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 26 条
[1]   Scale-free networks in cell biology [J].
Albert, R .
JOURNAL OF CELL SCIENCE, 2005, 118 (21) :4947-4957
[2]   Relevance of weak flavin binding in human D-amino acid oxidase [J].
Caldinelli, Laura ;
Molla, Gianluca ;
Sacchi, Silvia ;
Pilone, Mirella S. ;
Pollegioni, Loredano .
PROTEIN SCIENCE, 2009, 18 (04) :801-810
[3]  
Fang J, 2002, CANCER RES, V62, P3138
[4]   The hallmarks of cancer [J].
Hanahan, D ;
Weinberg, RA .
CELL, 2000, 100 (01) :57-70
[5]   CDNA CLONING OF THE HUMAN PEROXISOMAL ENOYL-COA HYDRATASE - 3-HYDROXYACYL-COA DEHYDROGENASE BIFUNCTIONAL ENZYME AND LOCALIZATION TO CHROMOSOME 3Q26.3-3Q28 - A FREE LEFT ALU ARM IS INSERTED IN THE 3' NONCODING REGION [J].
HOEFLER, G ;
FORSTNER, M ;
MCGUINNESS, MC ;
HULLA, W ;
HIDEN, M ;
KRISPER, P ;
KENNER, L ;
RIED, T ;
LENGAUER, C ;
ZECHNER, R ;
MOSER, HW ;
CHEN, GL .
GENOMICS, 1994, 19 (01) :60-67
[6]   Geometric Interpretation of Gene Coexpression Network Analysis [J].
Horvath, Steve ;
Dong, Jun .
PLOS COMPUTATIONAL BIOLOGY, 2008, 4 (08)
[7]   AGXT and ERCC2 polymorphisms are associated with clinical outcome in metastatic colorectal cancer patients treated with 5-FU/oxaliplatin [J].
Kjersem, J. B. ;
Thomsen, M. ;
Guren, T. ;
Hamfjord, J. ;
Carlsson, G. ;
Gustavsson, B. ;
Ikdahl, T. ;
Indrebo, G. ;
Pfeiffer, P. ;
Lingjaerde, O. ;
Tveit, K. M. ;
Wettergren, Y. ;
Kure, E. H. .
PHARMACOGENOMICS JOURNAL, 2016, 16 (03) :272-279
[8]   Predictive value of liver cell dysplasia for development of hepatocellular carcinoma in patients with non-cirrhotic and cirrhotic chronic viral hepatitis [J].
Libbrecht, L ;
Craninx, M ;
Nevens, F ;
Desmet, V ;
Roskams, T .
HISTOPATHOLOGY, 2001, 39 (01) :66-73
[9]  
Liu YF, 2007, ONCOL REP, V18, P943
[10]   Mutations in ALDH6A1 encoding methylmalonate semialdehyde dehydrogenase are associated with dysmyelination and transient methylmalonic aciduria [J].
Marcadier, Julien L. ;
Smith, Amanda M. ;
Pohl, Daniela ;
Schwartzentruber, Jeremy ;
Al-Dirbashi, Osama Y. ;
Majewski, Jacek ;
Ferdinandusse, Sacha ;
Wanders, Ronald J. A. ;
Bulman, Dennis E. ;
Boycott, Kym M. ;
Chakraborty, Pranesh ;
Geraghty, Michael T. .
ORPHANET JOURNAL OF RARE DISEASES, 2013, 8