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Analyzing Complexity and Fractality of Glucose Dynamics in a Pregnant Woman with Type 2 Diabetes under Treatment

Currently, the rapid development of continuous glucose monitoring (CGM) device brings new insights into the treatment of diabetic patients including those during pregnancy. Complexity and fractality have recently under fast development for extracting information embodied in glucose dynamics measured...

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Autores principales: Chen, Xiaoyan, Wang, Dandan, Lin, Jinxiang, Zhang, Teng, Deng, Shunyou, Huang, Lianyi, Jin, Yu, Chen, Chang, Zhang, Zhaozhi, Zheng, Jun, Sun, Baoqing, Bogdan, Paul, Zhang, Xiaohua Douglas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Ivyspring International Publisher 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6775315/
https://www.ncbi.nlm.nih.gov/pubmed/31595155
http://dx.doi.org/10.7150/ijbs.33825
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author Chen, Xiaoyan
Wang, Dandan
Lin, Jinxiang
Zhang, Teng
Deng, Shunyou
Huang, Lianyi
Jin, Yu
Chen, Chang
Zhang, Zhaozhi
Zheng, Jun
Sun, Baoqing
Bogdan, Paul
Zhang, Xiaohua Douglas
author_facet Chen, Xiaoyan
Wang, Dandan
Lin, Jinxiang
Zhang, Teng
Deng, Shunyou
Huang, Lianyi
Jin, Yu
Chen, Chang
Zhang, Zhaozhi
Zheng, Jun
Sun, Baoqing
Bogdan, Paul
Zhang, Xiaohua Douglas
author_sort Chen, Xiaoyan
collection PubMed
description Currently, the rapid development of continuous glucose monitoring (CGM) device brings new insights into the treatment of diabetic patients including those during pregnancy. Complexity and fractality have recently under fast development for extracting information embodied in glucose dynamics measured using CGM. Although scientists have investigated the difference of complexity in glucose dynamics between diabetes and non-diabetes in order to discover better approaches for diabetes care, no one has analyzed the complexity and fractality of glucose dynamics during the process of adopting CGM to successfully treat pregnant women with type 2 diabetes. Thus, we analyzed the complexity and fractality using power spectral density (PSD), multi-scale sample entropy (MSE) and multifractal detrended fluctuation analysis (MF-DFA) in a clinical case. Our results show that (i) there exists multifractal behavior in blood glucose dynamics; (ii) the alpha stable distribution fits to the glucose increment data better than the Gaussian distribution; and (iii) the “global” complexity indicated by multiscale entropy, spectrum exponent and Hurst exponent increase and the “local” complexity indicated by multifractal spectrum decrease after the successful therapy. Our results offer findings that may bring value to health care providers for managing glucose levels of pregnant women with type 2 diabetes as well as provide scientists a reference on applying complexity and fractality in the clinical practice of treating diabetes.
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spelling pubmed-67753152019-10-08 Analyzing Complexity and Fractality of Glucose Dynamics in a Pregnant Woman with Type 2 Diabetes under Treatment Chen, Xiaoyan Wang, Dandan Lin, Jinxiang Zhang, Teng Deng, Shunyou Huang, Lianyi Jin, Yu Chen, Chang Zhang, Zhaozhi Zheng, Jun Sun, Baoqing Bogdan, Paul Zhang, Xiaohua Douglas Int J Biol Sci Research Paper Currently, the rapid development of continuous glucose monitoring (CGM) device brings new insights into the treatment of diabetic patients including those during pregnancy. Complexity and fractality have recently under fast development for extracting information embodied in glucose dynamics measured using CGM. Although scientists have investigated the difference of complexity in glucose dynamics between diabetes and non-diabetes in order to discover better approaches for diabetes care, no one has analyzed the complexity and fractality of glucose dynamics during the process of adopting CGM to successfully treat pregnant women with type 2 diabetes. Thus, we analyzed the complexity and fractality using power spectral density (PSD), multi-scale sample entropy (MSE) and multifractal detrended fluctuation analysis (MF-DFA) in a clinical case. Our results show that (i) there exists multifractal behavior in blood glucose dynamics; (ii) the alpha stable distribution fits to the glucose increment data better than the Gaussian distribution; and (iii) the “global” complexity indicated by multiscale entropy, spectrum exponent and Hurst exponent increase and the “local” complexity indicated by multifractal spectrum decrease after the successful therapy. Our results offer findings that may bring value to health care providers for managing glucose levels of pregnant women with type 2 diabetes as well as provide scientists a reference on applying complexity and fractality in the clinical practice of treating diabetes. Ivyspring International Publisher 2019-09-07 /pmc/articles/PMC6775315/ /pubmed/31595155 http://dx.doi.org/10.7150/ijbs.33825 Text en © The author(s) This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/). See http://ivyspring.com/terms for full terms and conditions.
spellingShingle Research Paper
Chen, Xiaoyan
Wang, Dandan
Lin, Jinxiang
Zhang, Teng
Deng, Shunyou
Huang, Lianyi
Jin, Yu
Chen, Chang
Zhang, Zhaozhi
Zheng, Jun
Sun, Baoqing
Bogdan, Paul
Zhang, Xiaohua Douglas
Analyzing Complexity and Fractality of Glucose Dynamics in a Pregnant Woman with Type 2 Diabetes under Treatment
title Analyzing Complexity and Fractality of Glucose Dynamics in a Pregnant Woman with Type 2 Diabetes under Treatment
title_full Analyzing Complexity and Fractality of Glucose Dynamics in a Pregnant Woman with Type 2 Diabetes under Treatment
title_fullStr Analyzing Complexity and Fractality of Glucose Dynamics in a Pregnant Woman with Type 2 Diabetes under Treatment
title_full_unstemmed Analyzing Complexity and Fractality of Glucose Dynamics in a Pregnant Woman with Type 2 Diabetes under Treatment
title_short Analyzing Complexity and Fractality of Glucose Dynamics in a Pregnant Woman with Type 2 Diabetes under Treatment
title_sort analyzing complexity and fractality of glucose dynamics in a pregnant woman with type 2 diabetes under treatment
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6775315/
https://www.ncbi.nlm.nih.gov/pubmed/31595155
http://dx.doi.org/10.7150/ijbs.33825
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