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
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
1863-1873Subventions
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.
Références
Patterns (N Y). 2020 Nov 13;1(8):100121
pubmed: 33294867
J Med Internet Res. 2020 Jul 6;22(7):e15605
pubmed: 32628124
Ann Neurol. 2014 Nov;76(5):633-42
pubmed: 25263997
Dis Markers. 2013;35(6):687-99
pubmed: 24324285
Fed Pract. 2020 Apr;37(Suppl 1):S18-S23
pubmed: 32341633
Patient. 2015 Dec;8(6):541-50
pubmed: 26350792
Neurology. 2016 Jul 12;87(2):134-40
pubmed: 27306626
Mult Scler. 2020 Dec;26(14):1816-1821
pubmed: 33174475
Expert Rev Clin Pharmacol. 2014 Jan;7(1):91-104
pubmed: 24325127
Mult Scler Relat Disord. 2013 Oct;2(4):377-84
pubmed: 25877849
Interact J Med Res. 2016 Jan 08;5(1):e2
pubmed: 26746977
NPJ Digit Med. 2019 Jun 6;2:47
pubmed: 31304393
BMJ Qual Saf. 2016 Dec;25(12):986-992
pubmed: 26369893
Lancet Neurol. 2014 Jul;13(7):657-65
pubmed: 24794721
Mult Scler. 2019 Apr;25(4):500-509
pubmed: 30381984
PLoS Comput Biol. 2017 Oct 26;13(10):e1005757
pubmed: 29073203
J Med Life. 2020 Oct-Dec;13(4):612-623
pubmed: 33456613
Front Med (Lausanne). 2021 Nov 03;8:740248
pubmed: 34805206
Neurology. 2015 Nov 10;85(19):1722-3
pubmed: 26468405
J Gen Intern Med. 2004 Mar;19(3):281-5
pubmed: 15009785
Neurology. 2019 Mar 5;92(10):e1029-e1040
pubmed: 30770430
Rev Neurol (Paris). 2016 Jan;172(1):3-13
pubmed: 26718593
Brain. 2010 Jul;133(Pt 7):1900-13
pubmed: 20423930
Chin J Traumatol. 2016 Oct 1;19(5):249-250
pubmed: 27780501
J Surg Oncol. 2012 Apr 1;105(5):502-10
pubmed: 22441903
N Engl J Med. 2018 Jan 11;378(2):169-180
pubmed: 29320652
Neuroepidemiology. 2015;44(4):199-214
pubmed: 25997994
Z Psychosom Med Psychother. 2017 Jun;63(2):131-150
pubmed: 28585507
JMIR Rehabil Assist Technol. 2018 Apr 24;5(1):e5
pubmed: 29691208