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Patterns of longitudinal cortical atrophy over 3 years in empirically derived MCI subtypes
Emily C Edmonds1, Alexandra J Weigand2, Sean N Hatton2
1From the Veterans Affairs San Diego Healthcare System (E.C.E., K.R.T., M.W.B.); Department of Psychiatry (E.C.E., S.N.H., K.R.T., M.W.B., C.R.M.), Center for Multimodal Imaging and Genetics (S.N.H., A.M., C.R.M.), Department of Neurosciences (S.N.H.), and Center for Behavior Genetics of Aging (S.N.H.), University of California San Diego, La Jolla; Joint Doctoral Program in Clinical Psychology (A.J.W., J.E.), San Diego State University/University of California San Diego; Department of Psychology (A.J.M.), University of Southern California, Los Angeles; and Department of Biology (D.A.A.), San Diego State University, CA. ecedmonds@ucsd.edu.
Objective:
We previously identified 4 empirically derived mild cognitive impairment (MCI) subtypes via cluster analysis within the Alzheimer's Disease Neuroimaging Initiative (ADNI) and demonstrated high correspondence between patterns of cortical thinning at baseline and each cognitive subtype. We aimed to determine whether our MCI subtypes demonstrate unique longitudinal atrophy patterns.
Methods:
ADNI participants (295 with MCI and 134 cognitively normal [CN]) underwent annual structural MRI and neuropsychological assessments. General linear modeling compared vertex-wise differences in cortical atrophy rates between each MCI subtype and the CN group. Linear mixed models examined trajectories of cortical atrophy over 3 years within lobar regions of interest.
Results:
Compared to the CN group, those with amnestic MCI (memory deficit) initially demonstrated greater atrophy rates within medial temporal lobe regions that became more widespread over time. Those with dysnomic/amnestic MCI (naming/memory deficits) showed greater atrophy rates largely localized to temporal lobe regions. The mixed MCI (impairment in all cognitive domains) group showed greater atrophy rates in widespread regions at all time points. The cluster-derived normal group, who had intact neuropsychological performance and normal cortical thickness at baseline despite their MCI diagnosis via conventional diagnostic criteria, continued to show normal cognition and minimal cortical atrophy over 3 years.
Conclusions:
ADNI's purported amnestic MCI sample produced more refined cognitive subtypes with unique longitudinal cortical atrophy rates. These novel MCI subtypes reliably reflect underlying atrophy, reduce false-positive diagnostic errors, and improve prediction of clinical course. Such improvements have implications for the selection of participants for clinical trials and for providing more precise risk assessment for individuals diagnosed with MCI.
Insights
Researchers identified distinct mild cognitive impairment (MCI) subtypes with unique longitudinal atrophy patterns. These subtypes improve diagnostic accuracy and prediction of clinical course in Alzheimer's Disease Neuroimaging Initiative (ADNI) participants.
Area of Science:
- Neuroimaging and Cognitive Neuroscience
- Neurology and Alzheimer's Disease Research
Background:
- Mild cognitive impairment (MCI) diagnosis can be refined using empirically derived subtypes.
- Previous work identified 4 MCI subtypes with distinct baseline cortical thinning patterns.
Purpose of the Study:
- To determine if identified MCI subtypes exhibit unique longitudinal patterns of cortical atrophy.
- To validate the clinical relevance of MCI subtypes in predicting disease progression.
Main Methods:
- Analysis of structural MRI and neuropsychological data from 295 MCI and 134 cognitively normal (CN) participants in the Alzheimer's Disease Neuroimaging Initiative (ADNI).
- Comparison of vertex-wise cortical atrophy rates between MCI subtypes and the CN group using general linear modeling.
- Examination of longitudinal cortical atrophy trajectories over 3 years using linear mixed models.
Main Results:
- Amnestic MCI showed initial medial temporal lobe atrophy, progressing to widespread atrophy.
- Dysnomic/amnestic MCI exhibited temporal lobe-localized atrophy.
- Mixed MCI demonstrated widespread atrophy across all time points.
- A cluster-derived normal group maintained normal cognition and minimal atrophy.
Conclusions:
- Refined MCI subtypes from the ADNI cohort demonstrate unique longitudinal atrophy rates.
- These subtypes offer improved diagnostic precision, reducing errors and enhancing clinical course prediction.
- Findings have implications for clinical trial participant selection and individual risk assessment.
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