Multiple sclerosis clinical decision support system based on projection to reference datasets.


Journal

Annals of clinical and translational neurology
ISSN: 2328-9503
Titre abrégé: Ann Clin Transl Neurol
Pays: United States
ID NLM: 101623278

Informations de publication

Date de publication:
Dec 2022
Historique:
revised: 08 07 2022
received: 07 04 2022
accepted: 27 07 2022
pubmed: 23 11 2022
medline: 15 12 2022
entrez: 22 11 2022
Statut: ppublish

Résumé

Multiple sclerosis (MS) is a multifactorial disease with increasingly complicated management. Our objective is to use on-demand computational power to address the challenges of dynamically managing MS. A phase 3 clinical trial data (NCT00906399) were used to contextualize the medication efficacy of peg-interferon beta-1a vs placebo on patients with relapsing-remitting MS (RRMS). Using a set of reference patients (PORs), selected based on adequate features similar to those of an individual patient, we visualize disease activity by measuring the percentage of relapses, accumulation of new T2 lesions on MRI, and worsening EDSS during the clinical trial. We developed MS Vista, a functional prototype of clinical decision support system (CDSS), with a user-centered design and distributed infrastructure. MS Vista shows the medication efficacy of peginterferon beta-1a versus placebo for each individual patient with RRMS. In addition, MS Vista initiated the integration of a longitudinal magnetic resonance imaging (MRI) viewer and interactive dual physician-patient data display to facilitate communication. The pioneer use of PORs for each individual patient enables personalized analytics sustaining the dialog between neurologists, patients and caregivers with quantified evidence.

Identifiants

pubmed: 36412095
doi: 10.1002/acn3.51649
pmc: PMC9735373
doi:

Substances chimiques

Interferon beta-1a XRO4566Q4R

Types de publication

Clinical Trial, Phase III Journal Article Randomized Controlled Trial

Langues

eng

Sous-ensembles de citation

IM

Pagination

1863-1873

Subventions

Organisme : Agence Nationale de la Recherche
ID : ANR-17-RHUS-0010
Organisme : Agence Nationale de la Recherche
ID : ANR-21-RHUS-0014
Organisme : Bourse Région Pays de la Loire
ID : 2019_11235
Organisme : Research and Innovation Programme
ID : 754995

Informations de copyright

© 2022 The Authors. Annals of Clinical and Translational Neurology published by Wiley Periodicals LLC on behalf of American Neurological Association.

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Auteurs

Chadia Ed-Driouch (C)

Nantes Université, INSERM, CR2TI - Center for Research in Transplantation and Translational Immunology, F-44000, Nantes, France.
Département Automatique, Productique et Informatique, IMT Atlantique, CNRS, LS2N, UMR CNRS, 6004, Nantes, France.

Florent Chéneau (F)

Département Automatique, Productique et Informatique, IMT Atlantique, CNRS, LS2N, UMR CNRS, 6004, Nantes, France.

Françoise Simon (F)

Nantes Université, INSERM, CR2TI - Center for Research in Transplantation and Translational Immunology, F-44000, Nantes, France.
Mount Sinai School of Medicine and Columbia University, New York, NY, USA.

Guillaume Pasquier (G)

Institute of Research and Technology b-com, Rennes, France.

Benoit Combès (B)

Université de Rennes, Inria, CNRS, Inserm IRISA UMR 6074, Empenn ERL U 1228, F-35000, Rennes, France.

Anne Kerbrat (A)

Université de Rennes, Inria, CNRS, Inserm IRISA UMR 6074, Empenn ERL U 1228, F-35000, Rennes, France.
CRC-SEP, CICP 1414 INSERM, CHU Pontchaillou Rennes, Rennes, France.

Emmanuelle Le Page (E)

CRC-SEP, CICP 1414 INSERM, CHU Pontchaillou Rennes, Rennes, France.

Sophie Limou (S)

Nantes Université, INSERM, CR2TI - Center for Research in Transplantation and Translational Immunology, F-44000, Nantes, France.
Ecole Centrale Nantes, Department of Mathematics, Computer Sciences and Biology, F-44000, Nantes, France.

Nicolas Vince (N)

Nantes Université, INSERM, CR2TI - Center for Research in Transplantation and Translational Immunology, F-44000, Nantes, France.

David-Axel Laplaud (DA)

Nantes Université, CRC-SEP, CHU Nantes, CIC 1413, Centre de Recherche en Transplantation et Immunologie UMR 1064, INSERM, Nantes, France.

Franck Mars (F)

Nantes Université, Centrale Nantes, CNRS, LS2N, UMR 6004, F-44000, Nantes, France.

Cédric Dumas (C)

Département Automatique, Productique et Informatique, IMT Atlantique, CNRS, LS2N, UMR CNRS, 6004, Nantes, France.

Gilles Edan (G)

Université de Rennes, Inria, CNRS, Inserm IRISA UMR 6074, Empenn ERL U 1228, F-35000, Rennes, France.
CRC-SEP, CICP 1414 INSERM, CHU Pontchaillou Rennes, Rennes, France.

Pierre-Antoine Gourraud (PA)

Nantes Université, CHU Nantes, Pôle Hospitalo-Universitaire 11: Santé Publique, Clinique des données, INSERM CIC 1413, F-44000, Nantes, France.

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