Detecting schizophrenia at the level of the individual: relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics

Psychoradiological patterns of small-world properties and a systematic review of connectome studies of patients with 6 major psychiatric disorders

(2018) Xueling Suo et al.   JOURNAL OF PSYCHIATRY & NEUROSCIENCE

Brain tumor segmentation with Deep Neural Networks

(2017) Mohammad Havaei et al.   MEDICAL IMAGE ANALYSIS

Using deep learning to investigate the neuroimaging correlates of psychiatric and neurological disorders: Methods and applications

(2017) Sandra Vieira et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Cognition, Function, and Disability in Patients with Schizophrenia: A Review of Longitudinal Studies

(2017) Tarek K Rajji et al.   CANADIAN JOURNAL OF PSYCHIATRY-REVUE CANADIENNE DE PSYCHIATRIE

Mapping Thalamocortical Functional Connectivity in Chronic and Early Stages of Psychotic Disorders

(2016) Neil D. Woodward et al.   BIOLOGICAL PSYCHIATRY

Disability and recovery in schizophrenia: a systematic review of cognitive behavioral therapy interventions

(2016) Izabela Nowak et al.   BMC Psychiatry

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

Consistent Functional Connectivity Alterations in Schizophrenia Spectrum Disorder: A Multisite Study

(2016) Kristina C. Skåtun et al.   SCHIZOPHRENIA BULLETIN

The dysconnection hypothesis (2016)

(2016) Karl Friston et al.   SCHIZOPHRENIA RESEARCH

A Review of the Functional and Anatomical Default Mode Network in Schizophrenia

(2016) Mao-Lin Hu et al.   Neuroscience Bulletin

Using deep belief network modelling to characterize differences in brain morphometry in schizophrenia

(2016) Walter H. L. Pinaya et al.   Scientific Reports

Application of advanced machine learning methods on resting-state fMRI network for identification of mild cognitive impairment and Alzheimer’s disease

(2015) Ali Khazaee et al.   Brain Imaging and Behavior

Identifying patients with Alzheimer’s disease using resting-state fMRI and graph theory

(2015) Ali Khazaee et al.   CLINICAL NEUROPHYSIOLOGY

Resting state functional magnetic resonance imaging and neural network classified autism and control

(2015) Tetsuya Iidaka   CORTEX

Schizophrenia-like topological changes in the structural connectome of individuals with subclinical psychotic experiences

(2015) Mark Drakesmith et al.   HUMAN BRAIN MAPPING

Disrupted brain network topology in pediatric posttraumatic stress disorder: A resting-state fMRI study

(2015) Xueling Suo et al.   HUMAN BRAIN MAPPING

Deep learning

(2015) Yann LeCun et al.   NATURE

Disrupted Functional Brain Connectome in Patients with Posttraumatic Stress Disorder

(2015) Du Lei et al.   RADIOLOGY

Nodal centrality of functional network in the differentiation of schizophrenia

(2015) Hu Cheng et al.   SCHIZOPHRENIA RESEARCH

Association of Thalamic Dysconnectivity and Conversion to Psychosis in Youth and Young Adults at Elevated Clinical Risk

(2015) Alan Anticevic et al.   JAMA Psychiatry

Identifying Neuroimaging Markers of Motor Disability in Acute Stroke by Machine Learning Techniques

(2014) A. K. Rehme et al.   CEREBRAL CORTEX

Diagnostic classification of specific phobia subtypes using structural MRI data: a machine-learning approach

(2014) Ulrike Lueken et al.   JOURNAL OF NEURAL TRANSMISSION

Correction of inter-scanner and within-subject variance in structural MRI based automated diagnosing

(2014) Daniel Kostro et al.   NEUROIMAGE

Thalamus and posterior temporal lobe show greater inter-network connectivity at rest and across sensory paradigms in schizophrenia

(2014) Mustafa S. Çetin et al.   NEUROIMAGE

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

(2014) Mert R. Sabuncu et al.   NEUROINFORMATICS

Functional Connectivity and Brain Networks in Schizophrenia

(2013) M.-E. Lynall et al.   JOURNAL OF NEUROSCIENCE

A Review of Feature Reduction Techniques in Neuroimaging

(2013) Benson Mwangi et al.   NEUROINFORMATICS

Fledgling pathoconnectomics of psychiatric disorders

(2013) Mikail Rubinov et al.   TRENDS IN COGNITIVE SCIENCES

Thalamocortical Dysconnectivity in Schizophrenia

(2012) Neil D. Woodward et al.   AMERICAN JOURNAL OF PSYCHIATRY

Schizophrenia, neuroimaging and connectomics

(2012) Alex Fornito 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

Resting-State Multi-Spectrum Functional Connectivity Networks for Identification of MCI Patients

(2012) Chong-Yaw Wee et al.   PLoS One

Brain Graphs: Graphical Models of the Human Brain Connectome

(2011) Edward T. Bullmore et al.   Annual Review of Clinical Psychology

Disrupted Brain Connectivity Networks in Drug-Naive, First-Episode Major Depressive Disorder

(2011) Junran Zhang et al.   BIOLOGICAL PSYCHIATRY

Discrete Neuroanatomical Networks Are Associated with Specific Cognitive Abilities in Old Age

(2011) W. Wen et al.   JOURNAL OF NEUROSCIENCE

Dysconnectivity in schizophrenia: Where are we now?

(2010) William Pettersson-Yeo et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Toward discovery science of human brain function

(2010) B. B. Biswal et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The Global Signal and Observed Anticorrelated Resting State Brain Networks

(2009) Michael D. Fox et al.   JOURNAL OF NEUROPHYSIOLOGY

Complex brain networks: graph theoretical analysis of structural and functional systems

(2009) Ed Bullmore et al.   NATURE REVIEWS NEUROSCIENCE

Discriminative analysis of resting-state functional connectivity patterns of schizophrenia using low dimensional embedding of fMRI

(2009) Hui Shen et al.   NEUROIMAGE

Altered Functional and Anatomical Connectivity in Schizophrenia

(2009) J. Camchong et al.   SCHIZOPHRENIA BULLETIN