Identifying commonality and specificity across psychosis sub-groups via classification based on features from dynamic connectivity analysis

Highlights • Identified the common and specific connectivity changes across psychosis sub-groups.• Proposed a classification framework using dynamic connectivity measures.• Yielded high classification accuracy for both the four- and pair-group classifications.• Revealed the disorder-common impairments in the thalamocortical connectivity.

• Publication year

  2020

• Venue

  NeuroImage: Clinical

• Publication date

  2020-05-26

• Fields of study

  Medicine, Psychology

• Identifiers
  DOI 10.1016/j.nicl.2020.102284PMID 32563920PMCID 7306624
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Schizoaffective Disorder

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  2019cited by this paper
• Evaluation of confound regression strategies for the mitigation of micromovement artifact in studies of dynamic resting-state functional connectivity and multilayer network modularity

  2019cited by this paper
• Towards artificial intelligence in mental health by improving schizophrenia prediction with multiple brain parcellation ensemble-learning

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  2019cited by this paper
• Transient increased thalamic‐sensory connectivity and decreased whole‐brain dynamism in autism

  2019cited by this paper
• Testing the expanded continuum hypothesis of schizophrenia and bipolar disorder. Neural and psychological evidence for shared and distinct mechanisms

  2019cited by this paper
• Support Vector Machine for Analyzing Contributions of Brain Regions During Task-State fMRI

  2019cited by this paper
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  2019cited by this paper
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  2019cited by this paper
• Shared and Distinct Functional Architectures of Brain Networks Across Psychiatric Disorders

  2019cited by this paper
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  2018cited by this paper
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  2018cited by this paper
• Identification of Distinct Psychosis Biotypes Using Brain-Based Biomarkers.

  2018cited by this paper
• Group ICA for identifying biomarkers in schizophrenia: ‘Adaptive’ networks via spatially constrained ICA show more sensitivity to group differences than spatio-temporal regression

  2018cited by this paper
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  2018cited by this paper
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  2018cited by this paper
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  2018cited by this paper
• Classification and Prediction of Brain Disorders Using Functional Connectivity: Promising but Challenging

  2018cited by this paper
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  2018cited by this paper
• More than just statics: temporal dynamics of intrinsic brain activity predicts the suicidal ideation in depressed patients

  2018cited by this paper
• Dynamic functional connectivity impairments in early schizophrenia and clinical high‐risk for psychosis

  2017cited by this paper
• The dynamic functional connectome: State-of-the-art and perspectives

  2017cited by this paper
• A common framework for the problem of deriving estimates of dynamic functional brain connectivity

  2017cited by this paper
• Identifying dynamic functional connectivity biomarkers using GIG‐ICA: Application to schizophrenia, schizoaffective disorder, and psychotic bipolar disorder

  2017cited by this paper
• Brain structure, function, and neurochemistry in schizophrenia and bipolar disorder—a systematic review of the magnetic resonance neuroimaging literature

  2017cited by this paper
• Computational neuroimaging strategies for single patient predictions

  2017cited by this paper
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  2017cited by this paper
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  2016cited by this paper
• Quality performance metrics in multivariate classification methods for qualitative analysis

  2016cited by this paper
• Identification of Distinct Psychosis Biotypes Using Brain-Based Biomarkers.

  2016cited by this paper
• Interaction among subsystems within default mode network diminished in schizophrenia patients: A dynamic connectivity approach.

  2016cited by this paper
• Generation and Evaluation of a Cortical Area Parcellation from Resting-State Correlations.

  2016cited by this paper
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  2016cited by this paper
• Structure of the Psychotic Disorders Classification in DSM-5.

  2016cited by this paper
• Beyond Lumping and Splitting: A Review of Computational Approaches for Stratifying Psychiatric Disorders

  2016cited by this paper
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  2016cited by this paper
• Using biomarker batteries.

  2015cited by this paper
• Etiologic, phenomenologic, and endophenotypic overlap of schizophrenia and bipolar disorder.

  2015cited by this paper
• Frequency-Specific Neural Signatures of Spontaneous Low-Frequency Resting State Fluctuations in Psychosis: Evidence From Bipolar-Schizophrenia Network on Intermediate Phenotypes (B-SNIP) Consortium.

  2015cited by this paper
• Prefrontal cortex and the dysconnectivity hypothesis of schizophrenia

  2015cited by this paper
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  2015cited by this paper
• Brain structural changes in schizoaffective disorder compared to schizophrenia and bipolar disorder

  2015cited by this paper
• Mutually temporally independent connectivity patterns: A new framework to study the dynamics of brain connectivity at rest with application to explain group difference based on gender

  2015cited by this paper
• A group ICA based framework for evaluating resting fMRI markers when disease categories are unclear: application to schizophrenia, bipolar, and schizoaffective disorders

  2015influential reference
• Distinguishing between schizophrenia and other psychotic disorders.

  2014cited by this paper
• Journal Watch review of Research domain criteria (RDoC)

  2014cited by this paper
• Dynamic functional connectivity analysis reveals transient states of dysconnectivity in schizophrenia

  2014cited by this paper
• The chronnectome: time-varying connectivity networks as the next frontier in fMRI data discovery.

  2014cited by this paper
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  2014cited by this paper
• Dynamic connectivity states estimated from resting fMRI Identify differences among Schizophrenia, bipolar disorder, and healthy control subjects

  2014cited by this paper
• The NIMH Research Domain Criteria (RDoC) Project: precision medicine for psychiatry.

