Modified minimal model using a single-step fitting process for the intravenous glucose tolerance test in Type 2 diabetes and healthy humans

被引:6
作者
Zheng, YZ
Zhao, M
机构
[1] Vanderbilt Univ, Div Nephrol, Nashville, TN 37232 USA
[2] BIOSEP, Nashville, TN 37212 USA
关键词
intravenous glucose tolerance test; dynamical integrated glucose-insulin system; modified minimal model;
D O I
10.1016/j.cmpb.2005.03.007
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The classical minimal model with single compartment was modified by the assumption that the insulin decay rate is not always a first-order process, and a mathematical function for describing the insulin infusion rate is introduced. The modified model was used to study four sets of published data including healthy humans and Type 2 diabetes with different types of insulin infusion rates. The single-step fitting process took the glucose-insulin system as a dynamic integrated physiological system and generated the real optimized model parameters from the experimental data using the modified model. It also avoided the errors from the interpolation or extrapolation for taking measured insulin points as inputs, which were mostly employed in publications when using the single or multi-compartments minimal model. The averaged R-2 value between measured and calculated plasma concentrations for these four cases is 0.977, which indicates excellent agreement. (C) 2005 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:73 / 79
页数:7
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