Shi Ke-Qing, Lin Zhuo, Chen Xiang-Jian, Song Mei, Wang Yu-Qun, Cai Yi-Jing, Yang Nai-Bing, Zheng Ming-Hua, Dong Jin-Zhong, Zhang Lei, Chen Yong-Ping
Department of Infection and Liver Diseases, Liver Research Center, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, Zhejiang Province, China.
Department of General Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, Zhejiang Province, China.
Oncotarget. 2015 Sep 22;6(28):25093-108. doi: 10.18632/oncotarget.4437.
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.
由于技术平台不同和样本量较小,目前的研究中微小RNA(miRNA)表达谱差异很大。我们对已发表的数据集进行了系统和综合分析,这些数据集比较了肝细胞癌(HCC)组织与配对的相邻非癌肝组织之间的miRNA表达谱,以确定与HCC相关的候选miRNA。此外,我们使用qRT-PCR和肿瘤癌症基因组图谱(TCGA)数据集在临床环境中进一步验证了已确认的miRNA。使用稳健秩聚合方法从26个已发表的HCC数据集中鉴定出一个由5个上调和8个下调miRNA组成的miRNA综合特征。qRT-PCR表明,HCC组织中miR-93-5p、miR-224-5p、miR-221-3p和miR-21-5p增加,而miR-214-3p、miR-199a-3p、miR-195-5p、miR-150-5p和miR-145-5p的表达降低,这在TCGA数据集上也得到了验证。使用LASSO回归模型的基于miRNA的评分在识别HCC组织方面具有很高的准确性(AUC = 0.982):HCC风险评分 = 0.180E_miR-221 + 0.0262E_miR-21 - 0.007E_miR-223 - 0.185E_miR-130a。E_miR-n = Log 2(微小RNA n的表达)。此外,5种miRNA(miR-222、miR-221、miR-21、miR-214和miR-130a)的表达与病理肿瘤分级相关。Cox回归分析表明,miR-21与3年生存率(风险比[HR]:1.509,95%CI:1.079 - 2.112,P = 0.016)和5年生存率(HR:1.416,95%CI:1.057 - 1.897,P = 0.020)相关。然而,没有一个失调的miRNA与微观血管侵犯相关。本研究为miRNA在HCC中的进一步临床应用提供了依据。