A trans-diagnostic perspective on obsessive-compulsive disorder

Progress in understanding the underlying neurobiology of obsessive-compulsive disorder (OCD) has stalled in part because of the considerable problem of heterogeneity within this diagnostic category, and homogeneity across other putatively discrete, diagnostic categories. As psychiatry begins to recognize the shortcomings of a purely symptom-based psychiatric nosology, new data-driven approaches have begun to be utilized with the goal of solving these problems: specifically, identifying trans-diagnostic aspects of clinical phenomenology based on their association with neurobiological processes. In this review, we describe key methodological approaches to understanding OCD from this perspective and highlight the candidate traits that have already been identified as a result of these early endeavours. We discuss how important inferences can be made from pre-existing case-control studies as well as showcasing newer methods that rely on large general population datasets to refine and validate psychiatric phenotypes. As exemplars, we take ‘compulsivity’ and ‘anxiety’, putatively trans-diagnostic symptom dimensions that are linked to well-defined neurobiological mechanisms, goal-directed learning and error-related negativity, respectively. We argue that the identification of biologically valid, more homogeneous, dimensions such as these provides renewed optimism for identifying reliable genetic contributions to OCD and other disorders, improving animal models and critically, provides a path towards a future of more targeted psychiatric treatments.

[1]  Jr. William Rush Dunton,et al.  THE AMERICAN JOURNAL OF PSYCHIATRY , 1944 .

[2]  W. Zung A SELF-RATING DEPRESSION SCALE. , 1965, Archives of general psychiatry.

[3]  C. Spielberger,et al.  Manual for the State-Trait Anxiety Inventory , 1970 .

[4]  S. Rachman,et al.  Abnormal and normal obsessions. , 1978, Behaviour research and therapy.

[5]  R. Rosenthal The file drawer problem and tolerance for null results , 1979 .

[6]  Christopher D. Adams Variations in the Sensitivity of Instrumental Responding to Reinforcer Devaluation , 1982 .

[7]  D. Garner,et al.  The Eating Attitudes Test: psychometric features and clinical correlates , 1982, Psychological Medicine.

[8]  M. Jenike Obsessive compulsive disorder. , 1983, Comprehensive psychiatry.

[9]  G. Logan On the ability to inhibit thought and action , 1984 .

[10]  A. Dickinson Actions and habits: the development of behavioural autonomy , 1985 .

[11]  P. Salkovskis,et al.  Obsessional-compulsive problems: a cognitive-behavioural analysis. , 1985, Behaviour research and therapy.

[12]  J. Rapoport,et al.  Cerebral glucose metabolism in childhood-onset obsessive-compulsive disorder. , 1989, Archives of general psychiatry.

[13]  J Hohnsbein,et al.  Effects of crossmodal divided attention on late ERP components. I. Simple and choice reaction tasks. , 1991, Electroencephalography and clinical neurophysiology.

[14]  R. Marin,et al.  Reliability and validity of the apathy evaluation scale , 1991, Psychiatry Research.

[15]  P Pietrini,et al.  Cerebral glucose metabolism in childhood-onset obsessive-compulsive disorder. Revisualization during pharmacotherapy. , 1992, Archives of general psychiatry.

[16]  O. Aasland,et al.  Development of the Alcohol Use Disorders Identification Test (AUDIT): WHO Collaborative Project on Early Detection of Persons with Harmful Alcohol Consumption--II. , 1993, Addiction.

[17]  T. Carr,et al.  Inhibitory Processes in Attention, Memory and Language , 1994 .

[18]  J. Patton,et al.  Factor structure of the Barratt impulsiveness scale. , 1995, Journal of clinical psychology.

[19]  J. Angst,et al.  Social phobia. , 1995, European archives of psychiatry and clinical neuroscience.

[20]  Michael E Phelps,et al.  FDG-PET predictors of response to behavioral therapy and pharmacotherapy in obsessive compulsive disorder , 1998, Psychiatry Research: Neuroimaging.

[21]  A. Graybiel The Basal Ganglia and Chunking of Action Repertoires , 1998, Neurobiology of Learning and Memory.

[22]  B. Kopp,et al.  An event-related brain potential substrate of disturbed response monitoring in paranoid schizophrenic patients. , 1999, Journal of abnormal psychology.

[23]  S. Alborzian,et al.  Localized Orbitofrontal and Subcortical Metabolic Changes and Predictors of Response to Paroxetine Treatment in Obsessive-Compulsive Disorder , 1999, Neuropsychopharmacology.

