Disentangling causal webs in the brain using functional magnetic resonance imaging: A review of current approaches.
Bayesian Nets
Causal inference
Directed Acyclic Graphs
Dynamic Causal Modeling
Effective connectivity
Functional Magnetic Resonance Imaging
Granger Causality
Large-scale brain networks
Pairwise inference
Structural Equation Modeling
Journal
Network neuroscience (Cambridge, Mass.)
ISSN: 2472-1751
Titre abrégé: Netw Neurosci
Pays: United States
ID NLM: 101719149
Informations de publication
Date de publication:
2019
2019
Historique:
received:
13
03
2018
accepted:
08
06
2018
entrez:
23
2
2019
pubmed:
23
2
2019
medline:
23
2
2019
Statut:
epublish
Résumé
In the past two decades, functional Magnetic Resonance Imaging (fMRI) has been used to relate neuronal network activity to cognitive processing and behavior. Recently this approach has been augmented by algorithms that allow us to infer causal links between component populations of neuronal networks. Multiple inference procedures have been proposed to approach this research question but so far, each method has limitations when it comes to establishing whole-brain connectivity patterns. In this paper, we discuss eight ways to infer causality in fMRI research: Bayesian Nets, Dynamical Causal Modelling, Granger Causality, Likelihood Ratios, Linear Non-Gaussian Acyclic Models, Patel's Tau, Structural Equation Modelling, and Transfer Entropy. We finish with formulating some recommendations for the future directions in this area.
Identifiants
pubmed: 30793082
doi: 10.1162/netn_a_00062
pii: netn_a_00062
pmc: PMC6370462
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
237-273Déclaration de conflit d'intérêts
Competing Interests: The authors have declared that no competing interests exist.
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