Understanding Tremor in Rapid Upper Limb Movements Using 3D Accelerometers Data — Oak Academic Publishing
Research ArticleOpen AccessGoogle Scholar indexed
Understanding Tremor in Rapid Upper Limb Movements Using 3D Accelerometers Data
Center for Rapid and Sustainable Product Development (CDRSP), School of Technology and Management (ESTG) of the Polytechnic Institute of Leiria (IPLeiria), Leiria, Portugal
,
Laboratory of Biostatistics and Medical Informatics, IBILI, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
,
IBILI, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
,
Laboratory of Biostatistics and Medical Informatics, IBILI, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
,
Neurology Department, Coimbra University Hospital Centre (CHUC), Coimbra, Portugal
,
Neurology Department, Coimbra University Hospital Centre (CHUC), Coimbra, Portugal
,
IBILI, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
1 Center for Rapid and Sustainable Product Development (CDRSP), School of Technology and Management (ESTG) of the Polytechnic Institute of Leiria (IPLeiria), Leiria, Portugal
2 Laboratory of Biostatistics and Medical Informatics, IBILI, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
3 IBILI, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
4 Laboratory of Biostatistics and Medical Informatics, IBILI, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
5 Neurology Department, Coimbra University Hospital Centre (CHUC), Coimbra, Portugal
6 Neurology Department, Coimbra University Hospital Centre (CHUC), Coimbra, Portugal
7 IBILI, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
Tremor is a manifestation of a variety of human neurodegenerative diseases, notably Parkinson’s disease (PD) and Essential Tremor (ET), both affecting millions worldwide. PD is primarily caused by a progressive loss of dopamine neurons in the nigrostriatal system that leads to widespread motor symptoms such as bradykinesia, rigidity, tremor and postural instability. ET typically involves a tremor of the arms, hands or fingers. No definitive test or biomarker is yet available for PD or ET, so the rate of misdiagnosis is relatively high. As tremor is a very common feature at the onset of both diseases, it is crucial to be able to characterize it. This is made possible using acce?lerometers to quantify the tremor amplitude and frequency. In this work we aim to find tasks involving upper limb movements that are suitable to modulate both types of tremor. Four tasks were tested, differing on whether the arms moved together or alternatingly and whether loads were added. Significant differences in tremor measures were found when patients were asked to perform simultaneous rapid arms movements with loads placed on their wrists. These results may allow the design of an efficient fMRI protocol for identifying the cortical circuits responsible for the modulation of tremor.
Hess, C.W. and Pullman, S.L. (2012) Tremor: Clinical Phenomenology and Assessment Techniques. Tremor and Other Hyperkinetic Movements (New York, N.Y.), 2, 1-15. http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3517187/?report=classic
Buijink, A.W.G., Contarino, M.F., Koelman, J.H.T.M., Speelman, J.D. and van Rootselaar, A.F. (2012) How to Tackle Tremor—Systematic Review of the Literature and Diagnostic Work-Up. Frontiers in Neurology, 3, 146. http://dx.doi.org/10.3389/fneur.2012.00146
