Hypoglycaemia detection and prediction techniques: A systematic review on the latest developments
| العنوان: | Hypoglycaemia detection and prediction techniques: A systematic review on the latest developments |
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| المؤلفون: | Julia K. Mader, Omar Diouri, Martina Vettoretti, Eric Renard, Monika Cigler, Pratik Choudhary |
| المساهمون: | Centre Hospitalier Régional Universitaire [Montpellier] (CHRU Montpellier), Institut de Génomique Fonctionnelle (IGF), Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS), Karl-Franzens-Universität Graz, Università degli Studi di Padova = University of Padua (Unipd), King's College Hospital (KCH), University of Leicester, Guerineau, Nathalie C., Université de Montpellier (UM)-Université Montpellier 1 (UM1)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Montpellier 2 - Sciences et Techniques (UM2)-Centre National de la Recherche Scientifique (CNRS), University of Graz, University of Padova [Padova, Italy], Karl-Franzens-Universität [Graz, Autriche] |
| المصدر: | Diabetes/Metabolism Research and Reviews Diabetes/Metabolism Research and Reviews, 2021, 37 (7), pp.e34449. ⟨10.1002/dmrr.3449⟩ Diabetes/Metabolism Research and Reviews, Wiley, 2021, e34449, ⟨10.1002/dmrr.3449⟩ |
| بيانات النشر: | John Wiley and Sons Ltd, 2021. |
| سنة النشر: | 2021 |
| مصطلحات موضوعية: | Blood Glucose, medicine.medical_specialty, endocrine system diseases, Endocrinology, Diabetes and Metabolism, [SDV]Life Sciences [q-bio], Vital signs, Early detection, 030209 endocrinology & metabolism, Review Article, 030204 cardiovascular system & hematology, algorithms, sensors, 03 medical and health sciences, Low glucose, 0302 clinical medicine, Endocrinology, Dogs, Insulin Infusion Systems, Diabetes management, Internal Medicine, Medicine, Animals, Humans, Hypoglycemic Agents, Insulin, Glucose sensors, devices, diabetes mellitus, hypoglycaemia, Intensive care medicine, Review Articles, [SDV.MHEP] Life Sciences [q-bio]/Human health and pathology, business.industry, Continuous glucose monitoring, Blood Glucose Self-Monitoring, nutritional and metabolic diseases, Hypoglycemia, 3. Good health, [SDV] Life Sciences [q-bio], Diabetes Mellitus, Type 1, Hypoglycaemia awareness, business, Skin conductance, hormones, hormone substitutes, and hormone antagonists, [SDV.MHEP]Life Sciences [q-bio]/Human health and pathology |
| الوصف: | International audience; The main objective of diabetes control is to correct hyperglycaemia while avoiding hypoglycaemia, especially in insulin-treated patients. Fear of hypoglycaemia is a hurdle to effective correction of hyperglycaemia because it promotes under-dosing of insulin. Strategies to minimise hypoglycaemia include education and training for improved hypoglycaemia awareness and the development of technologies to allow their early detection and thus minimise their occurrence. Patients with impaired hypoglycaemia awareness would benefit the most from these technologies. The purpose of this systematic review is to review currently available or in-development technologies that support detection of hypoglycaemia or hypoglycaemia risk, and identify gaps in the research. Nanomaterial use in sensors is a promising strategy to increase the accuracy of continuous glucose monitoring devices for low glucose values. Hypoglycaemia is associated with changes on vital signs, so electrocardiogram and encephalogram could also be used to detect hypoglycaemia. Accuracy improvements through multivariable measures can make already marketed galvanic skin response devices a good noninvasive alternative. Breath volatile organic compounds can be detected by dogs and devices and alert patients at hypoglycaemia onset, while near-infrared spectroscopy can also be used as a hypoglycaemia alarms. Finally, one of the main directions of research are deep learning algorithms to analyse continuous glucose monitoring data and provide earlier and more accurate prediction of hypoglycaemia. Current developments for early identification of hypoglycaemia risk combine improvements of available 'needle-type' enzymatic glucose sensors and noninvasive alternatives. Patient usability will be essential to demonstrate to allow their implementation for daily use in diabetes management. |
| وصف الملف: | application/pdf |
| اللغة: | English |
| تدمد: | 1520-7552 1520-7560 |
| الوصول الحر: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::7b7b4e9157389ca2d805b067df52ae1aTest http://hdl.handle.net/11577/3411537Test |
| حقوق: | OPEN |
| رقم الانضمام: | edsair.doi.dedup.....7b7b4e9157389ca2d805b067df52ae1a |
| قاعدة البيانات: | OpenAIRE |
| تدمد: | 15207552 15207560 |
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