Affiliation:
1. Department of Radiology , Tianjin Medical University General Hospital, Tianjin 300052 , China
2. Tianjin Key Lab of Functional Imaging , Tianjin Medical University General Hospital, Tianjin 300052 , China
3. School of Medical Imaging , Tianjin Medical University, Tianjin 300070 , China
4. School of Artificial Intelligence , Beijing University of Posts and Telecommunications, Beijing 100876 , China
Abstract
Abstract
Alzheimer’s disease (AD) patients suffer progressive cerebral atrophy before dementia onset. However, the region-specific atrophic processes and the influences of age and apolipoprotein E (APOE) on atrophic trajectory are still unclear. By mapping the region-specific nonlinear atrophic trajectory of whole cerebrum from amnestic mild cognitive impairment (aMCI) to AD based on longitudinal structural magnetic resonance imaging data from Alzheimer’s disease Neuroimaging Initiative (ADNI) database, we unraveled a quadratic accelerated atrophic trajectory of 68 cerebral regions from aMCI to AD, especially in the superior temporal pole, caudate, and hippocampus. Besides, interaction analyses demonstrated that APOE ε4 carriers had faster atrophic rates than noncarriers in 8 regions, including the caudate, hippocampus, insula, etc.; younger patients progressed faster than older patients in 32 regions, especially for the superior temporal pole, hippocampus, and superior temporal gyrus; and 15 regions demonstrated complex interaction among age, APOE, and disease progression, including the caudate, hippocampus, etc. (P < 0.05/68, Bonferroni correction). Finally, Cox proportional hazards regression model based on the identified region-specific biomarkers could effectively predict the time to AD conversion within 10 years. In summary, cerebral atrophic trajectory mapping could help a comprehensive understanding of AD development and offer potential biomarkers for predicting AD conversion.
Funder
Department of Defense
National Institutes of Health
China Postdoctoral Science Foundation
Tianjin Natural Science Foundation
National Key Research and Development Program of China
Natural Science Foundation of China
Publisher
Oxford University Press (OUP)
Subject
Cellular and Molecular Neuroscience,Cognitive Neuroscience
Reference85 articles.
1. Large intracranial volume accelerates conversion to dementia in males and APOE4 non-carriers with mild cognitive impairment;An;Int Psychogeriatr,2016
2. Single subject prediction of brain disorders in neuroimaging: Promises and pitfalls;Arbabshirani;NeuroImage,2017
3. Risk factors for Alzheimer's disease;Armstrong;Folia Neuropathol,2019
4. A fast diffeomorphic image registration algorithm;Ashburner;NeuroImage,2007
5. Regional variability of imaging biomarkers in autosomal dominant Alzheimer's disease;Benzinger;Proc Natl Acad Sci U S A,2013
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