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钙脉冲的多尺度数据驱动建模与观测。

Multi-scale data-driven modeling and observation of calcium puffs.

机构信息

Theoretical Biology and Biophysics, Los Alamos National Laboratory, NM, United States.

出版信息

Cell Calcium. 2012 Aug;52(2):152-60. doi: 10.1016/j.ceca.2012.04.018. Epub 2012 Jun 6.

Abstract

The spatiotemporal dynamics of elementary Ca(2+) release events, such as "blips" and "puffs" shapes the hierarchal Ca(2+) signaling in many cell types. Despite being the building blocks of Ca(2+) patterning, the mechanism responsible for the observed properties of puffs, especially their termination is incompletely understood. In this paper, we employ a data-driven approach to gain insights into the complex dynamics of blips and puffs. We use a model of inositol 1,4,5-trisphosphate (IP(3)) receptor (IP(3)R) derived directly from single channel patch clamp data taken at 10 μM concentration of IP(3) to simulate calcium puffs. We first reproduce recent observations regarding puffs and blips and then investigate the mechanism of puff termination. Our model suggests that during a puff, IP(3)R s proceed around a loop through kinetic states from "rest" to "open" to "inhibited" and back to "rest". A puff terminates because of self-inhibition. Based on our simulations, we rule out the endoplasmic reticulum (ER) Ca(2+) depletion as a possible cause for puff termination. The data-driven approach also enables us to estimate the current through a single IP(3)R and the peak Ca(2+) concentration near the channel pore.

摘要

基本钙释放事件(如“闪烁”和“脉冲”)的时空动力学塑造了许多细胞类型中的层次化钙信号。尽管脉冲是钙模式形成的构建块,但负责观察到的脉冲特性(尤其是其终止)的机制尚不完全清楚。在本文中,我们采用数据驱动的方法来深入了解闪烁和脉冲的复杂动力学。我们使用直接从 10 μM 浓度的肌醇 1,4,5-三磷酸(IP(3))受体(IP(3)R)的单通道膜片钳数据得出的模型来模拟钙脉冲。我们首先再现了最近关于脉冲和闪烁的观察结果,然后研究了脉冲终止的机制。我们的模型表明,在脉冲期间,IP(3)R 沿着从“静止”到“开放”到“抑制”再到“静止”的循环通过动力学状态前进。脉冲终止是由于自我抑制。根据我们的模拟,我们排除了内质网(ER)钙耗竭作为脉冲终止的可能原因。数据驱动的方法还使我们能够估计单个 IP(3)R 的电流和通道孔附近的峰值 Ca(2+)浓度。

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