[24]  S. Rauch,et al.  Use of factor-analyzed symptom dimensions to predict outcome with serotonin reuptake inhibitors and placebo in the treatment of obsessive-compulsive disorder. , 1999, The American journal of psychiatry.

[25]  W. Gehring,et al.  Action-Monitoring Dysfunction in Obsessive-Compulsive Disorder , 2000, Psychological science.

[26]  Ann M Graybiel,et al.  Toward a Neurobiology of Obsessive-Compulsive Disorder , 2000, Neuron.

[27]  D. Dietrich,et al.  Discrepant target detection and action monitoring in obsessive–compulsive disorder , 2001, Psychiatry Research: Neuroimaging.

[28]  A. Dickinson,et al.  The neuropsychological basis of addictive behaviour , 2001, Brain Research Reviews.

[29]  R. Simons,et al.  Error-related brain activity in obsessive–compulsive undergraduates , 2002, Psychiatry Research.

[30]  Claude Alain,et al.  Neurophysiological evidence of error-monitoring deficits in patients with schizophrenia. , 2002, Cerebral cortex.

[31]  Clay B. Holroyd,et al.  The neural basis of human error processing: reinforcement learning, dopamine, and the error-related negativity. , 2002, Psychological review.

[32]  K. Kiehl,et al.  Error-related negativity and correct response negativity in schizophrenia , 2002, Clinical Neurophysiology.

[33]  P. Salkovskis,et al.  The Obsessive-Compulsive Inventory: development and validation of a short version. , 2002, Psychological assessment.

[34]  Matthew L. Ho,et al.  Differential brain metabolic predictors of response to paroxetine in obsessive-compulsive disorder versus major depression. , 2003, The American journal of psychiatry.

[35]  E. Hollander,et al.  A Double-Blind, Placebo-Controlled Trial of Clonazepam in Obsessive-Compulsive Disorder , 2003, The world journal of biological psychiatry : the official journal of the World Federation of Societies of Biological Psychiatry.

[36]  H. Groenewegen,et al.  Does an imbalance between the dorsal and ventral striatopallidal systems play a role in Tourette's syndrome? A neuronal circuit approach , 2003, Brain and Development.

[37]  Robert F. Simons,et al.  Anxiety and error-related brain activity , 2003, Biological Psychology.

[38]  S. Swedo,et al.  Childhood-onset obsessive-compulsive disorder and tic disorders: case report and literature review. , 2003, Journal of child and adolescent psychopharmacology.

[39]  D. Stein,et al.  Single photon emission computed tomography (SPECT) of anxiety disorders before and after treatment with citalopram , 2004, BMC psychiatry.

[40]  Markus Kiefer,et al.  The effect of erroneous responses on response monitoring in patients with major depressive disorder: a study with event-related potentials. , 2004, Psychophysiology.

[41]  Deanna M Barch,et al.  Opiate addicts lack error-dependent activation of rostral anterior cingulate , 2004, Biological Psychiatry.

[42]  H. Handoll,et al.  Interventions for replacing missing teeth: different times for loading dental implants. , 2004, The Cochrane database of systematic reviews.

[43]  Murray B. Stein,et al.  Anterior cingulate activation in high trait anxious subjects is related to altered error processing during decision making , 2004, Biological Psychiatry.

[44]  W. Hulstijn,et al.  Drug-induced stimulation and suppression of action monitoring in healthy volunteers , 2004, Psychopharmacology.

[45]  K. Kiehl,et al.  State dependent changes in error monitoring in schizophrenia. , 2004, Journal of psychiatric research.

[46]  Jonathan D. Cohen,et al.  The neural basis of error detection: conflict monitoring and the error-related negativity. , 2004, Psychological review.

[47]  J. Pujol,et al.  Mapping structural brain alterations in obsessive-compulsive disorder. , 2004, Archives of general psychiatry.

[48]  Paul D. Kieffaber,et al.  Haloperidol Impairs Learning and Error-related Negativity in Humans , 2004, Journal of Cognitive Neuroscience.

[49]  A. Engel,et al.  Trial-by-Trial Coupling of Concurrent Electroencephalogram and Functional Magnetic Resonance Imaging Identifies the Dynamics of Performance Monitoring , 2005, The Journal of Neuroscience.

[50]  A. Rodríguez-Fornells,et al.  A neurophysiological study of the detrimental effects of alprazolam on human action monitoring. , 2005, Brain research. Cognitive brain research.

[51]  Michael J. Frank,et al.  Error-Related Negativity Predicts Reinforcement Learning and Conflict Biases , 2005, Neuron.

[52]  O. Mason,et al.  Short scales for measuring schizotypy , 2005, Schizophrenia Research.