Lees, A.J., Hardy, J. and Revesz, T. (2009) Parkinson’s Disease. Lancet, 373, 2055-2066. http://dx.doi.org/10.1016/S0140-6736(09)60492-X
Stoessl, A.J., Martin, W.W., McKeown, M.J. and Sossi, V. (2011) Advances in Imaging in Parkinson’s Disease. Lancet Neurology, 10, 987-1001. http://dx.doi.org/10.1016/S1474-4422(11)70214-9
Mamorita, N., Iizuka, T., Takeuchi, A., Shirataka, M. and Ikeda, N. (2009) Development of a System for Measurement and Analysis of Tremor Using a Three-Axis Accelerometer. Methods of Information in Medicine, 48, 589-594. http://dx.doi.org/10.3414/ME9243
Mansur, P.H.G., Cury, L.K.P., Andrade, A.O., Pereira, A.A., Miotto, G.A.A., Soares, A.B., et al. (2007) A Review on Techniques for Tremor Recording and Quantification. Critical Reviews in Biomedical Engineering, 35, 343-362. http://dx.doi.org/10.1615/CritRevBiomedEng.v35.i5.10
Veluvolu, K.C. and Ang, W.T. (2011) Estimation of Physiological Tremor from Accelerometers for Real-Time Applications. Sensors (Basel, Switzerland), 11, 3020-3036. http://dx.doi.org/10.3390/s110303020
Grimaldi, G. and Manto, M. (2010) Neurological Tremor: Sensors, Signal Processing and Emerging Applications. Sensors (Basel, Switzerland), 10, 1399-1422. http://dx.doi.org/10.3390/s100201399
Hwang, I.-S., Lin, C.-C.K. and Wu, P.-S. (2009) Tremor Modulation in Patients with Parkinson’s Disease Compared to Healthy Counterparts during Loaded Postural Holding. Journal of Electromyography and Kinesiology: Official Journal of the International Society of Electrophysiological Kinesiology, 19, e520-e528. http://dx.doi.org/10.1016/j.jelekin.2009.03.005
Massano, J. and Bhatia, K.P. (2012) Clinical Approach to Parkinson’s Disease: Features, Diagnosis, and Principles of Management. Cold Spring Harbor Perspectives in Medicine, 2, a008870. http://dx.doi.org/10.1101/cshperspect.a008870
Raethjen, J. and Deuschl, G. (2009) Tremor. Current Opinion in Neurology, 22, 400-405. http://dx.doi.org/10.1097/WCO.0b013e32832dc056
Bhidayasiri, R., Petchrutchatachart, S., Pongthornseri, R., Anan, C., Dumnin, S. and Thanawattano, C. (2014) Low-Cost, 3-Dimension, Office-Based Inertial Sensors for Automated Tremor Assessment: Technical Development and Experimental Verification. Journal of Parkinson’s Disease, 4, 273-282. http://dx.doi.org/10.3233/JPD-130311
Castelo-Branco, M., Mendes, M., Silva, F., Massano, J., Januário, G., Januário, C., et al. (2009) Motion Integration Deficits Are Independent of Magnocellular Impairment in Parkinson’s Disease. Neuropsychologia, 47, 314-320. http://dx.doi.org/10.1016/j.neuropsychologia.2008.09.003
Deuschl, G., Bain, P. and Brin, M. (2008) Consensus Statement of the Movement Disorder Society on Tremor. Movement Disorders, 13, 2-23. http://dx.doi.org/10.1002/mds.870131303
Jankovic, J. (2008) Parkinson’s Disease: Clinical Features and Diagnosis. Journal of Neurology, Neurosurgery and Psychiatry, 79, 368-376. http://dx.doi.org/10.1136/jnnp.2007.131045
Zeuner, K.E., Shoge, R.O., Goldstein, S.R., Dambrosia, J.M. and Hallett, M. (2003) Accelerometry to Distinguish Psychogenic from Essential or Parkinsonian Tremor. Neurology, 61, 548-550. http://www.ncbi.nlm.nih.gov/pubmed/12939436 http://dx.doi.org/10.1212/01.WNL.0000076183.34915.CD
Schwingenschuh, P., Katschnig, P., Seiler, S., Saifee, T.A., Aguirregomozcorta, M., Cordivari, C., et al. (2011) Moving toward “Laboratory-Supported” Criteria for Psychogenic Tremor. Movement Disorders: Official Journal of the Movement Disorder Society, 26, 2509-2515. http://dx.doi.org/10.1002/mds.23922
