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Updated: Apr 19, 2026

Full- versus Sub-Regional Quantification of Amyloid-Beta Load on Mouse Brain Sections
Published on: May 19, 2022
The transitional association between β-amyloid pathology and regional brain atrophy
Philip S Insel1, Niklas Mattsson2, Michael C Donohue3
1Department of Veterans Affairs Medical Center, Center for Imaging of Neurodegenerative Diseases, San Francisco, CA, USA.
Alzheimer's disease research shows brain atrophy accelerates before the typical biomarker threshold. This finding suggests earlier detection of brain changes is possible using advanced modeling of cerebrospinal fluid β-amyloid levels.
Area of Science:
- Neuroscience
- Biomarkers
- Medical Imaging
Background:
- Alzheimer's disease (AD) is linked to β-amyloid (Aβ) accumulation, brain atrophy, and cognitive decline.
- The relationship between Aβ levels and regional brain atrophy requires precise modeling.
- Current methods often dichotomize cerebrospinal fluid (CSF) Aβ into positive/negative groups.
Purpose of the Study:
- To compare a trilinear spline model of CSF Aβ with dichotomous models for assessing Aβ and regional atrophy.
- To identify nonlinear associations and acceleration points of atrophy relative to CSF Aβ levels.
Main Methods:
- Analysis of longitudinal MRI data from 183 individuals with mild cognitive impairment and 108 controls.
- Application of mixed-effects regression and piecewise-linear splines to model CSF Aβ and regional atrophy.
- Comparison of different CSF Aβ parameterizations using likelihood ratio tests and AIC.
Main Results:
- Spline models provided superior fits for temporal and parietal regions compared to dichotomous models.
- The trilinear model revealed regional variations in atrophy acceleration.
- Accelerated atrophy was observed in regions like the insula, amygdala, and hippocampus before reaching the CSF Aβ positivity threshold.
Conclusions:
- Piecewise-linear splines offer a more accurate model for the nonlinear relationship between CSF Aβ and regional atrophy in AD-implicated areas.
- Accelerated brain atrophy occurs in certain regions prior to the conventional CSF Aβ42 threshold.
- These findings suggest that brain atrophy signs may precede the current definition of preclinical AD.
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