[53]  David Mataix-Cols,et al.  A multidimensional model of obsessive-compulsive disorder. , 2005, The American journal of psychiatry.

[54]  H. Westenberg,et al.  Decreased thalamic blood flow in obsessive-compulsive disorder patients responding to fluvoxamine , 2005, Psychiatry Research: Neuroimaging.

[55]  M. Kiefer,et al.  Error-Related Brain Activity in Patients with Obsessive- Compulsive Disorder and in Healthy Controls , 2005 .

[56]  T. Robbins,et al.  Neural systems of reinforcement for drug addiction: from actions to habits to compulsion , 2005, Nature Neuroscience.

[57]  Jan R. Wiersema,et al.  ERP correlates of impaired error monitoring in children with ADHD , 2005, Journal of Neural Transmission.

[58]  S. Nieuwenhuis,et al.  Performance monitoring in obsessive-compulsive disorder , 2005, Psychiatry Research.

[59]  C. Blanco,et al.  The epidemiology of social anxiety disorder in the United States: results from the National Epidemiologic Survey on Alcohol and Related Conditions. , 2005, The Journal of clinical psychiatry.

[60]  Marty G. Woldorff,et al.  Abnormal Brain Activity Related to Performance Monitoring and Error Detection in Children with ADHD , 2005, Cortex.

[61]  R. Heimberg,et al.  Not just right experiences and obsessive-compulsive features: experimental and self-monitoring perspectives. , 2005, Behaviour research and therapy.

[62]  K. Nuechterlein,et al.  Electrophysiological analysis of error monitoring in schizophrenia. , 2006, Journal of abnormal psychology.

[63]  E. Barratt,et al.  Reduced punishment sensitivity in neural systems of behavior monitoring in impulsive individuals , 2006, Neuroscience Letters.

[64]  R. Dahl,et al.  Increased error-related negativity (ERN) in childhood anxiety disorders: ERP and source localization. , 2006, Journal of child psychology and psychiatry, and allied disciplines.

[65]  M. Bracken,et al.  A systematic review: antipsychotic augmentation with treatment refractory obsessive-compulsive disorder , 2006, Molecular Psychiatry.

[66]  Markus Kiefer,et al.  Error processing in major depressive disorder: evidence from event-related potentials. , 2006, Journal of psychiatric research.

[67]  W. Hulstijn,et al.  Effects of antipsychotic and antidepressant drugs on action monitoring in healthy volunteers , 2006, Brain Research.

[68]  N. Ramsey,et al.  Spatial working memory in obsessive–compulsive disorder improves with clinical response: A functional MRI study , 2007, European Neuropsychopharmacology.

[69]  J. Fletcher,et al.  Error-related event-related potentials in children with attention-deficit hyperactivity disorder, oppositional defiant disorder, reading disorder, and math disorder , 2007, Biological Psychology.

[70]  M. Kiefer,et al.  Executive control in obsessive-compulsive disorder: event-related potentials in a Go/Nogo task , 2007, Journal of Neural Transmission.

[71]  S. Hyman Can neuroscience be integrated into the DSM-V? , 2007, Nature Reviews Neuroscience.

[72]  B. Wetering,et al.  Error-processing deficits in patients with cocaine dependence , 2007, Biological Psychology.

[73]  Pearl H Chiu,et al.  Neural evidence for enhanced error detection in major depressive disorder. , 2007, The American journal of psychiatry.

[74]  Y. Shugart,et al.  Factor analysis of the Yale–Brown Obsessive Compulsive Scale in a family study of obsessive–compulsive disorder , 2007, Depression and anxiety.

[75]  Dirk J. Heslenfeld,et al.  Adaptive control deficits in attention-deficit/hyperactivity disorder (ADHD): The role of error processing , 2007, Psychiatry Research.

[76]  L. Jonkman,et al.  Methylphenidate improves deficient error evaluation in children with ADHD: An event-related brain potential study , 2007, Biological Psychology.

[77]  G. Hajcak,et al.  Errors Are Aversive , 2008, Psychological science.

[78]  Y. Agid,et al.  Subthalamic nucleus stimulation in severe obsessive-compulsive disorder. , 2008, The New England journal of medicine.

[79]  S. Rauch,et al.  Obsessive–compulsive disorder: subclassification based on co-morbidity , 2008, Psychological Medicine.

[80]  Avram J Holmes,et al.  Spatiotemporal dynamics of error processing dysfunctions in major depressive disorder. , 2008, Archives of general psychiatry.

