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A DERIVED RELAXATION CONTRAST FROM SYNTHETIC MRI FOR DETECTING NETWORK MICROSTRUCTURAL VULNERABILITY
Anupa Ekanayake1, Scott N Hwang1, Senal Peiris1
1Department of Radiology, Pennsylvania State University College of Medicine, Hershey, PA, USA.
Background:
Odor identification impairment is an early marker of Alzheimer's disease (AD) that predicts memory decline, yet its underlying microstructural basis remains unclear. We hypothesized that mild cognitive impairment (MCI) involves early myelin and lipid disruption within olfactory-limbic circuits, detectable using a synthetic MRI-derived contrast that provides complementary sensitivity to myelin volume fraction (MVF).
Methods:
Thirty-three older adults (healthy controls [HC], n = 16; mild cognitive impairment [MCI], n = 17) completed olfactory and cognitive testing and underwent 3T brain MRI using a QALAS sequence. An MVF map and synthetic FLAIR and DIR images were generated, and a FLAIR-DIR-derived metric (FD) was computed as FD = (FLAIR - DIR) / FLAIR. We investigated ROI-based group differences in olfactory-limbic gray-matter regions and associated white-matter tracts, voxel-wise regressions investigating FD-odor identification associations, and ROI-based MCI vs HC classification using cross-validated logistic regression models.
Results:
Compared with HC, MCI showed significantly lower FD across olfactory-limbic gray-matter regions and white-matter pathways-including hippocampus, amygdala, orbitofrontal cortex, thalamus, and corpus callosum-whereas MVF differences were more limited. FD achieved moderate discrimination, with baseline performance comparable to MVF. Voxel-wise analyses revealed that better odor identification was associated with higher FD in the hippocampus/parahippocampal and insula; the association persisted after adjusting for voxel-wise MVF. MVF also showed significant positive voxel-wise associations with odor identification in the insula and genu of the corpus callosum.
Conclusion:
FD is a practical, myelin- and lipid-sensitive contrast derived from routinely acquired synthetic FLAIR & DIR images that complement quantitative MVF. It captures behaviorally relevant variance beyond local myelin content and may improve detection of early olfactory-limbic microstructural changes in MCI. These findings support FD as a scalable candidate marker linking early network disruption to olfactory symptoms across the AD continuum.
Insights
A new MRI contrast, FD, detects early myelin and lipid changes in the brain
Area of Science:
- Neuroimaging
- Alzheimer's Disease Research
- Neurodegeneration
Background:
- Odor identification impairment is an early marker of Alzheimer's disease (AD), predicting memory decline.
- The microstructural basis of this impairment, particularly in mild cognitive impairment (MCI), is not well understood.
- Early myelin and lipid disruption in olfactory and limbic circuits may underlie these changes.
Purpose of the Study:
- To investigate early myelin and lipid disruption in MCI using a novel synthetic MRI contrast.
- To assess the utility of this contrast, FD (FLAIR-derived metric), in detecting microstructural changes.
- To determine if FD complements myelin volume fraction (MVF) in identifying early AD-related changes.
Main Methods:
- Thirty-three older adults (16 healthy controls, 17 MCI) underwent olfactory/cognitive testing and 3T brain MRI.
- A synthetic MRI contrast (FD) was computed from FLAIR and DIR images.
- Region-of-interest and voxel-wise analyses examined FD and MVF differences and their association with odor identification.
Main Results:
- MCI patients showed significantly lower FD in olfactory and limbic regions (hippocampus, amygdala, orbitofrontal cortex, thalamus, corpus callosum) compared to controls.
- FD demonstrated moderate discrimination between MCI and controls, comparable to MVF.
- Higher FD in specific brain regions correlated with better odor identification, independent of MVF.
Conclusions:
- FD is a practical, myelin- and lipid-sensitive MRI contrast complementary to MVF.
- FD captures variance beyond local myelin content, potentially improving early detection of microstructural changes in MCI.
- FD shows promise as a scalable marker linking network disruption to olfactory symptoms in the AD continuum.
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