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The kinectome: A comprehensive kinematic map of human motion in health and disease

Human voluntary movement stems from the coordinated activations in space and time of many musculoskeletal segments. However, the current methodological approaches to study human movement are still limited to the evaluation of the synergies among a few body elements. Network science can be a useful a...

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Autores principales: Troisi Lopez, Emahnuel, Sorrentino, Pierpaolo, Liparoti, Marianna, Minino, Roberta, Polverino, Arianna, Romano, Antonella, Carotenuto, Anna, Amico, Enrico, Sorrentino, Giuseppe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9796708/
https://www.ncbi.nlm.nih.gov/pubmed/35838306
http://dx.doi.org/10.1111/nyas.14860
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author Troisi Lopez, Emahnuel
Sorrentino, Pierpaolo
Liparoti, Marianna
Minino, Roberta
Polverino, Arianna
Romano, Antonella
Carotenuto, Anna
Amico, Enrico
Sorrentino, Giuseppe
author_facet Troisi Lopez, Emahnuel
Sorrentino, Pierpaolo
Liparoti, Marianna
Minino, Roberta
Polverino, Arianna
Romano, Antonella
Carotenuto, Anna
Amico, Enrico
Sorrentino, Giuseppe
author_sort Troisi Lopez, Emahnuel
collection PubMed
description Human voluntary movement stems from the coordinated activations in space and time of many musculoskeletal segments. However, the current methodological approaches to study human movement are still limited to the evaluation of the synergies among a few body elements. Network science can be a useful approach to describe movement as a whole and to extract features that are relevant to understanding both its complex physiology and the pathophysiology of movement disorders. Here, we propose to represent human movement as a network (that we named the kinectome), where nodes represent body points, and edges are defined as the correlations of the accelerations between each pair of them. We applied this framework to healthy individuals and patients with Parkinson's disease, observing that the patients’ kinectomes display less symmetrical patterns as compared to healthy controls. Furthermore, we used the kinectomes to successfully identify both healthy and diseased subjects using short gait recordings. Finally, we highlighted topological features that predict the individual clinical impairment in patients. Our results define a novel approach to study human movement. While deceptively simple, this approach is well‐grounded, and represents a powerful tool that may be applied to a wide spectrum of frameworks.
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spelling pubmed-97967082023-01-04 The kinectome: A comprehensive kinematic map of human motion in health and disease Troisi Lopez, Emahnuel Sorrentino, Pierpaolo Liparoti, Marianna Minino, Roberta Polverino, Arianna Romano, Antonella Carotenuto, Anna Amico, Enrico Sorrentino, Giuseppe Ann N Y Acad Sci Original Articles Human voluntary movement stems from the coordinated activations in space and time of many musculoskeletal segments. However, the current methodological approaches to study human movement are still limited to the evaluation of the synergies among a few body elements. Network science can be a useful approach to describe movement as a whole and to extract features that are relevant to understanding both its complex physiology and the pathophysiology of movement disorders. Here, we propose to represent human movement as a network (that we named the kinectome), where nodes represent body points, and edges are defined as the correlations of the accelerations between each pair of them. We applied this framework to healthy individuals and patients with Parkinson's disease, observing that the patients’ kinectomes display less symmetrical patterns as compared to healthy controls. Furthermore, we used the kinectomes to successfully identify both healthy and diseased subjects using short gait recordings. Finally, we highlighted topological features that predict the individual clinical impairment in patients. Our results define a novel approach to study human movement. While deceptively simple, this approach is well‐grounded, and represents a powerful tool that may be applied to a wide spectrum of frameworks. John Wiley and Sons Inc. 2022-07-15 2022-10 /pmc/articles/PMC9796708/ /pubmed/35838306 http://dx.doi.org/10.1111/nyas.14860 Text en © 2022 The Authors. Annals of the New York Academy of Sciences published by Wiley Periodicals LLC on behalf of New York Academy of Sciences. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Troisi Lopez, Emahnuel
Sorrentino, Pierpaolo
Liparoti, Marianna
Minino, Roberta
Polverino, Arianna
Romano, Antonella
Carotenuto, Anna
Amico, Enrico
Sorrentino, Giuseppe
The kinectome: A comprehensive kinematic map of human motion in health and disease
title The kinectome: A comprehensive kinematic map of human motion in health and disease
title_full The kinectome: A comprehensive kinematic map of human motion in health and disease
title_fullStr The kinectome: A comprehensive kinematic map of human motion in health and disease
title_full_unstemmed The kinectome: A comprehensive kinematic map of human motion in health and disease
title_short The kinectome: A comprehensive kinematic map of human motion in health and disease
title_sort kinectome: a comprehensive kinematic map of human motion in health and disease
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9796708/
https://www.ncbi.nlm.nih.gov/pubmed/35838306
http://dx.doi.org/10.1111/nyas.14860
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