(Q31046434)

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Identification and individualized prediction of clinical phenotypes in bipolar disorders using neurocognitive data, neuroimaging scans and machine learning

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scholarly article

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

Identification and individualized prediction of clinical phenotypes in bipolar disorders using neurocognitive data, neuroimaging scans and machine learning (English)

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

machine learning

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

author name string

Mon-Ju Wu

1

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

Isabelle E Bauer

3

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

Ives C Passos

4

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

Marsal Sanches

5

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PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

Giovana B Zunta-Soares

6

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

Thomas D Meyer

7

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

Khader M Hasan

8

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

Jair C Soares

9

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

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publication date

13 February 2016

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

number of pages

11

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

145

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

Pt B

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

254-264

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Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

Affective Processing in Pediatric Bipolar Disorder and Offspring of Bipolar Parents

1 reference

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21 June 2018

Brain structure and function correlates of cognitive subtypes in schizophrenia

1 reference

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21 June 2018

Translational Perspectives for Computational Neuroimaging

1 reference

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Identifying neuroanatomical signatures of anorexia nervosa: a multivariate machine learning approach.

1 reference

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21 June 2018

Deep learning for neuroimaging: a validation study

1 reference

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21 June 2018

Visualization and unsupervised predictive clustering of high-dimensional multimodal neuroimaging data

1 reference

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21 June 2018

Shared clinical associations between obesity and impulsivity in rapid cycling bipolar disorder: a systematic review

1 reference

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21 June 2018

Empirical evidence for discrete neurocognitive subgroups in bipolar disorder: clinical implications

1 reference

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21 June 2018

Subtyping attention-deficit/hyperactivity disorder using temperament dimensions: toward biologically based nosologic criteria

1 reference

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21 June 2018

Prediction of pediatric bipolar disorder using neuroanatomical signatures of the amygdala

1 reference

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21 June 2018

The NIMH Research Domain Criteria (RDoC) Project: precision medicine for psychiatry

1 reference

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21 June 2018

Dissecting psychiatric spectrum disorders by generative embedding

1 reference

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21 June 2018

Diagnostic heterogeneity in psychiatry: towards an empirical solution

1 reference

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21 June 2018

A review of feature reduction techniques in neuroimaging

1 reference

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21 June 2018

Examination of the predictive value of structural magnetic resonance scans in bipolar disorder: a pattern classification approach

1 reference

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21 June 2018

Clinical classification in mental health at the cross-roads: which direction next?

1 reference

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21 June 2018

What does brain response to neutral faces tell us about major depression? evidence from machine learning and fMRI

1 reference

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21 June 2018

Clinical application of brain imaging for the diagnosis of mood disorders: the current state of play

1 reference

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21 June 2018

Prediction of individual subject's age across the human lifespan using diffusion tensor imaging: a machine learning approach.

1 reference

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21 June 2018

Longitudinal neuroimaging and neuropsychological changes in bipolar disorder patients: review of the evidence.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

21 June 2018

Electrophysiological correlates of fearful and sad distraction on target processing in adolescents with attention deficit-hyperactivity symptoms and affective disorders

1 reference

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Disability-adjusted life years (DALYs) for 291 diseases and injuries in 21 regions, 1990-2010: a systematic analysis for the Global Burden of Disease Study 2010

1 reference

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21 June 2018

Predictive classification of individual magnetic resonance imaging scans from children and adolescents.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

21 June 2018

Bipolar disorder: clinical perspectives and implications with cognitive dysfunction and dementia.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

21 June 2018

Genomic selection using regularized linear regression models: ridge regression, lasso, elastic net and their extensions

1 reference

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21 June 2018

Research Domain Criteria: cognitive systems, neural circuits, and dimensions of behavior.

1 reference

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21 June 2018

Distinct neuropsychological subgroups in typically developing youth inform heterogeneity in children with ADHD.

1 reference

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21 June 2018

Neuroimaging-based markers of bipolar disorder: evidence from two meta-analyses

1 reference

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21 June 2018

Selective frontal neurodegeneration of the inferior fronto-occipital fasciculus in progressive supranuclear palsy (PSP) demonstrated by diffusion tensor tractography

1 reference

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21 June 2018

Neuropsychological clustering highlights cognitive differences in young people presenting with depressive symptoms.

