Analysis of dynamic voluntary muscle contractions in Parkinson's disease

IEEE Transactions on Biomedical Engineering

Volumn 56, Issue 9, 2009, Pages 2280-2288

  Rissanen, Saara M ^a,b   Kankaanpää, Markku ^b,c   Tarvainen, Mika P ^a   Meigal, Alexander Yu ^d   Nuutinen, Juho ^b   Tarkka, Ina M ^b   Airaksinen, Olavi ^a   Karjalainen, Pasi A ^a  

^a UNIVERSITY OF EASTERN FINLAND   (Finland)

^b KUOPIO UNIVERSITY HOSPITAL   (Finland)

^c TAMPERE UNIVERSITY HOSPITAL   (Finland)

^d PETROZAVODSK STATE UNIVERSITY   (Russian Federation)

Author keywords

Discrimination; Dynamic contractions; Nonlinear methods; Parkinson's disease (PD); Surface electromyography (EMG)

Indexed keywords

ACCELERATION DATA; CLINICAL ASSESSMENTS; CLUSTERING RESULTS; DISCRIMINATION; FEATURE VECTORS; HEALTHY CONTROLS; MEASURED SIGNALS; MUSCLE CONTRACTIONS; NEUROMUSCULAR DYSFUNCTIONS; NONLINEAR METHODS; NOVEL METHODS; PARKINSON'S DISEASE; PARKINSON'S DISEASE (PD); PRINCIPAL COMPONENTS; SURFACE ELECTROMYOGRAPHY; SURFACE ELECTROMYOGRAPHY (EMG); TIME VARYING; VOLUNTARY MUSCLE CONTRACTION;

ACCELERATION MEASUREMENT; ACCELEROMETERS; CLUSTER ANALYSIS; CLUSTERING ALGORITHMS; ELECTROMYOGRAPHY; LAW ENFORCEMENT; MUSCLE; NONLINEAR ANALYSIS; SHRINKAGE;

DYNAMIC ANALYSIS;

CHOLINERGIC RECEPTOR BLOCKING AGENT; DOPA DECARBOXYLASE INHIBITOR; DOPAMINE RECEPTOR STIMULATING AGENT; LEVODOPA; MONOAMINE OXIDASE INHIBITOR;

ACCELERATION; ADULT; AGED; ARTICLE; CLINICAL ARTICLE; CLINICAL ASSESSMENT; CONTROLLED STUDY; ELBOW FLEXION; ELECTROMYOGRAPHY; HUMAN; MOLECULAR DYNAMICS; MUSCLE CONTRACTION; NEUROMUSCULAR DISEASE; PARAMETER; PARKINSON DISEASE; SIGNAL DETECTION; VOLUNTARY MOVEMENT;

AGED; CLUSTER ANALYSIS; ELECTROMYOGRAPHY; HUMANS; MIDDLE AGED; MODELS, BIOLOGICAL; MUSCLE CONTRACTION; MUSCLE, SKELETAL; NONLINEAR DYNAMICS; PARKINSON DISEASE; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY OF RESULTS; ROC CURVE; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 69549124411     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2009.2023795     Document Type: Article

References (26)

