Enrico Amico
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Fingerprinting the brain: network science to extract features of cognition, behavior and dysfunction
Open Date: 2020-02-01
Close Date: 2024-02-01
Grant: Close
Mapping the higher-order dynamics of neurodegeneration in human brain networks
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Articles (13)
Year:
2025
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2024
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2024
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2023
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2023
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2023
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2023
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2023
Year:
2022
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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2022
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2022
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2022
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2022
Collaborators (13)
Pierpaolo Sorrentino
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Giuseppe Sorrentino
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Daniele Marinazzo
Full professor
Ghent University
Dante Mantini
Full Professor
Katholieke Universiteit Leuven
Joaquín Goñi
Associate Professor
Purdue University
Anna Carotenuto
Università degli Studi di Torino
Lorina Naci
Associate Professor
Trinity College Dublin
Fabio Lucidi
Sapienza University of Rome
Giovanni Petri
Professor at Network Science Institute
Northeastern University London
Federico Battiston
Central European University
Antonella Romano
Parthenope University of Naples
Dimitri Van De Ville
Associate Professor
University of Geneva
Alessandra Griffa
Lausanne University Hospital
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