Integrated Bioinformatics Analysis Reveals Key Candidate Genes and Pathways Associated With Clinical Outcome in Hepatocellular Carcinoma

被引:18
作者
Li, Yubin [1 ]
Chen, Runzhe [2 ,3 ]
Yang, Jian [1 ]
Mo, Shaowei [4 ]
Quek, Kelly [2 ,3 ,5 ]
Kok, Chung H. [6 ,7 ]
Cheng, Xiang-Dong [8 ,9 ,10 ]
Tian, Saisai [1 ]
Zhang, Weidong [1 ]
Qin, Jiang-Jiang [4 ,8 ,9 ,10 ]
机构
[1] Naval Med Univ, Sch Pharm, Shanghai, Peoples R China
[2] Univ Texas MD Anderson Canc Ctr, Dept Thorac Head & Neck Med Oncol, Houston, TX 77030 USA
[3] Univ Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
[4] Zhejiang Chinese Med Univ, Affiliated Hosp 1, Hangzhou, Peoples R China
[5] ASEAN, Accenture Appl Intelligence, Singapore, Singapore
[6] South Australian Hlth & Med Res Inst, Precis Med Theme, Adelaide, SA, Australia
[7] Univ Adelaide, Discipline Med, Adelaide Med Sch, Adelaide, SA, Australia
[8] Chinese Acad Sci, Inst Canc & Basic Med, Hangzhou, Peoples R China
[9] Univ Chinese Acad Sci, Canc Hosp, Hangzhou, Peoples R China
[10] Zhejiang Canc Hosp, Hangzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
hepatocellular carcinoma; differentially expression genes; enrichment analysis; survival analysis; prognosis; PROGNOSTIC-FACTOR; GROWTH-FACTOR; TUMORIGENESIS; EXPRESSION; SURVIVAL; KEGG; LIPOPROTEIN(A); GALECTIN-3; PREDICTION; PROTECTION;
D O I
10.3389/fgene.2020.00814
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Hepatocellular carcinoma (HCC) accounts for approximately 85-90% of all liver cancer cases and has poor relapse-free survival. There are many gene expression studies that have been performed to elucidate the genetic landscape and driver pathways leading to HCC. However, existing studies have been limited by the sample size and thus the pathogenesis of HCC is still unclear. In this study, we performed an integrated characterization using four independent datasets including 320 HCC samples and 270 normal liver tissues to identify the candidate genes and pathways in the progression of HCC. A total of 89 consistent differentially expression genes (DEGs) were identified. Gene-set enrichment analysis revealed that these genes were significantly enriched for cellular response to zinc ion in biological process group, collagen trimer in the cellular component group, extracellular matrix (ECM) structural constituent conferring tensile strength in the molecular function group, protein digestion and absorption, mineral absorption and ECM-receptor interaction. Network system biology based on the protein-protein interaction (PPI) network was also performed to identify the most connected and important genes based on our DEGs. The top five hub genes including osteopontin (SPP1), Collagen alpha-2(I) chain (COL1A2), Insulin-like growth factor I (IGF1), lipoprotein A (LPA), and Galectin-3 (LGALS3) were identified. Western blot and immunohistochemistry analysis were employed to verify the differential protein expression of hub genes in HCC patients. More importantly, we identified that these five hub genes were significantly associated with poor disease-free survival and overall survival. In summary, we have identified a potential clinical significance of these genes as prognostic biomarkers for HCC patients who would benefit from experimental approaches to obtain optimal outcome.
引用
收藏
页数:15
相关论文
共 76 条
[1]   Comprehensive and Integrative Genomic Characterization of Hepatocellular Carcinoma [J].
