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Detection and prediction of freezing of gait with wearable sensors in Parkinson's disease. 2024

Wei Zhang, and Hong Sun, and Debin Huang, and Zixuan Zhang, and Jinyu Li, and Chan Wu, and Yingying Sun, and Mengyi Gong, and Zhi Wang, and Chao Sun, and Guiyun Cui, and Yuzhu Guo, and Piu Chan
Department of Neurology, Suining County People's Hospital, Xuzhou, 221200, Jiangsu, China.

Freezing of gait (FoG) is one of the most distressing symptoms of Parkinson's Disease (PD), commonly occurring in patients at middle and late stages of the disease. Automatic and accurate FoG detection and prediction have emerged as a promising tool for long-term monitoring of PD and implementation of gait assistance systems. This paper reviews the recent development of FoG detection and prediction using wearable sensors, with attention on identifying knowledge gaps that need to be filled in future research. This review searched the PubMed and Web of Science databases to collect studies that detect or predict FoG with wearable sensors. After screening, 89 of 270 articles were included. The data description, extracted features, detection/prediction methods, and classification performance were extracted from the articles. As the number of papers of this area is increasing, the performance has been steadily improved. However, small datasets and inconsistent evaluation processes still hinder the application of FoG detection and prediction with wearable sensors in clinical practice.

UI MeSH Term Description Entries
D010300 Parkinson Disease A progressive, degenerative neurologic disease characterized by a TREMOR that is maximal at rest, retropulsion (i.e. a tendency to fall backwards), rigidity, stooped posture, slowness of voluntary movements, and a masklike facial expression. Pathologic features include loss of melanin containing neurons in the substantia nigra and other pigmented nuclei of the brainstem. LEWY BODIES are present in the substantia nigra and locus coeruleus but may also be found in a related condition (LEWY BODY DISEASE, DIFFUSE) characterized by dementia in combination with varying degrees of parkinsonism. (Adams et al., Principles of Neurology, 6th ed, p1059, pp1067-75) Idiopathic Parkinson Disease,Lewy Body Parkinson Disease,Paralysis Agitans,Primary Parkinsonism,Idiopathic Parkinson's Disease,Lewy Body Parkinson's Disease,Parkinson Disease, Idiopathic,Parkinson's Disease,Parkinson's Disease, Idiopathic,Parkinson's Disease, Lewy Body,Parkinsonism, Primary
D005684 Gait Manner or style of walking. Gaits
D006801 Humans Members of the species Homo sapiens. Homo sapiens,Man (Taxonomy),Human,Man, Modern,Modern Man
D000076251 Wearable Electronic Devices Electronic implements worn on the body as an implant or as an accessory. Examples include wearable diagnostic devices, wearable ACTIVITY TRACKERS, wearable INFUSION PUMPS, wearable computing devices, SENSORY AIDS, and electronic pest repellents. Wearable Computer,Electronic Skin,Wearable Devices,Wearable Technology,Computer, Wearable,Device, Wearable,Device, Wearable Electronic,Electronic Device, Wearable,Skin, Electronic,Technology, Wearable,Wearable Computers,Wearable Device,Wearable Electronic Device,Wearable Technologies
D020233 Gait Disorders, Neurologic Gait abnormalities that are a manifestation of nervous system dysfunction. These conditions may be caused by a wide variety of disorders which affect motor control, sensory feedback, and muscle strength including: CENTRAL NERVOUS SYSTEM DISEASES; PERIPHERAL NERVOUS SYSTEM DISEASES; NEUROMUSCULAR DISEASES; or MUSCULAR DISEASES. Ambulation Disorders, Neurologic,Charcot Gait,Charcot's Gait,Duck Gait,Gait Disorder, Sensorimotor,Gait Dysfunction, Neurologic,Gait, Athetotic,Gait, Broadened,Gait, Drop Foot,Gait, Festinating,Gait, Frontal,Gait, Hemiplegic,Gait, Hysterical,Gait, Reeling,Gait, Rigid,Gait, Scissors,Gait, Shuffling,Gait, Spastic,Gait, Stumbling,Gait, Unsteady,Gait, Widebased,Locomotion Disorders, Neurologic,Marche a Petit Pas,Neurologic Ambulation Disorders,Neurologic Locomotion Disorders,Rapid Fatigue of Gait,Sensorimotor Gait Disorder,Ambulation Disorder, Neurologic,Athetotic Gait,Broadened Gait,Charcot Gaits,Charcots Gait,Drop Foot Gait,Festinating Gait,Foot Gait, Drop,Frontal Gait,Gait Disorder, Neurologic,Gait Disorders, Sensorimotor,Gait Dysfunctions, Neurologic,Gait, Charcot,Gait, Charcot's,Gait, Duck,Gaits, Charcot,Hemiplegic Gait,Hysterical Gait,Locomotion Disorder, Neurologic,Neurologic Ambulation Disorder,Neurologic Gait Disorder,Neurologic Gait Disorders,Neurologic Gait Dysfunction,Neurologic Gait Dysfunctions,Neurologic Locomotion Disorder,Reeling Gait,Rigid Gait,Scissors Gait,Sensorimotor Gait Disorders,Shuffling Gait,Shuffling Gaits,Spastic Gait,Stumbling Gait,Unsteady Gait,Widebased Gait

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