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Comprehensive multi-factor analysis and exploration for the pathogenesis of non-ischemic cardiomyopathy and ischemic cardiomyopathy

机译:综合多因素分析与非缺血性心肌病和缺血性心肌病发病机制的探索

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Cardiomyopathy is a group of heterogeneous diseases that negatively affect cardiac function. Twenty-five years ago, clinical researchers began to realize that cardiomyopathy is an important and fairly common heart disease. Although many aspects of the pathogenesis of cardiomyopathy have been explored by biologists, the molecular mechanisms remain elusive. This study modularized the pathogenesis of non-ischemic cardiomyopathy and ischemic cardiomyopathy and finally explored their common core pathogenic driver genes. First, based on the normal expression profile data of patients with non-ischemic cardiomyopathy and ischemic cardiomyopathy, differential expression analysis was used to screen differentially expressed genes. Secondly, the co-expression analysis of differentially expressed genes was performed to obtain a co-expression module of genes. Thirdly, the enrichment analysis of GO functions and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway was conducted on the module genes. Finally, based on hypergeometric tests, non-coding RNA (ncRNA) and transcription factors with significant regulatory effects were predicted. In summary, we obtained 8 co-expression modules, of which HN1, PRDX3 genes had significant differences in expression in patients with cardiomyopathy, and had a positive regulatory role in the dysfunction module, so they were recognized as non-ischemic and key genes for non-ischemic diseases and ischemic cardiomyopathy. The enrichment results showed that the module genes were significant in the biological processes of neutrophil activation involved in immunoreaction, neutrophil-mediated immunity, neutrophil activation, and neutrophil degranulation, and significantly regulate the signal pathways such as vibrio cholerae infection. Finally, significant regulatory dysfunction modules of pivot ncRNAs (including MALAT1, miR-133a-3p, and miR-133b) and pivot TFs (including NFKB1, PML, and RELA, etc.) were identified. In summary, our work decodes a co-expression network involving the regulation of key genes in non-ischemic and ischemic cardiomyopathy. It helps to discover core dysfunction modules and potential regulatory factors, drive disease genes, and improve our understanding of its pathogenesis.
机译:心肌病是一组对心脏功能有负面影响的异质性疾病。25年前,临床研究人员开始意识到心肌病是一种重要且相当常见的心脏病。虽然生物学家已经对心肌病发病机制的许多方面进行了探索,但其分子机制仍然难以捉摸。本研究将非缺血性心肌病和缺血性心肌病的发病机制模块化,并最终探索其共同的核心致病驱动基因。首先,基于非缺血性心肌病和缺血性心肌病患者的正常表达谱数据,采用差异表达分析筛选差异表达基因。其次,对差异表达基因进行共表达分析,以获得基因的共表达模块。第三,对模块基因进行了GO功能和京都基因与基因组百科全书(KEGG)途径的富集分析。最后,基于超几何测试,预测了具有显著调节作用的非编码RNA(ncRNA)和转录因子。综上所述,我们获得了8个共表达模块,其中HN1、PRDX3基因在心肌病患者中的表达存在显著差异,并且在功能障碍模块中具有积极的调节作用,因此它们被认为是非缺血性疾病和缺血性心肌病的非缺血性和关键基因。富集结果表明,模块基因在参与免疫反应、中性粒细胞介导的免疫、中性粒细胞活化和中性粒细胞脱颗粒的中性粒细胞活化生物学过程中具有重要意义,并显著调节霍乱弧菌感染等信号通路。最后,确定了pivot ncRNAs(包括MALAT1、miR-133a-3p和miR-133b)和pivot TFs(包括NFKB1、PML和RELA等)的显著调节功能障碍模块。总之,我们的工作解码了一个共表达网络,涉及非缺血性和缺血性心肌病关键基因的调控。它有助于发现核心功能障碍模块和潜在的调节因素,驱动疾病基因,并提高我们对其发病机制的理解。

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