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Multivariate Age-related Analysis of Variance in quantitative MRI maps: Widespread age-related differences revisited
Moallemian, Soodeh; Bastin, Christine; Callaghan, Martina F. et al.
2023
 

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Abstract :
[en] AbstractThis study utilized multivariate ANOVA analysis to investigate age-related microstructural changes in the brain tissues driven primarily by myelin, iron, and water content. Voxel-wise analyses were performed on gray matter (GM) and white matter (WM), in addition to region of interest (ROI) analyses. The multivariate approach identified brain regions showing coordinated alterations in multiple tissue properties and demonstrated bidirectional correlations between age and all examined modalities in various brain regions, including the caudate nucleus, putamen, insula, cerebellum, lingual gyri, hippocampus, and olfactory bulb. The multivariate model was more sensitive than univariate analyses as evidenced by detecting a larger number of significant voxels within clusters in the supplementary motor area, frontal cortex, hippocampus, amygdala, occipital cortex, and cerebellum bilaterally. The examination of normalized, smoothed, and z-transformed maps within the ROIs revealed age-dependent differences in myelin, iron, and water content. These findings contribute to our understanding of age-related brain differences and provide insights into the underlying mechanisms of aging. The study emphasizes the importance of multivariate analysis for detecting subtle microstructural changes associated with aging that may motivate interventions to mitigate cognitive decline in older adults.
Disciplines :
Engineering, computing & technology: Multidisciplinary, general & others
Neurology
Author, co-author :
Moallemian, Soodeh  ;  Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging - Aging & Memory
Bastin, Christine  ;  Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging - Aging & Memory
Callaghan, Martina F.  
Phillips, Christophe   ;  Université de Liège - ULiège > GIGA > GIGA CRC In vivo Imaging - Neuroimaging, data acquisition and processing
 These authors have contributed equally to this work.
Language :
English
Title :
Multivariate Age-related Analysis of Variance in quantitative MRI maps: Widespread age-related differences revisited
Publication date :
20 October 2023
Source :
Available on ORBi :
since 24 January 2024

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