Prediction of Obsessive-Compulsive Disorder: Importance of Neurobiology-Aided Feature Design and Cross-Diagnosis Transfer Learning

Altered Resting-State Brain Activity in Schizophrenia and Obsessive-Compulsive Disorder Compared With Non-psychiatric Controls: Commonalities and Distinctions Across Disorders

(2021) Yuyanan Zhang et al.   Frontiers in Psychiatry

A multi-measure approach for assessing the performance of fMRI preprocessing strategies in resting-state functional connectivity

(2021) Michalis Kassinopoulos et al.   MAGNETIC RESONANCE IMAGING

Investigating the predictive value of different resting-state functional MRI parameters in obsessive-compulsive disorder

(2019) Xuan Bu et al.   Translational Psychiatry

Applications of artificial neural networks in health care organizational decision-making: A scoping review

(2019) Nida Shahid et al.   PLoS One

Machine learning and big data in psychiatry: toward clinical applications

(2019) Robb B Rutledge et al.   CURRENT OPINION IN NEUROBIOLOGY

Causability and explainabilty of artificial intelligence in medicine

(2019) Andreas Holzinger et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Multivariate classification of drug-naive obsessive-compulsive disorder patients and healthy controls by applying an SVM to resting-state functional MRI data

(2019) Xi Yang et al.   BMC Psychiatry

Localized Connectivity in Obsessive-Compulsive Disorder: An Investigation Combining Univariate and Multivariate Pattern Analyses

(2019) Xinyu Hu et al.   Frontiers in Behavioral Neuroscience

Discriminating schizophrenia using recurrent neural network applied on time courses of multi-site FMRI data

(2019) Weizheng Yan et al.   EBioMedicine

Analyzing Neuroimaging Data Through Recurrent Deep Learning Models

(2019) Armin W. Thomas et al.   Frontiers in Neuroscience

Modeling Task fMRI Data Via Deep Convolutional Autoencoder

(2018) Heng Huang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

An evaluation of the efficacy, reliability, and sensitivity of motion correction strategies for resting-state functional MRI

(2018) Linden Parkes et al.   NEUROIMAGE

The ICD-11 developmental field study of reliability of diagnoses of high-burden mental disorders: results among adult patients in mental health settings of 13 countries

(2018) Geoffrey M. Reed et al.   World Psychiatry

Machine learning in major depression: From classification to treatment outcome prediction

(2018) Shuang Gao et al.   CNS Neuroscience & Therapeutics

Multimodal MRI-based classification of migraine: using deep learning convolutional neural network

(2018) Hao Yang et al.   Biomedical Engineering Online

Mitigating head motion artifact in functional connectivity MRI

(2018) Rastko Ciric et al.   Nature Protocols

Transfer learning improves resting-state functional connectivity pattern analysis using convolutional neural networks

(2018) Pál Vakli et al.   GigaScience

Support Vector Machine Classification of Obsessive-Compulsive Disorder Based on Whole-Brain Volumetry and Diffusion Tensor Imaging

(2018) Cong Zhou et al.   Frontiers in Psychiatry

Automatic Recognition of fMRI-derived Functional Networks using 3D Convolutional Neural Networks

(2017) Yu Zhao et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

The relevance of feature selection methods to the classification of obsessive-compulsive disorder based on volumetric measures

(2017) Lucas R. Trambaiolli et al.   JOURNAL OF AFFECTIVE DISORDERS

Moving From Static to Dynamic Models of the Onset of Mental Disorder

(2017) Barnaby Nelson et al.   JAMA Psychiatry

Resting State fMRI Functional Connectivity-Based Classification Using a Convolutional Neural Network Architecture

(2017) Regina J. Meszlényi et al.   Frontiers in Neuroinformatics

3D CNN Based Automatic Diagnosis of Attention Deficit Hyperactivity Disorder Using Functional and Structural MRI

(2017) Liang Zou et al.   IEEE Access

Clinical practice guidelines for Obsessive-Compulsive Disorder

(2017) YC Janardhan Reddy et al.   Indian Journal of Psychiatry

A Neural Marker of Obsessive-Compulsive Disorder from Whole-Brain Functional Connectivity

