Carbohydrate count aided by a simulation of postprandial glucose dynamics generated by a mathematical model in people with type 1 diabetes mellitus

ABSTRACT Diabetes mellitus (DM) is one of the most common non-communicable chronic diseases. Its prevalence is increasing, and the increase is expected to be more marked in poor and developing countries. For people with type 1 diabetes mellitus (DM1), insulin is the only medication approved for trea...

Full description

Autores:
Builes Montaño, Carlos Esteban
García Tirado, José Fernando
Restrepo Gutierrez, Juan Carlos
Alvarez Zapata, Hernán Darío
Lema Pérez, Laura
Zuleta Tobón, John Jairo
Ramírez Rincón, Alex Humberto
Tipo de recurso:
Doctoral thesis
Fecha de publicación:
2024
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/41897
Acceso en línea:
https://hdl.handle.net/10495/41897
https://doi.org/10.1016/j.compbiomed.2022.105232
https://doi.org/10.53853/encr.9.4.770
https://doi.org/10.1111/jhn.13017
https://doi.org/10.1371/ journal.pone.0285849
Palabra clave:
Sistemas de soporte de decisiones
Decision support systems
Diabetes Mellitus Tipo 1
Diabetes Mellitus, Type 1
Terapia Nutricional
Nutrition Therapy
Predicción
Forecasting
Modelos Matematicos
Mathematical models
Conteo de Carbohidratos
https://lccn.loc.gov/sh86006549
https://id.nlm.nih.gov/mesh/D003922.
https://id.nlm.nih.gov/mesh/D044623
https://id.nlm.nih.gov/mesh/D005544
Rights
embargoedAccess
License
https://creativecommons.org/licenses/by-nc-sa/4.0/
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dc.title.spa.fl_str_mv Carbohydrate count aided by a simulation of postprandial glucose dynamics generated by a mathematical model in people with type 1 diabetes mellitus
title Carbohydrate count aided by a simulation of postprandial glucose dynamics generated by a mathematical model in people with type 1 diabetes mellitus
spellingShingle Carbohydrate count aided by a simulation of postprandial glucose dynamics generated by a mathematical model in people with type 1 diabetes mellitus
Sistemas de soporte de decisiones
Decision support systems
Diabetes Mellitus Tipo 1
Diabetes Mellitus, Type 1
Terapia Nutricional
Nutrition Therapy
Predicción
Forecasting
Modelos Matematicos
Mathematical models
Conteo de Carbohidratos
https://lccn.loc.gov/sh86006549
https://id.nlm.nih.gov/mesh/D003922.
https://id.nlm.nih.gov/mesh/D044623
https://id.nlm.nih.gov/mesh/D005544
title_short Carbohydrate count aided by a simulation of postprandial glucose dynamics generated by a mathematical model in people with type 1 diabetes mellitus
title_full Carbohydrate count aided by a simulation of postprandial glucose dynamics generated by a mathematical model in people with type 1 diabetes mellitus
title_fullStr Carbohydrate count aided by a simulation of postprandial glucose dynamics generated by a mathematical model in people with type 1 diabetes mellitus
title_full_unstemmed Carbohydrate count aided by a simulation of postprandial glucose dynamics generated by a mathematical model in people with type 1 diabetes mellitus
title_sort Carbohydrate count aided by a simulation of postprandial glucose dynamics generated by a mathematical model in people with type 1 diabetes mellitus
dc.creator.fl_str_mv Builes Montaño, Carlos Esteban
García Tirado, José Fernando
Restrepo Gutierrez, Juan Carlos
Alvarez Zapata, Hernán Darío
Lema Pérez, Laura
Zuleta Tobón, John Jairo
Ramírez Rincón, Alex Humberto
dc.contributor.author.none.fl_str_mv Builes Montaño, Carlos Esteban
García Tirado, José Fernando
Restrepo Gutierrez, Juan Carlos
Alvarez Zapata, Hernán Darío
Lema Pérez, Laura
Zuleta Tobón, John Jairo
Ramírez Rincón, Alex Humberto
dc.subject.lcsh.none.fl_str_mv Sistemas de soporte de decisiones
Decision support systems
topic Sistemas de soporte de decisiones
Decision support systems
Diabetes Mellitus Tipo 1
Diabetes Mellitus, Type 1
Terapia Nutricional
Nutrition Therapy
Predicción
Forecasting
Modelos Matematicos
Mathematical models
Conteo de Carbohidratos
https://lccn.loc.gov/sh86006549
https://id.nlm.nih.gov/mesh/D003922.
https://id.nlm.nih.gov/mesh/D044623
https://id.nlm.nih.gov/mesh/D005544
dc.subject.decs.none.fl_str_mv Diabetes Mellitus Tipo 1
Diabetes Mellitus, Type 1
Terapia Nutricional
Nutrition Therapy
Predicción
Forecasting
dc.subject.lemb.none.fl_str_mv Modelos Matematicos
Mathematical models
dc.subject.proposal.spa.fl_str_mv Conteo de Carbohidratos
dc.subject.lcshuri.none.fl_str_mv https://lccn.loc.gov/sh86006549
dc.subject.meshuri.none.fl_str_mv https://id.nlm.nih.gov/mesh/D003922.
https://id.nlm.nih.gov/mesh/D044623
https://id.nlm.nih.gov/mesh/D005544
