Multiscale Characterization of Heart Failure

F. S. Costabal, Susy C. Choy, K. Sack, J. Guccione, G. Kassab, E. Kuhl
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Abstract

Dilated cardiomyopathy is a progressive irreversible disease associated with contractile dysfunction and heart failure. During dilated cardiomyopathy, elevated diastolic wall strains trigger mechanotransduction pathways that initiate the addition of sarcomeres in series and an overall increase in myocyte length. At the whole organ level, this results in a chronic dilation of the ventricles, an increase in end diastolic and end systolic volumes, and a decrease in ejection fraction. However, how exactly changes in sarcomere number translate into changes in myocyte morphology, and how these cellular changes translate into ventricular dilation remains incompletely understood. Here we combined a chronic animal study, continuum growth modeling, and machine learning to quantify correlations between sarcomere dynamics, myocyte morphology, and ventricular dilation. In an eight-week long volume overload study of n=6 pigs, we found that the average sarcomere number increased by 3.8%/week, from 47 to 62, resulting in a myocyte lengthening of 3.3%/week, from 85 to 108um, while the sarcomere length and myocyte width remained unchanged. At the same time, the average end diastolic volume increased by 6.0%/week. Using continuum growth modeling and Bayesian inference, we correlated alterations on the subcellular, cellular, and organ scales and found that the serial sarcomere number explained 88% of myocyte lengthening, which, in turn, explained 54% of cardiac dilation. Our results demonstrate that sarcomere number and myocyte length are closely correlated and constitute the major determinants of dilated heart failure. We anticipate our study to be a starting point for more sophisticated multiscale models of heart failure. Our study suggests that altering sarcomere turnover -- and with it myocyte morphology and ventricular dimensions -- could be a potential therapeutic target to attenuate or reverse the progression of heart failure.
心力衰竭的多尺度表征
扩张型心肌病是一种与收缩功能障碍和心力衰竭相关的进行性不可逆疾病。在扩张型心肌病期间,舒张壁张力升高触发机械转导通路,启动一系列肌节的增加和肌细胞长度的总体增加。在整个器官水平,这导致心室慢性扩张,舒张末期和收缩末期容积增加,射血分数降低。然而,肌节数量的变化究竟如何转化为肌细胞形态的变化,以及这些细胞变化如何转化为心室扩张,目前仍不完全清楚。在这里,我们结合了慢性动物研究、连续生长模型和机器学习来量化肌节动力学、肌细胞形态和心室扩张之间的相关性。在对n=6头猪进行的为期8周的体积过载研究中,我们发现平均肌节数量增加了3.8%/周,从47到62,导致肌细胞延长3.3%/周,从85到108um,而肌节长度和肌细胞宽度保持不变。同时,舒张末期平均容积增加6.0%/周。使用连续生长模型和贝叶斯推断,我们将亚细胞、细胞和器官尺度上的改变联系起来,发现连续的肌节数量解释了88%的肌细胞延长,而肌细胞延长又解释了54%的心脏扩张。我们的研究结果表明,肌节数量和肌细胞长度密切相关,构成扩张型心力衰竭的主要决定因素。我们期望我们的研究成为更复杂的心力衰竭多尺度模型的起点。我们的研究表明,改变肌节的周转——以及心肌细胞形态和心室尺寸——可能是一个潜在的治疗靶点,以减轻或逆转心力衰竭的进展。
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