Computational psychiatry as a bridge from neuroscience to clinical applications

EEG alpha asymmetry as a gender-specific predictor of outcome to acute treatment with different antidepressant medications in the randomized iSPOT-D study

(2016) Martijn Arns et al.   CLINICAL NEUROPHYSIOLOGY

Deep neural network with weight sparsity control and pre-training extracts hierarchical features and enhances classification performance: Evidence from whole-brain resting-state functional connectivity patterns of schizophrenia

(2016) Junghoe Kim et al.   NEUROIMAGE

Functional Neuroimaging of Avoidance Habits in Obsessive-Compulsive Disorder

(2015) Claire M. Gillan et al.   AMERICAN JOURNAL OF PSYCHIATRY

The Brain’s Response to Reward Anticipation and Depression in Adolescence: Dimensionality, Specificity, and Longitudinal Predictions in a Community-Based Sample

(2015) Argyris Stringaris et al.   AMERICAN JOURNAL OF PSYCHIATRY

Depression: A Decision-Theoretic Analysis

(2015) Quentin J.M. Huys et al.   Annual Review of Neuroscience

Predicting the Naturalistic Course of Major Depressive Disorder Using Clinical and Multimodal Neuroimaging Information: A Multivariate Pattern Recognition Study

(2015) Lianne Schmaal et al.   BIOLOGICAL PSYCHIATRY

Bayesian neural adjustment of inhibitory control predicts emergence of problem stimulant use

(2015) Katia M. Harlé et al.   BRAIN

Utility of event-related potentials in predicting antidepressant treatment response: An iSPOT-D report

(2015) Rik van Dinteren et al.   EUROPEAN NEUROPSYCHOPHARMACOLOGY

Frontal and rostral anterior cingulate (rACC) theta EEG in depression: Implications for treatment outcome?

(2015) Martijn Arns et al.   EUROPEAN NEUROPSYCHOPHARMACOLOGY

fMRI and EEG Predictors of Dynamic Decision Parameters during Human Reinforcement Learning

(2015) M. J. Frank et al.   JOURNAL OF NEUROSCIENCE

Understanding and predicting suicidality using a combined genomic and clinical risk assessment approach

(2015) A B Niculescu et al.   MOLECULAR PSYCHIATRY

Arithmetic and local circuitry underlying dopamine prediction errors

(2015) Neir Eshel et al.   NATURE

Anxious individuals have difficulty learning the causal statistics of aversive environments

(2015) Michael Browning et al.   NATURE NEUROSCIENCE

The dopamine theory of addiction: 40 years of highs and lows

(2015) David J. Nutt et al.   NATURE REVIEWS NEUROSCIENCE

The neural bases of emotion regulation

(2015) Amit Etkin et al.   NATURE REVIEWS NEUROSCIENCE

Translational Perspectives for Computational Neuroimaging

(2015) Klaas E. Stephan et al.   NEURON

Amygdala Reactivity to Emotional Faces in the Prediction of General and Medication-Specific Responses to Antidepressant Treatment in the Randomized iSPOT-D Trial

(2015) Leanne M Williams et al.   NEUROPSYCHOPHARMACOLOGY

From estimating activation locality to predicting disorder: A review of pattern recognition for neuroimaging-based psychiatric diagnostics

(2015) Thomas Wolfers et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Habitual control of goal selection in humans

(2015) Fiery Cushman et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Interplay of approximate planning strategies

(2015) Quentin J. M. Huys et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Ventral striatal dopamine reflects behavioral and neural signatures of model-based control during sequential decision making

(2015) Lorenz Deserno et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Exploring the underlying structure of mental disorders: cross-diagnostic differences and similarities from a network perspective using both a top-down and a bottom-up approach

(2015) J. T. W. Wigman et al.   PSYCHOLOGICAL MEDICINE

Deciding How To Decide: Self-Control and Meta-Decision Making

(2015) Y-Lan Boureau et al.   TRENDS IN COGNITIVE SCIENCES

A New Framework for Cortico-Striatal Plasticity: Behavioural Theory Meets In Vitro Data at the Reinforcement-Action Interface

(2015) Kevin N. Gurney et al.   PLOS BIOLOGY

Magnetic Resonance Imaging Measures of Brain Structure to Predict Antidepressant Treatment Outcome in Major Depressive Disorder

(2015) Mayuresh S. Korgaonkar et al.   EBioMedicine

Computational approaches to psychiatry

(2014) Klaas Enno Stephan et al.   CURRENT OPINION IN NEUROBIOLOGY

Devaluation and sequential decisions: linking goal-directed and model-based behavior

(2014) Eva Friedel et al.   Frontiers in Human Neuroscience

Changes in corticostriatal connectivity during reinforcement learning in humans

(2014) Guillermo Horga et al.   HUMAN BRAIN MAPPING

Disorders of compulsivity: a common bias towards learning habits

(2014) V Voon et al.   MOLECULAR PSYCHIATRY

Neuropsychosocial profiles of current and future adolescent alcohol misusers

(2014) Robert Whelan et al.   NATURE

Dimensionality reduction for large-scale neural recordings

(2014) John P Cunningham et al.   NATURE NEUROSCIENCE

Disease prediction based on functional connectomes using a scalable and spatially-informed support vector machine

