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ANALYSIS OF DOUBLE-TRACER GLUCOSE KINETICS IN HUMANS DURING ORAL GLUCOSE TOLERANCE TEST

机译:口服葡萄糖耐量试验中人双示踪葡萄糖动力学的分析

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摘要

A mathematical model based on minimal physiological assumptions for describing simultaneously multiple glucose measurements during modified oral glucose tolerance test is presented. Parameter identification was carried out using a population approach, which allowed precise characterisation of average glucose kinetic parameters in the studied cohort, as well as between-subject variability associated with glucose tolerance state and other covariates. The statistical and computational complexity added with the formulation of non-linear hierarchical population kinetic models is compensated by improved robustness, over the traditional two-stage approach, in selecting the most adequate model structure/order at the individual level and the most significant determinants of glucose kinetics at the population level.
机译:提出了一种基于最小生理假设的数学模型,用于同时描述改良的口服葡萄糖耐量试验期间的多次葡萄糖测量。使用群体方法进行参数识别,该方法可以精确表征研究队列中的平均葡萄糖动力学参数,以及与葡萄糖耐量状态和其他协变量相关的受试者间变异性。与传统的两阶段方法相比,在选择个体水平上最合适的模型结构/顺序和最重要的决定因素时,通过改进的鲁棒性来补偿由于非线性层次总体动力学模型的制定而增加的统计和计算复杂性。人群水平的葡萄糖动力学。

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