A comprehensive review for machine learning on neuroimaging in obsessive-compulsive disorder

The functional connectome in obsessive-compulsive disorder: resting-state mega-analysis and machine learning classification for the ENIGMA-OCD consortium

(2023) Willem B. Bruin et al.   MOLECULAR PSYCHIATRY

Dissecting Psychiatric Heterogeneity and Comorbidity with Core Region-Based Machine Learning

(2023) Qian Lv et al.   Neuroscience Bulletin

Automatic depression severity assessment with deep learning using parameter-efficient tuning

(2023) Clinton Lau et al.   Frontiers in Psychiatry

Multi-Input CNN-LSTM deep learning model for fear level classification based on EEG and peripheral physiological signals

(2023) Nagisa Masuda et al.   Frontiers in Psychology

Brain morphometric features predict depression symptom phenotypes in late-life depression using a deep learning model

(2023) Bing Cao et al.   Frontiers in Neuroscience

A Wearable Artificial Intelligence Feedback Tool (Wrist Angel) for Treatment and Research of Obsessive Compulsive Disorder: Protocol for a Nonrandomized Pilot Study

(2023) Nicole Nadine Lønfeldt et al.   JMIR Research Protocols

Schizophrenia

(2022) Sameer Jauhar et al.   LANCET

From Sound Perception to Automatic Detection of Schizophrenia: An EEG-Based Deep Learning Approach

(2022) Carla Barros et al.   Frontiers in Psychiatry

Two distinct subtypes of obsessive compulsive disorder revealed by heterogeneity through discriminative analysis

(2022) Shaoqiang Han et al.   HUMAN BRAIN MAPPING

Multi-modality connectome-based predictive modeling of individualized compulsions in obsessive-compulsive disorder

(2022) Chunyan Zhu et al.   JOURNAL OF AFFECTIVE DISORDERS

EEG-Based Alzheimer’s Disease Recognition Using Robust-PCA and LSTM Recurrent Neural Network

(2022) Michele Alessandrini et al.   SENSORS

Defining brain-based OCD patient profiles using task-based fMRI and unsupervised machine learning

(2022) Alessandro S. De Nadai et al.   NEUROPSYCHOPHARMACOLOGY

Aberrated Multidimensional EEG Characteristics in Patients with Generalized Anxiety Disorder: A Machine-Learning Based Analysis Framework

(2022) Zhongxia Shen et al.   SENSORS

The performance of artificial intelligence-driven technologies in diagnosing mental disorders: an umbrella review

(2022) Alaa Abd-alrazaq et al.   npj Digital Medicine

Can we predict who will benefit from cognitive-behavioural therapy? A systematic review and meta-analysis of machine learning studies

(2022) Sandra Vieira et al.   CLINICAL PSYCHOLOGY REVIEW

Associations Between OCD Severity and Focal Features in Children and Adolescents: A Statistical and Machine Learning Analysis Plan (Preprint)

(2022) Line K. H. Clemmensen et al.   JMIR Research Protocols

Multi-class classification model for psychiatric disorder discrimination

(2022) İlkim Ecem Emre et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Anxiety onset in adolescents: a machine-learning prediction

(2022) Alice V. Chavanne et al.   MOLECULAR PSYCHIATRY

A deep learning-based model for detecting depression in senior population

(2022) Yunhan Lin et al.   Frontiers in Psychiatry

Advanced EEG-based learning approaches to predict schizophrenia: Promises and pitfalls

(2021) Carla Barros et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Depression Diagnosis Modeling With Advanced Computational Methods: Frequency-Domain eMVAR and Deep Learning

(2021) Caglar Uyulan et al.   CLINICAL EEG AND NEUROSCIENCE

Identification of Major Psychiatric Disorders From Resting-State Electroencephalography Using a Machine Learning Approach

(2021) Su Mi Park et al.   Frontiers in Psychiatry

Combining Deep Learning and Graph-Theoretic Brain Features to Detect Posttraumatic Stress Disorder at the Individual Level

