DocumentCode :
2075714
Title :
Finger Tapping feature extraction in Parkinson´s disease using low-cost accelerometers
Author :
Stamatakis, Julien ; Crémers, Julien ; Macq, Benoit ; Garraux, Gaëtan
Author_Institution :
Telecommun. & Remote Sensing Lab., Univ. Catholique de Louvain (UCL), Louvain-la-Neuve, Belgium
fYear :
2010
fDate :
3-5 Nov. 2010
Firstpage :
1
Lastpage :
4
Abstract :
The clinical hallmarks of Parkinson´s disease (PD) are movement poverty and slowness (i.e. bradykinesia), muscle rigidity and limb tremor. The physicians usually quantify these motor disturbances by assigning a severity score according to validated but time-consuming clinical scales such as the Unified Parkinson´s Disease Rating Scale (UPDRS) - part III. These clinical ratings are however prone to subjectivity and inter-rater variability. The PD medical community is therefore looking for a faster and more objective rating method. As a first step towards this goal, a tri-axial accelerometer-based system is proposed as patients are engaged in a repetitive finger tapping task, which is classically used to assess bradykinesia in the UPDRS-III. After developing the hardware, an algorithm has been developed, that automatically epoched the signal on a trial-by-trial basis and quantified, among others, movement speed, amplitude, hesitations or halts as validated by visual inspection of video recordings during the task. The results obtained in a PD patient and an healthy volunteer are presented. Preliminary results show that PD patients and healthy volunteers have different features profiles, so that a classifier could be set up to predict objective UPDRS-III scores.
Keywords :
accelerometers; biomedical measurement; diseases; feature extraction; medical signal processing; neurophysiology; Parkinson disease; UPDRS-III; accelerometers; bradykinesia; feature extraction; finger tapping; inter-rater variability; limb tremor; movement poverty; muscle rigidity; slowness; subjectivity; unified Parkinson disease rating scale; Acceleration; Motion measurement; Performance evaluation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Technology and Applications in Biomedicine (ITAB), 2010 10th IEEE International Conference on
Conference_Location :
Corfu
Print_ISBN :
978-1-4244-6559-0
Type :
conf
DOI :
10.1109/ITAB.2010.5687769
Filename :
5687769
Link To Document :
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