Automatic Identification of Motor Patterns Leading to Freezing of Gait in Parkinson’s Disease - An Exploratory Study

Luca Palmerini, Laura Rocchi, Jeffrey M. Hausdorff, Lorenzo Chiari

2014

Abstract

Freezing of gait (FOG) is a common and disabling gait disturbance among patients with advanced Parkinson’s Disease (PD). FOG episodes are often overcome using attention or cues from the environment. Hence, identification of events prior to FOG may be very effective to improve mobility in PD patients. Previous work has suggested that there are changes in the gait pattern just prior to freezing. Nonetheless, little work has been done to explore the possibility of identifying motor patterns that are characteristic of the pre-FOG phase (few seconds before the FOG). We analysed the acceleration signals from sensors worn on the ankle, thigh, and trunk of eight patients with PD who experienced freezing. We translated windows of the raw signals in symbols by using Symbolic Aggregate approXimation. The aim was to discriminate the patterns of symbols characterizing pre-FOG from the ones characterizing normal activity (standing and walking with no FOG). Sensitivity over 50% and Specificity over 70% were obtained by using a classifier on symbolic data, with different combinations of sensor position/sampling/windows duration. These preliminary findings demonstrate that it is possible to automatically identify (some of) the motor patterns that eventually lead to FOG events before they occur by using wearable sensors.

Paper Citation

in Harvard Style

Palmerini L., Rocchi L., M. Hausdorff J. and Chiari L. (2014). Automatic Identification of Motor Patterns Leading to Freezing of Gait in Parkinson’s Disease - An Exploratory Study . In Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM, ISBN 978-989-758-018-5, pages 730-734. DOI: 10.5220/0004912107300734

in Bibtex Style

@conference{icpram14,
author={Luca Palmerini and Laura Rocchi and Jeffrey M. Hausdorff and Lorenzo Chiari},
title={Automatic Identification of Motor Patterns Leading to Freezing of Gait in Parkinson’s Disease - An Exploratory Study},
booktitle={Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,},
year={2014},
pages={730-734},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004912107300734},
isbn={978-989-758-018-5},
}

in EndNote Style

TY - CONF
JO - Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,
TI - Automatic Identification of Motor Patterns Leading to Freezing of Gait in Parkinson’s Disease - An Exploratory Study
SN - 978-989-758-018-5
AU - Palmerini L.
AU - Rocchi L.
AU - M. Hausdorff J.
AU - Chiari L.
PY - 2014
SP - 730
EP - 734
DO - 10.5220/0004912107300734