Machine learning approaches for integrating clinical and imaging features in late-life depression classification and response prediction. (Q36383001)

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English	Machine learning approaches for integrating clinical and imaging features in late-life depression classification and response prediction.	scientific article

Statements

scholarly article

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

Machine learning approaches for integrating clinical and imaging features in late-life depression classification and response prediction. (English)

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

author name string

Meenal J Patel

1

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

Carmen Andreescu

2

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

Julie C Price

3

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

Kathryn L Edelman

4

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

Charles F Reynolds

5

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

Howard J Aizenstein

6

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

publication date

17 February 2015

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

International Journal of Geriatric Psychiatry

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

30

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

10

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

1056-1067

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

Brain network dysfunction in late-life depression: a literature review

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Magnetic resonance imaging predictors of treatment response in late-life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Structural brain changes as biomarkers and outcome predictors in patients with late-life depression: a cross-sectional and prospective study.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Resting state functional connectivity and treatment response in late-life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Graph theory analysis of cortical-subcortical networks in late-life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

A systematic review and meta-analysis of magnetic resonance imaging studies in late-life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Resting-state functional connectivity in late-life depression: higher global connectivity and more long distance connections

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Classification of different therapeutic responses of major depressive disorder with multivariate pattern analysis method based on structural MR scans

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Review: antidepressants are effective for the treatment of major depressive disorder in individuals aged 55 years or older

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Biological basis of late life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Diminished performance on neuropsychological testing in late life depression is correlated with microstructural white matter abnormalities

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Functional connectivity in the cognitive control network and the default mode network in late-life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Default-mode network connectivity and white matter burden in late-life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Structural Integrity of the Uncinate Fasciculus and Resting State Functional Connectivity of the Ventral Prefrontal Cortex in Late Life Depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

fMRI correlates of white matter hyperintensities in late-life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

The default mode network in late-life anxious depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Remission with venlafaxine extended release or selective serotonin reuptake inhibitors in depressed patients: a randomized, open-label study

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Altered Cerebellar-Cerebral Functional Connectivity in Geriatric Depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Decoding Subject-Driven Cognitive States with Whole-Brain Connectivity Patterns

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Reduction of dorsolateral prefrontal cortex gray matter in late-life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Late-life Depression: Evidence-based Treatment and Promising New Directions for Research and Clinical Practice

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Age- and gender-specific prevalence of depression in latest-life--systematic review and meta-analysis.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Integrating neurobiological markers of depression.

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

One-year change in anterior cingulate cortex white matter microstructure: relationship with late-life depression outcomes

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Education and risk for late life depression: a meta-analysis of published literature

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

MRI signal hyperintensities and treatment remission of geriatric depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

How late-life depression affects cognition: neural mechanisms

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Major depression: the importance of clinical characteristics and treatment response to prognosis

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Relationship between baseline white-matter changes and development of late-life depressive symptoms: 3-year results from the LADIS study

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Prognostic and diagnostic potential of the structural neuroanatomy of depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Anterior cingulate cortical volumes and treatment remission of geriatric depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Late life depression with cognitive impairment: evaluation and treatment

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Diffuse microstructural abnormalities of normal-appearing white matter in late life depression: a diffusion tensor imaging study

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Frontal white matter anisotropy and antidepressant remission in late-life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Empirically derived decision trees for the treatment of late-life depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Microstructural white matter abnormalities and remission of geriatric depression

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Are antidepressant drugs that combine serotonergic and noradrenergic mechanisms of action more effective than the selective serotonin reuptake inhibitors in treating major depressive disorder? A meta-analysis of studies of newer agents

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

A fully automated method for quantifying and localizing white matter hyperintensities on MR images

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Early onset of selective serotonin reuptake inhibitor antidepressant action: systematic review and meta-analysis

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

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A systematic review of antidepressant placebo-controlled trials for geriatric depression: limitations of current data and directions for the future

1 reference

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Region of interest based analysis of functional imaging data

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4683603

30 September 2017

Identifiers

10.1002/GPS.4262

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

PMC publication ID

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

PubMed publication ID

1 reference

Europe PubMed Central

PMC publication ID

13 August 2017

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