(2021) Ziyu Zhu et al.   Diagnostics

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

(2021) Sunil Vasu Kalmady et al.   Biological Psychiatry-Cognitive Neuroscience and Neuroimaging

Identifying Schizophrenia Using Structural MRI With a Deep Learning Algorithm

(2020) Jihoon Oh et al.   Frontiers in Psychiatry

An overview of the first 5 years of the ENIGMA obsessive–compulsive disorder working group: The power of worldwide collaboration

(2020) Odile A. Heuvel et al.   HUMAN BRAIN MAPPING

Findings about LORETA Applied to High-Density EEG—A Review

(2020) Serena Dattola et al.   Electronics

Identifying the Symptom Severity in Obsessive-Compulsive Disorder for Classification and Prediction: An Artificial Neural Network Approach

(2020) Mirza Naveed Shahzad et al.   BEHAVIOURAL NEUROLOGY

FMRI hemodynamic response function (HRF) as a novel marker of brain function: applications for understanding obsessive-compulsive disorder pathology and treatment response

(2020) D. Rangaprakash et al.   Brain Imaging and Behavior

Alzheimer’s diagnosis using deep learning in segmenting and classifying 3D brain MR images

(2020) Anh Tuan Tran et al.   INTERNATIONAL JOURNAL OF NEUROSCIENCE

EEG microstates as biomarker for psychosis in ultra-high-risk patients

(2020) Renate de Bock et al.   Translational Psychiatry

Recent developments on PET radiotracers for TSPO and their applications in neuroimaging

(2020) Lingling Zhang et al.   Acta Pharmaceutica Sinica B

Deep learning detection of informative features in tau PET for Alzheimer’s disease classification

(2020) Taeho Jo et al.   BMC BIOINFORMATICS

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

(2019) Xuan Bu et al.   Translational Psychiatry

The erring brain: Error-related negativity as an endophenotype for OCD-A review and meta-analysis

(2019) Anja Riesel   PSYCHOPHYSIOLOGY

Early intervention for obsessive compulsive disorder: An expert consensus statement

(2019) Naomi A. Fineberg et al.   EUROPEAN NEUROPSYCHOPHARMACOLOGY

Electroencephalography

(2019) Andrea Biasiucci et al.   CURRENT BIOLOGY

Machine learning—aided personalized DTI tractographic planning for deep brain stimulation of the superolateral medial forebrain bundle using HAMLET

(2019) Volker A. Coenen et al.   ACTA NEUROCHIRURGICA

Efficacy and Safety of Deep Transcranial Magnetic Stimulation for Obsessive-Compulsive Disorder: A Prospective Multicenter Randomized Double-Blind Placebo-Controlled Trial

(2019) Lior Carmi et al.   AMERICAN JOURNAL OF PSYCHIATRY

Obsessive-Compulsive Disorder: Puzzles and Prospects

(2019) Trevor W. Robbins et al.   NEURON

EEG Source Imaging: A Practical Review of the Analysis Steps

(2019) Christoph M. Michel et al.   Frontiers in Neurology

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

Early Alzheimer’s disease diagnosis based on EEG spectral images using deep learning

(2019) Xiaojun Bi et al.   NEURAL NETWORKS

Increased cerebellar–default-mode network connectivity at rest in obsessive–compulsive disorder

(2019) Dan Lv et al.   EUROPEAN ARCHIVES OF PSYCHIATRY AND CLINICAL NEUROSCIENCE

Systematic Review and Meta-Analysis: Cognitive-Behavioral Therapy for Obsessive-Compulsive Disorder in Children and Adolescents

(2019) Camilla Funch Uhre et al.   JOURNAL OF THE AMERICAN ACADEMY OF CHILD AND ADOLESCENT PSYCHIATRY

Multivariate resting-state functional connectivity predicts response to cognitive behavioral therapy in obsessive–compulsive disorder