[81]  Petra Vlamings,et al.  Reduced error monitoring in children with autism spectrum disorder: an ERP study , 2008, The European journal of neuroscience.

[82]  T. Endrass,et al.  Overactive performance monitoring in obsessive-compulsive disorder: ERP evidence from correct and erroneous reactions , 2008, Neuropsychologia.

[83]  J. Gybels,et al.  LONG‐TERM ELECTRICAL CAPSULAR STIMULATION IN PATIENTS WITH OBSESSIVE‐COMPULSIVE DISORDER , 2008, Neurosurgery.

[84]  D. Altman,et al.  Selective serotonin re-uptake inhibitors (SSRIs) versus placebo for obsessive compulsive disorder (OCD). , 2008, The Cochrane database of systematic reviews.

[85]  W. Ecker,et al.  Incompleteness and harm avoidance in OCD symptom dimensions. , 2008, Behaviour research and therapy.

[86]  Clay B. Holroyd,et al.  Learning-related changes in brain activity following errors and performance feedback in schizophrenia , 2008, Schizophrenia Research.

[87]  K. Kendler,et al.  Heritability of obsessive‐compulsive symptom dimensions , 2008, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[88]  E. Foa,et al.  Increased error-related brain activity in pediatric obsessive-compulsive disorder before and after treatment. , 2008, The American journal of psychiatry.

[89]  A. A. Wijers,et al.  Error and feedback processing in children with ADHD and children with Autistic Spectrum Disorder: An EEG event-related potential study , 2008, Clinical Neurophysiology.

[90]  Jan R. Wiersema,et al.  ERP correlates of error monitoring in adult ADHD , 2009, Journal of Neural Transmission.

[91]  E. Sokhadze,et al.  Event-Related Potential Study of Executive Dysfunctions in a Speeded Reaction Task in Cocaine Addiction. , 2008, Journal of neurotherapy.

[92]  M. Mandelkern,et al.  Rapid effects of brief intensive cognitive-behavioral therapy on brain glucose metabolism in obsessive-compulsive disorder , 2009, Molecular Psychiatry.

[93]  M. Falkenstein,et al.  Neural activity associated with executive functions in adolescents with attention-deficit/hyperactivity disorder (ADHD). , 2009, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[94]  Chong-huai Yan,et al.  The brain regulation mechanism of error monitoring in impulsive children with ADHD—An analysis of error related potentials , 2009, Neuroscience Letters.

[95]  H. Groenewegen,et al.  The major symptom dimensions of obsessive-compulsive disorder are mediated by partially distinct neural systems. , 2008, Brain : a journal of neurology.

[96]  L. Schwabe,et al.  Stress Prompts Habit Behavior in Humans , 2009, The Journal of Neuroscience.

[97]  J. Ford,et al.  Error detection failures in schizophrenia: ERPs and FMRI. , 2009, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[98]  Shailendra Kapoor,et al.  Subthalamic nucleus stimulation in severe obsessive-compulsive disorder. , 2009, The New England journal of medicine.

[99]  M. Larson,et al.  Error processing in high-functioning Autism Spectrum Disorders , 2010, Biological Psychology.

[100]  Doreen M. Olvet,et al.  Depression symptom severity and error-related brain activity , 2010, Psychiatry Research.

[101]  Russell Schachar,et al.  Inhibitory control and psychopathology: A meta-analysis of studies using the stop signal task , 2010, Journal of the International Neuropsychological Society.

[102]  M. Casanova,et al.  Impaired Error Monitoring and Correction Function in Autism. , 2010, Journal of neurotherapy.

[103]  T. Endrass,et al.  Performance monitoring and error significance in patients with obsessive-compulsive disorder , 2010, Biological Psychology.

[104]  T. Insel,et al.  Wesleyan University From the SelectedWorks of Charles A . Sanislow , Ph . D . 2010 Research Domain Criteria ( RDoC ) : Toward a New Classification Framework for Research on Mental Disorders , 2018 .

[105]  S. Hyman,et al.  The diagnosis of mental disorders: the problem of reification. , 2010, Annual review of clinical psychology.

[106]  Dan J Stein,et al.  The epidemiology of obsessive-compulsive disorder in the National Comorbidity Survey Replication , 2010, Molecular Psychiatry.

[107]  J. Buitelaar,et al.  Alcohol dependence and anxiety increase error-related brain activity. , 2010, Addiction.

[108]  W. Gehring,et al.  Chronic medication does not affect hyperactive error responses in obsessive-compulsive disorder. , 2010, Psychophysiology.

