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非酒精性脂肪性肝病中与胆固醇代谢相关的新靶点的鉴定:一项使用孟德尔随机化结合转录组分析的综合研究

Identification of novel targets associated with cholesterol metabolism in nonalcoholic fatty liver disease: a comprehensive study using Mendelian randomization combined with transcriptome analysis.

作者信息

Chen Juan, Rao Huajing, Zheng Xiaoling

机构信息

Department of Gastroenterology, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, Fuzhou University Affiliated Provincial Hospital, Fuzhou, Fujian, China.

Emergency Internal Medicine, Affiliated Fuzhou First Hospital of Fujian Medical University, Fuzhou, Fujian, China.

出版信息

Front Genet. 2024 Sep 18;15:1464865. doi: 10.3389/fgene.2024.1464865. eCollection 2024.

Abstract

BACKGROUND

There is limited research on cholesterol metabolism-related genes (CM-RGs) in non-alcoholic fatty liver disease (NAFLD), despite hypercholesterolemia being a recognized risk factor. The role of CM-RGs in NAFLD remains unclear.

METHODS

The differentially expressed genes (DEGs) between NAFLD and control were acquired by differential expression analysis. The differentially expressed genes associated with cholesterol metabolism (DE-CM-RGs) were identified and functional enrichment analyses were performed. Protein-protein interaction network analysis and a two-sample Mendelian randomization study were utilized for identifying hub genes. Nomogram model, competing endogenous RNA and messenger RNA-drug networks were established. In addition, immunoinfiltration analysis was performed.

RESULTS

We identified four hub genes (MVK, HMGCS1, TM7SF2, and FDPS) linked to NAFLD risk. MVK and TM7SF2 were protective factors, HMGCS1 and FDPS were risk factors for NAFLD. The area under the curve values of nomograms in GSE135251 and GSE126848 were 0.79 and 0.848, respectively. The gene set enrichment analysis indicated that hub genes participated in calcium signaling pathways and biosynthesis of unsaturated fatty acids. NAFLD patients showed increased CD56 NK cells and Th17. Tretinoin, alendronate, zoledronic acid, and quercetin are potential target agents in NAFLD.

CONCLUSION

Our study has linked cholesterol metabolism genes (MVK, HMGCS1, TM7SF2, and FDPS) to NAFLD, providing a promising diagnostic framework, identifying treatment targets, and offering novel perspectives into its mechanisms.

摘要

背景

尽管高胆固醇血症是公认的非酒精性脂肪性肝病(NAFLD)的危险因素,但关于NAFLD中胆固醇代谢相关基因(CM-RGs)的研究有限。CM-RGs在NAFLD中的作用仍不清楚。

方法

通过差异表达分析获得NAFLD组和对照组之间的差异表达基因(DEGs)。鉴定与胆固醇代谢相关的差异表达基因(DE-CM-RGs)并进行功能富集分析。利用蛋白质-蛋白质相互作用网络分析和两样本孟德尔随机化研究来确定枢纽基因。建立列线图模型、竞争性内源性RNA和信使RNA-药物网络。此外,进行免疫浸润分析。

结果

我们确定了四个与NAFLD风险相关的枢纽基因(MVK、HMGCS1、TM7SF2和FDPS)。MVK和TM7SF2是保护因素,HMGCS1和FDPS是NAFLD的危险因素。GSE135251和GSE126848中列线图的曲线下面积值分别为0.79和0.848。基因集富集分析表明,枢纽基因参与钙信号通路和不饱和脂肪酸的生物合成。NAFLD患者的CD56自然杀伤细胞和辅助性T细胞17增加。维甲酸、阿仑膦酸钠、唑来膦酸和槲皮素是NAFLD的潜在靶向药物。

结论

我们的研究将胆固醇代谢基因(MVK、HMGCS1、TM7SF2和FDPS)与NAFLD联系起来,提供了一个有前景的诊断框架,确定了治疗靶点,并为其机制提供了新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/12af/11445148/dfe28d95e31d/fgene-15-1464865-g001.jpg

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