Neural Substrates of the Drift-Diffusion Model in Brain Disorders

Many studies on the drift-diffusion model (DDM) explain decision-making based on a unified analysis of both accuracy and response times. This review provides an in-depth account of the recent advances in DDM research which ground different DDM parameters on several brain areas, including the cortex...

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Main Authors: Ankur Gupta, Rohini Bansal, Hany Alashwal, Anil Safak Kacar, Fuat Balci, Ahmed A. Moustafa
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-01-01
Series:Frontiers in Computational Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fncom.2021.678232/full
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author Ankur Gupta
Rohini Bansal
Hany Alashwal
Anil Safak Kacar
Fuat Balci
Fuat Balci
Ahmed A. Moustafa
Ahmed A. Moustafa
Ahmed A. Moustafa
author_facet Ankur Gupta
Rohini Bansal
Hany Alashwal
Anil Safak Kacar
Fuat Balci
Fuat Balci
Ahmed A. Moustafa
Ahmed A. Moustafa
Ahmed A. Moustafa
author_sort Ankur Gupta
collection DOAJ
description Many studies on the drift-diffusion model (DDM) explain decision-making based on a unified analysis of both accuracy and response times. This review provides an in-depth account of the recent advances in DDM research which ground different DDM parameters on several brain areas, including the cortex and basal ganglia. Furthermore, we discuss the changes in DDM parameters due to structural and functional impairments in several clinical disorders, including Parkinson's disease, Attention Deficit Hyperactivity Disorder (ADHD), Autism Spectrum Disorders, Obsessive-Compulsive Disorder (OCD), and schizophrenia. This review thus uses DDM to provide a theoretical understanding of different brain disorders.
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spelling doaj.art-a6a749f25e8b45ffb35661bd5fc23f6c2022-12-21T19:35:07ZengFrontiers Media S.A.Frontiers in Computational Neuroscience1662-51882022-01-011510.3389/fncom.2021.678232678232Neural Substrates of the Drift-Diffusion Model in Brain DisordersAnkur Gupta0Rohini Bansal1Hany Alashwal2Anil Safak Kacar3Fuat Balci4Fuat Balci5Ahmed A. Moustafa6Ahmed A. Moustafa7Ahmed A. Moustafa8CNRS UMR 5293, Institut des Maladies Neurodégénératives, Université de Bordeaux, Bordeaux, FranceDepartment of Medical Neurobiology, The Hebrew University of Jerusalem, Jerusalem, IsraelCollege of Information Technology, United Arab Emirates University, Al-Ain, United Arab EmiratesResearch Center for Translational Medicine (KUTTAM), Koç University, Istanbul, TurkeyResearch Center for Translational Medicine (KUTTAM), Koç University, Istanbul, TurkeyDepartment of Biological Sciences, University of Manitoba, Winnipeg, MB, CanadaSchool of Psychology & Marcs Institute for Brain and Behaviour, Western Sydney University, Sydney, NSW, AustraliaSchool of Psychology, Faculty of Society and Design, Bond University, Robina, QLD, AustraliaFaculty of Health Sciences, Department of Human Anatomy and Physiology, University of Johannesburg, Johannesburg, South AfricaMany studies on the drift-diffusion model (DDM) explain decision-making based on a unified analysis of both accuracy and response times. This review provides an in-depth account of the recent advances in DDM research which ground different DDM parameters on several brain areas, including the cortex and basal ganglia. Furthermore, we discuss the changes in DDM parameters due to structural and functional impairments in several clinical disorders, including Parkinson's disease, Attention Deficit Hyperactivity Disorder (ADHD), Autism Spectrum Disorders, Obsessive-Compulsive Disorder (OCD), and schizophrenia. This review thus uses DDM to provide a theoretical understanding of different brain disorders.https://www.frontiersin.org/articles/10.3389/fncom.2021.678232/fulldrift diffusion modelsdecision makingprefrontal cortexbasal ganglianeural mechanism
spellingShingle Ankur Gupta
Rohini Bansal
Hany Alashwal
Anil Safak Kacar
Fuat Balci
Fuat Balci
Ahmed A. Moustafa
Ahmed A. Moustafa
Ahmed A. Moustafa
Neural Substrates of the Drift-Diffusion Model in Brain Disorders
Frontiers in Computational Neuroscience
drift diffusion models
decision making
prefrontal cortex
basal ganglia
neural mechanism
title Neural Substrates of the Drift-Diffusion Model in Brain Disorders
title_full Neural Substrates of the Drift-Diffusion Model in Brain Disorders
title_fullStr Neural Substrates of the Drift-Diffusion Model in Brain Disorders
title_full_unstemmed Neural Substrates of the Drift-Diffusion Model in Brain Disorders
title_short Neural Substrates of the Drift-Diffusion Model in Brain Disorders
title_sort neural substrates of the drift diffusion model in brain disorders
topic drift diffusion models
decision making
prefrontal cortex
basal ganglia
neural mechanism
url https://www.frontiersin.org/articles/10.3389/fncom.2021.678232/full
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