A nation-wide initiative for brain imaging and clinical phenotype data federation in Swiss university memory centres.


Journal

Current opinion in neurology
ISSN: 1473-6551
Titre abrégé: Curr Opin Neurol
Pays: England
ID NLM: 9319162

Informations de publication

Date de publication:
08 2019
Historique:
pubmed: 7 6 2019
medline: 21 4 2020
entrez: 7 6 2019
Statut: ppublish

Résumé

The goal of our nation-wide initiative is to provide clinicians intuitive and robust tools for accurate diagnosis, therapy monitoring and prognosis of cognitive decline that is based on large-scale multidomain data. We describe a federation framework that allows for statistical analysis of aggregated brain imaging and clinical phenotyping data across memory clinics in Switzerland. The adaptation and deployment of readily available data capturing and federation modules is paralleled by developments in ontology, quality and regulatory control of brain imaging data. Our initiative incentivizes data sharing through the common resource in a way that provides individual researcher with access to large-scale data that surpasses the data acquisition capacity of a single centre. Clinicians benefit from fine-grained epidemiological characterization of own data compared with the rest additional to intuitive tools allowing for computer-based diagnosis of dementia. Finally, our concept aims at closing the loop between group-level results based on aggregate data and individual diagnosis by providing disease models, that is, classifiers for neurocognitive disorders that will enable the computer-based diagnosis of individual patients. The obtained results will inform recommendations on best clinical practice in all relevant fields focusing on standardization and interoperability of acquired data, privacy protection framework and ethical consideration in the context of evolutive pathology.

Identifiants

pubmed: 31169559
doi: 10.1097/WCO.0000000000000721
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

557-563

Auteurs

Bogdan Draganski (B)

LREN, Department of Clinical Neurosciences, University Hospital Centre (CHUV) and University of Lausanne (UNIL), Switzerland.
Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.
Leenaards Memory Centre, Department of clinical neurosciences, University Hospital Centre (CHUV) and University of Lausanne (UNIL), Switzerland.

Ferath Kherif (F)

LREN, Department of Clinical Neurosciences, University Hospital Centre (CHUV) and University of Lausanne (UNIL), Switzerland.

Daniel Damian (D)

Leenaards Memory Centre, Department of clinical neurosciences, University Hospital Centre (CHUV) and University of Lausanne (UNIL), Switzerland.

Jean-Francois Demonet (JF)

Leenaards Memory Centre, Department of clinical neurosciences, University Hospital Centre (CHUV) and University of Lausanne (UNIL), Switzerland.

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