Dynamical glucometry: Use of multiscale entropy analysis in diabetes

被引:51
作者
Costa, Madalena D. [1 ,2 ]
Henriques, Teresa [1 ,3 ,4 ]
Munshi, Medha N. [2 ,5 ]
Segal, Alissa R. [5 ,6 ]
Goldberger, Ary L. [1 ,2 ]
机构
[1] Harvard Univ, Wyss Inst Biol Inspired Engn, Boston, MA 02115 USA
[2] Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Boston, MA 02215 USA
[3] Ctr Res Hlth Technol & Informat Syst CINTESIS, Oporto, Portugal
[4] Inst Telecomunicacoes, Oporto, Portugal
[5] Joslin Diabet Ctr, Boston, MA 02215 USA
[6] MCPHS Univ, Boston, MA 02215 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
GLYCEMIC VARIABILITY; GLUCOSE COMPLEXITY; BLOOD-GLUCOSE; TIME-SERIES; FLUCTUATIONS;
D O I
10.1063/1.4894537
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Diabetes mellitus (DM) is one of the world's most prevalent medical conditions. Contemporary management focuses on lowering mean blood glucose values toward a normal range, but largely ignores the dynamics of glucose fluctuations. We probed analyte time series obtained from continuous glucose monitor (CGM) sensors. We show that the fluctuations in CGM values sampled every 5 min are not uncorrelated noise. Next, using multiscale entropy analysis, we quantified the complexity of the temporal structure of the CGM time series from a group of elderly subjects with type 2 DM and age-matched controls. We further probed the structure of these CGM time series using detrended fluctuation analysis. Our findings indicate that the dynamics of glucose fluctuations from control subjects are more complex than those of subjects with type 2 DM over time scales ranging from about 5 min to 5 h. These findings support consideration of a new framework, dynamical glucometry, to guide mechanistic research and to help assess and compare therapeutic interventions, which should enhance complexity of glucose fluctuations and not just lower mean and variance of blood glucose levels. (C) 2014 AIP Publishing LLC.
引用
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页数:5
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