Application of a Modified Entropy Computational Method in Assessing the Complexity of Pulse Wave Velocity Signals in Healthy and Diabetic Subjects

被引:23
作者
Chang, Yi-Chung [1 ]
Wu, Hsien-Tsai [2 ]
Chen, Hong-Ruei [2 ]
Liu, An-Bang [2 ,3 ,4 ]
Yeh, Jung-Jen [2 ]
Lo, Men-Tzung [5 ,6 ]
Tsao, Jen-Ho [1 ]
Tang, Chieh-Ju [7 ]
Tsai, I-Ting [8 ]
Sun, Cheuk-Kwan [8 ]
机构
[1] Natl Taiwan Univ, Grad Inst Commun Engn, Taipei 10617, Taiwan
[2] Natl Dong Hwa Univ, Dept Elect Engn, Hualien 97401, Taiwan
[3] Buddhist Tzu Chi Gen Hosp, Dept Neurol, Hualien 97002, Taiwan
[4] Buddhist Tzu Chi Univ, Hualien 97002, Taiwan
[5] Natl Cent Univ, Res Ctr Adapt Data Anal, Chungli 32001, Taiwan
[6] Natl Cent Univ, Ctr Dynam Biomarkers & Translat Med, Chungli 32001, Taiwan
[7] Minist Hlth & Welf, Hualien Hosp, Dept Internal Med, Hualien 97061, Taiwan
[8] I Shou Univ, E Da Hosp, Dept Emergency Med, Kaohsiung 82445, Taiwan
来源
ENTROPY | 2014年 / 16卷 / 07期
关键词
multi-scale entropy; scale factor; pulse wave velocity; age; diabetes; HEART-RATE DYNAMICS; MULTISCALE ENTROPY; HYPERTENSIVE PATIENTS; ARTERIAL STIFFNESS; MORTALITY; DISEASE; RISK; ECG; AGE;
D O I
10.3390/e16074032
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Using 1000 successive points of a pulse wave velocity (PWV) series, we previously distinguished healthy from diabetic subjects with multi-scale entropy (MSE) using a scale factor of 10. One major limitation is the long time for data acquisition (i.e., 20 min). This study aimed at validating the sensitivity of a novel method, short time MSE (sMSE) that utilized a substantially smaller sample size (i.e., 600 consecutive points), in differentiating the complexity of PWV signals both in simulation and in human subjects that were divided into four groups: healthy young (Group 1; n = 24) and middle-aged (Group 2; n = 30) subjects without known cardiovascular disease and middle-aged individuals with well-controlled (Group 3; n = 18) and poorly-controlled (Group 4; n = 22) diabetes mellitus type 2. The results demonstrated that although conventional MSE could differentiate the subjects using 1000 consecutive PWV series points, sensitivity was lost using only 600 points. Simulation study revealed consistent results. By contrast, the novel sMSE method produced significant differences in entropy in both simulation and testing subjects. In conclusion, this study demonstrated that using a novel sMSE approach for PWV analysis, the time for data acquisition can be substantially reduced to that required for 600 cardiac cycles (similar to 10 min) with remarkable preservation of sensitivity in differentiating among healthy, aged, and diabetic populations.
引用
收藏
页码:4032 / 4043
页数:12
相关论文
共 29 条
[1]   Aortic pulse wave velocity as a marker of cardiovascular risk in hypertensive patients [J].
Blacher, J ;
Asmar, R ;
Djane, S ;
London, GM ;
Safar, ME .
HYPERTENSION, 1999, 33 (05) :1111-1117
[2]   Dissociation of Aortic Pulse Wave Velocity With Risk Factors for Cardiovascular Disease Other Than Hypertension A Systematic Review [J].
Cecelja, Marina ;
Chowienczyk, Philip .
HYPERTENSION, 2009, 54 (06) :1328-U103
[3]   Gaussian Noise Filtering from ECG by Wiener Filter and Ensemble Empirical Mode Decomposition [J].
Chang, Kang-Ming ;
Liu, Shing-Hong .
JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2011, 64 (02) :249-264
[4]   Reduced Physiological Complexity in Robust Elderly Adults with the APOE ε4 Allele [J].
Cheng, Daniel ;
Tsai, Shih-Jen ;
Hong, Chen-Jee ;
Yang, Albert C. .
PLOS ONE, 2009, 4 (11)
[5]   Multiscale entropy analysis of biological signals [J].
Costa, M ;
Goldberger, AL ;
Peng, CK .
PHYSICAL REVIEW E, 2005, 71 (02)
[6]   Multiscale entropy analysis of complex heart rate dynamics: Discrimination of age and heart failure effects [J].
Costa, M ;
Healey, JA .
COMPUTERS IN CARDIOLOGY 2003, VOL 30, 2003, 30 :705-708
[7]   Multiscale entropy to distinguish physiologic and synthetic RR time series [J].
Costa, M ;
Goldberger, AL ;
Peng, CK .
COMPUTERS IN CARDIOLOGY 2002, VOL 29, 2002, 29 :137-140
[8]   Multiscale entropy analysis of human gait dynamics [J].
Costa, M ;
Peng, CK ;
Goldberger, AL ;
Hausdorff, JM .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2003, 330 (1-2) :53-60
[9]   Multiscale entropy analysis of complex physiologic time series [J].
Costa, M ;
Goldberger, AL ;
Peng, CK .
PHYSICAL REVIEW LETTERS, 2002, 89 (06) :1-068102
[10]   Multiscale analysis of heart rate dynamics: Entropy and time irreversibility measures [J].
Costa, Madalena D. ;
Peng, Chung-Kang ;
Goldberger, Ary L. .
CARDIOVASCULAR ENGINEERING, 2008, 8 (02) :88-93