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Updated: Jan 10, 2026

Diffusion Tensor Magnetic Resonance Imaging in the Analysis of Neurodegenerative Diseases
Published on: July 28, 2013
Early axonal degeneration linked to clinical decline in Alzheimer's disease progression revealed with diffusion MRI
Zhaoyuan Gong1, John P Laporte1, Alexander Y Guo1
1National Institute on Aging, National Institutes of Health, Baltimore, Maryland, USA.
Abstract:
BACKGROUNDAxonal degeneration is believed to be an early hallmark of Alzheimer's disease (AD). This study investigated the temporal trajectory of axonal loss and its association with cognitive and functional decline using a dMRI-derived axonal density index (ADI).METHODSLongitudinal dMRI, CSF, and PET data from the ADNI study were analyzed, including 117 subjects that were cognitively normal (CN) and 88 that were cognitively impaired (CI), consisting of 74 individuals with mild cognitive impairment (MCI) and 14 with AD. Linear mixed-effects models examined group differences and associations between baseline and longitudinal changes in ADI, CSF, or PET biomarkers and clinical outcomes. Results derived from larger CSF (n = 527) and PET (tau-PET: n = 870; amyloid-PET: n = 1,581) datasets are also presented.RESULTSCompared with the CN group, the CI group exhibited significantly lower baseline ADI values and steeper longitudinal decline (P < 10-6). Lower baseline ADI predicted faster cognitive and functional decline in the CI group (MMSE: P = 0.03; CDR-SB: P < 10-4), and longitudinal decreases in ADI were associated with worsening clinical outcomes (MMSE: P = 0.001; CDR-SB: P < 10-12). Compared with CSF and PET biomarkers, ADI demonstrated superior sensitivity in tracking disease progression and matched these biomarkers in predicting future cognitive and functional decline. Furthermore, decreases in ADI were significantly associated with declines in clinical outcomes; this association was observed only with amyloid-PET, but not CSF, biomarkers.CONCLUSIONAxonal degeneration is an early and clinically meaningful feature of AD. ADI is a promising noninvasive biomarker for early detection, prognosis, and disease monitoring.TRIAL REGISTRATIONClinicalTrials.gov NCT00106899.FUNDINGThis work was supported by the National Institute on Aging Intramural Research Program.
Insights
Axonal degeneration, a key feature of Alzheimer's disease (AD), can be tracked using the diffusion MRI-derived Axonal Density Index (ADI). Lower ADI predicts faster cognitive decline and ADI changes monitor disease progression, offering a promising biomarker for early detection and monitoring.
Area of Science:
- Neuroimaging
- Neurodegeneration
- Biomarker Discovery
Background:
- Axonal degeneration is an early indicator in Alzheimer's disease (AD).
- Investigating the temporal dynamics of axonal loss and its relation to cognitive decline is crucial.
Purpose of the Study:
- To assess the temporal trajectory of axonal loss using diffusion MRI-derived Axonal Density Index (dMRI-ADI).
- To examine the association between dMRI-ADI and cognitive/functional decline in AD.
- To compare ADI with other biomarkers like CSF and PET.
Main Methods:
- Longitudinal diffusion MRI, CSF, and PET data from the Alzheimer's Disease Neuroimaging Initiative (ADNI) were analyzed.
- Linear mixed-effects models were used to assess group differences and biomarker associations.
- Included cognitively normal (CN) and cognitively impaired (CI) subjects (MCI, AD).
Main Results:
- Cognitively impaired individuals showed lower baseline ADI and faster longitudinal decline compared to CN.
- Lower baseline ADI and longitudinal ADI decreases predicted faster cognitive and functional decline.
- ADI demonstrated superior sensitivity in tracking disease progression compared to CSF and PET biomarkers.
Conclusions:
- Axonal degeneration is an early and clinically significant feature of AD.
- ADI serves as a promising noninvasive biomarker for early AD detection, prognosis, and disease monitoring.
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