Hepatocellular carcinoma associated microRNA expression signature: integrated bioinformatics analysis, experimental validation and clinical significance

被引:92
作者
Shi, Ke-Qing [1 ]
Lin, Zhuo [1 ]
Chen, Xiang-Jian [2 ]
Song, Mei [1 ]
Wang, Yu-Qun [1 ]
Cai, Yi-Jing [1 ]
Yang, Nai-Bing [1 ]
Zheng, Ming-Hua [1 ]
Dong, Jin-Zhong [1 ]
Zhang, Lei [1 ]
Chen, Yong-Ping [1 ]
机构
[1] Wenzhou Med Univ, Affiliated Hosp 1, Liver Res Ctr, Dept Infect & Liver Dis, Wenzhou 325000, Zhejiang, Peoples R China
[2] Wenzhou Med Univ, Affiliated Hosp 1, Dept Gen Surg, Wenzhou 325000, Zhejiang, Peoples R China
关键词
hepatocellular carcinoma; microRNA; biomarker; signature; robust rank aggregation; ROBUST RANK AGGREGATION; NON-TUMOROUS TISSUES; UP-REGULATION; MICROARRAY ANALYSIS; COLORECTAL-CANCER; DOWN-REGULATION; IN-VITRO; HEPATITIS; IDENTIFICATION; METAANALYSIS;
D O I
10.18632/oncotarget.4437
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
microRNA (miRNA) expression profiles varied greatly among current studies due to different technological platforms and small sample size. Systematic and integrative analysis of published datesets that compared the miRNA expression profiles between hepatocellular carcinoma (HCC) tissue and paired adjacent noncancerous liver tissue was performed to determine candidate HCC associated miRNAs. Moreover, we further validated the confirmed miRNAs in a clinical setting using qRT-PCR and Tumor Cancer Genome Atlas (TCGA) dataset. A miRNA integrated-signature of 5 upregulated and 8 downregulated miRNAs was identified from 26 published datesets in HCC using robust rank aggregation method. qRT-PCR demonstrated that miR-93-5p, miR-224-5p, miR-221-3p and miR-21-5p was increased, whereas the expression of miR-214-3p, miR-199a-3p, miR-195-5p, miR-150-5p and miR-145-5p was decreased in the HCC tissues, which was also validated on TCGA dataset. A miRNA based score using LASSO regression model provided a high accuracy for identifying HCC tissue (AUC = 0.982): HCC risk score = 0.180E_miR-221 + 0.0262E_miR-21 -0.007E_miR-223 - 0.185E_miR-130a. E_miR-n = Log 2 (expression of microRNA n). Furthermore, expression of 5 miRNAs (miR-222, miR-221, miR-21 miR-214 and miR-130a) correlated with pathological tumor grade. Cox regression analysis showed that miR-21 was related with 3-year survival (hazard ratio [HR]: 1.509, 95% CI: 1.079-2.112, P = 0.016) and 5-year survival (HR: 1.416, 95% CI: 1.057-1.897, P = 0.020). However, none of the deregulated miRNAs was related with microscopic vascular invasion. This study provides a basis for further clinical application of miRNAs in HCC.
引用
收藏
页码:25093 / 25108
页数:16
相关论文
共 53 条
  • [11] MiR-93 enhances angiogenesis and metastasis by targeting LATS2
    Fang, Ling
    Du, William W.
    Yang, Weining
    Rutnam, Zina Jeyapalan
    Peng, Chun
    Li, Haoran
    O'Malley, Yunxia Q.
    Askeland, Ryan W.
    Sugg, Sonia
    Liu, Mingyao
    Mehta, Tanvi
    Deng, Zhaoqun
    Yang, Burton B.