[109]  Murray B Stein,et al.  The pharmacologic treatment of anxiety disorders: a review of progress. , 2010, The Journal of clinical psychiatry.

[110]  Anna Weinberg,et al.  Increased error-related brain activity in generalized anxiety disorder , 2010, Biological Psychology.

[111]  G. Friehs,et al.  Deep brain stimulation of the ventral internal capsule/ventral striatum for obsessive-compulsive disorder: worldwide experience , 2010, Molecular Psychiatry.

[112]  H. Westenberg,et al.  Deep brain stimulation of the nucleus accumbens for treatment-refractory obsessive-compulsive disorder. , 2010, Archives of general psychiatry.

[113]  A. Holmes,et al.  Effects of task-relevant incentives on the electrophysiological correlates of error processing in major depressive disorder , 2010, Cognitive, affective & behavioral neuroscience.

[114]  David M. Lovinger,et al.  Neurotransmitter roles in synaptic modulation, plasticity and learning in the dorsal striatum , 2010, Neuropharmacology.

[115]  Chris Hollis,et al.  Electrophysiological indices of abnormal error-processing in adolescents with attention deficit hyperactivity disorder (ADHD). , 2010, Journal of child psychology and psychiatry, and allied disciplines.

[116]  M. Kozak,et al.  Developing constructs for psychopathology research: research domain criteria. , 2010, Journal of abnormal psychology.

[117]  Ann-Christine Ehlis,et al.  Neural correlates of performance monitoring in adult patients with attention deficit hyperactivity disorder (ADHD) , 2010, The world journal of biological psychiatry : the official journal of the World Federation of Societies of Biological Psychiatry.

[118]  E. Walker,et al.  Diagnostic and Statistical Manual of Mental Disorders , 2013 .

[119]  John M. Davis,et al.  Should We Treat Depression with drugs or psychological interventions? A Reply to Ioannidis , 2011, Philosophy, ethics, and humanities in medicine : PEHM.

[120]  Clay B. Holroyd,et al.  Dissociation of Response and Feedback Negativity in Schizophrenia: Electrophysiological and Computational Evidence for a Deficit in the Representation of Value , 2011, Front. Hum. Neurosci..

[121]  M. Thase,et al.  Assessing the ‘true’ effect of active antidepressant therapy v. placebo in major depressive disorder: use of a mixture model , 2011, British Journal of Psychiatry.

[122]  G. Grassi,et al.  Obsessive–Compulsive Disorder Comorbidity: Clinical Assessment and Therapeutic Implications , 2011, Front. Psychiatry.

[123]  Yingying Tang,et al.  Error-related negativity abnormalities in generalized anxiety disorder and obsessive–compulsive disorder , 2011, Progress in Neuro-Psychopharmacology and Biological Psychiatry.

[124]  P. Dayan,et al.  Model-based influences on humans’ choices and striatal prediction errors , 2011, Neuron.

[125]  P. Liddle,et al.  Electrophysiological evidence for abnormal error monitoring in recurrent major depressive disorder. , 2011, Psychophysiology.

[126]  Maartje Luijten,et al.  Diminished error processing in smokers during smoking cue exposure , 2011, Pharmacology Biochemistry and Behavior.

[127]  Christian Kaufmann,et al.  Overactive error-related brain activity as a candidate endophenotype for obsessive-compulsive disorder: evidence from unaffected first-degree relatives. , 2011, The American journal of psychiatry.

[128]  G. Hajcak,et al.  Impaired neural response to internal but not external feedback in schizophrenia , 2011, Psychological Medicine.

[129]  F. Rijsdijk,et al.  A multivariate twin study of obsessive-compulsive symptom dimensions. , 2011, Archives of general psychiatry.

[130]  T. Robbins,et al.  Disruption in the Balance Between Goal-Directed Behavior and Habit Learning in Obsessive-Compulsive Disorder , 2011, The American journal of psychiatry.

[131]  J. Ford,et al.  Error monitoring dysfunction across the illness course of schizophrenia. , 2012, Journal of abnormal psychology.

[132]  L. Hogarth,et al.  Impaired goal-directed behavioural control in human impulsivity , 2010, Quarterly journal of experimental psychology.

[133]  Anna Weinberg,et al.  Increased error-related brain activity distinguishes generalized anxiety disorder with and without comorbid major depressive disorder. , 2012, Journal of abnormal psychology.

[134]  D. Dougherty,et al.  Obsessive-compulsive symptom dimensions correlate to specific gray matter volumes in treatment-naïve patients. , 2012, Journal of psychiatric research.