description ABSTRACT Diabetes mellitus (DM) is one of the most common non-communicable chronic diseases. Its prevalence is increasing, and the increase is expected to be more marked in poor and developing countries. For people with type 1 diabetes mellitus (DM1), insulin is the only medication approved for treatment, and for people with type 2 diabetes mellitus (DM2). However, there are new medications; in countries like Colombia, the use of insulin is quite frequent. A treatment based on reducing blood glucose concentration reduces the risk of chronic complications, and carbohydrate counting is the most widely recommended dose calculation technique. Carbohydrate counting is an iterative process for people with DM accompanied by high uncertainty, especially initially. Carbohydrate counting is refined with experience and frequent interventions by doctors and patient support staff. This work aimed to probe whether carbohydrate counting aided by a simulation was better than the traditional technique to estimate insulin dose in people with DM1. To do this, a phenomenological mathematical model of the glucose dynamics in the gastrointestinal system was built to simulate the changes experienced by an individual's blood glucose after a meal. Then, a mobile and simple-to-use solution was developed so that a person could simulate a meal and evaluate the impact of insulin dose estimated by carbohydrate counting. We hypothesized that frequent use of a solution like the one described should result in better glucose control. This hypothesis was tested in a randomized controlled clinical trial.
publishDate 2024
dc.date.accessioned.none.fl_str_mv 2024-09-06T19:24:21Z
dc.date.available.none.fl_str_mv 2024-09-06T19:24:21Z
dc.date.issued.none.fl_str_mv 2024
dc.type.spa.fl_str_mv Tesis/Trabajo de grado - Monografía - Doctorado
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dc.identifier.url.spa.fl_str_mv https://doi.org/10.1016/j.compbiomed.2022.105232
https://doi.org/10.53853/encr.9.4.770
https://doi.org/10.1111/jhn.13017
https://doi.org/10.1371/ journal.pone.0285849
url https://hdl.handle.net/10495/41897
https://doi.org/10.1016/j.compbiomed.2022.105232
https://doi.org/10.53853/encr.9.4.770
https://doi.org/10.1111/jhn.13017
https://doi.org/10.1371/ journal.pone.0285849
dc.language.iso.spa.fl_str_mv eng
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dc.publisher.spa.fl_str_mv Universidad de Antioquia
dc.publisher.place.spa.fl_str_mv Medellín, Colombia
dc.publisher.faculty.spa.fl_str_mv Facultad de Medicina. Doctorado en Medicina Clínica
institution Universidad de Antioquia
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spelling Builes Montaño, Carlos EstebanGarcía Tirado, José FernandoRestrepo Gutierrez, Juan CarlosAlvarez Zapata, Hernán DaríoLema Pérez, LauraZuleta Tobón, John JairoRamírez Rincón, Alex Humberto2024-09-06T19:24:21Z2024-09-06T19:24:21Z2024https://hdl.handle.net/10495/41897https://doi.org/10.1016/j.compbiomed.2022.105232https://doi.org/10.53853/encr.9.4.770https://doi.org/10.1111/jhn.13017https://doi.org/10.1371/ journal.pone.0285849ABSTRACT Diabetes mellitus (DM) is one of the most common non-communicable chronic diseases. Its prevalence is increasing, and the increase is expected to be more marked in poor and developing countries. For people with type 1 diabetes mellitus (DM1), insulin is the only medication approved for treatment, and for people with type 2 diabetes mellitus (DM2). However, there are new medications; in countries like Colombia, the use of insulin is quite frequent. A treatment based on reducing blood glucose concentration reduces the risk of chronic complications, and carbohydrate counting is the most widely recommended dose calculation technique. Carbohydrate counting is an iterative process for people with DM accompanied by high uncertainty, especially initially. Carbohydrate counting is refined with experience and frequent interventions by doctors and patient support staff. This work aimed to probe whether carbohydrate counting aided by a simulation was better than the traditional technique to estimate insulin dose in people with DM1. To do this, a phenomenological mathematical model of the glucose dynamics in the gastrointestinal system was built to simulate the changes experienced by an individual's blood glucose after a meal. Then, a mobile and simple-to-use solution was developed so that a person could simulate a meal and evaluate the impact of insulin dose estimated by carbohydrate counting. We hypothesized that frequent use of a solution like the one described should result in better glucose control. This hypothesis was tested in a randomized controlled clinical trial.DoctoradoDoctor en Medicina Clínica207 páginasapplication/pdfengUniversidad de AntioquiaMedellín, ColombiaFacultad de Medicina. 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