(2014) Takanori Watanabe et al.   NEUROIMAGE

Clinical Prediction from Structural Brain MRI Scans: A Large-Scale Empirical Study

(2014) Mert R. Sabuncu et al.   NEUROINFORMATICS

Computational Psychiatry

(2014) Xiao-Jing Wang et al.   NEURON

Model-Based and Model-Free Decisions in Alcohol Dependence

(2014) Miriam Sebold et al.   NEUROPSYCHOBIOLOGY

A Cognitive–Emotional Biomarker for Predicting Remission with Antidepressant Medications: A Report from the iSPOT-D Trial

(2014) Amit Etkin et al.   NEUROPSYCHOPHARMACOLOGY

The Personalized Advantage Index: Translating Research on Prediction into Individualized Treatment Recommendations. A Demonstration

(2014) Robert J. DeRubeis et al.   PLoS One

Revealing the dynamic network structure of the Beck Depression Inventory-II

(2014) L. F. Bringmann et al.   PSYCHOLOGICAL MEDICINE

Opponent actor learning (OpAL): Modeling interactive effects of striatal dopamine on reinforcement learning and choice incentive.

(2014) Anne G. E. Collins et al.   PSYCHOLOGICAL REVIEW

Modelling Individual Differences in the Form of Pavlovian Conditioned Approach Responses: A Dual Learning Systems Approach with Factored Representations

(2014) Florian Lesaint et al.   PLoS Computational Biology

The Initial Field Trials of DSM-5: New Blooms and Old Thorns

(2013) Robert Freedman et al.   AMERICAN JOURNAL OF PSYCHIATRY

When Optimism Hurts: Inflated Predictions in Psychiatric Neuroimaging

(2013) Robert Whelan et al.   BIOLOGICAL PSYCHIATRY

Toward the future of psychiatric diagnosis: the seven pillars of RDoC

(2013) Bruce N Cuthbert et al.   BMC Medicine

Parcellating an Individual Subject's Cortical and Subcortical Brain Structures Using Snowball Sampling of Resting-State Correlations

(2013) Gagan S. Wig et al.   CEREBRAL CORTEX

A machine learning approach using EEG data to predict response to SSRI treatment for major depressive disorder

(2013) Ahmad Khodayari-Rostamabad et al.   CLINICAL NEUROPHYSIOLOGY

Genetic relationship between five psychiatric disorders estimated from genome-wide SNPs

(2013) S Hong Lee et al.   NATURE GENETICS

Striatal dysfunction during reversal learning in unmedicated schizophrenia patients

(2013) Florian Schlagenhauf et al.   NEUROIMAGE

A Review of Feature Reduction Techniques in Neuroimaging

(2013) Benson Mwangi et al.   NEUROINFORMATICS

Goals and Habits in the Brain

(2013) Ray J. Dolan et al.   NEURON

A Network Approach to Psychopathology: New Insights into Clinical Longitudinal Data

(2013) Laura F. Bringmann et al.   PLoS One

Extreme Learning Machine-Based Classification of ADHD Using Brain Structural MRI Data

(2013) Xiaolong Peng et al.   PLoS One

Critical slowing down as early warning for the onset and termination of depression

(2013) I. A. van de Leemput et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Working-memory capacity protects model-based learning from stress

(2013) A. R. Otto et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Cognitive control over learning: Creating, clustering, and generalizing task-set structure.

(2013) Anne G. E. Collins et al.   PSYCHOLOGICAL REVIEW

Gradual extinction prevents the return of fear: implications for the discovery of state

(2013) Samuel J. Gershman et al.   Frontiers in Behavioral Neuroscience

Toward a Neuroimaging Treatment Selection Biomarker for Major Depressive Disorder

(2013) Callie L. McGrath et al.   JAMA Psychiatry

Behavioral and neuroimaging evidence for overreliance on habit learning in alcohol-dependent patients

(2013) Z Sjoerds et al.   Translational Psychiatry

Dissecting psychiatric spectrum disorders by generative embedding

(2013) Kay H. Brodersen et al.   NeuroImage-Clinical

Negative Symptoms and the Failure to Represent the Expected Reward Value of Actions

(2012) James M. Gold   ARCHIVES OF GENERAL PSYCHIATRY

Linking Microcircuit Dysfunction to Cognitive Impairment: Effects of Disinhibition Associated with Schizophrenia in a Cortical Working Memory Model

(2012) J. D. Murray et al.   CEREBRAL CORTEX

Recovery and subsequent recurrence in patients with recurrent major depressive disorder

(2012) Boadie W. Dunlop et al.   JOURNAL OF PSYCHIATRIC RESEARCH

Why has it taken so long for biological psychiatry to develop clinical tests and what to do about it?

