[关键词]
[摘要]
目的:筛选与肝细胞癌(hepatocellular carcinoma,HCC)预后相关的增强子RNA(enhancer RNA,eRNA)及其对应的 靶基因,并探究其调控作用及功能。方法:通过UCSC数据库下载HCC的转录本数据和临床病例数据,提取eRNA及其预测的 相应靶基因表达矩阵,用Kaplan-Meier和Spearman相关性分析方法筛选HCC预后相关的eRNA和靶基因,并采用最小化绝对收 缩和选择算子回归分析及多因素 Cox 多元回归分析构建 HCC 预后风险评分模型。设计合成针对筛选所获关键 eRNA AP003469.2的小干扰RNA并转染肝癌 SMMC-7721 细胞,采用 RT-PCR方法验证敲减效率,qPCR 法检测 AP003469.2 靶基因 YWHAZ的表达水平,CCK-8法检测转染后SMMC-7721细胞的增殖情况。结果:筛选获得4个与预后相关基因,包括两个eRNA (AP003469.2 和 SPRY4-AS1)和 两 个 靶 基 因(PPARGC1A 和 SLC2A1)(P<0.05),其中 PPARGC1A 高表达提示预后较好, AP003469.2、SPRY4-AS1和SLC2A1基因高表达则提示预后较差。基于4个基因构建的预后风险评分模型,第1、3和5年的AUC 分别为0.730、0.699和0.679,提示模型具备良好的预测效能。在敲减AP003469.2后,SMMC-7721细胞中YWHAZ的表达无明显 改变,且对细胞的增殖无影响。结论:基于生物信息学分析共筛选出4个关键基因,其中eRNA AP003469.2是HCC预后预测效 能较高的标志物,其无促癌功能且对YWHAZ基因无调控作用。
[Key word]
[Abstract]
Objective: To screen the enhancer RNAs (eRNAs) and their corresponding target genes related to the prognosis hepatocellular carcinoma (HCC), and to explore their regulatory effect and function. Methods: The transcript data and clinical data of HCC were downloaded from UCSC database to extract the expression matrix of eRNAs and their predicted corresponding target genes. Kaplan-Meier and Spearman correlation analysis were used to screen HCC prognosis-related eRNAs and the target genes, and the least absolute shrinkage and selection operator (LASSO) regression analysis and multivariate Cox multiple regression analysis were utilized to construct a HCC prognostic risk scoring system. A short interfering RNA (siRNA) targeting eRNA AP003469.2 was designed and synthesized to transfect liver cancer SMMC-7721 cells. Then, RT-PCR was used to verify the knockdown efficiency, qPCR was used to detect the expression of the target gene YWHAZ, and CCK-8 was adopted to examine the proliferation of SMMC-7721 cells after transfection. Results: Four prognosis-related genes were screened, including two eRNAs (AP003469.2 and SPRY4-AS1) and two target genes (PPARGC1A and SLC2A1) (P<0.05). Among them, the high expression of PPARGC1A indicated a better prognosis, while the high expression of AP003469.2, SPRY4-AS1 and SLC2A1 genes indicated a poor prognosis. The prognostic risk scoring system constructed based on the 4 genes exhibited AUC of 0.730, 0.699 and 0.679 at the 1st, 3rd and the 5th year respectively, indicating good predictive performance of the system. After AP003469.2 knockdown in SMMC-7721 cells, the expression of its predicted target gene YWHAZ did not change significantly, and it had no significant effect on the proliferation of SMMC-7721 cells. Conclusion: Among the 4 key genes were screened out based on bioinformatics analysis, eRNA AP003469.2 is a biomarker with high prognostic performance for HCC; however, it has no cancer-promoting function or regulatory effect on YWHAZ.
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[基金项目]
天津市自然科学基金资助项目(No. 20JCYBJC01310);天津市重大疾病防治科技重大专项(No. 19ZXDBSY00010)