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基于GTEx数据库的心脏电生理学性别依赖性转录及其与乙酰化修饰因子的联系。

Sex-dependent transcription of cardiac electrophysiology and links to acetylation modifiers based on the GTEx database.

作者信息

Pressler Michael P, Horvath Anelia, Entcheva Emilia

机构信息

Department of Biomedical Engineering, George Washington University, Washington, DC, United States.

Department of Biochemistry and Molecular Medicine, McCormick Genomics and Proteomics Center, School of Medicine and Health Sciences, The George Washington University, Washington, DC, United States.

出版信息

Front Cardiovasc Med. 2022 Jul 22;9:941890. doi: 10.3389/fcvm.2022.941890. eCollection 2022.

Abstract

Development of safer drugs based on epigenetic modifiers, e.g., histone deacetylase inhibitors (HDACi), requires better understanding of their effects on cardiac electrophysiology. Using RNAseq data from the genotype-tissue-expression database (GTEx), we created models that link the abundance of acetylation enzymes (HDAC/SIRT/HATs), and the gene expression of ion channels (IC) select cardiac transcription factors (TFs) in male and female adult human hearts (left ventricle, LV). Gene expression data (transcripts per million, TPM) from GTEx donors (21-70 y.o.) were filtered, normalized and transformed to Euclidian space to allow quantitative comparisons in 84 female and 158 male LVs. Sex-specific partial least-square (PLS) regression models, linking gene expression data for HDAC/SIRT/HATs to TFs and to ICs gene expression, revealed tight co-regulation of cardiac ion channels by HDAC/SIRT/HATs, with stronger clustering in the male LV. Co-regulation of genes encoding excitatory and inhibitory processes in cardiac tissue by the acetylation modifiers may help explain their predominantly net-neutral effects on cardiac electrophysiology. , encoding for the Na/K pump, represented an outlier-with orthogonal regulation by the acetylation modifiers to most of the ICs. The HDAC/SIRT/HAT effects were mediated by strong (+) TF regulators of ICs, e.g., and , in both sexes. Furthermore, for male hearts, PLS models revealed a stronger (+/-) mediatory role on ICs for and , respectively, while exhibited larger (-) TF effects on ICs in females. Male-trained PLS models of HDAC/SIRT/HAT effects on ICs underestimated the effects on some ICs in females. Insights from the GTEx dataset about the co-expression and transcriptional co-regulation of acetylation-modifying enzymes, transcription factors and key cardiac ion channels in a sex-specific manner can help inform safer drug design.

摘要

基于表观遗传修饰剂(如组蛋白去乙酰化酶抑制剂,HDACi)开发更安全的药物,需要更好地了解它们对心脏电生理学的影响。利用来自基因型-组织表达数据库(GTEx)的RNAseq数据,我们创建了模型,该模型将乙酰化酶(HDAC/SIRT/HATs)的丰度与离子通道(IC)的基因表达以及成年男女心脏(左心室,LV)中选定的心脏转录因子(TFs)联系起来。对GTEx供体(21至70岁)的基因表达数据(每百万转录本,TPM)进行过滤、归一化并转换到欧几里得空间,以便在84个女性和158个男性左心室中进行定量比较。将HDAC/SIRT/HATs的基因表达数据与TFs以及ICs基因表达联系起来的性别特异性偏最小二乘(PLS)回归模型显示,HDAC/SIRT/HATs对心脏离子通道有紧密的共调节作用,在男性左心室中聚类更强。乙酰化修饰剂对心脏组织中编码兴奋和抑制过程的基因的共调节作用,可能有助于解释它们对心脏电生理学主要呈净中性的影响。编码钠钾泵的基因是一个异常值,其受乙酰化修饰剂的调节与大多数ICs呈正交关系。HDAC/SIRT/HATs的作用由ICs的强(+)TF调节因子介导,如两性中的 和 。此外,对于男性心脏,PLS模型分别显示 和 对ICs有更强的(+/-)介导作用,而 在女性中对ICs表现出更大的(-)TF作用。HDAC/SIRT/HATs对ICs影响的男性训练PLS模型低估了对女性某些ICs的影响。GTEx数据集以性别特异性方式提供的关于乙酰化修饰酶、转录因子和关键心脏离子通道的共表达和转录共调节的见解,有助于指导更安全的药物设计。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aff9/9354462/c5140f7e5761/fcvm-09-941890-g001.jpg

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