Cargando…
A New Paradigm in Parkinson's Disease Evaluation With Wearable Medical Devices: A Review of STAT-ON(TM)
In the past decade, the use of wearable medical devices has been a great breakthrough in clinical practice, trials, and research. In the Parkinson's disease field, clinical evaluation is time limited, and healthcare professionals need to rely on retrospective data collected through patients...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9202426/ https://www.ncbi.nlm.nih.gov/pubmed/35720090 http://dx.doi.org/10.3389/fneur.2022.912343 |
_version_ | 1784728530301485056 |
---|---|
author | Rodríguez-Martín, Daniel Cabestany, Joan Pérez-López, Carlos Pie, Marti Calvet, Joan Samà, Albert Capra, Chiara Català, Andreu Rodríguez-Molinero, Alejandro |
author_facet | Rodríguez-Martín, Daniel Cabestany, Joan Pérez-López, Carlos Pie, Marti Calvet, Joan Samà, Albert Capra, Chiara Català, Andreu Rodríguez-Molinero, Alejandro |
author_sort | Rodríguez-Martín, Daniel |
collection | PubMed |
description | In the past decade, the use of wearable medical devices has been a great breakthrough in clinical practice, trials, and research. In the Parkinson's disease field, clinical evaluation is time limited, and healthcare professionals need to rely on retrospective data collected through patients' self-filled diaries and administered questionnaires. As this often leads to inaccurate evaluations, a more objective system for symptom monitoring in a patient's daily life is claimed. In this regard, the use of wearable medical devices is crucial. This study aims at presenting a review on STAT-ON(TM), a wearable medical device Class IIa, which provides objective information on the distribution and severity of PD motor symptoms in home environments. The sensor analyzes inertial signals, with a set of validated machine learning algorithms running in real time. The device was developed for 12 years, and this review aims at gathering all the results achieved within this time frame. First, a compendium of the complete journey of STAT-ON(TM) since 2009 is presented, encompassing different studies and developments in funded European and Spanish national projects. Subsequently, the methodology of database construction and machine learning algorithms design and development is described. Finally, clinical validation and external studies of STAT-ON(TM) are presented. |
format | Online Article Text |
id | pubmed-9202426 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92024262022-06-17 A New Paradigm in Parkinson's Disease Evaluation With Wearable Medical Devices: A Review of STAT-ON(TM) Rodríguez-Martín, Daniel Cabestany, Joan Pérez-López, Carlos Pie, Marti Calvet, Joan Samà, Albert Capra, Chiara Català, Andreu Rodríguez-Molinero, Alejandro Front Neurol Neurology In the past decade, the use of wearable medical devices has been a great breakthrough in clinical practice, trials, and research. In the Parkinson's disease field, clinical evaluation is time limited, and healthcare professionals need to rely on retrospective data collected through patients' self-filled diaries and administered questionnaires. As this often leads to inaccurate evaluations, a more objective system for symptom monitoring in a patient's daily life is claimed. In this regard, the use of wearable medical devices is crucial. This study aims at presenting a review on STAT-ON(TM), a wearable medical device Class IIa, which provides objective information on the distribution and severity of PD motor symptoms in home environments. The sensor analyzes inertial signals, with a set of validated machine learning algorithms running in real time. The device was developed for 12 years, and this review aims at gathering all the results achieved within this time frame. First, a compendium of the complete journey of STAT-ON(TM) since 2009 is presented, encompassing different studies and developments in funded European and Spanish national projects. Subsequently, the methodology of database construction and machine learning algorithms design and development is described. Finally, clinical validation and external studies of STAT-ON(TM) are presented. Frontiers Media S.A. 2022-06-02 /pmc/articles/PMC9202426/ /pubmed/35720090 http://dx.doi.org/10.3389/fneur.2022.912343 Text en Copyright © 2022 Rodríguez-Martín, Cabestany, Pérez-López, Pie, Calvet, Samà, Capra, Català and Rodríguez-Molinero. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neurology Rodríguez-Martín, Daniel Cabestany, Joan Pérez-López, Carlos Pie, Marti Calvet, Joan Samà, Albert Capra, Chiara Català, Andreu Rodríguez-Molinero, Alejandro A New Paradigm in Parkinson's Disease Evaluation With Wearable Medical Devices: A Review of STAT-ON(TM) |
title | A New Paradigm in Parkinson's Disease Evaluation With Wearable Medical Devices: A Review of STAT-ON(TM) |
title_full | A New Paradigm in Parkinson's Disease Evaluation With Wearable Medical Devices: A Review of STAT-ON(TM) |
title_fullStr | A New Paradigm in Parkinson's Disease Evaluation With Wearable Medical Devices: A Review of STAT-ON(TM) |
title_full_unstemmed | A New Paradigm in Parkinson's Disease Evaluation With Wearable Medical Devices: A Review of STAT-ON(TM) |
title_short | A New Paradigm in Parkinson's Disease Evaluation With Wearable Medical Devices: A Review of STAT-ON(TM) |
title_sort | new paradigm in parkinson's disease evaluation with wearable medical devices: a review of stat-on(tm) |
topic | Neurology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9202426/ https://www.ncbi.nlm.nih.gov/pubmed/35720090 http://dx.doi.org/10.3389/fneur.2022.912343 |
work_keys_str_mv | AT rodriguezmartindaniel anewparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT cabestanyjoan anewparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT perezlopezcarlos anewparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT piemarti anewparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT calvetjoan anewparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT samaalbert anewparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT caprachiara anewparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT catalaandreu anewparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT rodriguezmolineroalejandro anewparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT rodriguezmartindaniel newparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT cabestanyjoan newparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT perezlopezcarlos newparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT piemarti newparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT calvetjoan newparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT samaalbert newparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT caprachiara newparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT catalaandreu newparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm AT rodriguezmolineroalejandro newparadigminparkinsonsdiseaseevaluationwithwearablemedicaldevicesareviewofstatontm |