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急性血流减少和线粒体氧气供应减少期间骨骼肌中的代谢动力学:使用多尺度、自上而下综合模型的计算机模拟研究

Metabolic dynamics in skeletal muscle during acute reduction in blood flow and oxygen supply to mitochondria: in-silico studies using a multi-scale, top-down integrated model.

作者信息

Dash Ranjan K, Li Yanjun, Kim Jaeyeon, Beard Daniel A, Saidel Gerald M, Cabrera Marco E

机构信息

Center for Modeling Integrated Metabolic Systems, Case Western Reserve University, Cleveland, Ohio, United States of America.

出版信息

PLoS One. 2008 Sep 9;3(9):e3168. doi: 10.1371/journal.pone.0003168.

Abstract

Control mechanisms of cellular metabolism and energetics in skeletal muscle that may become evident in response to physiological stresses such as reduction in blood flow and oxygen supply to mitochondria can be quantitatively understood using a multi-scale computational model. The analysis of dynamic responses from such a model can provide insights into mechanisms of metabolic regulation that may not be evident from experimental studies. For the purpose, a physiologically-based, multi-scale computational model of skeletal muscle cellular metabolism and energetics was developed to describe dynamic responses of key chemical species and reaction fluxes to muscle ischemia. The model, which incorporates key transport and metabolic processes and subcellular compartmentalization, is based on dynamic mass balances of 30 chemical species in both capillary blood and tissue cells (cytosol and mitochondria) domains. The reaction fluxes in cytosol and mitochondria are expressed in terms of a general phenomenological Michaelis-Menten equation involving the compartmentalized energy controller ratios ATP/ADP and NADH/NAD(+). The unknown transport and reaction parameters in the model are estimated simultaneously by minimizing the differences between available in vivo experimental data on muscle ischemia and corresponding model outputs in coupled with the resting linear flux balance constraints using a robust, nonlinear, constrained-based, reduced gradient optimization algorithm. With the optimal parameter values, the model is able to simulate dynamic responses to reduced blood flow and oxygen supply to mitochondria associated with muscle ischemia of several key metabolite concentrations and metabolic fluxes in the subcellular cytosolic and mitochondrial compartments, some that can be measured and others that can not be measured with the current experimental techniques. The model can be applied to test complex hypotheses involving dynamic regulation of cellular metabolism and energetics in skeletal muscle during physiological stresses such as ischemia, hypoxia, and exercise.

摘要

骨骼肌细胞代谢和能量学的控制机制,在诸如流向线粒体的血流和氧气供应减少等生理应激反应中可能会变得明显,使用多尺度计算模型可以对其进行定量理解。对这种模型的动态响应分析可以深入了解代谢调节机制,而这些机制在实验研究中可能并不明显。为此,开发了一种基于生理学的骨骼肌细胞代谢和能量学多尺度计算模型,以描述关键化学物质和反应通量对肌肉缺血的动态响应。该模型纳入了关键的转运和代谢过程以及亚细胞区室化,基于毛细血管血液和组织细胞(细胞质和线粒体)区域中30种化学物质的动态质量平衡。细胞质和线粒体中的反应通量用一个通用的现象学米氏方程表示,该方程涉及区室化的能量控制比率ATP/ADP和NADH/NAD(+)。通过使用一种稳健的、非线性的、基于约束的、降梯度优化算法,最小化肌肉缺血的现有体内实验数据与相应模型输出之间的差异,并结合静息线性通量平衡约束,同时估计模型中未知的转运和反应参数。有了最优参数值,该模型能够模拟对流向线粒体的血流和氧气供应减少的动态响应,这与亚细胞细胞质和线粒体区室中几种关键代谢物浓度和代谢通量的肌肉缺血相关,其中一些可以测量,而另一些则无法用当前实验技术测量。该模型可用于测试涉及生理应激(如缺血、缺氧和运动)期间骨骼肌细胞代谢和能量学动态调节的复杂假设。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a1a2/2526172/4b8a37cceaa2/pone.0003168.g001.jpg

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