Ally, Adrian ;
Balasundaram, Miruna ;
Carlsen, Rebecca ;
Chuah, Eric ;
Clarke, Amanda ;
Dhalla, Noreen ;
Holt, Robert A. ;
Jones, Steven J. M. ;
Lee, Darlene ;
Ma, Yussanne ;
Marra, Marco A. ;
Mayo, Michael ;
Moore, Richard A. ;
Mungall, Andrew J. ;
Schein, Jacqueline E. ;
Sipahimalani, Payal ;
Tam, Angela ;
Thiessen, Nina ;
Cheung, Dorothy ;
Wong, Tina ;
Brooks, Denise ;
Robertson, A. Gordon ;
Bowlby, Reanne ;
Mungall, Karen ;
Sadeghi, Sara ;
Xi, Liu ;
Covington, Kyle ;
Shinbrot, Eve ;
Wheeler, David A. ;
Gibbs, Richard A. ;
Donehower, Lawrence A. ;
Wang, Linghua ;
Bowen, Jay ;
Gastier-Foster, Julie M. ;
Gerken, Mark ;
Helsel, Carmen ;
Leraas, Kristen M. ;
Lichtenberg, Tara M. ;
Ramirez, Nilsa C. ;
Wise, Lisa ;
Zmuda, Erik ;
Gabriel, Stacey B. ;
Meyerson, Matthew ;
Cibulskis, Carrie ;
Murray, Bradley A. ;
Shih, Juliann ;
Beroukhim, Rameen ;
Cherniack, Andrew D. ;
Schumacher, Steven E. ;
Saksena, Gordon .
CELL, 2017, 169 (07) :1327-+
[2]   RETRACTED: Silencing of COL1A2, COL6A3, and THBS2 inhibits gastric cancer cell proliferation, migration, and invasion while promoting apoptosis through the PI3k-Akt signaling pathway (Retracted article. See vol. 122, 2021) [J].
Ao, Ran ;
Guan, Lin ;
Wang, Ying ;
Wang, Jia-Ni .
JOURNAL OF CELLULAR BIOCHEMISTRY, 2018, 119 (06) :4420-4434
[3]   Cellular and molecular mechanisms of hepatocellular carcinoma: an update [J].
Aravalli, Rajagopal N. ;
Cressman, Erik N. K. ;
Steer, Clifford J. .
ARCHIVES OF TOXICOLOGY, 2013, 87 (02) :227-247
[4]   An automated method for finding molecular complexes in large protein interaction networks [J].
Bader, GD ;
Hogue, CW .
BMC BIOINFORMATICS, 2003, 4 (1)
[5]   Remodelling the extracellular matrix in development and disease [J].
Bonnans, Caroline ;
Chou, Jonathan ;
Werb, Zena .
NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2014, 15 (12) :786-801
[6]   Metabolic pathways promoting cancer cell survival and growth [J].
Boroughs, Lindsey K. ;
DeBerardinis, Ralph J. .
NATURE CELL BIOLOGY, 2015, 17 (04) :351-359
[7]  
Bray F, 2018, CA-CANCER J CLIN, V68, P394, DOI [10.3322/caac.21492, 10.3322/caac.21609]
[8]   Maintenance of Stemness in Oxaliplatin-Resistant Hepatocellular Carcinoma Is Associated with Increased Autocrine of IGF1 [J].
Bu, Yang ;
Jia, Qing-An ;
Ren, Zheng-Gang ;
Zhang, Ju-Bo ;
Jiang, Xue-Mei ;
Liang, Lei ;
Xue, Tong-Chun ;
Zhang, Quan-Bao ;
Wang, Yan-Hong ;
Zhang, Lan ;
Xie, Xiao-Ying ;
Tang, Zhao-You .
PLOS ONE, 2014, 9 (03)
[9]   UALCAN: A Portal for Facilitating Tumor Subgroup Gene Expression and Survival Analyses [J].
Chandrashekar, Darshan S. ;
Bashel, Bhuwan ;
Balasubramanya, Sai Akshaya Hodigere ;
Creighton, Chad J. ;
Ponce-Rodriguez, Israel ;
Chakravarthi, Balabhadrapatruni V. S. K. ;
Varambally, Sooryanarayana .
NEOPLASIA, 2017, 19 (08) :649-658
[10]   IGF-1R as an anti-cancer target-trials and tribulations [J].
Chen, Helen X. ;
Sharon, Elad .
CHINESE JOURNAL OF CANCER, 2013, 32 (05) :242-252