1 reference

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21 June 2018

Toward new approaches to psychotic disorders: the NIMH Research Domain Criteria project

1 reference

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21 June 2018

Prediction of individual brain maturity using fMRI.

1 reference

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21 June 2018

Regularization Paths for Generalized Linear Models via Coordinate Descent

1 reference

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21 June 2018

Research domain criteria (RDoC): toward a new classification framework for research on mental disorders

1 reference

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21 June 2018

A meta-analytic investigation of neurocognitive deficits in bipolar illness: profile and effects of clinical state

1 reference

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21 June 2018

Circular analysis in systems neuroscience: the dangers of double dipping

1 reference

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21 June 2018

Bipolar disorder and neurophysiologic mechanisms

1 reference

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21 June 2018

Cognitive endophenotypes of bipolar disorder: a meta-analysis of neuropsychological deficits in euthymic patients and their first-degree relatives

1 reference

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21 June 2018

Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data

1 reference

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21 June 2018

Neuroanatomical abnormalities as risk factors for bipolar disorder

1 reference

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21 June 2018

Bipolar disorder--costs and comorbidity

1 reference

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21 June 2018

Reduced left anterior cingulate volumes in untreated bipolar patients

1 reference

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21 June 2018

Neuropsychology of bipolar disorder: a review

1 reference

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21 June 2018

Fast robust automated brain extraction

1 reference

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21 June 2018

The anatomy of mood disorders--review of structural neuroimaging studies

1 reference

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Neurocognitive subtypes of chronic schizophrenia

1 reference

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21 June 2018

Cambridge Neuropsychological Test Automated Battery (CANTAB): a factor analytic study of a large sample of normal elderly volunteers.

1 reference

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21 June 2018

The Montgomery-Asberg Depression Scale: reliability and validity.

1 reference

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21 June 2018

Mediational factors underlying cognitive changes and laterality in affective illness.

1 reference

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21 June 2018

A rating scale for mania: reliability, validity and sensitivity

1 reference

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21 June 2018

Medicine. Brain disorders? Precisely

1 reference

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25 November 2018

Letter to the Editor: Neuropsychological subgroups are evident in both mood and psychosis spectrum disorders

1 reference

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25 November 2018

Brainstem abnormalities in attention deficit hyperactivity disorder support high accuracy individual diagnostic classification.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Snipping at the endophenotypic space.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

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

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Impaired anatomical connectivity and related executive functions: differentiating vulnerability and disease marker in bipolar disorder.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Multi-centre diagnostic classification of individual structural neuroimaging scans from patients with major depressive disorder.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Prediction of illness severity in patients with major depression using structural MR brain scans

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

A meta-analysis of whole-brain diffusion tensor imaging studies in bipolar disorder

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Predictive, personalized, preventive, participatory (P4) cancer medicine.

1 reference

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25 November 2018

The neurocognitive signature of psychotic bipolar disorder

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Attention and memory biases in the offspring of parents with bipolar disorder: indications from a pilot study

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Cognitive impairment in euthymic bipolar patients: implications for clinical and functional outcome.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Anatomical MRI study of subgenual prefrontal cortex in bipolar and unipolar subjects

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Case-control study of neurocognitive function in euthymic patients with bipolar disorder: an association with mania

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Cognitive function in euthymic bipolar I disorder

1 reference

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25 November 2018

Reductions in neuronal and glial density characterize the dorsolateral prefrontal cortex in bipolar disorder

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Neuropsychologic impairments in bipolar and unipolar mood disorders on the CANTAB neurocognitive battery.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4983269

25 November 2018

Bipolar disorder

1 reference

https://pubmed.ncbi.nlm.nih.gov/26883067

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Notice of Retraction and Replacement. Karalunas et al. Subtyping attention-deficit/hyperactivity disorder using temperament dimensions: toward biologically based nosologic criteria. JAMA Psychiatry. 2014;71(9):1015-1024.

1 reference

https://pubmed.ncbi.nlm.nih.gov/26883067

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Identifiers

10.1016/J.NEUROIMAGE.2016.02.016

1 reference

Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

DBLP publication ID

journals/neuroimage/WuMBPSZMHS17

1 reference

DBLP Dataset 2021-01-02

28 January 2021

PMC publication ID

1 reference

Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

PubMed publication ID

1 reference

Europe PubMed Central

PMC publication ID

10 June 2018

http://europepmc.org/abstract/PMC/4983269

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