1. D. Farina, "Interpretation of the surface electromyogram in dynamic contractions," Exerc. Sport Sci. Rev., vol.34, no.3, pp. 121-127, 2006.
2. E. Tolosa, G. Wenning, and W. Poewe, "The diagnosis of Parkinson's disease," Lancet Neurol., vol.5, pp. 75-86, 2006.
3. S. Salenius, S. Avikainen, S. Kaakkola, R. Hari, and P. Brown, "Defective cortical drive to muscle in Parkinson's disease and its improvement with levodopa," Brain, vol.125, pp. 491-500, 2002.
4. J. Valls-Solé and F. Valldeoriola, "Neurophysiological correlate of clinical signs in Parkinson's disease," Clin. Neurophysiol., vol.113, pp. 792-805, 2002. (Pubitemid 34621188)
5. J. A. Robichaud, K. D. Pfann, D. E. Vaillancourt, C. L. Comella, and D. M. Corcos, "Force control and disease severity in Parkinson's disease," Mov. Disord., vol.20, no.4, pp. 441-450, 2005. (Pubitemid 40779019)
6. D. E. Vaillancourt and K. M. Newell, "The dynamics of resting and postural tremor in Parkinson's disease," Clin. Neurophysiol., vol.111, pp. 2046-2056, 2000. (Pubitemid 30799291)
7. L. Fattorini, F. Felici, G. C. Filligoi, M. Traballesi, and D. Farina, "Influence of high motor unit synchronization levels on non-linear and spectral variables of the surface EMG," J. Neurosci. Methods, vol.143, pp. 133-139, 2005.
8. A. I. Meigal, S. Rissanen, M. P. Tarvainen, P. A. Karjalainen, I. A. Iudina-Vassel, O. Airaksinen, and M. Kankaanpää, "Novel parameters of surface EMG in patients with Parkinson's disease and healthy young and old controls," J. Electromyogr. Kinesiol., vol.19, no.3, pp. e206-e213, 2009.
9. S. Rissanen, M. Kankaanpää, M. P. Tarvainen, J. Nuutinen, I. M. Tarkka, O. Airaksinen, and P. A. Karjalainen, "Analysis of surface EMG signal morphology in Parkinson's disease," Physiol. Meas., vol.28, pp. 1507-1521, 2007.
10. S. M. Rissanen, M. Kankaanpää, A. Meigal, M. P. Tarvainen, J. Nuutinen, I. M. Tarkka, O. Airaksinen, and P. A. Karjalainen, "Surface EMG and acceleration signals in Parkinson's disease: Feature extraction and cluster analysis," Med. Biol. Eng. Comput., vol.46, no.9, pp. 849-858, 2008.
11. D. Flament, D. E. Vaillancourt, T. Kempf, K. Shannon, and D. M. Corcos, "EMG remains fractioned in Parkinson's disease, despite practice-related improvements in performance," Clin. Neurophysiol., vol.114, pp. 2385-2396, 2003.
12. K. D. Pfann, A. S. Buchman, C. L. Comella, and D. M. Corcos, "Control of movement distance in Parkinson's disease," Mov. Disord., vol.16, no.6, pp. 1048-1065, 2001. (Pubitemid 36041217)
13. J. A. Robichaud, K. D. Pfann, C. L. Comella, and D. M. Corcos, "Effect of medication on EMG patterns in individuals with Parkinson's disease," Mov. Disord., vol.5, pp. 950-960, 2002.
14. J. A. Robichaud, K. D. Pfann, C. L. Comella, M. Brandabur, and D. M. Corcos, "Greater impairment of extension movements as compared to flexion movements in Parkinson's disease," Exp. Brain Res., vol.156, pp. 240-254, 2004.
15. G. De Michele, S. Sello, M. C. Carboncini, B. Rossi, and S. Strambi, "Cross-correlation time-frequency analysis for multiple EMG signals in Parkinson's disease: Wavelet approach," Med. Eng. Phys., vol.25, pp. 361-369, 2003.
16. S. Strambi, B. Rossi, G. De Michele, and S. Sello, "Effect of medication in Parkinson's disease: A wavelet analysis of EMG signals," Med. Eng. Phys., vol.26, pp. 279-290, 2004. (Pubitemid 38581036)
17. M. P. Tarvainen, P. O. Ranta-aho, and P. A. Karjalainen, "An advanced detrending method with application to HRV analysis," IEEE Trans. Biomed. Eng., vol.49, no.2, pp. 172-175, Feb. 2002.
18. E. A. Clancy, D. Farina, and G. Filligoi, "Single-channel techniques for information extraction from the surface EMG signal," in Electromyography: Physiology, Engineering, and Noninvasive Applications, R. Merletti and P. Parker, Eds. Piscataway, NJ: Wiley-IEEE Press, 2004, pp. 133-168.
19. C. L. Webber and J. P. Zbilut, "Dynamical assessment of physiological systems and states using recurrence plot strategies," J. Appl. Physiol., vol.76, no.2, pp. 965-973, 1994.
20. S. Karlsson, J. Yu, and M. Akay, "Time-frequency analysis of myoelectric signals during dynamic contractions: A comparative study," IEEE Trans. Biomed. Eng., vol.47, no.2, pp. 228-238, Feb. 2000.
21. M. Misiti, Y. Misiti, G. Oppenheim, and J.-M. Poggi, Wavelet Toolbox™ User's Guide. Natick, MA: The MathWorks, Inc., 2008.
22. I. T. Jolliffe, Principal Component Analysis. New York: Springer- Verlag, 1986.
23. S. Theodoridis and K. Koutroumbas, Pattern Recognition, 3rd ed. New York: Academic, 2006.
24. J. S. Richman and J. R. Moorman, "Physiological time-series analysis using approximate entropy and sample entropy," Amer. J. Physiol. Heart Circ. Physiol., vol.278, pp. H2039-H2049, 2000.
25. S. L. Hong, E. G. James, and K. M. Newell, "Coupling and irregularity in the aging motor system: Tremor and movement," Neurosci. Lett., vol.433, pp. 119-124, 2008.
26. B. Harwood, D. L. Edwards, and J. M. Jakobi, "Age- and sex-related differences in muscle activation for a discrete functional task," Eur. J. Appl. Physiol., vol.103, pp. 677-686, 2008.