Enrico Amico

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University of Birmingham
Country flagUnited Kingdom

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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)

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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.

Year:

2022

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2022

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2022

Year:

2022

Collaborators (13)

Pierpaolo Sorrentino

-

FRANCE
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Giuseppe Sorrentino

-

ITALY
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Daniele Marinazzo

Full professor

Ghent University

BELGIUM
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Dante Mantini

Full Professor

Katholieke Universiteit Leuven

BELGIUM
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Joaquín Goñi

Associate Professor

Purdue University

UNITED STATES
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Anna Carotenuto

Università degli Studi di Torino

ITALY
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Lorina Naci

Associate Professor

Trinity College Dublin

IRELAND
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Fabio Lucidi

Sapienza University of Rome

ITALY
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Giovanni Petri

Professor at Network Science Institute

Northeastern University London

UNITED KINGDOM
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Federico Battiston

Central European University

AUSTRIA
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Antonella Romano

Parthenope University of Naples

ITALY
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Dimitri Van De Ville

Associate Professor

University of Geneva

SWITZERLAND
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Alessandra Griffa

Lausanne University Hospital

SWITZERLAND
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