A Non-Invasive Medical Device for Parkinson's Patients with Episodes of Freezing of Gait

被引:29
作者
Punin, Catalina [1 ]
Barzallo, Boris [1 ]
Clotet, Roger [2 ]
Bermeo, Alexander [1 ]
Bravo, Marco [1 ]
Pablo Bermeo, Juan [1 ]
Llumiguano, Carlos [3 ]
机构
[1] Univ Politecn Salesiana, Telecommun Res Grp, Cuenca 010105, Ecuador
[2] Univ Simon Bolivar, Networks & Appl Telemat Grp, Caracas 89000, Venezuela
[3] Hosp Vozandes Quito, Neurol Dept, Quito 170521, Ecuador
关键词
sensors; neurodegenerative disorders; clinical assessment; Parkinson's disease; freezing of gait; discrete wavelet transform; vibratory stimulus; DISEASE PATIENTS; WEARABLE ASSISTANT; SYSTEM; STATE;
D O I
10.3390/s19030737
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A critical symptom of Parkinson's disease (PD) is the occurrence of Freezing of Gait (FOG), an episodic disorder that causes frequent falls and consequential injuries in PD patients. There are various auditory, visual, tactile, and other types of stimulation interventions that can be used to induce PD patients to escape FOG episodes. In this article, we describe a low cost wearable system for non-invasive gait monitoring and external delivery of superficial vibratory stimulation to the lower extremities triggered by FOG episodes. The intended purpose is to reduce the duration of the FOG episode, thus allowing prompt resumption of gait to prevent major injuries. The system, based on an Android mobile application, uses a tri-axial accelerometer device for gait data acquisition. Gathered data is processed via a discrete wavelet transform-based algorithm that precisely detects FOG episodes in real time. Detection activates external vibratory stimulation of the legs to reduce FOG time. The integration of detection and stimulation in one low cost device is the chief novel contribution of this work. We present analyses of sensitivity, specificity and effectiveness of the proposed system to validate its usefulness.
引用
收藏
页数:20
相关论文
共 64 条
[1]   Detecting freezing of gait with a tri-axial accelerometer in Parkinson's disease patients [J].
Ahlrichs, Claas ;
Sama, Albert ;
Lawo, Michael ;
Cabestany, Joan ;
Rodriguez-Martin, Daniel ;
Perez-Lopez, Carlos ;
Sweeney, Dean ;
Quinlan, Leo R. ;
Laighin, Gearoid O. ;
Counihan, Timothy ;
Browne, Patrick ;
Hadas, Lewy ;
Vainstein, Gabriel ;
Costa, Alberto ;
Annicchiarico, Roberta ;
Alcaine, Sheila ;
Mestre, Berta ;
Quispe, Paola ;
Bayes, Angels ;
Rodriguez-Molinero, Alejandro .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2016, 54 (01) :223-233
[2]  
Alvarado Cando O., 2016, 2016 IEEE ANDESCON, DOI 10.1109/ANDESCON.2016.7836267
[3]   Behavior Analysis through Multimodal Sensing for Care of Parkinson's and Alzheimer's Patients [J].
Alvarez, Federico ;
Popa, Mirela ;
Solachidis, Vassilios ;
Hernandez-Penaloza, Gustavo ;
Belmonte-Hernandez, Alberto ;
Asteriadis, Stylianos ;
Vretos, Nicholas ;
Quintana, Marcos ;
Theodoridis, Thomas ;
Dotti, Dario ;
Daras, Petros .
IEEE MULTIMEDIA, 2018, 25 (01) :14-25
[4]   A Two-Year Follow-Up Study of Executive Dysfunctions in Parkinsonian Patients with Freezing of Gait at On-State [J].
Amboni, Marianna ;
Barone, Paolo ;
Picillo, Marina ;
Cozzolino, Autilia ;
Longo, Katia ;
Erro, Roberto ;
Iavarone, Alessandro .
MOVEMENT DISORDERS, 2010, 25 (06) :800-802
[5]  
[Anonymous], P 2017 IEEE 2 EC TEC
[6]  
[Anonymous], MED INTERNA MEX
[7]  
[Anonymous], TRANSFORMADA WAVELET
[8]  
[Anonymous], TRATAMIENTO SENALES
[9]  
[Anonymous], INGENIUS
[10]  
[Anonymous], ECUAD MAG NEUROL