Dissecting Psychiatric Heterogeneity and Comorbidity with Core Region-Based Machine Learning
Published 2023 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Dissecting Psychiatric Heterogeneity and Comorbidity with Core Region-Based Machine Learning
Authors
Keywords
-
Journal
Neuroscience Bulletin
Volume -, Issue -, Pages -
Publisher
Springer Science and Business Media LLC
Online
2023-04-24
DOI
10.1007/s12264-023-01057-2
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- An attention-based hybrid deep learning framework integrating brain connectivity and activity of resting-state functional MRI data
- (2022) Min Zhao et al. MEDICAL IMAGE ANALYSIS
- Graph Convolutional Networks Reveal Network-Level Functional Dysconnectivity in Schizophrenia
- (2022) Du Lei et al. SCHIZOPHRENIA BULLETIN
- Two distinct subtypes of obsessive compulsive disorder revealed by a framework integrating multimodal neuroimaging information
- (2022) Shaoqiang Han et al. HUMAN BRAIN MAPPING
- Morphometric Integrated Classification Index: A Multisite Model-Based, Interpretable, Shareable and Evolvable Biomarker for Schizophrenia
- (2022) Yingying Xie et al. SCHIZOPHRENIA BULLETIN
- Harmonizing the Neurobiology and Treatment of Obsessive-Compulsive Disorder
- (2021) Wayne K. Goodman et al. AMERICAN JOURNAL OF PSYCHIATRY
- Anterior limb of the internal capsule tractography: relationship with capsulotomy outcomes in obsessive-compulsive disorder
- (2021) Chencheng Zhang et al. JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY
- Toward a neurocircuit-based taxonomy to guide treatment of obsessive–compulsive disorder
- (2021) Elizabeth Shephard et al. MOLECULAR PSYCHIATRY
- Temporal variability of regional intrinsic neural activity in drug‐naïve patients with obsessive–compulsive disorder
- (2021) Jing Liu et al. HUMAN BRAIN MAPPING
- Optogenetic inhibition of indirect pathway neurons in the dorsomedial striatum reduces excessive grooming in Sapap3-knockout mice
- (2021) Kathia I. Ramírez-Armenta et al. NEUROPSYCHOPHARMACOLOGY
- Efficacy and tolerability of repetitive transcranial magnetic stimulation for the treatment of obsessive-compulsive disorder in adults: a systematic review and network meta-analysis
- (2021) Kaili Liang et al. Translational Psychiatry
- Diagnosis of obsessive-compulsive disorder via spatial similarity-aware learning and fused deep polynomial network
- (2021) Peng Yang et al. MEDICAL IMAGE ANALYSIS
- Common and differential connectivity profiles of deep brain stimulation and capsulotomy in refractory obsessive-compulsive disorder
- (2021) Xiaoyu Chen et al. MOLECULAR PSYCHIATRY
- Classification of Obsessive-Compulsive Disorder Using Distance Correlation on Resting-State Functional MRI Images
- (2021) Qian Luo et al. Frontiers in Neuroinformatics
- Modeling essential connections in obsessive–compulsive disorder patients using functional MRI
- (2020) Xiaodan Xing et al. Brain and Behavior
- Towards a brain‐based predictome of mental illness
- (2020) Barnaly Rashid et al. HUMAN BRAIN MAPPING
- A neuroimaging biomarker for striatal dysfunction in schizophrenia
- (2020) Ang Li et al. NATURE MEDICINE
- Alzheimer’s disease, mild cognitive impairment, and normal aging distinguished by multi-modal parcellation and machine learning
- (2020) Jinhua Sheng et al. Scientific Reports
- Diagnostic Classification for Human Autism and Obsessive-Compulsive Disorder Based on Machine Learning From a Primate Genetic Model
- (2020) Yafeng Zhan et al. AMERICAN JOURNAL OF PSYCHIATRY
- Disrupted pathways from frontal-parietal cortex to basal ganglia and cerebellum in patients with unmedicated obsessive compulsive disorder as observed by whole-brain resting-state effective connectivity analysis – a small sample pilot study
- (2020) Wei Liu et al. Brain Imaging and Behavior
- Multi-voxel pattern analysis of amygdala functional connectivity at rest predicts variability in posttraumatic stress severity
- (2020) Jacklynn M. Fitzgerald et al. Brain and Behavior
- Structural neuroimaging biomarkers for obsessive-compulsive disorder in the ENIGMA-OCD consortium: medication matters
