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...
- 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/
| id |
UDEA2_df7115c3f259dd304705768e0b5139c4 |
|---|---|
| oai_identifier_str |
oai:bibliotecadigital.udea.edu.co:10495/41897 |
| network_acronym_str |
UDEA2 |
| network_name_str |
Repositorio UdeA |
| repository_id_str |
|
| 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 |
| dc.type.coar.spa.fl_str_mv |
http://purl.org/coar/resource_type/c_db06 |
| dc.type.redcol.spa.fl_str_mv |
https://purl.org/redcol/resource_type/TD |
| dc.type.coarversion.spa.fl_str_mv |
http://purl.org/coar/version/c_b1a7d7d4d402bcce |
| dc.type.driver.spa.fl_str_mv |
info:eu-repo/semantics/doctoralThesis |
| dc.type.version.spa.fl_str_mv |
info:eu-repo/semantics/draft |
| format |
http://purl.org/coar/resource_type/c_db06 |
| status_str |
draft |
| dc.identifier.uri.none.fl_str_mv |
https://hdl.handle.net/10495/41897 |
| 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 |
| language |
eng |
| dc.rights.uri.spa.fl_str_mv |
https://creativecommons.org/licenses/by-nc-sa/4.0/ |
| dc.rights.uri.*.fl_str_mv |
http://creativecommons.org/licenses/by-nd/2.5/co/ |
| dc.rights.accessrights.spa.fl_str_mv |
info:eu-repo/semantics/embargoedAccess |
| dc.rights.coar.spa.fl_str_mv |
http://purl.org/coar/access_right/c_f1cf |
| rights_invalid_str_mv |
https://creativecommons.org/licenses/by-nc-sa/4.0/ http://creativecommons.org/licenses/by-nd/2.5/co/ http://purl.org/coar/access_right/c_f1cf |
| eu_rights_str_mv |
embargoedAccess |
| dc.format.extent.spa.fl_str_mv |
207 páginas |
| dc.format.mimetype.spa.fl_str_mv |
application/pdf |
| 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 |
| bitstream.url.fl_str_mv |
https://bibliotecadigital.udea.edu.co/bitstreams/53373703-f726-4135-9213-79c88f2c11e1/download https://bibliotecadigital.udea.edu.co/bitstreams/deb39c0f-f96b-4c2b-868a-3762d7a8d2af/download https://bibliotecadigital.udea.edu.co/bitstreams/049fbf45-ee58-4ca2-92d5-aa70bbf59d5b/download https://bibliotecadigital.udea.edu.co/bitstreams/f2022600-5e00-45af-adb8-bd2d2a7f269c/download https://bibliotecadigital.udea.edu.co/bitstreams/9913520f-c4b1-45b6-8d9d-519aec412b36/download |
| bitstream.checksum.fl_str_mv |
9f7cf7f5e2fa6605483addd10a0d6cee dfdc6dd0330df3810041dcb8032f6f95 8a4605be74aa9ea9d79846c1fba20a33 986b3bc3a25b2fc2ac6c3bbd6cd3baf6 8bf147ce7a798148eddf77e443438582 |
| bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 MD5 MD5 |
| repository.name.fl_str_mv |
Repositorio Institucional de la Universidad de Antioquia |
| repository.mail.fl_str_mv |
aplicacionbibliotecadigitalbiblioteca@udea.edu.co |
| _version_ |
1851052241593565184 |
| 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. Doctorado en Medicina Clínicahttps://creativecommons.org/licenses/by-nc-sa/4.0/http://creativecommons.org/licenses/by-nd/2.5/co/info:eu-repo/semantics/embargoedAccesshttp://purl.org/coar/access_right/c_f1cfSistemas de soporte de decisionesDecision support systemsDiabetes Mellitus Tipo 1Diabetes Mellitus, Type 1Terapia NutricionalNutrition TherapyPredicciónForecastingModelos MatematicosMathematical modelsConteo de Carbohidratoshttps://lccn.loc.gov/sh86006549https://id.nlm.nih.gov/mesh/D003922.https://id.nlm.nih.gov/mesh/D044623https://id.nlm.nih.gov/mesh/D005544Carbohydrate count aided by a simulation of postprandial glucose dynamics generated by a mathematical model in people with type 1 diabetes mellitusTesis/Trabajo de grado - Monografía - Doctoradohttp://purl.org/coar/resource_type/c_db06https://purl.org/redcol/resource_type/TDhttp://purl.org/coar/version/c_b1a7d7d4d402bcceinfo:eu-repo/semantics/doctoralThesisinfo:eu-repo/semantics/draftPublicationCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8817https://bibliotecadigital.udea.edu.co/bitstreams/53373703-f726-4135-9213-79c88f2c11e1/download9f7cf7f5e2fa6605483addd10a0d6ceeMD52falseAnonymousREADORIGINALBuilesCarlos_2024_Diabetes1ModeladoMatematico.pdfBuilesCarlos_2024_Diabetes1ModeladoMatematico.pdfTesis doctoralapplication/pdf6736208https://bibliotecadigital.udea.edu.co/bitstreams/deb39c0f-f96b-4c2b-868a-3762d7a8d2af/downloaddfdc6dd0330df3810041dcb8032f6f95MD55trueAnonymousREAD2026-06-10LICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://bibliotecadigital.udea.edu.co/bitstreams/049fbf45-ee58-4ca2-92d5-aa70bbf59d5b/download8a4605be74aa9ea9d79846c1fba20a33MD56falseAnonymousREADTEXTBuilesCarlos_2024_Diabetes1ModeladoMatematico.pdf.txtBuilesCarlos_2024_Diabetes1ModeladoMatematico.pdf.txtExtracted texttext/plain100061https://bibliotecadigital.udea.edu.co/bitstreams/f2022600-5e00-45af-adb8-bd2d2a7f269c/download986b3bc3a25b2fc2ac6c3bbd6cd3baf6MD57falseAnonymousREAD2026-06-10THUMBNAILBuilesCarlos_2024_Diabetes1ModeladoMatematico.pdf.jpgBuilesCarlos_2024_Diabetes1ModeladoMatematico.pdf.jpgGenerated Thumbnailimage/jpeg8968https://bibliotecadigital.udea.edu.co/bitstreams/9913520f-c4b1-45b6-8d9d-519aec412b36/download8bf147ce7a798148eddf77e443438582MD58falseAnonymousREAD2026-06-1010495/41897oai:bibliotecadigital.udea.edu.co:10495/418972025-03-26 19:10:16.872https://creativecommons.org/licenses/by-nc-sa/4.0/embargo2026-06-10https://bibliotecadigital.udea.edu.coRepositorio Institucional de la Universidad de Antioquiaaplicacionbibliotecadigitalbiblioteca@udea.edu.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 |
