CNR-IASI BioMatLab, Consiglio Nazionale delle Ricerche, Istituto di Analisi dei Sistemi ed Informatica, Laboratorio di Biomatematica (Italian National Research Council - Institute for System Analysis and Computer Science - Biomathematics Laboratory), UCSC Largo A. Gemelli 8, Rome, Italy.
Sapienza Università di Roma, Dipartimento di Ingegneria Informatica, Automatica e Gestionale (DIAG) (Department of Computer, Control and Management Engineering), Via Ariosto 25, Rome, Italy.
PLoS One. 2019 Feb 15;14(2):e0211331. doi: 10.1371/journal.pone.0211331. eCollection 2019.
Published compact and extended models of the glucose-insulin physiologic control system are compared, in order to understand why a specific functional form of the compact model proved to be necessary for a satisfactory representation of acute perturbation experiments such as the Intra Venous Glucose Tolerance Test (IVGTT). A spectrum of IVGTT's of virtual subjects ranging from normal to IFG to IGT to frank T2DM were simulated using an extended model incorporating the population-of-controllers paradigm originally hypothesized by Grodsky, and proven to be able to capture a wide array of experimental results from heterogeneous perturbation procedures. The simulated IVGTT's were then fitted with the Single-Delay Model (SDM), a compact model with only six free parameters, previously shown to be very effective in delivering precise estimates of insulin sensitivity and secretion during an IVGTT. Comparison of the generating, extended-model parameter values with the obtained compact model estimates shows that the functional form of the nonlinear insulin-secretion term, empirically found to be necessary for the compact model to satisfactorily fit clinical observations, captures the pancreatic reserve level of the simulated virtual patients. This result supports the validity of the compact model as a meaningful analysis tool for the clinical assessment of insulin sensitivity.
发表的葡萄糖-胰岛素生理控制系统的紧凑型和扩展模型进行了比较,以便了解为什么紧凑型模型的特定功能形式对于令人满意地表示急性扰动实验(如静脉内葡萄糖耐量试验(IVGTT))是必要的。使用扩展模型模拟了从正常到 IFG 到 IGT 到 T2DM 的虚拟受试者的一系列 IVGTT,该模型采用了最初由 Grodsky 假设并被证明能够捕获来自异质扰动过程的广泛实验结果的控制器群体范式。然后,使用单延迟模型(SDM)对模拟的 IVGTT 进行拟合,该紧凑型模型只有六个自由参数,以前已被证明在 IVGTT 期间非常有效地提供胰岛素敏感性和分泌的精确估计。生成的扩展模型参数值与获得的紧凑型模型估计值的比较表明,经验上发现非线性胰岛素分泌项的功能形式对于紧凑型模型令人满意地适合临床观察,捕获了模拟虚拟患者的胰腺储备水平。这一结果支持了紧凑型模型作为胰岛素敏感性临床评估的有意义的分析工具的有效性。