Rocca Alexandre, Fanchon Eric, Moulis Jean-Marc
LJK, Grenoble INP, CNRS, Inria, Université Grenoble Alpes, 38000 Grenoble, France.
TIMC-IMAG, UMR 5525, CNRS, Université Grenoble Alpes, 38041 Grenoble, France.
Toxics. 2020 Apr 15;8(2):30. doi: 10.3390/toxics8020030.
Oral glucose tolerance tests, in which the concentration of glucose is monitored in the circulation over 2 h after ingesting a bolus, probe diabetic or pre-diabetic conditions. The resulting glucose curves inform about glucose turnover, insulin production and sensitivity, and other parameters. However, extracting the relevant parameters from a single complex curve is not straightforward. We propose a simple modeling method recapitulating the most salient features of the role of insulin-secreting pancreatic β -cells and insulin sensitive tissues. This method implements four ordinary differential equations with ten parameters describing the time-dependence of glucose concentration, its removal rate, and the circulating and stored insulin concentrations. From the initial parameter set adjusted to a reference condition, fitting is done by minimizing a weighted least-square residual. In doing so, the sensitivity of β -cells to glucose was identified as the most likely impacted function at weaning for the progeny of rats that were lightly exposed to cadmium in the perigestational period. Later in life, after young rats received non-contaminated carbohydrate enriched food, differences are more subtle, but modeling agrees with long-lasting perturbation of glucose homeostasis.
口服葡萄糖耐量试验通过在摄入大剂量葡萄糖后2小时内监测循环系统中葡萄糖的浓度,来检测糖尿病或糖尿病前期状况。由此产生的葡萄糖曲线反映了葡萄糖周转、胰岛素分泌和敏感性以及其他参数。然而,从单一复杂曲线中提取相关参数并非易事。我们提出了一种简单的建模方法,概括胰岛素分泌胰腺β细胞和胰岛素敏感组织作用的最显著特征。该方法实现了四个常微分方程,包含十个参数,描述葡萄糖浓度的时间依赖性、其清除率以及循环和储存胰岛素的浓度。从根据参考条件调整的初始参数集开始,通过最小化加权最小二乘残差进行拟合。在此过程中,β细胞对葡萄糖的敏感性被确定为围产期轻度暴露于镉的大鼠后代断奶时最可能受影响的功能。在其生命后期,幼鼠食用未受污染的富含碳水化合物的食物后,差异更为细微,但建模结果与葡萄糖稳态的长期扰动一致。