(2017) Yu Takagi et al.   Scientific Reports

Multivariate pattern analysis of obsessive–compulsive disorder using structural neuroanatomy

(2016) Xinyu Hu et al.   EUROPEAN NEUROPSYCHOPHARMACOLOGY

Detecting Neuroimaging Biomarkers for Psychiatric Disorders: Sample Size Matters

(2016) Hugo G. Schnack et al.   Frontiers in Psychiatry

Distinct inter-hemispheric dysconnectivity in schizophrenia patients with and without auditory verbal hallucinations

(2015) Xiao Chang et al.   Scientific Reports

Identification of a Common Neurobiological Substrate for Mental Illness

(2015) Madeleine Goodkind et al.   JAMA Psychiatry

Diagnostic validity of comorbid bipolar disorder and obsessive-compulsive disorder: a systematic review

(2014) A. Amerio et al.   ACTA PSYCHIATRICA SCANDINAVICA

Independent component analysis of resting state activity in pediatric obsessive-compulsive disorder

(2014) Patricia Gruner et al.   HUMAN BRAIN MAPPING

Discovering brain regions relevant to obsessive–compulsive disorder identification through bagging and transduction

(2014) Emilio Parrado-Hernández et al.   MEDICAL IMAGE ANALYSIS

DSM-5 Field Trials in the United States and Canada, Part II: Test-Retest Reliability of Selected Categorical Diagnoses

(2013) Darrel A. Regier et al.   AMERICAN JOURNAL OF PSYCHIATRY

Multicenter Voxel-Based Morphometry Mega-Analysis of Structural Brain Scans in Obsessive-Compulsive Disorder

(2013) Stella J. de Wit et al.   AMERICAN JOURNAL OF PSYCHIATRY

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

(2013) Bruce N Cuthbert et al.   BMC Medicine

Multivariate pattern analysis of DTI reveals differential white matter in individuals with obsessive-compulsive disorder

(2013) Fei Li et al.   HUMAN BRAIN MAPPING

Comorbid obsessive-compulsive symptoms in schizophrenia: contributions of pharmacological and genetic factors

(2013) Frederike Schirmbeck et al.   Frontiers in Pharmacology

Impact of depressive and anxiety disorder comorbidity on the clinical expression of obsessive-compulsive disorder

(2011) Biju Viswanath et al.   COMPREHENSIVE PSYCHIATRY

The organization of the human cerebral cortex estimated by intrinsic functional connectivity

(2011) B. T. Thomas Yeo et al.   JOURNAL OF NEUROPHYSIOLOGY

Functional Network Organization of the Human Brain

(2011) Jonathan D. Power et al.   NEURON

Obsessive-compulsive disorder: beyond segregated cortico-striatal pathways

(2011) Mohammed R. Milad et al.   TRENDS IN COGNITIVE SCIENCES

Meta-analytical Comparison of Voxel-Based Morphometry Studies in Obsessive-Compulsive Disorder vs Other Anxiety Disorders

(2010) Joaquim Radua et al.   ARCHIVES OF GENERAL PSYCHIATRY

Multi-level bootstrap analysis of stable clusters in resting-state fMRI

(2010) Pierre Bellec et al.   NEUROIMAGE

Prediction of Individual Brain Maturity Using fMRI

(2010) Nico U. F. Dosenbach et al.   SCIENCE

Receptor mapping: architecture of the human cerebral cortex

(2009) Karl Zilles et al.   CURRENT OPINION IN NEUROLOGY

A sulcal depth-based anatomical parcellation of the cerebral cortex.

(2009) C Destrieux et al.   NEUROIMAGE

Correspondence of the brain's functional architecture during activation and rest

(2009) S. M. Smith et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

An improved approach to detection of amplitude of low-frequency fluctuation (ALFF) for resting-state fMRI: Fractional ALFF

(2008) Qi-Hong Zou et al.   JOURNAL OF NEUROSCIENCE METHODS

The epidemiology of obsessive-compulsive disorder in the National Comorbidity Survey Replication

(2008) A M Ruscio et al.   MOLECULAR PSYCHIATRY