Brain-based ranking of cognitive domains to predict schizophrenia.
Adult
Brain Mapping
Cognition
/ physiology
Connectome
Emotions
/ physiology
Female
Humans
Likelihood Functions
Machine Learning
Magnetic Resonance Imaging
Male
Mental Processes
/ physiology
Models, Neurological
Models, Psychological
Psychomotor Performance
/ physiology
Schizophrenia
/ diagnosis
Schizophrenic Psychology
Young Adult
BrainMap database
coordinate-based meta-analysis
ontology of the mind
pattern recognition
predictive analytics
statistical learning
Journal
Human brain mapping
ISSN: 1097-0193
Titre abrégé: Hum Brain Mapp
Pays: United States
ID NLM: 9419065
Informations de publication
Date de publication:
15 10 2019
15 10 2019
Historique:
received:
15
02
2019
revised:
10
06
2019
accepted:
26
06
2019
pubmed:
18
7
2019
medline:
21
4
2020
entrez:
18
7
2019
Statut:
ppublish
Résumé
Schizophrenia is a devastating brain disorder that disturbs sensory perception, motor action, and abstract thought. Its clinical phenotype implies dysfunction of various mental domains, which has motivated a series of theories regarding the underlying pathophysiology. Aiming at a predictive benchmark of a catalog of cognitive functions, we developed a data-driven machine-learning strategy and provide a proof of principle in a multisite clinical dataset (n = 324). Existing neuroscientific knowledge on diverse cognitive domains was first condensed into neurotopographical maps. We then examined how the ensuing meta-analytic cognitive priors can distinguish patients and controls using brain morphology and intrinsic functional connectivity. Some affected cognitive domains supported well-studied directions of research on auditory evaluation and social cognition. However, rarely suspected cognitive domains also emerged as disease relevant, including self-oriented processing of bodily sensations in gustation and pain. Such algorithmic charting of the cognitive landscape can be used to make targeted recommendations for future mental health research.
Identifiants
pubmed: 31313451
doi: 10.1002/hbm.24716
pmc: PMC6865423
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
4487-4507Subventions
Organisme : Deutsche Forschungsgemeinschaft
ID : BZ2/2-1
Pays : International
Organisme : Deutsche Forschungsgemeinschaft
ID : BZ2/3-1
Pays : International
Organisme : Deutsche Forschungsgemeinschaft
ID : BZ2/4-1
Pays : International
Organisme : Paul Allen Foundation
Pays : International
Organisme : John D. and Catherine T. MacArthur Foundation
Pays : International
Organisme : Alfred P. Sloan Foundation
Pays : International
Organisme : ISI Foundation
Pays : International
Organisme : Exploratory Research Space
ID : OPSF449
Pays : International
Organisme : START-Program of the Faculty of Medicine
ID : 126/16
Pays : International
Organisme : Amazon AWS Research Grant
Pays : International
Organisme : International Research Training Group
ID : IRTG2150
Pays : International
Informations de copyright
© 2019 Wiley Periodicals, Inc.
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