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An Automated Toolbox to Predict Single Subject Atrophy in Presymptomatic Granulin Mutation Carriers
- Source :
- Journal of Alzheimer's Disease, 86(1), 205-218. IOS Press BV, Neuroscience Institute Publications, Journal of Alzheimer's disease 86(1), 205-218 (2022). doi:10.3233/JAD-215447
- Publication Year :
- 2022
-
Abstract
- Background:Magnetic resonance imaging (MRI) measures may be used as outcome markers in frontotemporal dementia (FTD). Objectives:To predict MRI cortical thickness (CT) at follow-up at the single subject level, using brain MRI acquired at baseline in preclinical FTD. Methods:84 presymptomatic subjects carrying Granulin mutations underwent MRI scans at baseline and at follow-up (31.2±16.5 months). Multivariate nonlinear mixed-effects model was used for estimating individualized CT at follow-up based on baseline MRI data. The automated user-friendly preGRN-MRI script was coded. Results:Prediction accuracy was high for each considered brain region (i.e., prefrontal region, real CT at follow-up versus predicted CT at follow-up, mean error ≤1.87%). The sample size required to detect a reduction in decline in a 1-year clinical trial was equal to 52 subjects (power = 0.80, alpha = 0.05). Conclusion:The preGRN-MRI tool, using baseline MRI measures, was able to predict the expected MRI atrophy at follow-up in presymptomatic subjects carrying GRN mutations with good performances. This tool could be useful in clinical trials, where deviation of CT from the predicted model may be considered an effect of the intervention itself. Swedish Frontotemporal Dementia Initiative Schörling Foundation; Swedish Research Council: JPND Prefrontals, 2015-02926 ,2018-02754; Swedish Alzheimer foundation; Swedish Brain Foundation; Karolinska Institutet Doctoral Funding; KI StratNeuro; Swedish Dementia foundation and Stockholm County Council ALF/Region Stockholm.
- Subjects :
- genetics [Granulins]
Frontotemporal dementia
granulin
magnetic resonance imaging
mutation
preclinical
presymptomatic
Atrophy
Brain
Granulins
Humans
Magnetic Resonance Imaging
Mutation
Progranulins
Frontotemporal Dementia
Medizin
genetics [Mutation]
diagnostic imaging [Frontotemporal Dementia]
frontotemporal dementia
genetics [Progranulins]
methods [Magnetic Resonance Imaging]
SDG 3 - Good Health and Well-being
pathology [Brain]
Settore BIO/13 - Biologia Applicata
ddc:610
diagnostic imaging [Brain]
genetics [Frontotemporal Dementia]
pathology [Atrophy]
Frontotemporal dementia, granulin, magnetic resonance imaging, mutation, preclinical, presymptomatic
General Neuroscience
General Medicine
Psychiatry and Mental health
Clinical Psychology
pathology [Frontotemporal Dementia]
Geriatrics and Gerontology
Subjects
Details
- Language :
- English
- ISSN :
- 13872877
- Volume :
- 86
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Journal of Alzheimer's Disease
- Accession number :
- edsair.doi.dedup.....815e0a4f9ebcf6d5142f8900ca6d705a
- Full Text :
- https://doi.org/10.3233/jad-215447