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基于基因表达综合数据库的非酒精性脂肪性肝炎中枢纽基因及分子机制分析

[Analysis of hub genes and molecular mechanisms in non-alcoholic steatohepatitis based on the gene expression omnibus database].

作者信息

Li L Y, Wu J X

机构信息

Department of Biochemistry and Immunology of Capital Institute of Pediatrics, Beijing Municipal Key Laboratory of Child Development and Nutriomics, Beijing 100020, China.

Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China.

出版信息

Zhonghua Yi Xue Za Zhi. 2021 Nov 2;101(40):3317-3322. doi: 10.3760/cma.j.cn112137-20210416-00913.

Abstract

To explore the hub genes and mechanisms in the pathological process of non-alcoholic steatohepatitis (NASH) by bioinformatics methods. Microarray datasets GSE89632 were downloaded from the Gene Expression Omnibus (GEO) database, which including 20 simple non-alcoholic fatty liver disease patients, 19 NASH patients and 24 healthy control individuals. The differentially expressed genes (DEGs) in patients with simple non-alcoholic fatty liver disease and NASH were compared with healthy control individuals respectively, and the intersection of the two groups of DEGs was taken. GO functional annotation and KEGG pathway enrichment analysis of DEGs were performed with DAVID 6.8 and KOBAS 3.0 separately. Protein-protein interaction network (PPI) was constructed by STRING database, then the mRNA hub genes were selected by Cytoscape software. The Attie Lab Diabetes database was used to verify the relative expression of hub genes mRNA in the liver of 4 groups of C57BL/6 mice (4-week-old normal group, 4-week-old obese group, 10-week-old normal group and 10-week-old obese group, 5 mice in each group). Spearman's correlation analysis was performed to analyze the correlation between hub gens and prognostic clinical parameters. From the GSE89632 dataset, 365 common DEGs (115 up-regulated genes and 250 down-regulated genes) were identified in patients with simple non-alcoholic fatty liver disease and NASH patients compared with control individuals. GO analysis showed that DEGs were mainly enriched in biological processes such as inflammatory response and immune response. KEGG pathway analysis showed that up-regulated genes were mainly enriched in cholesterol metabolism, bile secretion and fat digestion and absorption signal pathways. Down-regulated genes were mainly enriched in interleukin-17 signaling pathway, tumor necrosis factor signaling pathway, advanced glycation end products and their receptors of diabetic complications. Seven key hub genes were identified by PPI analysis, which were FOS, EGR1, FOSB, JUNB, FOSL1, MYC and NR4A1.The mRNA relative expression levels of EGR1 and JUNB in the liver of 10-week-old obese mice were lower than those of normal mice (<0.05).The relative expression levels of NR4A1 in the liver of obese mice at 4-and 10-week-old were lower than those of normal mice at the same age ( values<0.05). Spearman's correlation analysis showed that the expression of EGR1 was negatively correlated with the degree of hepatic steatosis (=-0.785, <0.001).The expression levels of FOSB, MYC and NR4A1 were negatively correlated with the level of alanine aminotransferase (=-0.649, -0.597 and-0.580 respectively, all values<0.001). EGR1, FOSB, MYC, JUNB and NR4A1 might be the hub genes in the pathological process of NASH and the inflammatory and immune response in hepatocytes, IL-17 signaling pathway and TNF signaling pathway might be the key molecular mechanisms in the occurrence and development of NASH.

摘要

通过生物信息学方法探索非酒精性脂肪性肝炎(NASH)病理过程中的枢纽基因和机制。从基因表达综合数据库(GEO)下载微阵列数据集GSE89632,其中包括20例单纯性非酒精性脂肪性肝病患者、19例NASH患者和24例健康对照个体。分别将单纯性非酒精性脂肪性肝病患者和NASH患者中的差异表达基因(DEGs)与健康对照个体进行比较,并取两组DEGs的交集。分别使用DAVID 6.8和KEGG 3.0对DEGs进行GO功能注释和KEGG通路富集分析。通过STRING数据库构建蛋白质-蛋白质相互作用网络(PPI),然后用Cytoscape软件选择mRNA枢纽基因。使用Attie Lab糖尿病数据库验证4组C57BL/6小鼠(4周龄正常组、4周龄肥胖组、10周龄正常组和10周龄肥胖组,每组5只小鼠)肝脏中枢纽基因mRNA的相对表达。进行Spearman相关性分析以分析枢纽基因与预后临床参数之间的相关性。从GSE89632数据集中,在单纯性非酒精性脂肪性肝病患者和NASH患者与对照个体比较中鉴定出365个常见DEGs(115个上调基因和250个下调基因)。GO分析表明,DEGs主要富集于炎症反应和免疫反应等生物学过程。KEGG通路分析表明,上调基因主要富集于胆固醇代谢、胆汁分泌和脂肪消化吸收信号通路。下调基因主要富集于白细胞介素-17信号通路、肿瘤坏死因子信号通路、糖尿病并发症的晚期糖基化终产物及其受体。通过PPI分析鉴定出7个关键枢纽基因,分别为FOS、EGR1、FOSB、JUNB、FOSL1、MYC和NR4A1。10周龄肥胖小鼠肝脏中EGR1和JUNB的mRNA相对表达水平低于正常小鼠(<0.05)。4周龄和10周龄肥胖小鼠肝脏中NR4A1的相对表达水平低于同年龄正常小鼠(P值<0.05)。Spearman相关性分析表明,EGR1的表达与肝脂肪变性程度呈负相关(r=-0.785,P<0.001)。FOSB、MYC和NR4A1的表达水平与丙氨酸氨基转移酶水平呈负相关(分别为r=-0.649、-0.597和-0.580,所有P值<0.001)。EGR1、FOSB、MYC、JUNB和NR4A1可能是NASH病理过程中的枢纽基因,肝细胞中的炎症和免疫反应、白细胞介素-17信号通路和肿瘤坏死因子信号通路可能是NASH发生发展的关键分子机制。

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