Using meta-differential evolution to enhance a calculation of a continuous blood glucose level
Jazyk angličtina Země Irsko Médium print-electronic
Typ dokumentu časopisecké články
PubMed
27393799
DOI
10.1016/j.cmpb.2016.05.011
PII: S0169-2607(16)30012-8
Knihovny.cz E-zdroje
- Klíčová slova
- Blood glucose, Continuous glucose monitoring, Differential evolution, Glucose modeling, Interstitial fluid,
- MeSH
- diabetes mellitus 1. typu krev MeSH
- krevní glukóza analýza MeSH
- lidé MeSH
- teoretické modely MeSH
- Check Tag
- lidé MeSH
- Publikační typ
- časopisecké články MeSH
- Názvy látek
- krevní glukóza MeSH
We developed a new model of glucose dynamics. The model calculates blood glucose level as a function of transcapillary glucose transport. In previous studies, we validated the model with animal experiments. We used analytical method to determine model parameters. In this study, we validate the model with subjects with type 1 diabetes. In addition, we combine the analytic method with meta-differential evolution. To validate the model with human patients, we obtained a data set of type 1 diabetes study that was coordinated by Jaeb Center for Health Research. We calculated a continuous blood glucose level from continuously measured interstitial fluid glucose level. We used 6 different scenarios to ensure robust validation of the calculation. Over 96% of calculated blood glucose levels fit A+B zones of the Clarke Error Grid. No data set required any correction of model parameters during the time course of measuring. We successfully verified the possibility of calculating a continuous blood glucose level of subjects with type 1 diabetes. This study signals a successful transition of our research from an animal experiment to a human patient. Researchers can test our model with their data on-line at https://diabetes.zcu.cz.
Citace poskytuje Crossref.org
Physiological reconstruction of blood glucose level using CGMS-signals only