Dynamic simulation of insulin-glucose interaction in type 1 diabetes with MATLAB Simulink

Diabetes is a complex multifactorial disease where a person endures hyperglycemia in a long period. There have been large interest to perform dynamic simulation of insulin-glucose interaction to obtain a new insight of glucose homeostasis in a diabetic patient. Type 1 diabetes is characterized by th...

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Published inIOP conference series. Materials Science and Engineering Vol. 778; no. 1; pp. 12147 - 12156
Main Authors Mufti Azis, Muhammad, Kristanto, Jonas, Sarto
Format Journal Article
LanguageEnglish
Published Bristol IOP Publishing 01.04.2020
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ISSN1757-8981
1757-899X
DOI10.1088/1757-899X/778/1/012147

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Abstract Diabetes is a complex multifactorial disease where a person endures hyperglycemia in a long period. There have been large interest to perform dynamic simulation of insulin-glucose interaction to obtain a new insight of glucose homeostasis in a diabetic patient. Type 1 diabetes is characterized by the inability of β-cell in the pancreas to produce insulin and hence type 1 diabetes patient needs continuous insulin injection throughout their lives. Here, an educational module for process control in chemical engineering education has been developed to describe the insulin-glucose interaction. The model used an extended version of the minimal model (Bergman model) to simulate the interaction of insulin-glucose using state-space and SIMULINK. The state-space model development through classic linearization method followed by open-loop as well as a closed-loop simulation in SIMULINK was presented. The model was then used to simulate the meal disturbance over 24 h of simulation time. Various PI parameters were compared based on ITAE tuning methods in order to evaluate the dynamics of insulin-glucose interaction.
AbstractList Diabetes is a complex multifactorial disease where a person endures hyperglycemia in a long period. There have been large interest to perform dynamic simulation of insulin-glucose interaction to obtain a new insight of glucose homeostasis in a diabetic patient. Type 1 diabetes is characterized by the inability of β-cell in the pancreas to produce insulin and hence type 1 diabetes patient needs continuous insulin injection throughout their lives. Here, an educational module for process control in chemical engineering education has been developed to describe the insulin-glucose interaction. The model used an extended version of the minimal model (Bergman model) to simulate the interaction of insulin-glucose using state-space and SIMULINK. The state-space model development through classic linearization method followed by open-loop as well as a closed-loop simulation in SIMULINK was presented. The model was then used to simulate the meal disturbance over 24 h of simulation time. Various PI parameters were compared based on ITAE tuning methods in order to evaluate the dynamics of insulin-glucose interaction.
Author Sarto
Mufti Azis, Muhammad
Kristanto, Jonas
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Cites_doi 10.1016/j.numecd.2019.04.009
10.1210/jc.2012-4127
10.1136/bmjdrc-2015-000161
10.1016/j.dsx.2018.08.029
10.1016/j.diabres.2019.05.024
10.1172/JCI110398
10.1016/j.compchemeng.2006.05.012
10.1016/j.dsx.2019.07.041
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References You (MSE_778_1_012147bib1) 2016; 4
Rossi (MSE_778_1_012147bib5) 2019; 29
Nowaczewska (MSE_778_1_012147bib4) 2019; 153
Mahat (MSE_778_1_012147bib13) 2019
MSE_778_1_012147bib11
Hovorka (MSE_778_1_012147bib7) 2002; 282
Vichaibun (MSE_778_1_012147bib14) 2019; 13
Seaquist (MSE_778_1_012147bib12) 2013; 98
MSE_778_1_012147bib3
Gonzalez (MSE_778_1_012147bib8) 2016
Bergman (MSE_778_1_012147bib9) 2005; 64
MSE_778_1_012147bib2
Bergman (MSE_778_1_012147bib6) 1981; 68
Edgar (MSE_778_1_012147bib10) 2006; 30
References_xml – ident: MSE_778_1_012147bib11
– ident: MSE_778_1_012147bib2
– volume: 29
  start-page: 736
  year: 2019
  ident: MSE_778_1_012147bib5
  article-title: Impact of severe and symptomatic hypoglycemia on quality of life and fear of hypoglycemia in type 1 and type 2 diabetes. Results of the Hypos-1 observational study
  publication-title: Nutr. Metab. Cardiovasc. Dis.
  doi: 10.1016/j.numecd.2019.04.009
– volume: 98
  start-page: 1845
  year: 2013
  ident: MSE_778_1_012147bib12
  article-title: Hypoglycemia and diabetes: A report of a workgroup of the american diabetes association and the endocrine society
  publication-title: J. Clin. Endocrinol. Metab.
  doi: 10.1210/jc.2012-4127
– volume: 4
  start-page: 1
  year: 2016
  ident: MSE_778_1_012147bib1
  article-title: Type 1 diabetes prevalence increasing globally and regionally: The role of natural selection and life expectancy at birth,”
  publication-title: BMJ Open Diabetes Res. Care
  doi: 10.1136/bmjdrc-2015-000161
– volume: 13
  start-page: 90
  year: 2019
  ident: MSE_778_1_012147bib14
  article-title: Comparative analysis of plasma total antioxidant capacity in patients with hyperglycemia and hyperglycemia plus dyslipidemia
  publication-title: Diabetes Metab. Syndr. Clin. Res. Rev.
  doi: 10.1016/j.dsx.2018.08.029
– volume: 282
  start-page: E992
  year: 2002
  ident: MSE_778_1_012147bib7
  article-title: Partitioning glucose distribution/transport, disposal, and endogenous production during IVGTT
  publication-title: Am. J. Physiol. Metab.
– volume: 153
  start-page: 1
  year: 2019
  ident: MSE_778_1_012147bib4
  article-title: Effect of hyperglycemia on cerebral blood flow in patients with diabetes
  publication-title: Diabetes Res. Clin. Pract.
  doi: 10.1016/j.diabres.2019.05.024
– start-page: 55
  year: 2016
  ident: MSE_778_1_012147bib8
  article-title: Glucose-Insulin System Based on Minimal Model: A Realistic Approach
– volume: 64
  start-page: 8
  year: 2005
  ident: MSE_778_1_012147bib9
  article-title: Minimal model: Perspective from 2005
  publication-title: Horm. Res.
– volume: 68
  start-page: 1456
  year: 1981
  ident: MSE_778_1_012147bib6
  article-title: Physiologic Evaluation of Factors Controlling Glucose Tolerance in Man from The Response to Intravenous Glucose
  publication-title: J. Clin. Invest.
  doi: 10.1172/JCI110398
– volume: 30
  start-page: 1749
  year: 2006
  ident: MSE_778_1_012147bib10
  article-title: Renovating the undergraduate process control course
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2006.05.012
– ident: MSE_778_1_012147bib3
– year: 2019
  ident: MSE_778_1_012147bib13
  article-title: Health risks and interventions in prediabetes: A review
  doi: 10.1016/j.dsx.2019.07.041
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SubjectTerms Chemical engineering
Diabetes
dynamic
Engineering education
Glucose
Homeostasis
Hyperglycemia
Insulin
minimal model
Pancreas
Process controls
Simulation
State space models
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Title Dynamic simulation of insulin-glucose interaction in type 1 diabetes with MATLAB Simulink
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