Normative values of the topological metrics of the structural connectome: A multi-site reproducibility study across the Italian Neuroscience network.


Journal

Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB)
ISSN: 1724-191X
Titre abrégé: Phys Med
Pays: Italy
ID NLM: 9302888

Informations de publication

Date de publication:
Aug 2023
Historique:
received: 30 10 2022
revised: 20 03 2023
accepted: 30 05 2023
medline: 16 8 2023
pubmed: 18 6 2023
entrez: 18 6 2023
Statut: ppublish

Résumé

The use of topological metrics to derive quantitative descriptors from structural connectomes is receiving increasing attention but deserves specific studies to investigate their reproducibility and variability in the clinical context. This work exploits the harmonization of diffusion-weighted acquisition for neuroimaging data performed by the Italian Neuroscience and Neurorehabilitation Network initiative to obtain normative values of topological metrics and to investigate their reproducibility and variability across centers. Different topological metrics, at global and local level, were calculated on multishell diffusion-weighted data acquired at high-field (e.g. 3 T) Magnetic Resonance Imaging scanners in 13 different centers, following the harmonization of the acquisition protocol, on young and healthy adults. A "traveling brains" dataset acquired on a subgroup of subjects at 3 different centers was also analyzed as reference data. All data were processed following a common processing pipeline that includes data pre-processing, tractography, generation of structural connectomes and calculation of graph-based metrics. The results were evaluated both with statistical analysis of variability and consistency among sites with the traveling brains range. In addition, inter-site reproducibility was assessed in terms of intra-class correlation variability. The results show an inter-center and inter-subject variability of <10%, except for "clustering coefficient" (variability of 30%). Statistical analysis identifies significant differences among sites, as expected given the wide range of scanners' hardware. The results show low variability of connectivity topological metrics across sites running a harmonised protocol.

Identifiants

pubmed: 37331082
pii: S1120-1797(23)00087-X
doi: 10.1016/j.ejmp.2023.102610
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

102610

Informations de copyright

Copyright © 2023 Associazione Italiana di Fisica Medica e Sanitaria. Published by Elsevier Ltd. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Auteurs

Pasquale Borrelli (P)

IRCCS SYNLAB SDN, Naples, Italy.

Giovanni Savini (G)

IRCCS Humanitas Research Hospital, Rozzano, Italy.

Carlo Cavaliere (C)

IRCCS SYNLAB SDN, Naples, Italy.

Fulvia Palesi (F)

Department of Brain and Behavioral Sciences, Università degli Studi di Pavia, Pavia, Italy.

Maria Grazia Bruzzone (M)

Neuroradiology Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy.

Domenico Aquino (D)

Neuroradiology Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy.

Laura Biagi (L)

Laboratory of Medical Physics and Magnetic Resonance, IRCCS Stella Maris Foundation, Pisa, Italy.

Paolo Bosco (P)

Laboratory of Medical Physics and Magnetic Resonance, IRCCS Stella Maris Foundation, Pisa, Italy.

Irene Carne (I)

Neuroradiology Unit, IRCCS Istituti Clinici Scientifici Maugeri, Pavia, Italy.

Stefania Ferraro (S)

Neuroradiology Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy.

Giovanni Giulietti (G)

Neuroimaging Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy; SAIMLAL Department, Sapienza University of Rome, Rome, Italy.

Antonio Napolitano (A)

Medical Physics, IRCCS Istituto Ospedale Pediatrico Bambino Gesù, Rome, Italy.

Anna Nigri (A)

Neuroradiology Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy.

Luigi Pavone (L)

IRCCS Neuromed, Pozzilli, Italy.

Alice Pirastru (A)

IRCCS Fondazione Don Carlo Gnocchi Onlus, Milan, Italy.

Alberto Redolfi (A)

Laboratory of Neuroinformatics, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy.

Fabrizio Tagliavini (F)

Scientific Direction, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy.

Michela Tosetti (M)

Laboratory of Medical Physics and Magnetic Resonance, IRCCS Stella Maris Foundation, Pisa, Italy.

Marco Salvatore (M)

IRCCS SYNLAB SDN, Naples, Italy.

Claudia A M Gandini Wheeler-Kingshott (CAM)

Department of Brain and Behavioral Sciences, Università degli Studi di Pavia, Pavia, Italy; NMR Research Unit, Department of Neuroinflammation, Queen Square MS Centre, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom.

Marco Aiello (M)

IRCCS SYNLAB SDN, Naples, Italy. Electronic address: marco.aiello@synlab.it.

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Classifications MeSH