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mRNA Expression Levels in Failing Human Hearts Predict Cellular Electrophysiological Remodeling: A Population-Based Simulation Study

机译:人类心脏衰竭中的mRNA表达水平预测细胞电生理重塑:基于人群的模拟研究

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摘要

Differences in mRNA expression levels have been observed in failing versus non-failing human hearts for several membrane channel proteins and accessory subunits. These differences may play a causal role in electrophysiological changes observed in human heart failure and atrial fibrillation, such as action potential (AP) prolongation, increased AP triangulation, decreased intracellular calcium transient (CaT) magnitude and decreased CaT triangulation. Our goal is to investigate whether the information contained in mRNA measurements can be used to predict cardiac electrophysiological remodeling in heart failure using computational modeling. Using mRNA data recently obtained from failing and non-failing human hearts, we construct failing and non-failing cell populations incorporating natural variability and up/down regulation of channel conductivities. Six biomarkers are calculated for each cell in each population, at cycle lengths between 1500 ms and 300 ms. Regression analysis is performed to determine which ion channels drive biomarker variability in failing versus non-failing cardiomyocytes. Our models suggest that reported mRNA expression changes are consistent with AP prolongation, increased AP triangulation, increased CaT duration, decreased CaT triangulation and amplitude, and increased delay between AP and CaT upstrokes in the failing population. Regression analysis reveals that changes in AP biomarkers are driven primarily by reduction in I, and changes in CaT biomarkers are driven predominantly by reduction in I and SERCA. In particular, the role of I is pacing rate dependent. Additionally, alternans developed at fast pacing rates for both failing and non-failing cardiomyocytes, but the underlying mechanisms are different in control and heart failure.
机译:对于几种膜通道蛋白和辅助亚基,在衰竭和未衰竭的人心脏中已观察到mRNA表达水平的差异。这些差异可能会在人类心力衰竭和心房颤动中观察到的电生理变化中起因果作用,例如动作电位(AP)延长,AP三角化增加,细胞内钙瞬变(CaT)幅度降低和CaT三角化降低。我们的目标是调查使用计算模型是否可以将mRNA测量中包含的信息用于预测心力衰竭中的心脏电生理重塑。使用最近从发生故障和未发生故障的人类心脏中获得的mRNA数据,我们构建了具有自然可变性和通道电导率上/下调节功能的故障和未发生故障的细胞群体。为每个种群中的每个细胞计算六个生物标志物,周期长度为1500 ms至300 ms。进行回归分析以确定在失败的心肌细胞与未失败的心肌细胞中哪些离子通道驱动生物标志物变异性。我们的模型表明,报道的mRNA表达变化与AP延长,AP三角剖分增加,CaT持续时间增加,CaT三角剖分和幅度降低以及衰竭人群中AP和CaT上冲程之间的延迟增加一致。回归分析表明,AP生物标志物的变化主要是由I的降低驱动的,而CaT生物标志物的变化主要是由I和SERCA的降低驱动的。特别地,I的作用取决于起搏速率。另外,对于失败的和未失败的心肌细胞,交替素都以快速的起搏速度发展,但是其基本机制在控制和心力衰竭上是不同的。

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