- (2020) Willem B. Bruin et al. Translational Psychiatry
- Decreased Resting-State Interhemispheric Functional Connectivity in Medication-Free Obsessive-Compulsive Disorder
- (2020) Cuicui Jia et al. Frontiers in Psychiatry
- Connectivity profile predictive of effective deep brain stimulation in obsessive compulsive disorder
- (2019) Juan Carlos Baldermann et al. BIOLOGICAL PSYCHIATRY
- Schizophrenia, Dopamine and the Striatum: From Biology to Symptoms
- (2019) Robert A. McCutcheon et al. TRENDS IN NEUROSCIENCES
- Investigating the predictive value of different resting-state functional MRI parameters in obsessive-compulsive disorder
- (2019) Xuan Bu et al. Translational Psychiatry
- Deep brain stimulation: current challenges and future directions
- (2019) Andres M. Lozano et al. Nature Reviews Neurology
- A Randomized Trial Directly Comparing Ventral Capsule and Anteromedial Subthalamic Nucleus Stimulation in Obsessive-Compulsive Disorder: Clinical and Imaging Evidence for Dissociable Effects
- (2019) Himanshu Tyagi et al. BIOLOGICAL PSYCHIATRY
- Obsessive-Compulsive Disorder: Puzzles and Prospects
- (2019) Trevor W. Robbins et al. NEURON
- Functional connectivity in obsessive-compulsive disorder and its subtypes
- (2019) Arun Ravindran et al. PSYCHOLOGICAL MEDICINE
- 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
- Neurobiological divergence of the positive and negative schizophrenia subtypes identified upon a new factor-structure of psychopathology using non-negative factorization: An international machine-learning study
- (2019) Ji Chen et al. BIOLOGICAL PSYCHIATRY
- Task-based fMRI predicts response and remission to exposure therapy in obsessive-compulsive disorder
- (2019) David Pagliaccio et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Discriminating schizophrenia using recurrent neural network applied on time courses of multi-site FMRI data
- (2019) Weizheng Yan et al. EBioMedicine
- Structural neural markers of response to cognitive behavioral therapy in pediatric obsessive‐compulsive disorder
- (2019) David Pagliaccio et al. JOURNAL OF CHILD PSYCHOLOGY AND PSYCHIATRY
- Cortical Abnormalities Associated With Pediatric and Adult Obsessive-Compulsive Disorder: Findings From the ENIGMA Obsessive-Compulsive Disorder Working Group
- (2018) Premika S.W. Boedhoe et al. AMERICAN JOURNAL OF PSYCHIATRY
- Dissociable Frontostriatal Connectivity: Mechanism and Predictor of the Clinical Efficacy of Capsulotomy in Obsessive-Compulsive Disorder
- (2018) Dazhi Yin et al. BIOLOGICAL PSYCHIATRY
- Functional segmentation of the anterior limb of the internal capsule: linking white matter abnormalities to specific connections.
- (2018) Ziad Safadi et al. JOURNAL OF NEUROSCIENCE
- The cingulum bundle: Anatomy, function, and dysfunction
- (2018) Emma J. Bubb et al. NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS
- 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
- Functional Neuroanatomy of Emotion and Its Regulation in PTSD
- (2018) Jacklynn M. Fitzgerald et al. HARVARD REVIEW OF PSYCHIATRY
- Multi-Site Diagnostic Classification of Schizophrenia Using Discriminant Deep Learning with Functional Connectivity MRI
- (2018) Ling-Li Zeng et al. EBioMedicine
- Clinical Applications of Neuroimaging in Psychiatric Disorders
- (2018) Michael B. First et al. AMERICAN JOURNAL OF PSYCHIATRY
- Diagnostic neuroimaging markers of obsessive-compulsive disorder: Initial evidence from structural and functional MRI studies
- (2018) Willem Bruin et al. PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY
- Functional Connectivity-Based Modelling Simulates Subject-Specific Network Spreading Effects of Focal Brain Stimulation
- (2018) Xiaoyu Chen et al. Neuroscience Bulletin
- Frontostriatal functional connectivity correlates with repetitive behaviour across autism spectrum disorder and obsessive–compulsive disorder
- (2018) Sophie E.A. Akkermans et al. PSYCHOLOGICAL MEDICINE
- 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
- Using Machine Learning and Structural Neuroimaging to Detect First Episode Psychosis: Reconsidering the Evidence
