Clinical prediction from structural brain MRI scans: a large-scale empirical study (Q35002215)

5 August 2017

title

Clinical prediction from structural brain MRI scans: a large-scale empirical study (English)

1 reference

Alzheimer's Disease Neuroimaging Initiative

5 August 2017

author

series ordinal

3

object named as

Alzheimer’s Disease Neuroimaging Initiative

1 reference

5 August 2017

Mert R Sabuncu

1

0 references

author name string

Ender Konukoglu

series ordinal

2

1 reference

5 August 2017

publication date

1 January 2015

1 reference

5 August 2017

number of pages

16

0 references

published in

Neuroinformatics

1 reference

5 August 2017

volume

13

1 reference

5 August 2017

issue

1

1 reference

5 August 2017

page(s)

31-46

1 reference

Sparse Multi-Task Regression and Feature Selection to Identify Brain Imaging Predictors for Memory Performance

5 August 2017

cites work

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Multisite functional connectivity MRI classification of autism: ABIDE results

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

SCoRS--A Method Based on Stability for Feature Selection and Mapping inNeuroimaging [corrected].

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

The MCIC collection: a shared repository of multi-modal, multi-site brain image data from a clinical investigation of schizophrenia

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Neighbourhood approximation using randomized forests

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Analytic estimation of statistical significance maps for support vector machine based multi-variate image analysis and classification

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

ADHD-200 Global Competition: diagnosing ADHD using personal characteristic data can outperform resting state fMRI measurements

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

The relevance voxel machine (RVoxM): a self-tuning Bayesian model for informative image-based prediction

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

The ADHD-200 Consortium: A Model to Advance the Translational Potential of Neuroimaging in Clinical Neuroscience

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

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

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

COINS: An Innovative Informatics and Neuroimaging Tool Suite Built for Large Heterogeneous Datasets

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Diagnostic neuroimaging across diseases

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Individualized prediction of illness course at the first psychotic episode: a support vector machine MRI study

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Individual subject classification for Alzheimer's disease based on incremental learning using a spatial frequency representation of cortical thickness data

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Multivariate analysis of MRI data for Alzheimer's disease, mild cognitive impairment and healthy controls

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Automatic classification of patients with Alzheimer's disease from structural MRI: a comparison of ten methods using the ADNI database

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Predicting clinical scores from magnetic resonance scans in Alzheimer's disease

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

The clinical use of structural MRI in Alzheimer disease

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

High-dimensional pattern regression using machine learning: from medical images to continuous clinical variables

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Automated detection of brain atrophy patterns based on MRI for the prediction of Alzheimer's disease

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Prognostic and diagnostic potential of the structural neuroanatomy of depression

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Use of neuroanatomical pattern classification to identify subjects in at-risk mental states of psychosis and predict disease transition

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Automated MRI-based classification of primary progressive aphasia variants

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Longitudinal progression of Alzheimer's-like patterns of atrophy in normal older adults: the SPARE-AD index

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Neurodegenerative diseases target large-scale human brain networks

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Automatic detection of preclinical neurodegeneration: presymptomatic Huntington disease

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Quantitative analysis of lesion morphology and texture features for diagnostic prediction in breast MRI.

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Conditional variable importance for random forests

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

POIMs: positional oligomer importance matrices--understanding support vector machine-based signal detectors

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Antemortem MRI based STructural Abnormality iNDex (STAND)-scores correlate with postmortem Braak neurofibrillary tangle stage

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Individual patient diagnosis of AD and FTD via high-dimensional pattern classification of MRI.

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

The Alzheimer's Disease Neuroimaging Initiative (ADNI): MRI methods

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Automatic classification of MR scans in Alzheimer's disease

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Stratification bias in low signal microarray studies

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

A review of feature selection techniques in bioinformatics

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Open Access Series of Imaging Studies (OASIS): Cross-sectional MRI Data in Young, Middle Aged, Nondemented, and Demented Older Adults

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

The Extensible Neuroimaging Archive Toolkit: an informatics platform for managing, exploring, and sharing neuroimaging data

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Multivariate voxel-based morphometry successfully differentiates schizophrenia patients from healthy controls

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Information-based functional brain mapping

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Classifying brain states and determining the discriminating activation patterns: Support Vector Machine on functional MRI data

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Automatically parcellating the human cerebral cortex

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Whole brain segmentation: automated labeling of neuroanatomical structures in the human brain

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Voxel-based morphometry–the methods

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

High-resolution intersubject averaging and a coordinate system for the cortical surface

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Mild cognitive impairment: clinical characterization and outcome

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Cortical surface-based analysis. II: Inflation, flattening, and a surface-based coordinate system

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Cortical Surface-Based Analysis

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach

8 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

Does feature selection improve classification accuracy? Impact of sample size and feature selection on classification using anatomical magnetic resonance images.

8 July 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Classification based on cortical folding patterns.

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Automated computer differential classification in Parkinsonian Syndromes via pattern analysis on MRI.

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Investigating the predictive value of whole-brain structural MR scans in autism: a pattern classification approach

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

COMPARE: classification of morphological patterns using adaptive regional elements.

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Structural brain abnormalities in multiple sclerosis patients with major depression

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Statistical parametric maps in functional imaging: A general linear approach

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Bayesian decoding of brain images.

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Reliability of MRI-derived measurements of human cerebral cortical thickness: the effects of field strength, scanner upgrade and manufacturer

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Progressive structural brain abnormalities and their relationship to clinical outcome: a longitudinal magnetic resonance imaging study early in schizophrenia.

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Morphological classification of brains via high-dimensional shape transformations and machine learning methods.

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Automated cortical thickness measurements from MRI can accurately separate Alzheimer's patients from normal elderly controls

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

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

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Classification of schizophrenia patients and healthy controls from structural MRI scans in two large independent samples

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

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

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

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

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Identifying patients with obsessive-compulsive disorder using whole-brain anatomy

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Multivariate deformation-based analysis of brain atrophy to predict Alzheimer's disease in mild cognitive impairment.

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

Rough set feature selection and rule induction for prediction of malignancy degree in brain glioma

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

A general and unifying framework for feature construction, in image-based pattern classification.

21 January 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4303550

A General and Unifying Framework for Feature Construction, in Image-Based Pattern Classification

26 October 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

The Feature Importance Ranking Measure

21 January 2018

1 reference

https://api.crossref.org/works/10.1007%2FS12021-014-9238-1

10.1007/S12021-014-9238-1

21 January 2018

Identifiers

DOI

1 reference

5 August 2017

DBLP publication ID

journals/ni/SabuncuK15

1 reference

DBLP Dataset 2021-01-02

28 January 2021

1 reference

5 August 2017

1 reference