIFUNCTIONAL ENZYME; WNT/BETA-CATENIN; EXPRESSION; LIVER; DEHYDROGENASE; HEPATITIS; CANCER; P450;
D O I
10.18632/oncotarget.16896
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Hepatocellular carcinoma (HCC) has a high incidence and mortality worldwide, and its carcinogenesis and progression are influenced by a complex network of gene interactions. A weighted gene co-expression network was constructed to identify gene modules associated with the clinical traits in HCC (n = 214). Among the 13 modules, high correlation was only found between the red module and metastasis risk (classified by the HCC metastasis gene signature) (R-2 = -0.74). Moreover, in the red module, 34 network hub genes for metastasis risk were identified, six of which (ABAT, AGXT, ALDH6A1, CYP4A11, DAO and EHHADH) were also hub nodes in the protein-protein interaction network of the module genes. Thus, a total of six hub genes were identified. In validation, all hub genes showed a negative correlation with the four-stage HCC progression (P for trend < 0.05) in the test set. Furthermore, in the training set, HCC samples with any hub gene lowly expressed demonstrated a higher recurrence rate and poorer survival rate (hazard ratios with 95% confidence intervals > 1). RNA-sequencing data of 142 HCC samples showed consistent results in the prognosis. Gene set enrichment analysis (GSEA) demonstrated that in the samples with any hub gene highly expressed, a total of 24 functional gene sets were enriched, most of which focused on amino acid metabolism and oxidation. In conclusion, co-expression network analysis identified six hub genes in association with HCC metastasis risk and prognosis, which might improve the prognosis by influencing amino acid metabolism and oxidation.
引用
收藏
页码:48948 / 48958
页数:11
相关论文
共 50 条
  • [11] Weighted Gene Co-Expression Network Analysis Reveals Six Hub Genes Involved in and Tight Junction Function in Pancreatic Adenocarcinoma and their Potential Use in Prognosis
    Xia, Wang-Xiao
    Zhang, Lin-Heng
    Liu, Yao-Wen
    GENETIC TESTING AND MOLECULAR BIOMARKERS, 2019, 23 (12) : 829 - 836
  • [12] Co-expression network analysis identified candidate biomarkers in association with progression and prognosis of breast cancer
    Zhou, Qiang
    Ren, Jiangbo
    Hou, Jinxuan
    Wang, Gang
    Ju, Lingao
    Xiao, Yu
    Gong, Yan
    JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 2019, 145 (09) : 2383 - 2396
  • [13] Identifying novel biomarkers in hepatocellular carcinoma by weighted gene co-expression network analysis
    Li, Boxuan
    Pu, Ke
    Wu, Xinan
    JOURNAL OF CELLULAR BIOCHEMISTRY, 2019, 120 (07) : 11418 - 11431
  • [14] Identification of hub genes in peripheral blood mononuclear cells for the diagnosis of hepatocellular carcinoma using a weighted gene co-expression network analysis
    Ye, Zi
    Zeng, Zhirui
    Shen, Yiyi
    Chen, Zubing
    EXPERIMENTAL AND THERAPEUTIC MEDICINE, 2020, 20 (02) : 890 - 900
  • [15] Co-expression Network Analysis Identifies Fourteen Hub Genes Associated with Prognosis in Clear Cell Renal Cell Carcinoma
    Chen, Jia-yi
    Sun, Yan
    Qiao, Nan
    Ge, Yang-yang
    Li, Jian-hua
    Lin, Yun
    Yao, Shang-long
    CURRENT MEDICAL SCIENCE, 2020, 40 (04) : 773 - 785
  • [16] Weighted Gene Co-expression Network Analysis Identifies Five Hub Genes Associated with Metastasis in Synovial Sarcoma
    Wu, Hongzeng
    Zhang, Benzheng
    Zhao, Jiazheng
    Zhao, Yi
    Ma, Xiaowei
    Feng, Helin
    COMBINATORIAL CHEMISTRY & HIGH THROUGHPUT SCREENING, 2022, 25 (10) : 1767 - 1777
  • [17] Nine hub genes related to the prognosis of HBV-positive hepatocellular carcinoma identified by protein interaction analysis
    Xie, Wenhui
    Wang, Bin
    Wang, Xiaoting
    Hou, Diyu
    Su, Huiyan
    Huang, Huifang
    ANNALS OF TRANSLATIONAL MEDICINE, 2020, 8 (07)
  • [18] Identification of Hub Genes Associated With Hepatocellular Carcinoma Using Robust Rank Aggregation Combined With Weighted Gene Co-expression Network Analysis
    Song, Hao
    Ding, Na
    Li, Shang
    Liao, Jianlong
    Xie, Aimin
    Yu, Youtao
    Zhang, Chunlong
    Ni, Caifang
    FRONTIERS IN GENETICS, 2020, 11
  • [19] Co-expression network analysis identified CDH11 in association with progression and prognosis in gastric cancer
    Chen, Peng-Fei
    Wang, Fan
    Nie, Jia-Yan
    Feng, Jue-Rong
    Liu, Jing
    Zhou, Rui
    Wang, Hong-Ling
    Zhao, Qiu
    ONCOTARGETS AND THERAPY, 2018, 11 : 6425 - 6436
  • [20] Hub microRNAs and genes in the development of atrial fibrillation identified by weighted gene co-expression network analysis
    Qiang Qu
    Jin-Yu Sun
    Zhen-Ye Zhang
    Yue Su
    Shan-Shan Li
    Feng Li
    Ru-Xing Wang
    BMC Medical Genomics, 14