Entropy change of biological dynamics in COPD

被引:19
作者
Jin, Yu [1 ]
Chen, Chang [1 ]
Cao, Zhixin [2 ]
Sun, Baoqing [3 ]
Lo, Iek Long [4 ]
Liu, Tzu-Ming [1 ]
Zheng, Jun [1 ]
Sun, Shixue [1 ]
Shi, Yan [5 ]
Zhang, Xiaohua Douglas [1 ]
机构
[1] Univ Macau, Fac Hlth Sci, Ave Univ, Taipa, Macau, Peoples R China
[2] Beijing Chaoyang Hosp, Beijing Engn Res Ctr Diag & Treatment Resp & Crit, Beijing, Peoples R China
[3] Guangzhou Med Univ, Affiliated Hosp 1, State Key Lab Resp Dis, Guangzhou, Guangdong, Peoples R China
[4] Ctr Hosp Conde Sao Januario, Dept Geriatr, Macau, Peoples R China
[5] Beihang Univ, Sch Automat Sci & Elect Engn, 37 Xueyuanlu, Beijing 100191, Peoples R China
关键词
entropy; heart rate variability; physiological signal; respiratory pattern; COPD; irregularity; OBSTRUCTIVE PULMONARY-DISEASE; HEART-RATE-VARIABILITY; APPROXIMATE ENTROPY; TIME-SERIES; COMPLEXITY; PATTERN; EXERCISE; WALK;
D O I
10.2147/COPD.S140636
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
In this century, the rapid development of large data storage technologies, mobile network technology, and portable medical devices makes it possible to measure, record, store, and track analysis of large amount of data in human physiological signals. Entropy is a key metric for quantifying the irregularity contained in physiological signals. In this review, we focus on how entropy changes in various physiological signals in COPD. Our review concludes that the entropy change relies on the types of physiological signals under investigation. For major physiological signals related to respiratory diseases, such as airflow, heart rate variability, and gait variability, the entropy of a patient with COPD is lower than that of a healthy person. However, in case of hormone secretion and respiratory sound, the entropy of a patient is higher than that of a healthy person. For mechanomyogram signal, the entropy increases with the increased severity of COPD. This result should give valuable guidance for the use of entropy for physiological signals measured by wearable medical device as well as for further research on entropy in COPD.
引用
收藏
页码:2997 / 3005
页数:9
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