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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...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Ivyspring International Publisher
2019
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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. |
format | Online Article Text |
id | pubmed-6775315 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Ivyspring International Publisher |
record_format | MEDLINE/PubMed |
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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