- (2018) Sandra Vieira et al. SCHIZOPHRENIA BULLETIN
- Connectivity-based parcellation of the anterior limb of the internal capsule
- (2017) Pranav Nanda et al. HUMAN BRAIN MAPPING
- 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
- Building better biomarkers: brain models in translational neuroimaging
- (2017) Choong-Wan Woo et al. NATURE NEUROSCIENCE
- A trans-diagnostic perspective on obsessive-compulsive disorder
- (2017) C. M. Gillan et al. PSYCHOLOGICAL MEDICINE
- Multisite Machine Learning Analysis Provides a Robust Structural Imaging Signature of Schizophrenia Detectable Across Diverse Patient Populations and Within Individuals
- (2017) Martin Rozycki et al. SCHIZOPHRENIA BULLETIN
- Divergent Structural Responses to Pharmacological Interventions in Orbitofronto-Striato-Thalamic and Premotor Circuits in Obsessive-Compulsive Disorder
- (2017) Qiming Lv et al. EBioMedicine
- 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
- Brain circuitry of compulsivity
- (2016) Odile A. van den Heuvel et al. EUROPEAN NEUROPSYCHOPHARMACOLOGY
- Diagnostic classification of unipolar depression based on resting-state functional connectivity MRI: effects of generalization to a diverse sample
- (2016) Benedikt Sundermann et al. JOURNAL OF NEURAL TRANSMISSION
- Dorsal anterior cingulotomy and anterior capsulotomy for severe, refractory obsessive-compulsive disorder: a systematic review of observational studies
- (2016) Lauren T. Brown et al. JOURNAL OF NEUROSURGERY
- Autism-like behaviours and germline transmission in transgenic monkeys overexpressing MeCP2
- (2016) Zhen Liu et al. NATURE
- Adjunctive Low-frequency Repetitive Transcranial Magnetic Stimulation over the Right Dorsolateral Prefrontal Cortex in Patients with Treatment-resistant Obsessive-compulsive Disorder: A Randomized Controlled Trial
- (2016) Ho-Jun Seo et al. Clinical Psychopharmacology and Neuroscience
- Discriminative Structured Feature Engineering for Macroscale Brain Connectomes
- (2015) Jian Pu et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- Deep brain stimulation versus anterior capsulotomy for obsessive-compulsive disorder: a review of the literature
- (2015) Joshua Pepper et al. JOURNAL OF NEUROSURGERY
- Repetitive Transcranial Magnetic Stimulation (rTMS) improves symptoms and reduces clinical illness in patients suffering from OCD – Results from a single-blind, randomized clinical trial with sham cross-over condition
- (2015) Mohammad Haghighi et al. JOURNAL OF PSYCHIATRIC RESEARCH
- 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
- Quantitative analysis of axonal fiber activation evoked by deep brain stimulation via activation density heat maps
- (2015) Christian J. Hartmann et al. Frontiers in Neuroscience
- Chemogenetic Tools to Interrogate Brain Functions
- (2014) Scott M. Sternson et al. Annual Review of Neuroscience
- Toward literature-based feature selection for diagnostic classification: a meta-analysis of resting-state fMRI in depression
- (2014) Benedikt Sundermann et al. Frontiers in Human Neuroscience
- Independent component analysis of resting state activity in pediatric obsessive-compulsive disorder
- (2014) Patricia Gruner et al. HUMAN BRAIN MAPPING
- Differences in Metabolic Network Modulation Between Capsulotomy and Deep-Brain Stimulation for Refractory Obsessive-Compulsive Disorder
- (2014) K. Suetens et al. JOURNAL OF NUCLEAR MEDICINE
- Discovering brain regions relevant to obsessive–compulsive disorder identification through bagging and transduction
- (2014) Emilio Parrado-Hernández et al. MEDICAL IMAGE ANALYSIS
- Resting-state networks link invasive and noninvasive brain stimulation across diverse psychiatric and neurological diseases
- (2014) M. D. Fox et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- 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
- Global Resting-State Functional Magnetic Resonance Imaging Analysis Identifies Frontal Cortex, Striatal, and Cerebellar Dysconnectivity in Obsessive-Compulsive Disorder
- (2013) Alan Anticevic et al. BIOLOGICAL 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
