Mathematical model of blood glucose dynamics by emulating the pathophysiology of glucose metabolism in type 2 diabetes mellitus

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作者
Nelida Elizabeth López-Palau
José Manuel Olais-Govea
机构
[1] División de Matemáticas Aplicadas,
[2] IPICyT,undefined
[3] Tecnologico de Monterrey,undefined
[4] Escuela de Ingeniería y Ciencias,undefined
[5] Tecnologico de Monterrey,undefined
[6] Writing Lab,undefined
[7] TecLab,undefined
[8] Vicerrectoría de Investigación y Transferencia de Tecnología,undefined
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Scientific Reports | / 10卷
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Mathematical modelling has established itself as a theoretical tool to understand fundamental aspects of a variety of medical-biological phenomena. The predictive power of mathematical models on some chronic conditions has been helpful in its proper prevention, diagnosis, and treatment. Such is the case of the modelling of glycaemic dynamics in type 2 diabetes mellitus (T2DM), whose physiology-based mathematical models have captured the metabolic abnormalities of this disease. Through a physiology-based pharmacokinetic-pharmacodynamic approach, this work addresses a mathematical model whose structure starts from a model of blood glucose dynamics in healthy humans. This proposal is capable of emulating the pathophysiology of T2DM metabolism, including the effect of gastric emptying and insulin enhancing effect due to incretin hormones. The incorporation of these effects lies in the implemented methodology since the mathematical functions that represent metabolic rates, with a relevant contribution to hyperglycaemia, are adjusting individually to the clinical data of patients with T2DM. Numerically, the resulting model successfully simulates a scheduled graded intravenous glucose test and oral glucose tolerance tests at different doses. The comparison between simulations and clinical data shows an acceptable description of the blood glucose dynamics in T2DM. It opens the possibility of using this model to develop model-based controllers for the regulation of blood glucose in T2DM.
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[1]  
Ajmera I(2013)The impact of mathematical modeling on the understanding of diabetes and related complications CPT Pharmacomet. Syst. Pharmacol. 2 e54-104
[2]  
Swat M(2012)Evaluation of a mathematical model of diabetes progression against observations in the Diabetes Prevention Program Am. J. Physiol. Endocrinol. Metab. 303 E200-17
[3]  
Laibe C(2006)A mechanism-based disease progression model for comparison of long-term effects of pioglitazone, metformin and gliclazide on disease processes underlying Type 2 Diabetes Mellitus J. Pharmacokinet. Pharmacodyn. 33 313-252
[4]  
Le Novére N(2001)A model-based method for assessing insulin sensitivity from the oral glucose tolerance test Diabetes Care 24 539-247
[5]  
Chelliah V(1998)Pancreatic J. Clin. Endocrinol. Metab. 83 744-2549
[6]  
Hardy T(2004)-cell responsiveness during meal tolerance test: Model assessment in normal subjects and subjects with newly diagnosed noninsulin-dependent diabetes mellitus Simul. Model. Pract. Theory 12 77-835
[7]  
Abu-Raddad E(2003)An age structured model for complications of diabetes mellitus in Morocco QJM Int. J. Med. 96 281-209
[8]  
Porksen N(2011)Deteriorating beta-cell function in type 2 diabetes: A long-term model Biochem. Eng. J. 55 7-1348
[9]  
De Gaetano A(2009)Developing a physiological model for type II diabetes mellitus Eur. J. Pharm. Sci. 36 91-M8
[10]  
De Winter W(2012)Putting the pieces together in diabetes research: Towards a hierarchical model of whole-body glucose homeostasis Can. J. Chem. Eng 90 1411-1328