    [J]. CELL CYCLE, 2012, 11 (23) : 4352 - 4365
  • [12] miR-150 functions as a tumour suppressor in human colorectal cancer by targeting c-Myb
    Feng, Junlan
    Yang, Yongzhi
    Zhang, Peng
    Wang, Feng
    Ma, Yanlei
    Qin, Huanlong
    Wang, Yu
    [J]. JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2014, 18 (10) : 2125 - 2134
  • [13] Cyclin g1 is a target of miR-122a, a MicroRNA frequently down-regulated in human hepatocellular carcinoma
    Gramantieri, Laura
    Ferracin, Manuela
    Fornari, Francesca
    Veronese, Airtgelo
    Sabbioni, Silvia
    Liu, Chang-Gong
    Calin, George A.
    Giovannini, Catia
    Ferrazzi, Eros
    Grazi, Gian Luca
    Croce, Carlo M.
    Bolondi, Luigi
    Negrini, Massimo
    [J]. CANCER RESEARCH, 2007, 67 (13) : 6092 - 6099
  • [14] Meta-analysis and meta-review of thyroid cancer gene expression profiling studies identifies important diagnostic biomarkers
    Griffith, Obi L.
    Melck, Adrienne
    Jones, Steven J. M.
    Wiseman, Sam M.
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2006, 24 (31) : 5043 - 5051
  • [15] Bead-based microarray analysis of microRNA expression in hepatocellular carcinoma: miR-338 is downregulated
    Huang, Xiao-Hui
    Wang, Qian
    Chen, Jing-Song
    Fu, Xin-Hui
    Chen, Xi-Lin
    Chen, Lian-Zhou
    Li, Wen
    Bi, Jiong
    Zhang, Long-Juan
    Fu, Qian
    Zeng, Wen-Tao
    Cao, Liang-Qi
    Tan, Hao-Xiang
    Su, Qiao
    [J]. HEPATOLOGY RESEARCH, 2009, 39 (08) : 786 - 794
  • [16] Identification of a two-layer regulatory network of proliferation-related microRNAs in hepatoma cells
    Huang, Yi
    Chen, Hua-Chien
    Chiang, Chao-Wei
    Yeh, Chau-Ting
    Chen, Shu-Jen
    Chou, Chen-Kung
    [J]. NUCLEIC ACIDS RESEARCH, 2012, 40 (20) : 10478 - 10493
  • [17] Hepatology - Microarray analysis of microRNA expression in hepatocellular carcinoma and non-tumorous tissues without viral hepatitis
    Huang, Yuan-Shuai
    Dai, Yong
    Yu, Xiao-Fang
    Bao, Shi-Yun
    Yin, Yi-Bing
    Tang, Min
    Hu, Cheng-Xiao
    [J]. JOURNAL OF GASTROENTEROLOGY AND HEPATOLOGY, 2008, 23 (01) : 87 - 94
  • [18] Association of MicroRNA expression in hepatocellular carcinomas with hepatitis infection, cirrhosis, and patient survival
    Jiang, Jinmai
    Gusev, Yuriy
    Aderca, Ileana
    Mettler, Teresa A.
    Nagorney, David M.
    Brackett, Daniel J.
    Roberts, Lewis R.
    Schmittgen, Thomas D.
    [J]. CLINICAL CANCER RESEARCH, 2008, 14 (02) : 419 - 427
  • [19] miR-22 Promotes HBV-Related Hepatocellular Carcinoma Development in Males
    Jiang, Runqiu
    Deng, Lei
    Zhao, Liang
    Li, Xiangcheng
    Zhang, Feng
    Xia, Yongxiang
    Gao, Yun
    Wang, Xuehao
    Sun, Beicheng
    [J]. CLINICAL CANCER RESEARCH, 2011, 17 (17) : 5593 - 5603
  • [20] Screening for Hepatocellular Carcinoma in Chronic Liver Disease A Systematic Review
    Kansagara, Devan
    Papak, Joel
    Pasha, Amirala S.
    O'Neil, Maya
    Freeman, Michele
    Relevo, Rose
    Quinones, Ana
    Motu'apuaka, Makalapua
    Jou, Janice H.
    [J]. ANNALS OF INTERNAL MEDICINE, 2014, 161 (04) : 261 - +