[135]  R. Kotov,et al.  Beyond the Broken Error-Related Negativity: Functional and Diagnostic Correlates of Error Processing in Psychosis , 2012, Biological Psychiatry.

[136]  T. Robbins,et al.  Neurocognitive endophenotypes of impulsivity and compulsivity: towards dimensional psychiatry , 2012, Trends in Cognitive Sciences.

[137]  W. Gehring,et al.  Error-related negativity and tic history in pediatric obsessive-compulsive disorder. , 2012, Journal of the American Academy of Child and Adolescent Psychiatry.

[138]  Deepti R. Bathula,et al.  Distinct neuropsychological subgroups in typically developing youth inform heterogeneity in children with ADHD , 2012, Proceedings of the National Academy of Sciences.

[139]  R. Dahl,et al.  Altered error-related brain activity in youth with major depression , 2012, Developmental Cognitive Neuroscience.

[140]  M. Casanova,et al.  EVENT-RELATED POTENTIAL STUDY OF ATTENTION REGULATION DURING ILLUSORY FIGURE CATEGORIZATION TASK IN ADHD, AUTISM SPECTRUM DISORDER, AND TYPICAL CHILDREN. , 2012, Journal of neurotherapy.

[141]  P. Liddle,et al.  Error processing-associated event-related potentials in schizophrenia and unaffected siblings. , 2012, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[142]  E. Sokhadze,et al.  Single trial time–frequency domain analysis of error processing in post-traumatic stress disorder , 2012, Neuroscience Letters.

[143]  Zhenhe Zhou,et al.  An Error-Related Negativity Potential Investigation of Response Monitoring Function in Individuals with Internet Addiction Disorder , 2013, Front. Behav. Neurosci..

[144]  Min Zhao,et al.  Case-control study of error-related negativity among males with heroin dependence undergoing rehabilitation , 2013, Shanghai archives of psychiatry.

[145]  W. Gehring,et al.  Increased error-related brain activity in youth with obsessive-compulsive disorder and other anxiety disorders , 2013, Neuroscience Letters.

[146]  W. Gehring,et al.  INCREASED ERROR‐RELATED BRAIN ACTIVITY IN YOUTH WITH OBSESSIVE‐COMPULSIVE DISORDER AND UNAFFECTED SIBLINGS , 2012, Depression and anxiety.

[147]  G. Pourtois,et al.  Electrical brain imaging reveals the expression and timing of altered error monitoring functions in major depression. , 2013, Journal of abnormal psychology.

[148]  M. Kozak,et al.  Constructing constructs for psychopathology: the NIMH research domain criteria. , 2013, Journal of abnormal psychology.

[149]  D. Dougherty,et al.  Differential prefrontal gray matter correlates of treatment response to fluoxetine or cognitive-behavioral therapy in obsessive–compulsive disorder , 2013, European Neuropsychopharmacology.

[150]  T. Robbins,et al.  Behavioral and neuroimaging evidence for overreliance on habit learning in alcohol-dependent patients , 2013, Translational Psychiatry.

[151]  W. Hulstijn,et al.  Trait and state aspects of internal and external performance monitoring in schizophrenia. , 2013, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[152]  K. Deisseroth,et al.  Repeated Cortico-Striatal Stimulation Generates Persistent OCD-Like Behavior , 2013, Science.

[153]  A. Markman,et al.  The Curse of Planning: Dissecting Multiple Reinforcement-Learning Systems by Taxing the Central Executive , 2013 .

[154]  N. Fineberg,et al.  Lifetime comorbidity of obsessive-compulsive disorder and sub-threshold obsessive-compulsive symptomatology in the community: impact, prevalence, socio-demographic and clinical characteristics , 2013, International journal of psychiatry in clinical practice.

[155]  Y. Fang,et al.  Hyperactivity within an extensive cortical distribution associated with excessive sensitivity in error processing in unmedicated depression: a combined event-related potential and sLORETA study. , 2013, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[156]  P. Liddle,et al.  Motivational incentives and methylphenidate enhance electrophysiological correlates of error monitoring in children with attention deficit/hyperactivity disorder , 2013, Journal of child psychology and psychiatry, and allied disciplines.

[157]  Mike Angstadt,et al.  Neural response to errors in combat-exposed returning veterans with and without post-traumatic stress disorder: A preliminary event-related potential study , 2013, Psychiatry Research: Neuroimaging.

[158]  Emily A. Kuhl,et al.  DSM-5 field trials in the United States and Canada, Part II: test-retest reliability of selected categorical diagnoses. , 2013, The American journal of psychiatry.

[159]  P. Dayan,et al.  Goals and Habits in the Brain , 2013, Neuron.

