Relationship between MRI brain-age heterogeneity, cognition, genetics and Alzheimer's disease neuropathology.
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Antoniades Mathilde, Srinivasan Dhivya, Wen Junhao, Erus Guray, Abdulkadir Ahmed, Mamourian Elizabeth, Melhem Randa, Hwang Gyujoon, Cui Yuhan, Govindarajan Sindhuja Tirumalai, Chen Andrew A, Zhou Zhen, Yang Zhijian, Chen Jiong, Pomponio Raymond, Sotardi Susan, An Yang, Bilgel Murat, LaMontagne Pamela, Singh Ashish, Benzinger Tammie, Beason-Held Lori, Marcus Daniel S, Yaffe Kristine, Launer Lenore, Morris John C, Tosun Duygu, Ferrucci Luigi, Bryan R Nick, Resnick Susan M, Habes Mohamad, Wolk David, Fan Yong, Nasrallah Ilya M, Shou Haochang, Davatzikos Christos
Аннотация
METHODS: Functional and structural brain age measures were obtained for resting-state functional MRI and structural MRI, respectively, in 3460 cognitively normal individuals across an age range spanning 42-85 years. Participants were categorised into four groups based on the difference between their chronological and predicted age in each modality: advanced age in both (n = 291), resilient in both (n = 260) or advanced in one/resilient in the other (n = 163/153). With the resilient group as the reference, brain-age groups were compared across neuroimaging features of neuropathology (white matter hyperintensity volume, neuronal loss measured with Neurite Orientation Dispersion and Density Imaging, AD-specific atrophy patterns measured with the Spatial Patterns of Abnormality for Recognition of Early Alzheimer's Disease index, amyloid burden using amyloid positron emission tomography (PET), progression to mild cognitive impairment and baseline and longitudinal cognitive measures (trail making task, mini mental state examination, digit symbol substitution task).
FINDINGS: Individuals with advanced structural and functional brain-ages had more features indicative of neurodegeneration and they had poor cognition. Individuals with a resilient brain-age in both modalities had a genetic variant that has been shown to be associated with age of onset of AD. Mixed brain-age was associated with selective cognitive deficits.
INTERPRETATION: The advanced group displayed evidence of increased atrophy across all neuroimaging features that was not found in either of the mixed groups. This is in line with biomarkers of preclinical AD and cerebrovascular disease. These findings suggest that the variation in structural and functional brain ageing across individuals reflects the degree of underlying neuropathological processes and may indicate the propensity to develop dementia in later life.
FUNDING: The National Institute on Aging, the National Institutes of Health, the Swiss National Science Foundation, the Kaiser Foundation Research Institute and the National Heart, Lung, and Blood Institute.