Literature DB >> 21803437

Identification of an integrated mathematical model of standard oral glucose tolerance test for characterization of insulin potentiation in health.

Roberto Burattini1, Micaela Morettini.   

Abstract

Two new formulations, respectively denominated INT_M1 and INT_M2, of an integrated mathematical model to describe the glycemic and insulinemic responses to a 75 g oral glucose tolerance test (OGTT) are proposed and compared. The INT_M1 assumes a single compartment for the intestine and the derivative of a power exponential function for the gastric emptying rate, while, in the INT_M2, a nonlinear three-compartment system model is adopted to produce a more realistic, multiphase gastric emptying rate. Both models were implemented in a Matlab-based, two-step procedure for estimation of seven adjustable coefficients characterizing the gastric emptying rate and the incretin, insulin and glucose kinetics. Model behaviour was tested vs. mean plasma glucagon-like peptide 1 (GLP-1), glucose-dependent insulinotropic polypeptide (GIP), glucose and insulin measurements from two different laboratories, where glycemic profiles observed during a 75 g OGTT were matched in healthy subjects (HC1- and HC2-group, respectively) by means of an isoglycemic intravenous glucose (I-IVG) infusion. Under the hypothesis of an additive effect of GLP-1 and GIP on insulin potentiation, our results demonstrated a substantial equivalence of the two models in matching the data. Model parameter estimates showed to be suitable markers of differences observed in the OGTT and matched I-IVG responses from the HC1-group compared to the HC2-group. Model implementation in our two-step parameter estimation procedure enhances the possibility of a prospective application for individualization of the incretin effect in a single subject, when his/her data are plugged in.
Copyright © 2011 Elsevier Ireland Ltd. All rights reserved.

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Year:  2011        PMID: 21803437     DOI: 10.1016/j.cmpb.2011.07.002

Source DB:  PubMed          Journal:  Comput Methods Programs Biomed        ISSN: 0169-2607            Impact factor:   5.428


  7 in total

1.  Altered pattern of the incretin effect as assessed by modelling in individuals with glucose tolerance ranging from normal to diabetic.

Authors:  Andrea Tura; Elza Muscelli; Amalia Gastaldelli; Ele Ferrannini; Andrea Mari
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Review 2.  Assessing the Effect of Incretin Hormones and Other Insulin Secretagogues on Pancreatic Beta-Cell Function: Review on Mathematical Modelling Approaches.

Authors:  Giovanni Pacini; Bo Ahrén; Christian Göbl; Andrea Tura
Journal:  Biomedicines       Date:  2022-05-03

3.  Simulation of oral glucose tolerance tests and the corresponding isoglycemic intravenous glucose infusion studies for calculation of the incretin effect.

Authors:  Myeungseon Kim; Tae Jung Oh; Jung Chan Lee; Karam Choi; Min Young Kim; Hee Chan Kim; Young Min Cho; Sungwan Kim
Journal:  J Korean Med Sci       Date:  2014-02-27       Impact factor: 2.153

4.  Application of the Oral Minimal Model to Korean Subjects with Normal Glucose Tolerance and Type 2 Diabetes Mellitus.

Authors:  Min Hyuk Lim; Tae Jung Oh; Karam Choi; Jung Chan Lee; Young Min Cho; Sungwan Kim
Journal:  Diabetes Metab J       Date:  2016-06-02       Impact factor: 5.376

5.  A system model of the effects of exercise on plasma Interleukin-6 dynamics in healthy individuals: Role of skeletal muscle and adipose tissue.

Authors:  Micaela Morettini; Maria Concetta Palumbo; Massimo Sacchetti; Filippo Castiglione; Claudia Mazzà
Journal:  PLoS One       Date:  2017-07-12       Impact factor: 3.240

6.  Mathematical Model of Glucagon Kinetics for the Assessment of Insulin-Mediated Glucagon Inhibition During an Oral Glucose Tolerance Test.

Authors:  Micaela Morettini; Laura Burattini; Christian Göbl; Giovanni Pacini; Bo Ahrén; Andrea Tura
Journal:  Front Endocrinol (Lausanne)       Date:  2021-03-22       Impact factor: 5.555

7.  A Mechanistic Model of Intermittent Gastric Emptying and Glucose-Insulin Dynamics following a Meal Containing Milk Components.

Authors:  Priska Stahel; John P Cant; Jayden A R MacPherson; Harma Berends; Michael A Steele
Journal:  PLoS One       Date:  2016-06-02       Impact factor: 3.240

  7 in total

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