Shrout, P.E. and Fleiss, J.L. (1979) Intraclass Correlations: Uses in Assessing Rater Reliability. Psychological Bulletin, 86, 420-428. http://www.ncbi.nlm.nih.gov/pubmed/18839484 http://dx.doi.org/10.1037/0033-2909.86.2.420
Marusiak, J., Jaskólska, A., Kisiel-Sajewicz, K., Yue, G.H. and Jaskólski, A. (2009) EMG and MMG Activities of Agonist and Antagonist Muscles in Parkinson’s Disease Patients during Absolute Submaximal Load Holding. Journal of Electromyography and Kinesiology: Official Journal of the International Society of Electrophysiological Kinesiology, 19, 903-914. http://dx.doi.org/10.1016/j.jelekin.2008.03.003
Burne, J.A., Blanche, T. and Morris, J.J. (2004) Muscle Loading as a Method to Isolate the Underlying Tremor Components in Essential Tremor and Parkinson’s Disease. Muscle & Nerve, 30, 347-355. http://dx.doi.org/10.1002/mus.20109
Giuffrida, J.P., Riley, D.E., Maddux, B.N. and Heldman, D.A. (2009) Clinically Deployable Kinesia Technology for Automated Tremor Assessment. Movement Disorders: Official Journal of the Movement Disorder Society, 24, 723-730. http://dx.doi.org/10.1002/mds.22445
Faria, P., Patricio, M., Philipiak, G., Caramelo, F., Januario, C., Freire, A., et al. (2013) Tremor Modulations across Periods with and without Voluntary Motion and Limb Load Task Demands Using Movement Quantification. Proceedings of the 35th IEEE Annual International Conference of the Engineering in Medicine and Biology Society (EMBC), Osaka, 3-7 July 2013, 4338-4341. http://dx.doi.org/10.1109/EMBC.2013.6610506
Brown, P. (1997) Does Parkinsonian Action Tremor Contribute to Muscle Weakness in Parkinson’s Disease? Brain, 120, 401-408. http://dx.doi.org/10.1093/brain/120.3.401
Budzianowska, A. and Honczarenko, K. (2008) Assessment of Rest Tremor in Parkinson’s Disease. Neurologia I Neurochirurgia Polska, 42, 12-21. http://www.ncbi.nlm.nih.gov/pubmed/18365958
Hellwig, B., Mund, P., Schelter, B., Guschlbauer, B., Timmer, J. and Lücking, C.H. (2009) A Longitudinal Study of Tremor Frequencies in Parkinson’s Disease and Essential Tremor. Clinical Neurophysiology: Official Journal of the International Federation of Clinical Neurophysiology, 120, 431-435. http://dx.doi.org/10.1016/j.clinph.2008.11.002
Zeuner, K.E. and Deuschl, G. (2012) An Update on Tremors. Current Opinion in Neurology, 25, 475-482. http://dx.doi.org/10.1097/WCO.0b013e3283550c7e
Meshack, R.P. and Norman, K.E. (2002) A Randomized Controlled Trial of the Effects of Weights on Amplitude and Frequency of Postural Hand Tremor in People with Parkinson’s Disease. Clinical Rehabilitation, 16, 481-492. http://www.ncbi.nlm.nih.gov/pubmed/12194619 http://dx.doi.org/10.1191/0269215502cr521oa
Pfann, K.D., Buchman, A.S., Comella, C.L. and Corcos, D.M. (2001) Control of Movement Distance in Parkinson’s Disease. Movement Disorders: Official Journal of the Movement Disorder Society, 16, 1048-1065. http://www.ncbi.nlm.nih.gov/pubmed/11748736 http://dx.doi.org/10.1002/mds.1220
Milanovic, S., Filipovic, S.R., Radovanovic, S., Blesic, S., Ilic, N.V., Kostic, V.S., et al. (2013) Changes in Motor Cortex Excitability Associated with Muscle Fatigue in Patients with Parkinson’s Disease. Vojnosanitetski Pregled. Military-Medical and Pharmaceutical Review, 70, 298-303. http://www.ncbi.nlm.nih.gov/pubmed/23607242 http://dx.doi.org/10.2298/VSP1303298M