Parameter identification and qualitative analysis with differential evolution of the calcium standard kinetics model

Norma C. Pérez-Rosas, R. López-Farías, A. Guerrero-Hernández, J. Flores
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Abstract

Calcium signaling is an intensively studied area, which establishes calcium ion (Ca2+) as a key player in the control of cell's basic functions. Calcium is a highly versatile intracellular signal present throughout the cell's life cycle as birth, life, and death, regulating many cellular functions. In this work, we study a mathematical model previously reported called Standard Kinetics (SK), which tries to explain the apparent paradox in ryanodine receptors (RyR) driven calcium release from the sarcoplasmic reticulum (SR), where the relation between free and total calcium concentration in the SR is calculated according to the basic chemical reaction for Ca2+ buffering proposed by Nobel Prize Erwin Neher. We prove the generalization of the SK model by identifying the model parameters with Differential Evolution (DE) solving a bi-objective function to fit simultaneously and independently the recording of the two states variables representing the intracellular calcium concentration [Ca2+]i and the Ca2+ level in the SR in smooth muscle cells (SMC).
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钙标准动力学模型的微分演化参数辨识与定性分析
钙信号是一个被广泛研究的领域,它确立了钙离子(Ca2+)在控制细胞基本功能中的关键作用。钙是一种高度通用的细胞内信号,存在于细胞的出生、生命和死亡的整个生命周期中,调节着许多细胞功能。在这项工作中,我们研究了先前报道的称为标准动力学(SK)的数学模型,该模型试图解释ryanodine受体(RyR)驱动钙从肌浆网(SR)释放的明显悖论,其中SR中游离钙浓度和总钙浓度之间的关系是根据诺贝尔奖得主Erwin Neher提出的Ca2+缓冲的基本化学反应计算的。我们通过微分进化(DE)求解双目标函数来识别模型参数,以同时和独立地拟合代表平滑肌细胞(SMC)中细胞内钙浓度[Ca2+]i和SR中Ca2+水平的两个状态变量的记录,证明了SK模型的泛化性。
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