Detecting scaling in the period dynamics of multimodal signals: Application to Parkinsonian tremor

被引:34
作者
Sapir, N [1 ]
Karasik, R
Havlin, S
Simon, E
Hausdorff, JM
机构
[1] Bar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
[2] Bar Ilan Univ, Gonda Goldschmied Med Diagnost Res Ctr, IL-52900 Ramat Gan, Israel
[3] Tel Aviv Sourasky Med Ctr, Movement Disorders Unit, Tel Aviv, Israel
[4] Beth Israel Deaconess Med Ctr, Gerontol Div, Boston, MA 02215 USA
来源
PHYSICAL REVIEW E | 2003年 / 67卷 / 03期
关键词
D O I
10.1103/PhysRevE.67.031903
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Patients with Parkinson's disease exhibit tremor, involuntary movement of the limbs. The frequency spectrum of tremor typically has broad peaks at "harmonic" frequencies, much like that seen in other physical processes. In general, this type of harmonic structure in the frequency domain may be due to two possible mechanisms: a nonlinear oscillation or a superposition of (multiple) independent modes of oscillation. A broad peak spectrum generally indicates that a signal is semiperiodic with a fluctuating period. These fluctuations may posses intrinsic order that can be quantified using scaling analysis. We propose a method to extract the correlation (scaling) properties in the period dynamics of multimodal oscillations, in order to distinguish between a nonlinear oscillation and a superposition of individual modes of oscillation. The method is based on our finding that the information content of the temporal correlations in a fluctuating period of a single oscillator is contained in a finite frequency band in the power spectrum, allowing for decomposition of modes by bandpass filtering. Our simulations for a nonlinear oscillation show that harmonic modes possess the same scaling properties. In contrast, when the method is applied to tremor records from patients with Parkinson's disease, the first two modes of oscillations yield different scaling patterns, suggesting that these modes may not be simple harmonics, as might be initially assumed.
引用
收藏
页数:8
相关论文
共 33 条
[1]  
Bak P. P., 1996, NATURE WORKS
[2]  
Bassingthwaighte J. B., 1994, FRACTAL PHYSL, DOI DOI 10.1007/978-1-4614-7572-9
[3]   Detrended fluctuation analysis of time series of a firing fusimotor neuron [J].
Blesic, S ;
Milosevic, S ;
Stratimirovic, D ;
Ljubisavljevic, M .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 1999, 268 (3-4) :275-282
[4]   Correlated and uncorrelated regions in heart-rate fluctuations during sleep [J].
Bunde, A ;
Havlin, S ;
Kantelhardt, JW ;
Penzel, T ;
Peter, JH ;
Voigt, K .
PHYSICAL REVIEW LETTERS, 2000, 85 (17) :3736-3739
[5]  
de Boor C., 1978, PRACTICAL GUIDE SPLI, DOI DOI 10.1007/978-1-4612-6333-3
[6]   Scale invariance in biology: coincidence or footprint of a universal mechanism? [J].
Gisiger, T .
BIOLOGICAL REVIEWS, 2001, 76 (02) :161-209
[7]   Non-linear dynamics for clinicians: Chaos theory, fractals, and complexity at the bedside [J].
Goldberger, AL .
LANCET, 1996, 347 (9011) :1312-1314
[8]   Fractal dynamics in physiology: Alterations with disease and aging [J].
Goldberger, AL ;
Amaral, LAN ;
Hausdorff, JM ;
Ivanov, PC ;
Peng, CK ;
Stanley, HE .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 :2466-2472
[9]  
GOLDBERGER AL, 1990, SCI AM, V262, P43
[10]   SPECTRAL-ANALYSIS OF TREMOR - UNDERSTANDING THE RESULTS [J].
GRESTY, M ;
BUCKWELL, D .
JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 1990, 53 (11) :976-981