Integrating machining learning and multimodal neuroimaging to detect schizophrenia at the level of the individual

Reproducibility of functional brain alterations in major depressive disorder: Evidence from a multisite resting-state functional MRI study with 1,434 individuals

(2019) Mingrui Xia et al.   NEUROIMAGE

Harmonization of resting-state functional MRI data across multiple imaging sites via the separation of site differences into sampling bias and measurement bias

(2019) Ayumu Yamashita et al.   PLOS BIOLOGY

Use of Machine Learning to Determine Deviance in Neuroanatomical Maturity Associated With Future Psychosis in Youths at Clinically High Risk

(2018) Yoonho Chung et al.   JAMA Psychiatry

Classification of Schizophrenia Based on Individual Hierarchical Brain Networks Constructed From Structural MRI Images

(2017) Jin Liu et al.   IEEE TRANSACTIONS ON NANOBIOSCIENCE

Classification of first-episode psychosis in a large cohort of patients using support vector machine and multiple kernel learning techniques

(2017) Letizia Squarcina et al.   NEUROIMAGE

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

Multimodal Discrimination of Schizophrenia Using Hybrid Weighted Feature Concatenation of Brain Functional Connectivity and Anatomical Features with an Extreme Learning Machine

(2017) Muhammad Naveed Iqbal Qureshi et al.   Frontiers in Neuroinformatics

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

From genetics to physiology at last

(2016) Ryan S. Dhindsa et al.   NATURE

Gray matter network disruptions and amyloid beta in cognitively normal adults

(2016) Betty M. Tijms et al.   NEUROBIOLOGY OF AGING

Statistical machine learning to identify traumatic brain injury (TBI) from structural disconnections of white matter networks

(2016) Jhimli Mitra et al.   NEUROIMAGE

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

Classifying Schizophrenia Using Multimodal Multivariate Pattern Recognition Analysis: Evaluating the Impact of Individual Clinical Profiles on the Neurodiagnostic Performance

(2016) Carlos Cabral et al.   SCHIZOPHRENIA BULLETIN

Increased superior frontal gyrus activation during working memory processing in psychosis: Significant relation to cumulative antipsychotic medication and to negative symptoms

(2016) Tobias Vogel et al.   SCHIZOPHRENIA RESEARCH

Aberrant neural networks for the recognition memory of socially relevant information in patients with schizophrenia

(2016) Jooyoung Oh et al.   Brain and Behavior

Single-subject morphological brain networks: connectivity mapping, topological characterization and test-retest reliability

(2016) Hao Wang et al.   Brain and Behavior

Multimodal MRI-Based Classification of Trauma Survivors with and without Post-Traumatic Stress Disorder

(2016) Qiongmin Zhang et al.   Frontiers in Neuroscience

A phenome-wide examination of neural and cognitive function

(2016) R.A. Poldrack et al.   Scientific Data

Identifying Individuals at High Risk of Psychosis: Predictive Utility of Support Vector Machine using Structural and Functional MRI Data

(2016) Isabel Valli et al.   Frontiers in Psychiatry

Abnormal regional homogeneity as potential imaging biomarker for psychosis risk syndrome: a resting-state fMRI study and support vector machine analysis

(2016) Shuai Wang et al.   Scientific Reports

Individualized differential diagnosis of schizophrenia and mood disorders using neuroanatomical biomarkers

(2015) Nikolaos Koutsouleris et al.   BRAIN

Neuroimaging signature of neuropsychiatric disorders

(2015) Yulia Worbe   CURRENT OPINION IN NEUROLOGY

Predicting clinical response in people at ultra-high risk of psychosis: a systematic and quantitative review

(2015) Andrea Mechelli et al.   DRUG DISCOVERY TODAY

Connectomics: A new paradigm for understanding brain disease

(2015) Alex Fornito et al.   EUROPEAN NEUROPSYCHOPHARMACOLOGY

Discrimination of Schizophrenia Auditory Hallucinators by Machine Learning of Resting-State Functional MRI

(2015) Darya Chyzhyk et al.   International Journal of Neural Systems

The neural basis of a deficit in abstract thinking in patients with schizophrenia

(2015) Jooyoung Oh et al.   PSYCHIATRY RESEARCH-NEUROIMAGING

Grey matter networks in people at increased familial risk for schizophrenia

(2015) Betty M. Tijms 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

Classifying individuals at high-risk for psychosis based on functional brain activity during working memory processing

(2015) Kerstin Bendfeldt et al.   NeuroImage-Clinical

Generation and Evaluation of a Cortical Area Parcellation from Resting-State Correlations

