Contributions of mechanical loading and hormonal changes to eccentric hypertrophy during volume overload: a Bayesian analysis using logic-based network models.

Johane H. Bracamonte, Lionel Watkins, Betty Pat, Louis J. Dell'Italia, Jeffrey J. Saucerman, Jeffrey W. Holmes
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Abstract

Primary mitral regurgitation (MR) is a pathology that alters mechanical loading on the left ventricle and induces a distinctive ventricular remodeling response known as eccentric hypertrophy. Drug therapies may alleviate symptoms, but only mitral valve repair can provide significant recovery of cardiac function and dimensions. However, 20% of patients still develop systolic dysfunction post-operatively despite being treated according to the current guidelines. Thus, better understanding of the hypertrophic process in the setting of ventricular volume overload (VO) is needed to improve and better personalize the management of MR. To address this knowledge gap, we employ a Bayesian approach to combine data from 70 studies on experimental volume overload in dogs and rats and use it to calibrate a logic-based network model of hypertrophic signaling in myocytes. The calibrated model suggests that growth in experimental VO is mostly driven by the neurohormonal response, with an initial increase in myocardial tissue stretch being compensated by subsequent remodeling fairly early in the time course of VO. This observation contrasts with a common perception that volume-overload hypertrophy is driven primarily by increased myocyte strain. The model suggests that Endothelin1 receptor activity plays a central role in driving hypertrophic responses and the activation of the fetal gene program. The model reproduces a number of responses to drug therapy not used in its calibration, and predicts that a combination of endothelin receptor antagonist and angiotensin receptor blockers would have the greatest potential to dampen cardiomyocyte hypertrophy and dysfunction in VO.
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机械负荷和荷尔蒙变化对体积超负荷时偏心肥大的贡献:利用基于逻辑的网络模型进行的贝叶斯分析。
原发性二尖瓣反流(MR)是一种改变左心室机械负荷并诱发独特的心室重塑反应(称为偏心肥厚)的病理现象。药物疗法可减轻症状,但只有二尖瓣修复术才能显著恢复心脏功能和尺寸。然而,尽管按照现行指南进行了治疗,仍有 20% 的患者在术后出现收缩功能障碍。因此,需要更好地了解心室容量超负荷(VO)情况下的肥厚过程,以改进并更好地个性化 MR 的治疗。为了填补这一知识空白,我们采用贝叶斯方法将狗和大鼠实验性容量超载的 70 项研究数据结合起来,用于校准肌细胞肥大信号传导的逻辑网络模型。校准后的模型表明,实验性容量超载的增长主要是由神经激素反应驱动的,心肌组织伸展的初始增加在容量超载时间过程的相当早期就被随后的重塑所补偿。这一观察结果与人们普遍认为的体积超负荷肥厚主要由心肌细胞应变增加驱动的观点形成了鲜明对比。该模型表明,内皮素 1 受体的活性在驱动肥大反应和激活胎儿基因程序方面起着核心作用。该模型再现了一些在其校准过程中未使用的药物治疗反应,并预测内皮素受体拮抗剂和血管紧张素受体阻滞剂的组合最有可能抑制 VO 中的心肌细胞肥大和功能障碍。
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