Discovering Dynamic Characteristics of Biochemical Pathways using Geometric Patterns among Parameter-Parameter Dependencies in Differential Equations

被引:0
|
作者
Ryuzo Azuma
Ryo Umetsu
Shingo Ohki
Fumikazu Konishi
Sumi Yoshikawa
Akihiko Konagaya
Kazumi Matsumura
机构
[1] RIKEN,Genomic Sciences Center
[2] Daiichi Pure Chemicals Co. Ltd.,undefined
来源
New Generation Computing | 2007年 / 25卷
关键词
Simulation; Mathematical Models; Pharmacokinetics; Visualization; Grid Computing;
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学科分类号
摘要
This paper proposes a novel approach to the analysis and validation of mathematical models using two-dimensional geometrical patterns representing parameter-parameter dependencies (PPD) in dynamic systems. A geometrical pattern is obtained by calculating moment values, such as the area under the curve (AUC), area under the moment curve (AUMC), and mean residence time (MRT), for a series of simulations with a wide range of parameter values. In a mathematical model of the metabolic pathways of the cancer drug irinotecan (CPT11), geometrical patterns can be classified into three major categories: “independent,” “hyperbolic,” and “complex.” These categories characterize substructures arising in differential equations, and are helpful for understanding the behavior of large-scale mathematical models. The Open Bioinformatics Grid (OBIGrid) provides a cyber-infrastructure for users to share these data as well as computational resources.
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页码:425 / 441
页数:16
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