fMRI is a unique non-invasive approach for understanding the functional organization of the human brain, and task based fMRI promotes identification of functionally relevant brain regions associated with a given task. Here, we use fMRI (using the Poffenberger Paradigm) data collected in mono- and dizygotic twin pairs to propose a novel approach for assessing similarity in functional networks. In particular, we compared network similarity between pairs of twins in task-relevant and task-orthogonal networks. The proposed method measures the similarity between functional networks using a geodesic distance between graph Laplacian. With method we show that networks are more similar in monozygotic twins compared to dizygotic twins. Furthermore, the similarity in monozygotic twins is higher for task-relevant, than task-orthogonal networks.

Comparison of brain connectomes using geodesic distance on manifold: A twins study / A. Yamin, M. Dayan, L. Squarcina, P. Brambilla, V. Murino, V. Diwadkar, D. Sona (PROCEEDINGS INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING). - In: ISBI 2019[s.l] : Institute of Electrical and Electronics Engineers (IEEE), 2019. - ISBN 9781538636411. - pp. 1797-1800 (( Intervento presentato al 16. convegno International Symposium on Biomedical Imaging : April 8-11 tenutosi a Venezia nel 2019 [10.1109/ISBI.2019.8759407].

Comparison of brain connectomes using geodesic distance on manifold: A twins study

L. Squarcina;P. Brambilla;
2019

Abstract

fMRI is a unique non-invasive approach for understanding the functional organization of the human brain, and task based fMRI promotes identification of functionally relevant brain regions associated with a given task. Here, we use fMRI (using the Poffenberger Paradigm) data collected in mono- and dizygotic twin pairs to propose a novel approach for assessing similarity in functional networks. In particular, we compared network similarity between pairs of twins in task-relevant and task-orthogonal networks. The proposed method measures the similarity between functional networks using a geodesic distance between graph Laplacian. With method we show that networks are more similar in monozygotic twins compared to dizygotic twins. Furthermore, the similarity in monozygotic twins is higher for task-relevant, than task-orthogonal networks.
Connectomes; task-based fMRI; graph Laplacian; geodesic distance; twins
Settore MED/25 - Psichiatria
2019
Institute of Electrical and Electronics Engineers (IEEE)
Book Part (author)
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/1047205
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