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A Deterministic Model Predicts the Properties of Stochastic Calcium Oscillations in Airway Smooth Muscle Cells

机译:确定性模型预测气道平滑肌细胞中随机钙振荡的性质。

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The inositol trisphosphate receptor () is one of the most important cellular components responsible for oscillations in the cytoplasmic calcium concentration. Over the past decade, two major questions about the have arisen. Firstly, how best should the be modeled? In other words, what fundamental properties of the allow it to perform its function, and what are their quantitative properties? Secondly, although calcium oscillations are caused by the stochastic opening and closing of small numbers of , is it possible for a deterministic model to be a reliable predictor of calcium behavior? Here, we answer these two questions, using airway smooth muscle cells (ASMC) as a specific example. Firstly, we show that periodic calcium waves in ASMC, as well as the statistics of calcium puffs in other cell types, can be quantitatively reproduced by a two-state model of the , and thus the behavior of the is essentially determined by its modal structure. The structure within each mode is irrelevant for function. Secondly, we show that, although calcium waves in ASMC are generated by a stochastic mechanism, stochasticity is not essential for a qualitative prediction of how oscillation frequency depends on model parameters, and thus deterministic models demonstrate the same level of predictive capability as do stochastic models. We conclude that, firstly, calcium dynamics can be accurately modeled using simplified models, and, secondly, to obtain qualitative predictions of how oscillation frequency depends on parameters it is sufficient to use a deterministic model.
机译:肌醇三磷酸受体()是引起细胞质钙浓度波动的最重要的细胞成分之一。在过去的十年中,出现了两个主要问题。首先,应该如何最好地建模?换句话说,允许其执行其功能的基本属性是什么?它们的定量属性是什么?其次,虽然钙的振荡是由少量的的随机打开和关闭引起的,但是确定性模型是否有可能可靠地预测钙的行为?在这里,我们以气道平滑肌细胞(ASMC)为例,回答这两个问题。首先,我们表明ASMC中的周期性钙波以及其他细胞类型中的钙泡的统计信息可以通过的两种状态模型进行定量再现,因此的行为基本上取决于其模态结构。每种模式下的结构与功能无关。其次,我们表明,尽管ASMC中的钙波是由随机机制产生的,但是随机性对于定性预测振荡频率如何取决于模型参数不是必需的,因此确定性模型具有与随机模型相同水平的预测能力。我们得出的结论是,首先,可以使用简化模型对钙动力学进行精确建模,其次,要获得关于振荡频率如何取决于参数的定性预测,使用确定性模型就足够了。

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