Multi-Method Analysis of MRI Images in Early Diagnostics of Alzheimer's Disease

Multi-Method Analysis of MRI Images in Early Diagnostics of Alzheimer's Disease

The role of structural brain magnetic resonance imaging (MRI) is becoming more and more emphasized in the early diagnostics of Alzheimer's disease (AD). This study aimed to assess the improvement in classification accuracy that can be achieved by combining features from different structural MRI...

Full description

Bibliographic Details
Main Authors:	Wolz, Robin, Julkunen, Valtteri, Koikkalainen, Juha, Niskanen, Eini, Zhang, Dong Ping, Rueckert, Daniel, Soininen, Hilkka, Lötjönen, Jyrki
Format:	Online
Language:	English
Published:	Public Library of Science 2011
Online Access:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3192759/

Similar Items

Structural MRI in Frontotemporal Dementia: Comparisons between Hippocampal Volumetry, Tensor-Based Morphometry and Voxel-Based Morphometry
by: Muñoz-Ruiz, Miguel Ángel, et al.
Published: (2012)

Improved Classification of Alzheimer's Disease Data via Removal of Nuisance Variability
by: Koikkalainen, Juha, et al.
Published: (2012)

Metabolome in progression to Alzheimer's disease
by: Orešič, M, et al.
Published: (2011)

New Insights into Alzheimer's Disease Progression: A Combined TMS and Structural MRI Study
by: Niskanen, Eini, et al.
Published: (2011)

Predicting AD Conversion: Comparison between Prodromal AD Guidelines and Computer Assisted PredictAD Tool
by: Liu, Yawu, et al.
Published: (2013)

Coronary Heart Disease and Cortical Thickness, Gray Matter and White Matter Lesion Volumes on MRI
by: Vuorinen, Miika, et al.
Published: (2014)

Using the Disease State Fingerprint Tool for Differential Diagnosis of Frontotemporal Dementia and Alzheimer's Disease
by: Muñoz-Ruiz, Miguel Ángel, et al.
Published: (2016)

Education increases reserve against Alzheimer’s disease—evidence from structural MRI analysis
by: Liu, Yawu, et al.
Published: (2012)

Differential diagnosis of neurodegenerative diseases using structural MRI data
by: Koikkalainen, Juha, et al.
Published: (2016)

Combining Transcranial Magnetic Stimulation and Electroencephalography May Contribute to Assess the Severity of Alzheimer's Disease
by: Julkunen, Petro, et al.
Published: (2011)

Five-class differential diagnostics of neurodegenerative diseases using random undersampling boosting
by: Tong Tong, et al.

Development of a Late-Life Dementia Prediction Index with Supervised Machine Learning in the Population-Based CAIDE Study
by: Pekkala, Timo, et al.
Published: (2016)

Description of A/C gene mutation related dilated cardiomyopathy with gadolinium- enhanced magnetic resonance imaging
by: Holmström, Miia, et al.
Published: (2011)

Incident Hip Fractures among Community Dwelling Persons with Alzheimer’s Disease in a Finnish Nationwide Register-Based Cohort
by: Tolppanen, Anna-Maija, et al.
Published: (2013)

Late gadolinium enhanced cardiovascular magnetic resonance of lamin A/C gene mutation related dilated cardiomyopathy
by: Holmström, Miia, et al.
Published: (2011)

Sensitivity and Specificity of Medial Temporal Lobe Visual Ratings and Multivariate Regional MRI Classification in Alzheimer's Disease
by: Westman, Eric, et al.
Published: (2011)

Midlife Healthy-Diet Index and Late-Life Dementia and Alzheimer's Disease
by: Eskelinen, Marjo H., et al.
Published: (2011)

Early detection of Alzheimer's disease: new diagnostic criteria
by: Dubois, Bruno, et al.
Published: (2009)

Auditor gender and corporate earnings management behavior in private Finnish firms
by: Jyrki, Niskanen, et al.
Published: (2011)

Application of a MRI based index to longitudinal atrophy change in Alzheimer disease, mild cognitive impairment and healthy older individuals in the AddNeuroMed cohort
by: Aguilar, Carlos, et al.
Published: (2014)

History of Medically Treated Diabetes and Risk of Alzheimer Disease in a Nationwide Case-Control Study
by: Tolppanen, Anna-Maija, et al.
Published: (2013)

Cognitive and Neuropsychiatric Symptom Differences in Early Stages of Alzheimer's Disease: Kuopio ALSOVA Study
by: Hallikainen, Ilona, et al.
Published: (2012)

Regulation of key proteins in Alzheimer’s disease molecular pathogenesis by ubiquilin-1
by: Takalo, Mari, et al.
Published: (2013)

Hyperphosphorylated tau in young and middle-aged subjects
by: Elobeid, Adila, et al.
Published: (2011)

3D Texture Analysis Reveals Imperceptible MRI Textural Alterations in the Thalamus and Putamen in Progressive Myoclonic Epilepsy Type 1, EPM1
by: Suoranta, Sanna, et al.
Published: (2013)

The effect of fMRI task combinations on determining the hemispheric dominance of language functions
by: Niskanen, Eini, et al.
Published: (2011)

Predicting Progression of Alzheimer’s Disease Using Ordinal Regression
by: Doyle, Orla M., et al.
Published: (2014)

Towards Non-Invasive Diagnostic Imaging of Early-Stage Alzheimer’s Disease
by: Viola, Kirsten L., et al.
Published: (2014)

MRI-based diagnostic biomarkers for early onset pediatric multiple sclerosis
by: Weygandt, Martin, et al.
Published: (2014)

A diagnostic methodology for Alzheimer’s disease
by: Hsu, Wen-Chin, et al.
Published: (2013)

MRI and cerebrospinal fluid biomarkers for predicting progression to Alzheimer's disease in patients with mild cognitive impairment: a diagnostic accuracy study
by: Richard, Edo, et al.
Published: (2013)

Correction: Feelings of Hopelessness in Midlife and Cognitive Health in Later Life: A Prospective Population-Based Cohort Study
by: Håkansson, Krister, et al.
Published: (2015)

Feelings of Hopelessness in Midlife and Cognitive Health in Later Life: A Prospective Population-Based Cohort Study
by: Håkansson, Krister, et al.
Published: (2015)

Finnish Highly Skilled Migrants and the European Economic Crisis
by: Koikkalainen Saara
Published: (2017-10-01)

Anatomical analysis of brain MRI in Alzheimer’s disease
by: Farzan, Ali, et al.
Published: (2014)

Resting state functional MRI in Alzheimer's Disease
by: Vemuri, Prashanthi, et al.
Published: (2012)

Application of calibrated fMRI in Alzheimer's disease
by: Isabelle Lajoie, et al.

Diagnostic value of MRI in inflammatory myositis
by: Lai, Tim Tien, et al.
Published: (2015)

Effects of NR1H3 Genetic Variation on the Expression of Liver X Receptor α and the Progression of Alzheimer's Disease
by: Natunen, Teemu, et al.
Published: (2013)

Plasma Biomarkers of Brain Atrophy in Alzheimer's Disease
by: Thambisetty, Madhav, et al.
Published: (2011)