[160]  N. Fineberg,et al.  Pharmacotherapy of obsessive-compulsive disorder: Evidence-based treatment and beyond , 2013, The Australian and New Zealand journal of psychiatry.

[161]  M. Ullsperger,et al.  Specificity of performance monitoring changes in obsessive-compulsive disorder , 2014, Neuroscience & Biobehavioral Reviews.

[162]  Dara S. Manoach,et al.  Aberrant error processing in relation to symptom severity in obsessive–compulsive disorder: A multimodal neuroimaging study , 2014, NeuroImage: Clinical.

[163]  W. Nager,et al.  Oxazepam alters action monitoring , 2001, Psychopharmacology.

[164]  Dan J Stein,et al.  New developments in human neurocognition: clinical, genetic, and brain imaging correlates of impulsivity and compulsivity , 2014, CNS Spectrums.

[165]  T. Robbins,et al.  Enhanced Avoidance Habits in Obsessive-Compulsive Disorder , 2014, Biological Psychiatry.

[166]  T. Robbins,et al.  Counterfactual Processing of Economic Action-Outcome Alternatives in Obsessive-Compulsive Disorder: Further Evidence of Impaired Goal-Directed Behavior , 2014, Biological Psychiatry.

[167]  B. Balleine,et al.  Impairments in Goal-Directed Actions Predict Treatment Response to Cognitive-Behavioral Therapy in Social Anxiety Disorder , 2014, PloS one.

[168]  Norbert Kathmann,et al.  Performance monitoring in obsessive–compulsive disorder: A temporo-spatial principal component analysis , 2014, Cognitive, affective & behavioral neuroscience.

[169]  Kenji Fukui,et al.  Multicenter voxel-based morphometry mega-analysis of structural brain scans in obsessive-compulsive disorder. , 2014, The American journal of psychiatry.

[170]  T. Robbins,et al.  Goal-directed learning and obsessive–compulsive disorder , 2014, Philosophical Transactions of the Royal Society B: Biological Sciences.

[171]  A. Nadkarni,et al.  Shanghai Archives of Psychiatry , 2014 .

[172]  Jong H. Yoon,et al.  Disrupted action monitoring in recent-onset psychosis patients with schizophrenia and bipolar disorder , 2014, Psychiatry Research: Neuroimaging.

[173]  Norbert Kathmann,et al.  Performance monitoring in obsessive-compulsive disorder and social anxiety disorder. , 2014, Journal of abnormal psychology.

[174]  M. Kiang,et al.  Illness insight and neurophysiological error-processing deficits in schizophrenia , 2014, Schizophrenia Research.

[175]  John J. B. Allen,et al.  Differential contributions of worry, anxiety, and obsessive compulsive symptoms to ERN amplitudes in response monitoring and reinforcement learning tasks , 2014, Neuropsychologia.

[176]  J. Buhmann,et al.  Dissecting psychiatric spectrum disorders by generative embedding☆☆☆ , 2013, NeuroImage: Clinical.

[177]  R. Park,et al.  Compulsivity in anorexia nervosa: a transdiagnostic concept , 2014, Front. Psychol..

[178]  M. Paulus,et al.  TOWARD THE APPLICATION OF FUNCTIONAL NEUROIMAGING TO INDIVIDUALIZED TREATMENT FOR ANXIETY AND DEPRESSION , 2014, Depression and anxiety.

[179]  F. Smit,et al.  The obsessive compulsive spectrum in schizophrenia, a meta-analysis and meta-regression exploring prevalence rates , 2014, Schizophrenia Research.

[180]  W. Gehring,et al.  Altered relationship between electrophysiological response to errors and gray matter volumes in an extended network for error‐processing in pediatric obsessive‐compulsive disorder , 2014, Human brain mapping.

[181]  T. Goschke Dysfunctions of decision‐making and cognitive control as transdiagnostic mechanisms of mental disorders: advances, gaps, and needs in current research , 2014, International journal of methods in psychiatric research.

[182]  V. Calhoun,et al.  Brain Potentials Measured During a Go/NoGo Task Predict Completion of Substance Abuse Treatment , 2014, Biological Psychiatry.

[183]  E. Storch,et al.  Insight in adults with obsessive-compulsive disorder. , 2014, Comprehensive psychiatry.

[184]  H. Geurts,et al.  Goal-directed action control in children with autism spectrum disorders , 2014, Autism : the international journal of research and practice.

[185]  B. Sabbe,et al.  Electrophysiological (EEG) evidence for reduced performance monitoring in euthymic bipolar disorder , 2014, Bipolar disorders.

