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用于静脉葡萄糖耐量试验的离散单延迟模型。

A discrete Single Delay Model for the Intra-Venous Glucose Tolerance Test.

作者信息

Panunzi Simona, Palumbo Pasquale, De Gaetano Andrea

机构信息

CNR-IASI BioMatLab, Largo A, Gemelli 8 - 00168 Rome, Italy.

出版信息

Theor Biol Med Model. 2007 Sep 12;4:35. doi: 10.1186/1742-4682-4-35.

Abstract

BACKGROUND

Due to the increasing importance of identifying insulin resistance, a need exists to have a reliable mathematical model representing the glucose/insulin control system. Such a model should be simple enough to allow precise estimation of insulin sensitivity on a single patient, yet exhibit stable dynamics and reproduce accepted physiological behavior.

RESULTS

A new, discrete Single Delay Model (SDM) of the glucose/insulin system is proposed, applicable to Intra-Venous Glucose Tolerance Tests (IVGTTs) as well as to multiple injection and infusion schemes, which is fitted to both glucose and insulin observations simultaneously. The SDM is stable around baseline equilibrium values and has positive bounded solutions at all times. Applying a similar definition as for the Minimal Model (MM) SI index, insulin sensitivity is directly represented by the free parameter KxgI of the SDM. In order to assess the reliability of Insulin Sensitivity determinations, both SDM and MM have been fitted to 40 IVGTTs from healthy volunteers. Precision of all parameter estimates is better with the SDM: 40 out of 40 subjects showed identifiable (CV < 52%) KxgI from the SDM, 20 out of 40 having identifiable SI from the MM. KxgI correlates well with the inverse of the HOMA-IR index, while SI correlates only when excluding five subjects with extreme SI values. With the exception of these five subjects, the SDM and MM derived indices correlate very well (r = 0.93).

CONCLUSION

The SDM is theoretically sound and practically robust, and can routinely be considered for the determination of insulin sensitivity from the IVGTT. Free software for estimating the SDM parameters is available.

摘要

背景

由于识别胰岛素抵抗的重要性日益增加,因此需要一个可靠的数学模型来表示葡萄糖/胰岛素控制系统。这样的模型应该足够简单,以便能够精确估计单个患者的胰岛素敏感性,同时表现出稳定的动力学并再现公认的生理行为。

结果

提出了一种新的葡萄糖/胰岛素系统离散单延迟模型(SDM),适用于静脉葡萄糖耐量试验(IVGTT)以及多次注射和输注方案,该模型可同时拟合葡萄糖和胰岛素观测值。SDM在基线平衡值附近是稳定的,并且始终具有正有界解。采用与最小模型(MM)SI指数类似的定义,胰岛素敏感性直接由SDM的自由参数KxgI表示。为了评估胰岛素敏感性测定的可靠性,已将SDM和MM拟合到40名健康志愿者的IVGTT数据中。SDM对所有参数估计的精度更高:40名受试者中有40名从SDM中显示出可识别的(CV<52%)KxgI,40名中有20名从MM中显示出可识别的SI。KxgI与HOMA-IR指数的倒数相关性良好,而SI仅在排除五名具有极端SI值的受试者时才具有相关性。除了这五名受试者外,SDM和MM得出的指数相关性非常好(r = 0.93)。

结论

SDM在理论上是合理的,在实际应用中是稳健的,并且可以常规地用于从IVGTT测定胰岛素敏感性。有用于估计SDM参数的免费软件。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c473/2072949/2cbe99a70bc3/1742-4682-4-35-1.jpg

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