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转录组学数据整合与分析以揭示肥厚型心肌病中的标志性基因。

Transcriptomics data integration and analysis to uncover hallmark genes in hypertrophic cardiomyopathy.

作者信息

Chen Peng, Yawar Warda, Farooqui Ayesha Rida, Ali Saqib, Lathiya Nida, Ghous Zeeshan, Sultan Rizwana, Alhomrani Majid, Alghamdi Saleh A, Almalki Abdulraheem Ali, Alghamdi Ahmad A, ALSuhaymi Naif, Razi Ul Islam Hashmi Muhammad, Hameed Yasir

机构信息

Department of Cardiovascular Medicine, Taiyuan Central Hospital Taiyuan 030000, Shanxi, China.

Department of Emergency, PPHI Sindh, Karachi 74800, Pakistan.

出版信息

Am J Transl Res. 2024 Feb 15;16(2):637-653. doi: 10.62347/AXOY3338. eCollection 2024.

Abstract

INTRODUCTION

Hypertrophic cardiomyopathy (HCM) is a heterogeneous disease that mainly affects the myocardium. In the current study, we aim to explore HCM-related hub genes through the analysis of differentially expressed genes (DEGs) between HCM and normal sample groups.

METHODS

The GSE68316 and GSE36961 expression profiles were obtained from the Gene Expression Omnibus (GEO) database for the identification of DEGs, to explore hub genes, and to perform their expression analysis. Clinical HCM and control tissue samples were taken for expression and promoter methylation validation analysis via RNA-sequencing (RNA-seq) and targeted bisulfite sequencing (bisulfite-seq) analyses. Then, other different bioinformatics tools were employed to perform STRING, lncRNA-miRNA-mRNA regulatory networks, gene enrichment, and drug prediction analyses.

RESULTS

In total, the top 20 DEGs, including 10 up-regulated and 10 down-regulated, were obtained from GSE68316. Out of the 20 DEGs, we subsequently identified the 8 most important hub genes including 5 up-regulated genes (EPB42, UQCRH, CA1, PFDN5, and LSM5) and 3 down-regulated genes (RPS24, TNS1, and RPL26). Expression and promoter methylation dysregulation of these genes were further validated on clinical HCM samples paired with controls. Next, we further investigated hub genes' regulatory 6 miRNAs (has-mir-1-3p, has-mir-129-5p, has-mir-16-5p, has-mir-23b-3p, has-mir-27-3p, and has-mir-182-5p) and miRNAs regulatory 4 lncRNAs (NUTMB2-AS1, NEAT1, XIST, and GABPB1-AS1) in this study via the lncRNA-cricRNA-miRNA-mRNA regulatory network. Later on, gene enrichment analysis revealed that hub genes were enriched in various important pathways including Nitrogen metabolism, Ribosome, RNA degradation, Cardiac muscle contraction, and Coronavirus disease, etc. Finally, the drug prediction analysis highlighted different potential candidate drugs for altering the expression of hub genes in the treatment of HCM.

CONCLUSION

In summary, the identification of key hub genes and their enrichment analysis in the current study may shed light on the mechanisms behind the occurrence and development of HCM.

摘要

引言

肥厚型心肌病(HCM)是一种主要影响心肌的异质性疾病。在本研究中,我们旨在通过分析HCM与正常样本组之间的差异表达基因(DEG)来探索与HCM相关的枢纽基因。

方法

从基因表达综合数据库(GEO)中获取GSE68316和GSE36961表达谱,以鉴定DEG、探索枢纽基因并进行其表达分析。采集临床HCM和对照组织样本,通过RNA测序(RNA-seq)和靶向亚硫酸氢盐测序(亚硫酸氢盐测序)分析进行表达和启动子甲基化验证分析。然后,使用其他不同的生物信息学工具进行STRING、lncRNA-miRNA-mRNA调控网络、基因富集和药物预测分析。

结果

总共从GSE68316中获得了前20个DEG,包括10个上调基因和10个下调基因。在这20个DEG中,我们随后鉴定出8个最重要的枢纽基因,包括5个上调基因(EPB42、UQCRH、CA1、PFDN5和LSM5)和3个下调基因(RPS24、TNS1和RPL26)。这些基因在与对照配对的临床HCM样本上进一步验证了表达和启动子甲基化失调。接下来,我们通过lncRNA-circRNA-miRNA-mRNA调控网络进一步研究了本研究中的枢纽基因调控的6种miRNA(has-mir-1-3p、has-mir-129-5p、has-mir-16-5p、has-mir-23b-3p、has-mir-27-3p和has-mir-182-5p)以及miRNA调控的4种lncRNA(NUTMB2-AS1、NEAT1、XIST和GABPB1-AS1)。随后,基因富集分析表明枢纽基因富集于各种重要途径,包括氮代谢、核糖体、RNA降解、心肌收缩和冠状病毒病等。最后,药物预测分析突出了用于改变枢纽基因表达以治疗HCM的不同潜在候选药物。

结论

总之,本研究中关键枢纽基因的鉴定及其富集分析可能有助于揭示HCM发生和发展背后的机制。

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