Bidirectional transitions between subjective cognitive decline and normal cognition and risk of mild cognitive impairment: A multistate Markov model study in NACC UDS
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Updated: Oct 31, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Yonghao Xiao1, Ziwang Zhou1, Min Jin1
1Department of Epidemiology, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China.
Abstract:
BackgroundSubjective cognitive decline (SCD) may be an early indicator of Alzheimer's disease but often reverts to normal cognition (NC), leaving its prognostic significance uncertain.ObjectiveTo quantify bidirectional transitions between SCD and NC and to evaluate the long-term risk of progression to mild cognitive impairment after reversion.MethodsUsing longitudinal data from the National Alzheimer's Coordinating Center Uniform Data Set, we fitted continuous-time multistate Markov models for NC, SCD, mild cognitive impairment (MCI), and dementia. Three cohorts were analyzed: baseline SCD, baseline NC, and post-SCD reversion. Transition intensities and 15-year state-occupancy probabilities were estimated, and covariate effects were assessed using nested multivariable models. Death was evaluated as a competing absorbing state in a sensitivity analysis.ResultsThe primary analysis included 4283 participants with baseline SCD, 11,709 with baseline NC, and 2099 in the post-SCD reversion cohort. In the baseline-SCD cohort, reversion to NC was substantially more frequent than progression to MCI (transition intensity ratio, 3.27; 95% CI, 3.05-3.50). However, the post-SCD reversion cohort showed a long-term cognitive risk profile similar to the baseline-SCD cohort and less favorable than the baseline-NC cohort. Older age, APOE ε4 carriage, informant-reported decline, and greater neuropsychiatric or functional impairment were associated with higher progression risk, whereas older age and depression were associated with lower reversion intensity.ConclusionsSCD is a dynamic cognitive state with substantial potential for reversion, but reversion to NC does not necessarily restore the long-term risk profile observed in individuals cognitively normal at baseline.
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