[186]  M. Herrmann,et al.  Electrophysiological evidence of a typical cognitive distortion in bipolar disorder , 2015, Cortex.

[187]  B. Sahakian,et al.  Which Is the Driver, the Obsessions or the Compulsions, in OCD? , 2015, Neuropsychopharmacology.

[188]  D. Mathalon,et al.  Error-related brain activity dissociates hoarding disorder from obsessive-compulsive disorder , 2015, Psychological Medicine.

[189]  Melissa J. Green,et al.  Corticostriatal Control of Goal-Directed Action Is Impaired in Schizophrenia , 2015, Biological Psychiatry.

[190]  N. Daw,et al.  Model-based learning protects against forming habits , 2015, Cognitive, Affective, & Behavioral Neuroscience.

[191]  Gerald Gartlehner,et al.  How effective are common medications: a perspective based on meta-analyses of major drugs , 2015, BMC Medicine.

[192]  P. Pechtel,et al.  POTENTIATED PROCESSING OF NEGATIVE FEEDBACK IN DEPRESSION IS ATTENUATED BY ANHEDONIA , 2015, Depression and anxiety.

[193]  The Costs and Benefits of Self-monitoring for Higher Functioning Children and Adolescents with Autism , 2015, Journal of autism and developmental disorders.

[194]  P. Dayan,et al.  Disorders of compulsivity: a common bias towards learning habits , 2014, Molecular Psychiatry.

[195]  Han-Joo Lee,et al.  Psychology Research and Behavior Management Dovepress Optimizing Psychological Interventions for Trichotillomania (hair-pulling Disorder): an Update on Current Empirical Status , 2022 .

[196]  D. Dougherty,et al.  ORBITOFRONTAL THICKNESS AS A MEASURE FOR TREATMENT RESPONSE PREDICTION IN OBSESSIVE–COMPULSIVE DISORDER , 2015, Depression and anxiety.

[197]  T. Robbins,et al.  Functional neuroimaging of avoidance habits in obsessive-compulsive disorder. , 2015, The American journal of psychiatry.

[198]  Greg H. Proudfit,et al.  Neural indicators of error processing in generalized anxiety disorder, obsessive-compulsive disorder, and major depressive disorder. , 2015, Journal of abnormal psychology.

[199]  B. Sabbe,et al.  Neurophysiological evidence for diminished monitoring of own, but intact monitoring of other's errors in schizophrenia , 2015, Psychiatry Research.

[200]  F. Cushman,et al.  Habitual control of goal selection in humans , 2015, Proceedings of the National Academy of Sciences.

[201]  T. Endrass,et al.  Overactive Performance Monitoring as an Endophenotype for Obsessive-Compulsive Disorder: Evidence From a Treatment Study. , 2015, The American journal of psychiatry.

[202]  G. Woodman,et al.  Medial–Frontal Stimulation Enhances Learning in Schizophrenia by Restoring Prediction Error Signaling , 2015, The Journal of Neuroscience.

[203]  Guy B. Williams,et al.  Carrots and sticks fail to change behavior in cocaine addiction , 2016, Science.

[204]  Leonardo Franklin Fontenelle,et al.  Comorbidity variation in patients with obsessive-compulsive disorder according to symptom dimensions: Results from a large multicentre clinical sample. , 2016, Journal of affective disorders.

[205]  T. Robbins,et al.  Enhanced habit formation in Gilles de la Tourette syndrome. , 2016, Brain : a journal of neurology.

[206]  B. Balleine,et al.  Reduced goal‐directed action control in autism spectrum disorder , 2016, Autism research : official journal of the International Society for Autism Research.

[207]  Claire M. Gillan,et al.  The role of habit in compulsivity , 2016, European Neuropsychopharmacology.

[208]  T. Eichele,et al.  Presupplementary Motor Area Contributes to Altered Error Monitoring in Obsessive-Compulsive Disorder , 2016, Biological Psychiatry.

[209]  S. Ahmari Using mice to model Obsessive Compulsive Disorder: From genes to circuits , 2016, Neuroscience.

[210]  S. Wit,et al.  Are nonclinical obsessive-compulsive symptoms associated with bias toward habits? , 2016, Psychiatry Research.

[211]  The road to improvement in obsessive-compulsive disorder. , 2016, The lancet. Psychiatry.

[212]  N. Daw,et al.  Characterizing a psychiatric symptom dimension related to deficits in goal-directed control , 2016, eLife.

[213]  N. Daw,et al.  Taking Psychiatry Research Online , 2016, Neuron.