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口服葡萄糖吸收的系统模型:基于金标准数据的验证

A system model of oral glucose absorption: validation on gold standard data.

作者信息

Dalla Man Chiara, Camilleri Michael, Cobelli Claudio

机构信息

Department of Information Engineering, University of Padova, Padova 35131, Italy.

出版信息

IEEE Trans Biomed Eng. 2006 Dec;53(12 Pt 1):2472-8. doi: 10.1109/TBME.2006.883792.

Abstract

A reliable model of glucose absorption after oral ingestion may facilitate simulation as well as pathophysiological studies. One of the difficulties for the development and quality assessment of such models has been the lack of gold standard data for their validation. Thus, while data on plasma concentrations of glucose are available, the rates of appearance in plasma of ingested glucose (Ra) were not available to develop such models. Here we utilize the recent availability of Ra data, estimated with a model-independent multiple tracer technique, to formulate a system model of intestinal glucose absorption. Two published and two new models are tested on this new data set. One of the two new models performed best: it is nonlinear, describes the Ra data well and its parameters are estimated with good precision. This model has important potential both in simulation contexts, e.g., it can be incorporated in whole-body models of the glucose regulatory system, as well as in physiological and clinical studies to quantitatively characterize possible impairment of glucose absorption in particular populations such as elderly and diabetic individuals.

摘要

口服摄入后葡萄糖吸收的可靠模型可能有助于模拟以及病理生理学研究。开发和评估此类模型的困难之一在于缺乏用于验证的金标准数据。因此,虽然有葡萄糖血浆浓度的数据,但摄入葡萄糖在血浆中的出现率(Ra)无法用于开发此类模型。在此,我们利用最近通过与模型无关的多重示踪技术估计的Ra数据,构建了一个肠道葡萄糖吸收的系统模型。在这个新数据集上测试了两个已发表的模型和两个新模型。两个新模型中的一个表现最佳:它是非线性的,能很好地描述Ra数据,并且其参数估计精度很高。该模型在模拟环境中具有重要潜力,例如,它可以纳入葡萄糖调节系统的全身模型中,同时在生理学和临床研究中也具有重要潜力,用于定量表征特定人群(如老年人和糖尿病患者)中葡萄糖吸收可能存在的损害。

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