  2014cited by this paper
• Tracking whole-brain connectivity dynamics in the resting state.

  2014cited by this paper
• BrainNet Viewer: A Network Visualization Tool for Human Brain Connectomics

  2013cited by this paper
• Informing DSM-5: biological boundaries between bipolar I disorder, schizoaffective disorder, and schizophrenia

  2013cited by this paper
• Group information guided ICA for fMRI data analysis

  2013influential reference
• Dynamic functional connectivity: Promise, issues, and interpretations

  2013cited by this paper
• Groupwise whole-brain parcellation from resting-state fMRI data for network node identification

  2013cited by this paper
• Is aberrant functional connectivity a psychosis endophenotype? A resting state functional magnetic resonance imaging study.

  2013cited by this paper
• Clinical phenotypes of psychosis in the Bipolar-Schizophrenia Network on Intermediate Phenotypes (B-SNIP).

  2013cited by this paper
• Supplementary Material to: Tracking Whole-Brain Connectivity Dynamics in the Resting State.

  2013cited by this paper
• Gray matter volume as an intermediate phenotype for psychosis: Bipolar-Schizophrenia Network on Intermediate Phenotypes (B-SNIP).

  2013cited by this paper
• Towards the identification of imaging biomarkers in schizophrenia, using multivariate pattern classification at a single-subject level

  2013cited by this paper
• Structure of the psychotic disorders classification in DSM-5.

  2013cited by this paper
• Multi-centre diagnostic classification of individual structural neuroimaging scans from patients with major depressive disorder.

  2012cited by this paper
• Machine to identify imaging biomarkers of neurological nd psychiatric disease : A critical review

  2012cited by this paper
• Classification of Alzheimer disease, mild cognitive impairment, and normal cognitive status with large-scale network analysis based on resting-state functional MR imaging.

  2011cited by this paper
• Comparative Study of SVM Methods Combined with Voxel Selection for Object Category Classification on fMRI Data

  2011cited by this paper
• The organization of the human cerebral cortex estimated by intrinsic functional connectivity

  2011cited by this paper
• Automatic Identification of Functional Clusters in fMRI Data Using Spatial Dependence

  2011cited by this paper
• The organization of the human cerebral cortex estimated by intrinsic functional connectivity.

  2011cited by this paper
• DPARSF: A MATLAB Toolbox for “Pipeline” Data Analysis of Resting-State fMRI

  2010cited by this paper
• Research domain criteria (RDoC): toward a new classification framework for research on mental disorders.

  2010cited by this paper
• Automatic Bayesian Classification of Healthy Controls, Bipolar Disorder, and Schizophrenia Using Intrinsic Connectivity Maps From fMRI Data

  2010cited by this paper
• A method for evaluating dynamic functional network connectivity and task-modulation: application to schizophrenia

  2010cited by this paper
• Bipolar disorder, schizoaffective disorder, and schizophrenia overlap: a new comorbidity index.

  2009cited by this paper
• The misdiagnosis of bipolar disorder as a psychotic disorder: some of its causes and their influence on therapy.

  2009cited by this paper
• A method for functional network connectivity among spatially independent resting-state components in schizophrenia

  2008cited by this paper
• Sparse inverse covariance estimation with the graphical lasso.

  2008cited by this paper
• Spontaneous low-frequency blood oxygenation level-dependent fluctuations and functional connectivity analysis of the 'resting' brain.

  2008influential reference
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  2008cited by this paper
• “One Against One” or “One Against All”: Which One is Better for Handwriting Recognition with SVMs?

  2006cited by this paper
• Validating the independent components of neuroimaging time series via clustering and visualization

  2004cited by this paper
• Automated Anatomical Labeling of Activations in SPM Using a Macroscopic Anatomical Parcellation of the MNI MRI Single-Subject Brain

  2002cited by this paper
• Structured Clinical Interview for DSM-IV-TR Axis I Disorders, Research version (SCID-I RV)

  2002cited by this paper
• Reliability and validity of the DSM-IV diagnostic category of schizoaffective disorder: preliminary data.

  2000cited by this paper
• An information-maximization approach to blind separation and blind deconvolution

  1996cited by this paper
• Spatial registration and normalization of images

  1995cited by this paper
• An Information-Maximization Approach to Blind Separation and Blind Deconvolution

  1995cited by this paper
• The acute schizoaffective psychoses. 1933.

  1994cited by this paper
• Misdiagnosis of schizophrenia in bipolar patients: a multiethnic comparison.

  1983cited by this paper
• THE ACUTE SCHIZOAFFECTIVE PSYCHOSES

  1933cited by this paper
• journal homepage: www.elsevier.com/locate/schres

  year unknowncited by this paper

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  2024cites this paper
• Schizophrenia and Neurodevelopment: Insights From Connectome Perspective.

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• Continuous Dictionary of Nodes Model and Bilinear-Diffusion Representation Learning for Brain Disease Analysis

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  2024cites this paper
• Functional Connectivity Biomarkers in Schizophrenia.

  2024cites this paper
• Dynamic Functional Connectivity in Schizophrenia: A Comprehensive Analysis

  2024cites this paper
• Dynamic functional connectivity in schizophrenia and bipolar disorder: A review of the evidence and associations with psychopathological features.

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  2022cites this paper
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