Cargando…

Dynamic Stress Factor (DySF): A Significant Predictor of Severe Hypoglycemic Events in Children with Type 1 Diabetes

Hemoglobin A1c (HbA1c) is the current standard used in the clinical treatment of patients with diabetes. However, it has been shown that patients with similar HbA1c values may have widely different fluctuations in blood glucose values over the same period of time, including time spent in hyper- and/...

Descripción completa

Detalles Bibliográficos
Autores principales: Rawlings, RA, Yuan, L, Shi, H, Brehm, W, Pop-Busui, R, Nelson, PW
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3859451/
https://www.ncbi.nlm.nih.gov/pubmed/24349871
http://dx.doi.org/10.4172/2155-6156.1000177
_version_ 1782295411205079040
author Rawlings, RA
Yuan, L
Shi, H
Brehm, W
Pop-Busui, R
Nelson, PW
author_facet Rawlings, RA
Yuan, L
Shi, H
Brehm, W
Pop-Busui, R
Nelson, PW
author_sort Rawlings, RA
collection PubMed
description Hemoglobin A1c (HbA1c) is the current standard used in the clinical treatment of patients with diabetes. However, it has been shown that patients with similar HbA1c values may have widely different fluctuations in blood glucose values over the same period of time, including time spent in hyper- and/or hypo-glycemia. Hence, there exists a need for quantitative measures that can supplement HbA1c in managing patients with diabetes. We introduce and compare the Dynamic Stress Factor, DySF, a newly developed metric that quantifies glycemic volatility based on patient-specific glucose transition density profiles with HbA1c and with currently used glucose variability metrics in predicting severe hypoglycemia in children with type 1 diabetes. DySF, the daily weighted number of large monotonic glycemic transitions that occur within one hour, was calculated for 441 total subjects with type 1 diabetes (146 children, aged 8-14 yrs) to assess the magnitude and frequency of glucose transitions per day. Severe hypoglycemic episodes (HE) were quantified for all subjects and evaluated against HbA1c and existing measures of glucose variability, including SD, MAGE, MODD, and CONGA using logistic regression models. DySF was found to be a predictor of severe HE in children (p = 0.018) with the likelihood of a child, aged 8-14 yrs, experiencing severe hypoglycemia increasing by up to 20% with decreasing values of up to 60% of DySF. Patients of any age who had one or multiple severe hypoglycemic episodes had on average a lower DySF when compared to those with no HE. Additionally, when considering mean glucose levels, DySF/mean was a preliminary predictor of severe HE in patients with HbA1c ≤ 6.5% (p = 0.062). DySF is a dynamic, quantitative, measure of daily glucose “volatility” that separates patients, within the same strata of HbA1c, into visually distinct patient profiles. DySF can be used as a preliminary predictor of clinically severe hypoglycemia in children and “well-controlled” patients with HbA1c ≤ 6.5%.
format Online
Article
Text
id pubmed-3859451
institution National Center for Biotechnology Information
language English
publishDate 2012
record_format MEDLINE/PubMed
spelling pubmed-38594512013-12-11 Dynamic Stress Factor (DySF): A Significant Predictor of Severe Hypoglycemic Events in Children with Type 1 Diabetes Rawlings, RA Yuan, L Shi, H Brehm, W Pop-Busui, R Nelson, PW J Diabetes Metab Article Hemoglobin A1c (HbA1c) is the current standard used in the clinical treatment of patients with diabetes. However, it has been shown that patients with similar HbA1c values may have widely different fluctuations in blood glucose values over the same period of time, including time spent in hyper- and/or hypo-glycemia. Hence, there exists a need for quantitative measures that can supplement HbA1c in managing patients with diabetes. We introduce and compare the Dynamic Stress Factor, DySF, a newly developed metric that quantifies glycemic volatility based on patient-specific glucose transition density profiles with HbA1c and with currently used glucose variability metrics in predicting severe hypoglycemia in children with type 1 diabetes. DySF, the daily weighted number of large monotonic glycemic transitions that occur within one hour, was calculated for 441 total subjects with type 1 diabetes (146 children, aged 8-14 yrs) to assess the magnitude and frequency of glucose transitions per day. Severe hypoglycemic episodes (HE) were quantified for all subjects and evaluated against HbA1c and existing measures of glucose variability, including SD, MAGE, MODD, and CONGA using logistic regression models. DySF was found to be a predictor of severe HE in children (p = 0.018) with the likelihood of a child, aged 8-14 yrs, experiencing severe hypoglycemia increasing by up to 20% with decreasing values of up to 60% of DySF. Patients of any age who had one or multiple severe hypoglycemic episodes had on average a lower DySF when compared to those with no HE. Additionally, when considering mean glucose levels, DySF/mean was a preliminary predictor of severe HE in patients with HbA1c ≤ 6.5% (p = 0.062). DySF is a dynamic, quantitative, measure of daily glucose “volatility” that separates patients, within the same strata of HbA1c, into visually distinct patient profiles. DySF can be used as a preliminary predictor of clinically severe hypoglycemia in children and “well-controlled” patients with HbA1c ≤ 6.5%. 2012-02-28 /pmc/articles/PMC3859451/ /pubmed/24349871 http://dx.doi.org/10.4172/2155-6156.1000177 Text en Copyright: © 2012 Rawlings RA, et al. http://creativecommons.org/licenses/by-nc/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Article
Rawlings, RA
Yuan, L
Shi, H
Brehm, W
Pop-Busui, R
Nelson, PW
Dynamic Stress Factor (DySF): A Significant Predictor of Severe Hypoglycemic Events in Children with Type 1 Diabetes
title Dynamic Stress Factor (DySF): A Significant Predictor of Severe Hypoglycemic Events in Children with Type 1 Diabetes
title_full Dynamic Stress Factor (DySF): A Significant Predictor of Severe Hypoglycemic Events in Children with Type 1 Diabetes
title_fullStr Dynamic Stress Factor (DySF): A Significant Predictor of Severe Hypoglycemic Events in Children with Type 1 Diabetes
title_full_unstemmed Dynamic Stress Factor (DySF): A Significant Predictor of Severe Hypoglycemic Events in Children with Type 1 Diabetes
title_short Dynamic Stress Factor (DySF): A Significant Predictor of Severe Hypoglycemic Events in Children with Type 1 Diabetes
title_sort dynamic stress factor (dysf): a significant predictor of severe hypoglycemic events in children with type 1 diabetes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3859451/
https://www.ncbi.nlm.nih.gov/pubmed/24349871
http://dx.doi.org/10.4172/2155-6156.1000177
work_keys_str_mv AT rawlingsra dynamicstressfactordysfasignificantpredictorofseverehypoglycemiceventsinchildrenwithtype1diabetes
AT yuanl dynamicstressfactordysfasignificantpredictorofseverehypoglycemiceventsinchildrenwithtype1diabetes
AT shih dynamicstressfactordysfasignificantpredictorofseverehypoglycemiceventsinchildrenwithtype1diabetes
AT brehmw dynamicstressfactordysfasignificantpredictorofseverehypoglycemiceventsinchildrenwithtype1diabetes
AT popbusuir dynamicstressfactordysfasignificantpredictorofseverehypoglycemiceventsinchildrenwithtype1diabetes
AT nelsonpw dynamicstressfactordysfasignificantpredictorofseverehypoglycemiceventsinchildrenwithtype1diabetes