- Unsupervised classification of major depression using functional connectivity MRI
- (2013) Ling-Li Zeng et al. HUMAN BRAIN MAPPING
- Metabolic Imaging of Bilateral Anterior Capsulotomy in Refractory Obsessive Compulsive Disorder: an FDG PET Study
- (2013) ChuanTao Zuo et al. JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM
- Deep brain stimulation restores frontostriatal network activity in obsessive-compulsive disorder
- (2013) Martijn Figee et al. NATURE NEUROSCIENCE
- A Review of Feature Reduction Techniques in Neuroimaging
- (2013) Benson Mwangi et al. NEUROINFORMATICS
- A Phenotypic Structure and Neural Correlates of Compulsive Behaviors in Adolescents
- (2013) Chantale Montigny et al. PLoS One
- Short-Circuiting Depression
- (2013) E. Underwood SCIENCE
- Optogenetic Stimulation of Lateral Orbitofronto-Striatal Pathway Suppresses Compulsive Behaviors
- (2013) E. Burguiere et al. SCIENCE
- Repeated Cortico-Striatal Stimulation Generates Persistent OCD-Like Behavior
- (2013) S. E. Ahmari et al. SCIENCE
- An anatomically comprehensive atlas of the adult human brain transcriptome
- (2012) Michael J. Hawrylycz et al. NATURE
- fMRI pattern recognition in obsessive–compulsive disorder
- (2012) Martin Weygandt et al. NEUROIMAGE
- 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
- Meta-analysis based SVM classification enables accurate detection of Alzheimer's disease across different clinical centers using FDG-PET and MRI
- (2012) Juergen Dukart et al. PSYCHIATRY RESEARCH-NEUROIMAGING
- Recent developments in multivariate pattern analysis for functional MRI
- (2012) Zhi Yang et al. Neuroscience Bulletin
- The Development and Application of Optogenetics
- (2011) Lief Fenno et al. Annual Review of Neuroscience
- Does feature selection improve classification accuracy? Impact of sample size and feature selection on classification using anatomical magnetic resonance images
- (2011) Carlton Chu et al. NEUROIMAGE
- Obsessive-compulsive disorder: beyond segregated cortico-striatal pathways
- (2011) Mohammed R. Milad 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
- Review of structural neuroimaging in patients with refractory obsessivecompulsive disorder
- (2011) Murad Atmaca Neuroscience Bulletin
- 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
- Decrease of Prefrontal Metabolism After Subthalamic Stimulation in Obsessive-Compulsive Disorder: A Positron Emission Tomography Study
- (2010) Florence Le Jeune et al. BIOLOGICAL PSYCHIATRY
- What can spontaneous fluctuations of the blood oxygenation-level-dependent signal tell us about psychiatric disorders?
- (2010) Alex Fornito et al. CURRENT OPINION IN PSYCHIATRY
- A Possible Role for the Striatum in the Pathogenesis of the Cognitive Symptoms of Schizophrenia
- (2010) Eleanor H. Simpson et al. NEURON
- Resting-state functional connectivity in neuropsychiatric disorders
- (2009) Michael Greicius CURRENT OPINION IN NEUROLOGY
- Voxel-Based Morphometry: An Automated Technique for Assessing Structural Changes in the Brain
- (2009) J. L. Whitwell JOURNAL OF NEUROSCIENCE
- Meta-analysis of neuroimaging data: A comparison of image-based and coordinate-based pooling of studies
- (2009) Gholamreza Salimi-Khorshidi et al. NEUROIMAGE
- Neural correlates of Alzheimer's disease and mild cognitive impairment: A systematic and quantitative meta-analysis involving 1351 patients
- (2009) Matthias L. Schroeter et al. NEUROIMAGE
- Invasive Circuitry-Based Neurotherapeutics: Stereotactic Ablation and Deep Brain Stimulation for OCD
- (2009) Benjamin D Greenberg et al. NEUROPSYCHOPHARMACOLOGY
- The major symptom dimensions of obsessive-compulsive disorder are mediated by partially distinct neural systems
- (2008) O. A. van den Heuvel et al. BRAIN
- Integrating evidence from neuroimaging and neuropsychological studies of obsessive-compulsive disorder: The orbitofronto-striatal model revisited
- (2007) Lara Menzies et al. NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreAdd your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload Now