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Updated: May 14, 2026

Co-analysis of Brain Structure and Function using fMRI and Diffusion-weighted Imaging
Published on: November 8, 2012
Voxel-wise co-analysis of macro- and microstructural brain alteration in mild cognitive impairment and Alzheimer's
Valerie A Cardenas1, Duygu Tosun, Linda L Chao
1University of California, San Francisco, CA; Veterans Affairs Medical Center, San Francisco, CA.
Background And Purpose:
To determine if a voxel-wise "co-analysis" of structural and diffusion tensor magnetic resonance imaging (MRI) together reveals additional brain regions affected in mild cognitive impairment (MCI) and Alzheimer's disease (AD) than voxel-wise analysis of the individual MRI modalities alone.
Methods:
Twenty-one patients with MCI, 21 patients with AD, and 21 cognitively normal healthy elderly were studied with MRI. Maps of deformation and fractional anisotropy (FA) were computed and used as dependent variables in univariate and multivariate statistical models.
Results:
Univariate voxel-wise analysis of macrostructural changes in MCI showed atrophy in the right anterior temporal lobe, left posterior parietal/precuneus region, WM adjacent to the cingulate gyrus, and dorsolateral prefrontal regions, consistent with prior research. Univariate voxel-wise analysis of microstructural changes in MCI showed reduced FA in the left posterior parietal region extending into the corpus callosum, consistent with previous work. The multivariate analysis, which provides more information than univariate tests when structural and FA measures are correlated, revealed additional MCI-related changes in corpus callosum and temporal lobe.
Conclusion:
These results suggest that in corpus callosum and temporal regions macro- and microstructural variations in MCI can be congruent, providing potentially new insight into the mechanisms of brain tissue degeneration.
Insights
Co-analysis of structural and diffusion tensor MRI reveals additional brain changes in mild cognitive impairment (MCI) and Alzheimer's disease (AD). This combined approach offers new insights into neurodegeneration mechanisms.
Area of Science:
- Neuroimaging
- Neurology
- Radiology
Background:
- Mild cognitive impairment (MCI) and Alzheimer's disease (AD) are neurodegenerative conditions with complex underlying pathologies.
- Current neuroimaging techniques often analyze structural and microstructural changes separately.
Purpose of the Study:
- To investigate if combined voxel-wise analysis of structural and diffusion tensor MRI (DT-MRI) identifies more affected brain regions in MCI and AD than individual analyses.
- To explore the utility of multivariate statistical models in detecting congruent macro- and microstructural variations.
Main Methods:
- Twenty-one patients with MCI, 21 with AD, and 21 healthy elderly controls underwent MRI.
- Deformation and fractional anisotropy (FA) maps were generated.
- Univariate and multivariate statistical models were applied to analyze structural and microstructural data.
Main Results:
- Voxel-wise analysis revealed expected atrophy and reduced FA in MCI patients in regions like the temporal lobe, parietal/precuneus, and prefrontal cortex.
- Multivariate analysis, correlating structural and FA measures, identified additional affected regions in the corpus callosum and temporal lobe in MCI.
- These findings suggest that combined analysis provides a more comprehensive view of brain changes.
Conclusions:
- Macro- and microstructural variations in the corpus callosum and temporal regions of MCI patients can be congruent.
- This congruent variation offers potentially new insights into the mechanisms of brain tissue degeneration in MCI and AD.
- Combined neuroimaging analysis may enhance the detection and understanding of neurodegenerative processes.
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