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• W3110310010 abstract "Abstract Mild cognitive impairment (MCI) is considered as the transitional phase between normal cognitive aging and Alzheimer’s disease (AD). Nevertheless, trajectories of cognitive decline vary considerably among individuals with MCI. To address this heterogeneity, subtyping approaches have been developed, with the objective of identifying more homogenous subgroups and ultimately improving prognostic outcomes. To date, subtyping of MCI has been based primarily on cognitive performance measures, often resulting in indistinct boundaries between the proposed subgroups and limited validity. The degree to which markers of neurodegeneration such as brain atrophy can be used to subtype MCI into biologically and clinically meaningful subgroups remains unclear. Here we introduce and validate a data-driven subtyping method for MCI based solely upon measures of atrophy derived from structural magnetic resonance imaging (MRI). We trained a dense convolutional neural network to differentiate between patients with AD and age-matched cognitively normal (CN) subjects based on whole brain MRI features. We then deployed the trained model to classify individuals with MCI, as MCI-CN or MCI-AD, based on the degree to which their whole brain gray matter volume resembles CN-like or AD-like patterns. We subsequently validated the model-based subgroups using cognitive, clinical, fluid biomarker, and molecular neuroimaging data. Namely, we observed marked differences between the MCI-CN and MCI-AD groups in baseline and longitudinal cognitive and clinical rating scales, disease-free survival, cerebrospinal fluid (CSF) levels of amyloid beta and tau, fluorodeoxyglucose (FDG) and amyloid PET. Overall, the results suggest that patterns of atrophy in MCI are sufficiently distinct and heterogeneous, and can thus be used to subtype individuals into biologically and clinically meaningful subgroups." @default.
• W3110310010 created "2020-12-07" @default.
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• W3110310010 date "2020-11-30" @default.
• W3110310010 modified "2023-10-16" @default.
• W3110310010 title "Atrophy-centered subtyping of mild cognitive impairment" @default.
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• W3110310010 doi "https://doi.org/10.1101/2020.11.28.20238964" @default.
• W3110310010 hasPublicationYear "2020" @default.
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