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一种用于从标记的静脉葡萄糖耐量试验中估计葡萄糖最小模型参数的简化采样方案。

A reduced sampling schedule for estimating the parameters of the glucose minimal model from a labeled IVGTT.

作者信息

Cobelli C, Ruggeri A

机构信息

Department of Electronics and Informatics, University of Padova, Italy.

出版信息

IEEE Trans Biomed Eng. 1991 Oct;38(10):1023-9. doi: 10.1109/10.88447.

Abstract

The minimal model of tracer glucose disappearance allows the measurement in man of important metabolic parameters from a labeled IVGTT (intravenous glucose tolerance test). Usually 30 blood samples are drawn to measure the insulin and the labelled glucose concentration time courses, which provide the data base for the model identification. In this paper, we address the problem of reducing the number of blood samples withdrawn without, however, deteriorating parameter estimation. By using a stepwise approach, largely based on optimal experiment design theory, we have derived a reliable reduced sampling schedule, which comprises only 14 total samples. The practical application of this reduced schedule has been validated by applying it in a new set of human experiments, completely independent of the ones used in the design phase.

摘要

示踪葡萄糖消失的最小模型能够在人体中测量来自标记静脉葡萄糖耐量试验(IVGTT)的重要代谢参数。通常会采集30份血样来测量胰岛素和标记葡萄糖浓度随时间的变化过程,这些数据为模型识别提供了基础。在本文中,我们探讨了在不降低参数估计质量的情况下减少血样采集数量的问题。通过使用一种主要基于最优实验设计理论的逐步方法,我们得出了一个可靠的简化采样方案,该方案总共仅包含14个样本。通过将此简化方案应用于一组全新的人体实验(完全独立于设计阶段所使用的实验),验证了其实际应用效果。

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