Associations of blood glucose dynamics with antihyperglycemic treatment and glycemic variability in type 1 and type 2 diabetes
- PMID: 28484994
- DOI: 10.1007/s40618-017-0682-2
Associations of blood glucose dynamics with antihyperglycemic treatment and glycemic variability in type 1 and type 2 diabetes
Abstract
Aims: The dynamical structure of glucose fluctuation has largely been disregarded in the contemporary management of diabetes.
Methods: In a retrospective study of patients with diabetes, we evaluated the relationship between glucose dynamics, antihyperglycemic therapy, glucose variability, and glucose exposure, while taking into account potential determinants of the complexity index. We used multiscale entropy (MSE) analysis of continuous glucose monitoring data from 131 subjects with type 1 (n = 18), type 2 diabetes (n = 102), and 11 nondiabetic control subjects. We compared the MSE complexity index derived from the glucose time series among the treatment groups, after adjusting for sex, age, diabetes duration, body mass index, and carbohydrate intake.
Results: In type 2 diabetic patients who were on a diet or insulin regimen with/without oral agents, the MSE index was significantly lower than in nondiabetic subjects but was lowest in the type 1 diabetes group (p < 0.001). The decline in the MSE complexity across the treatment groups correlated with increasing glucose variability and glucose exposure. Statistically, significant correlations existed between higher MSE complexity indices and better glycemic control. In multivariate regression analysis, the antidiabetic therapy was the most powerful predictor of the MSE (β = -0.940 ± 0.242, R 2 = 0.306, p < 0.001), whereas the potential confounders failed to contribute.
Conclusions: The loss of dynamical complexity in glucose homeostasis correlates more closely with therapy modalities and glucose variability than with clinical measures of glycemia. Thus, targeting the glucoregulatory system by adequate therapeutic interventions may protect against progressive worsening of diabetes control.
Keywords: Antihyperglycemic therapy; Continuous glucose monitoring; Diabetes control; Glucose dynamics; Multiscale entropy analysis.
Similar articles
-
Decreased complexity of glucose dynamics in diabetes: evidence from multiscale entropy analysis of continuous glucose monitoring system data.Am J Physiol Regul Integr Comp Physiol. 2014 Jul 15;307(2):R179-83. doi: 10.1152/ajpregu.00108.2014. Am J Physiol Regul Integr Comp Physiol. 2014. PMID: 24808497
-
Applications of Variability Analysis Techniques for Continuous Glucose Monitoring Derived Time Series in Diabetic Patients.Front Physiol. 2018 Sep 6;9:1257. doi: 10.3389/fphys.2018.01257. eCollection 2018. Front Physiol. 2018. PMID: 30237767 Free PMC article.
-
Glucose Variability: A Review of Clinical Applications and Research Developments.Diabetes Technol Ther. 2018 Jun;20(S2):S25-S215. doi: 10.1089/dia.2018.0092. Diabetes Technol Ther. 2018. PMID: 29916742 Review.
-
Higher glucose variability in type 1 than in type 2 diabetes patients admitted to the intensive care unit: A retrospective cohort study.J Crit Care. 2017 Apr;38:300-303. doi: 10.1016/j.jcrc.2016.12.021. Epub 2016 Dec 29. J Crit Care. 2017. PMID: 28063297
-
Advancing therapy in type 2 diabetes mellitus with early, comprehensive progression from oral agents to insulin therapy.Clin Ther. 2007;29 Spec No:1236-53. Clin Ther. 2007. PMID: 18046925 Review.
Cited by
-
Decreasing complexity of glucose time series derived from continuous glucose monitoring is correlated with deteriorating glucose regulation.Front Med. 2023 Feb;17(1):68-74. doi: 10.1007/s11684-022-0955-9. Epub 2022 Dec 23. Front Med. 2023. PMID: 36562949
-
An Improved Method of Handling Missing Values in the Analysis of Sample Entropy for Continuous Monitoring of Physiological Signals.Entropy (Basel). 2019 Mar 12;21(3):274. doi: 10.3390/e21030274. Entropy (Basel). 2019. PMID: 33266989 Free PMC article.
-
Decreased complexity of glucose dynamics in diabetes in rhesus monkeys.Sci Rep. 2019 Feb 5;9(1):1438. doi: 10.1038/s41598-018-36776-4. Sci Rep. 2019. PMID: 30723274 Free PMC article.
-
The effects of mindfulness-based stress reduction therapy combined with intensive education on the effectiveness of the care and the awareness rate in patients with arthritis and diabetes.Am J Transl Res. 2021 Apr 15;13(4):3190-3197. eCollection 2021. Am J Transl Res. 2021. PMID: 34017488 Free PMC article.
-
Patient-Tailored Decision Support System Improves Short- and Long-Term Glycemic Control in Type 2 Diabetes.J Diabetes Sci Technol. 2022 Sep;16(5):1159-1166. doi: 10.1177/19322968211008871. Epub 2021 May 18. J Diabetes Sci Technol. 2022. PMID: 34000840 Free PMC article.
References
MeSH terms
Substances
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical