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

13 August 2017

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

1 reference

13 August 2017

0 references

Charles F. Reynolds III

series ordinal

object named as

Charles F Reynolds

1 reference

13 August 2017

Howard J Aizenstein

1 reference

13 August 2017

Julie C Price

1 reference

13 August 2017

Meenal J Patel

1 reference

13 August 2017

Carmen Andreescu

series ordinal

1 reference

13 August 2017

Kathryn L Edelman

series ordinal

1 reference

13 August 2017

language of work or name

English

0 references

publication date

17 February 2015

1 reference

International Journal of Geriatric Psychiatry

13 August 2017

1 reference

13 August 2017

1 reference

13 August 2017

1 reference

13 August 2017

1056-1067

1 reference

describes a project that uses

13 August 2017

scikit-image

1 reference

8 June 2022

https://europepmc.org/search?query=(METHODS:'scikit-image')

based on heuristic

inferred from PubMed Central ID database lookup

cites work

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Biological basis of late life depression

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

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

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

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

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

1 reference

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

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

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

Structural integrity of the uncinate fasciculus and resting state functional connectivity of the ventral prefrontal cortex in late life depression

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

fMRI correlates of white matter hyperintensities in late-life depression

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

The default mode network in late-life anxious depression

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

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

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

Altered cerebellar-cerebral functional connectivity in geriatric depression

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

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

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

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

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

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

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

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

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

Integrating neurobiological markers of depression.

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

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

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

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

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

MRI signal hyperintensities and treatment remission of geriatric depression

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

How late-life depression affects cognition: neural mechanisms

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

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

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

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

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

Prognostic and diagnostic potential of the structural neuroanatomy of depression

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

Anterior cingulate cortical volumes and treatment remission of geriatric depression

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

Late life depression with cognitive impairment: evaluation and treatment

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

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

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

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

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

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

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

Microstructural white matter abnormalities and remission of geriatric depression

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

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

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

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

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

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

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

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

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

Region of interest based analysis of functional imaging data

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

Neuroanatomic localization of magnetic resonance imaging signal hyperintensities in geriatric depression

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

Abnormal regional spontaneous neural activity in first-episode, treatment-naive patients with late-life depression: a resting-state fMRI study

28 June 2018

1 reference

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

Conn: a functional connectivity toolbox for correlated and anticorrelated brain networks

21 September 2018

1 reference

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

Relationship between progression of brain white matter changes and late-life depression: 3-year results from the LADIS study

21 September 2018

1 reference

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

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

21 September 2018

1 reference

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

Identifying major depression using whole-brain functional connectivity: a multivariate pattern analysis

21 September 2018

1 reference

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

Regional cerebral blood flow in late-life depression: arterial spin labelling magnetic resonance study

21 September 2018

1 reference

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

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

21 September 2018

1 reference

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

Aging and late-life depression

21 September 2018

1 reference

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

White matter changes in late-life depression: a diffusion tensor imaging study

21 September 2018

1 reference

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

Association between the prevalence of depression and age in a large representative German sample of people aged 53 to 80 years

21 September 2018

1 reference

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

Machine learning classification with confidence: application of transductive conformal predictors to MRI-based diagnostic and prognostic markers in depression.

21 September 2018

1 reference

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

White matter hyperintensities, cortisol levels, brain atrophy and continuing cognitive deficits in late-life depression

21 September 2018

1 reference

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

The pattern and course of cognitive impairment in late-life depression.

21 September 2018

1 reference

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

Neuroanatomy of verbal working memory as a diagnostic biomarker for depression.

21 September 2018

1 reference

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

Depressive state- and disease-related alterations in neural responses to affective and executive challenges in geriatric depression

21 September 2018

1 reference

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

Pattern classification of sad facial processing: toward the development of neurobiological markers in depression

21 September 2018

1 reference

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

Depressive symptoms and cognitive decline in late life: a prospective epidemiological study

21 September 2018

1 reference

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

Does education moderate neuropsychological impairment in late-life depression?

21 September 2018

1 reference

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

The concept of cognitive reserve: a catalyst for research

21 September 2018

1 reference

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

21 September 2018

Support-vector networks

1 reference

Crossref

https://api.crossref.org/works/10.1002%2FGPS.4262

Prevalence and gender differences in late-life depression: a population-based study

21 January 2018

1 reference

Crossref

https://api.crossref.org/works/10.1002%2FGPS.4262

Comparative efficacy of selective serotonin reuptake inhibitors and tricyclics in the treatment of melancholia

21 January 2018

1 reference

PubMed

https://pubmed.ncbi.nlm.nih.gov/25689482

inferred from PubMed ID database lookup

12 December 2020

based on heuristic

Identifiers

DOI

10.1002/GPS.4262

1 reference

13 August 2017

1 reference

13 August 2017

PubMed publication ID

25689482

1 reference