(2012) S Kapur et al.   MOLECULAR PSYCHIATRY

Go and no-go learning in reward and punishment: Interactions between affect and effect

(2012) Marc Guitart-Masip et al.   NEUROIMAGE

Making data sharing work: The FCP/INDI experience

(2012) Maarten Mennes et al.   NEUROIMAGE

Dopamine Enhances Model-Based over Model-Free Choice Behavior

(2012) Klaus Wunderlich et al.   NEURON

Using Support Vector Machine to identify imaging biomarkers of neurological and psychiatric disease: A critical review

(2012) Graziella Orrù et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

NMDA receptor function in large-scale anticorrelated neural systems with implications for cognition and schizophrenia

(2012) A. Anticevic et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Bonsai Trees in Your Head: How the Pavlovian System Sculpts Goal-Directed Choices by Pruning Decision Trees

(2012) Quentin J. M. Huys et al.   PLoS Computational Biology

Pattern of neural responses to verbal fluency shows diagnostic specificity for schizophrenia and bipolar disorder

(2011) Sergi G Costafreda et al.   BMC Psychiatry

Rational Decision-Making in Inhibitory Control

(2011) Pradeep Shenoy et al.   Frontiers in Human Neuroscience

Subthalamic nucleus stimulation reverses mediofrontal influence over decision threshold

(2011) James F Cavanagh et al.   NATURE NEUROSCIENCE

From reinforcement learning models to psychiatric and neurological disorders

(2011) Tiago V Maia et al.   NATURE NEUROSCIENCE

Are computational models of any use to psychiatry?

(2011) Quentin J.M. Huys et al.   NEURAL NETWORKS

The Small World of Psychopathology

(2011) Denny Borsboom et al.   PLoS One

Experience Sampling Methodology studies of depression: the state of the art

(2011) C. Telford et al.   PSYCHOLOGICAL MEDICINE

A neurocomputational approach to obsessive-compulsive disorder

(2011) Tiago V. Maia et al.   TRENDS IN COGNITIVE SCIENCES

Computational psychiatry

(2011) P. Read Montague et al.   TRENDS IN COGNITIVE SCIENCES

Neurocognitive endophenotypes of impulsivity and compulsivity: towards dimensional psychiatry

(2011) Trevor W. Robbins et al.   TRENDS IN COGNITIVE SCIENCES

International Study to Predict Optimized Treatment for Depression (iSPOT-D), a randomized clinical trial: rationale and protocol

(2011) Leanne M Williams et al.   Trials

Electroencephalography-Derived Biomarkers of Antidepressant Response

(2011) Dan Vlad Iosifescu   HARVARD REVIEW OF PSYCHIATRY

Speed/Accuracy Trade-Off between the Habitual and the Goal-Directed Processes

(2011) Mehdi Keramati et al.   PLoS Computational Biology

Research Domain Criteria (RDoC): Toward a New Classification Framework for Research on Mental Disorders

(2010) Thomas Insel et al.   AMERICAN JOURNAL OF PSYCHIATRY

The Diagnosis of Mental Disorders: The Problem of Reification

(2010) Steven E. Hyman   Annual Review of Clinical Psychology

Antidepressant Monotherapy vs Sequential Pharmacotherapy and Mindfulness-Based Cognitive Therapy, or Placebo, for Relapse Prophylaxis in Recurrent Depression

(2010) Zindel V. Segal et al.   ARCHIVES OF GENERAL PSYCHIATRY

Integrating Neurobiological Markers of Depression

(2010) Tim Hahn et al.   ARCHIVES OF GENERAL PSYCHIATRY

Comorbidity: A network perspective

(2010) Angélique O. J. Cramer et al.   BEHAVIORAL AND BRAIN SCIENCES

The use of referenced-EEG (rEEG) in assisting medication selection for the treatment of depression

(2010) Charles DeBattista et al.   JOURNAL OF PSYCHIATRIC RESEARCH

A selective role for dopamine in stimulus–reward learning

(2010) Shelly B. Flagel et al.   NATURE

Introduction to machine learning for brain imaging

(2010) Steven Lemm et al.   NEUROIMAGE

Context, learning, and extinction.

(2010) Samuel J. Gershman et al.   PSYCHOLOGICAL REVIEW

Use of Neuroanatomical Pattern Classification to Identify Subjects in At-Risk Mental States of Psychosis and Predict Disease Transition

(2009) Nikolaos Koutsouleris et al.   ARCHIVES OF GENERAL PSYCHIATRY

Reinforcement learning, conditioning, and the brain: Successes and challenges

(2009) Tiago V. Maia   COGNITIVE AFFECTIVE & BEHAVIORAL NEUROSCIENCE

Frontal EEG predictors of treatment outcome in major depressive disorder

(2009) Dan V. Iosifescu et al.   EUROPEAN NEUROPSYCHOPHARMACOLOGY

Machine learning classifiers and fMRI: A tutorial overview

(2008) Francisco Pereira et al.   NEUROIMAGE

Do patients with schizophrenia exhibit aberrant salience?

(2008) J. P. Roiser et al.   PSYCHOLOGICAL MEDICINE

Circuit-based framework for understanding neurotransmitter and risk gene interactions in schizophrenia

(2008) John E. Lisman et al.   TRENDS IN NEUROSCIENCES

The Dynamic Brain: From Spiking Neurons to Neural Masses and Cortical Fields

(2008) Gustavo Deco et al.   PLoS Computational Biology