Quantitative Decomposition of Dynamics of Mathematical Cell Models: Method and Application to Ventricular Myocyte Models

被引:3
|
作者
Shimayoshi, Takao [1 ]
Cha, Chae Young [2 ]
Amano, Akira [3 ]
机构
[1] Kyoto Univ, Grad Sch Informat, Kyoto, Japan
[2] Univ Oxford, Oxford Ctr Diabet Endocrinol & Metab, Oxford, England
[3] Ritsumeikan Univ, Coll Life Sci, Kusatsu, Shiga, Japan
来源
PLOS ONE | 2015年 / 10卷 / 06期
关键词
SINOATRIAL NODE PACEMAKING; PANCREATIC BETA-CELLS; CURRENT I-F; BIFURCATION ANALYSES; INTRACELLULAR NA+; IONIC MECHANISMS; INSIGHTS; CA2+; ROLES; SIMULATION;
D O I
10.1371/journal.pone.0124970
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Mathematical cell models are effective tools to understand cellular physiological functions precisely. For detailed analysis of model dynamics in order to investigate how much each component affects cellular behaviour, mathematical approaches are essential. This article presents a numerical analysis technique, which is applicable to any complicated cell model formulated as a system of ordinary differential equations, to quantitatively evaluate contributions of respective model components to the model dynamics in the intact situation. The present technique employs a novel mathematical index for decomposed dynamics with respect to each differential variable, along with a concept named instantaneous equilibrium point, which represents the trend of a model variable at some instant. This article also illustrates applications of the method to comprehensive myocardial cell models for analysing insights into the mechanisms of action potential generation and calcium transient. The analysis results exhibit quantitative contributions of individual channel gating mechanisms and ion exchanger activities to membrane repolarization and of calcium fluxes and buffers to raising and descending of the cytosolic calcium level. These analyses quantitatively explicate principle of the model, which leads to a better understanding of cellular dynamics.
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页数:20
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