(2014) Evan M. Gordon et al.   CEREBRAL CORTEX

Measuring individual morphological relationship of cortical regions

(2014) Xiang-zhen Kong et al.   JOURNAL OF NEUROSCIENCE METHODS

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

(2014) Daniel Kostro et al.   NEUROIMAGE

Understanding Structural-Functional Relationships in the Human Brain

(2014) Zhijiang Wang et al.   NEUROSCIENTIST

An empirical comparison of different approaches for combining multimodal neuroimaging data with support vector machine

(2014) William Pettersson-Yeo et al.   Frontiers in Neuroscience

Review of functional and anatomical brain connectivity findings in schizophrenia

(2013) Jennifer Fitzsimmons et al.   CURRENT OPINION IN PSYCHIATRY

Functional Connectivity and Brain Networks in Schizophrenia

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

Discrimination between schizophrenia and major depressive disorder by magnetic resonance imaging of the female brain

(2013) Miho Ota et al.   JOURNAL OF PSYCHIATRIC RESEARCH

Schizophrenia: an integrated sociodevelopmental-cognitive model

(2013) Oliver D Howes et al.   LANCET

Alzheimer's disease: connecting findings from graph theoretical studies of brain networks

(2013) Betty M. Tijms et al.   NEUROBIOLOGY OF AGING

Methods to detect, characterize, and remove motion artifact in resting state fMRI

(2013) Jonathan D. Power et al.   NEUROIMAGE

Can structural MRI aid in clinical classification? A machine learning study in two independent samples of patients with schizophrenia, bipolar disorder and healthy subjects

(2013) Hugo G. Schnack et al.   NEUROIMAGE

Single-Subject Grey Matter Graphs in Alzheimer's Disease

(2013) Betty M. Tijms et al.   PLoS One

Combining Classification with fMRI-Derived Complex Network Measures for Potential Neurodiagnostics

(2013) Tomer Fekete et al.   PLoS One

Towards the identification of imaging biomarkers in schizophrenia, using multivariate pattern classification at a single-subject level

(2013) Eleni Zarogianni et al.   NeuroImage-Clinical

Thalamocortical Dysconnectivity in Schizophrenia

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

An improved framework for confound regression and filtering for control of motion artifact in the preprocessing of resting-state functional connectivity data

(2012) Theodore D. Satterthwaite 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

Automatic Classification of Early Parkinson's Disease with Multi-Modal MR Imaging

(2012) Dan Long et al.   PLoS One

Distinguishing Prodromal From First-Episode Psychosis Using Neuroanatomical Single-Subject Pattern Recognition

(2012) S. Borgwardt et al.   SCHIZOPHRENIA BULLETIN

Whole brain resting state functional connectivity abnormalities in schizophrenia

(2012) Archana Venkataraman et al.   SCHIZOPHRENIA RESEARCH

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Brain Graphs: Graphical Models of the Human Brain Connectome

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

Long-term Antipsychotic Treatment and Brain Volumes

(2011) Beng-Choon Ho et al.   ARCHIVES OF GENERAL PSYCHIATRY

Pattern of neural responses to verbal fluency shows diagnostic specificity for schizophrenia and bipolar disorder

(2011) Sergi G Costafreda et al.   BMC Psychiatry

Similarity-Based Extraction of Individual Networks from Gray Matter MRI Scans

(2011) B. M. Tijms et al.   CEREBRAL CORTEX

Multimodal classification of Alzheimer's disease and mild cognitive impairment

(2011) Daoqiang Zhang et al.   NEUROIMAGE

Discriminative analysis of early Alzheimer's disease using multi-modal imaging and multi-level characterization with multi-classifier (M3)

(2011) Zhengjia Dai et al.   NEUROIMAGE

Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion

(2011) Jonathan D. Power et al.   NEUROIMAGE

Classification of First-Episode Schizophrenia Patients and Healthy Subjects by Automated MRI Measures of Regional Brain Volume and Cortical Thickness

(2011) Yoichiro Takayanagi et al.   PLoS One

Aberrant Frontal and Temporal Complex Network Structure in Schizophrenia: A Graph Theoretical Analysis

(2010) M. P. van den Heuvel et al.   JOURNAL OF NEUROSCIENCE

Use of Neuroanatomical Pattern Classification to Identify Subjects in At-Risk Mental States of Psychosis and Predict Disease Transition

(2009) Nikolaos Koutsouleris et al.   ARCHIVES OF GENERAL PSYCHIATRY

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

Disrupted small-world networks in schizophrenia

(2008) Yong Liu et al.   BRAIN