(2018) Nicco Reggente et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Posttraumatic stress disorder with secondary psychotic features (PTSD-SP): Diagnostic and treatment challenges

(2018) Ebele Compean et al.   PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY

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

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

Towards a neurodynamical understanding of the prodrome in schizophrenia

(2017) Emmi Mikanmaa et al.   NEUROIMAGE

Is There a Role for Agomelatine in the Treatment of Anxiety Disorders? A Review of Published Data

(2017) D. De Berardis et al.   INTERNATIONAL JOURNAL OF IMMUNOPATHOLOGY AND PHARMACOLOGY

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

Early Onset of Response With Selective Serotonin Reuptake Inhibitors in Obsessive-Compulsive Disorder

(2016) Yasmin Issari et al.   JOURNAL OF CLINICAL PSYCHIATRY

Integrating Genetic, Neuropsychological and Neuroimaging Data to Model Early-Onset Obsessive Compulsive Disorder Severity

(2016) Sergi Mas et al.   PLoS One

Imbalance in habitual versus goal directed neural systems during symptom provocation in obsessive-compulsive disorder

(2015) Paula Banca et al.   BRAIN

Classification of Obsessive Compulsive Disorder by EEG Complexity and Hemispheric Dependency Measurements

(2015) Serap Aydin et al.   International Journal of Neural Systems

Neural Correlates of Response to Pharmacotherapy in Obsessive-Compulsive Disorder: Individualized Cortical Morphology-Based Structural Covariance

(2015) Je-Yeon Yun et al.   PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY

Transcranial Cortical Stimulation in the Treatment of Obsessive-Compulsive Disorders: Efficacy Studies

(2015) Ghassen Saba et al.   Current Psychiatry Reports

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

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

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

(2013) Fei Li et al.   HUMAN BRAIN MAPPING

Predicting obsessive–compulsive disorder severity combining neuroimaging and machine learning methods

(2013) Marcelo Q. Hoexter et al.   JOURNAL OF AFFECTIVE DISORDERS

d-Cycloserine Augmentation of Behavioral Therapy for the Treatment of Anxiety Disorders

(2012) Allyson Bontempo et al.   JOURNAL OF CLINICAL PSYCHIATRY

Development of functional imaging in the human brain (fMRI); the University of Minnesota experience

(2012) Kâmil Uğurbil   NEUROIMAGE

Deep Brain Stimulation in the Treatment of Obsessive-Compulsive Disorder

(2012) Patric Blomstedt et al.   World Neurosurgery

Translational approaches to obsessive-compulsive disorder: from animal models to clinical treatment

(2011) NA Fineberg et al.   BRITISH JOURNAL OF PHARMACOLOGY

Functional Neuroimaging in Obsessive-Compulsive Disorder

(2011) A. Del Casale et al.   NEUROPSYCHOBIOLOGY

A double-blind, placebo-controlled pilot study of ondansetron for patients with obsessive-compulsive disorder

(2010) Farhad Soltani et al.   HUMAN PSYCHOPHARMACOLOGY-CLINICAL AND EXPERIMENTAL

Fronto-striato-limbic hyperactivation in obsessive-compulsive disorder during individually tailored symptom provocation

(2010) Daniela Simon et al.   PSYCHOPHYSIOLOGY

EEG: a helpful tool in the prediction of psychosis

(2009) Ute Gschwandtner et al.   EUROPEAN ARCHIVES OF PSYCHIATRY AND CLINICAL NEUROSCIENCE

Meta-Analysis of the Symptom Structure of Obsessive-Compulsive Disorder

(2008) Michael H. Bloch et al.   AMERICAN JOURNAL OF PSYCHIATRY

Does gabapentin lead to early symptom improvement in obsessive-compulsive disorder?

(2008) Emin Önder et al.   EUROPEAN ARCHIVES OF PSYCHIATRY AND CLINICAL NEUROSCIENCE

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

(2008) A M Ruscio et al.   MOLECULAR PSYCHIATRY