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Consistency of compact and extended models of glucose-insulin homeostasis: The role of variable pancreatic reserve

机译:紧凑型和扩展型葡萄糖-胰岛素稳态模型的一致性:可变胰腺储备的作用

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摘要

Published compact and extended models of the glucose-insulin physiologic control system are compared, in order to understand why a specific functional form of the compact model proved to be necessary for a satisfactory representation of acute perturbation experiments such as the Intra Venous Glucose Tolerance Test (IVGTT). A spectrum of IVGTT’s of virtual subjects ranging from normal to IFG to IGT to frank T2DM were simulated using an extended model incorporating the population-of-controllers paradigm originally hypothesized by Grodsky, and proven to be able to capture a wide array of experimental results from heterogeneous perturbation procedures. The simulated IVGTT’s were then fitted with the Single-Delay Model (SDM), a compact model with only six free parameters, previously shown to be very effective in delivering precise estimates of insulin sensitivity and secretion during an IVGTT. Comparison of the generating, extended-model parameter values with the obtained compact model estimates shows that the functional form of the nonlinear insulin-secretion term, empirically found to be necessary for the compact model to satisfactorily fit clinical observations, captures the pancreatic reserve level of the simulated virtual patients. This result supports the validity of the compact model as a meaningful analysis tool for the clinical assessment of insulin sensitivity.
机译:比较了已发布的葡萄糖-胰岛素生理控制系统的紧凑模型和扩展模型,以了解为什么事实证明紧凑模型的特定功能形式对于令人满意的急性摄动实验(如静脉内葡萄糖耐量试验( IVGTT)。使用扩展模型并结合了最初由Grodsky假设的控制者群体范本,对从正常对象到IFG,从IGT到坦率的T2DM的一系列虚拟对象的IVGTT进行了模拟,并证明能够从中获得广泛的实验结果异质摄动程序。然后,模拟的IVGTT装有单延迟模型(SDM),这是一个只有六个自由参数的紧凑模型,以前显示出在IVGTT期间对提供胰岛素敏感性和分泌的精确估计非常有效。生成的扩展模型参数值与获得的紧凑模型估计值的比较表明,根据经验发现,非线性胰岛素分泌项的函数形式对于紧凑模型令人满意地适合临床观察是必要的,它捕获了胰腺的胰腺储备水平。模拟的虚拟患者。该结果支持紧凑模型作为用于胰岛素敏感性临床评估的有意义的分析工具的有效性。

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