Cognitive Trajectory Mapping in Mild Cognitive Impairment: A Longitudinal Neuropediatric Study
Keywords:
Mild Cognitive Impairment, Cognitive Trajectories, Neuropediatric, Longitudinal Study, Neuroimaging Biomarkers, Dementia ProgressionAbstract
This longitudinal neurogeriatrics analysis has observed patterns of cognitive trajectory of persons with Mild Cognitive Impairment (MCI) over a multi-year follow-up, through serial neuropsychological assessment, neuroimaging biomarkers and advanced trajectory-modeling algorithms. The participants were aged between 55 and 85 years old and went through various evaluations of memory, executive functioning, attention, processing velocity and visuospatial functions, together with structural MRI and resting-state functional connectivity. The outcomes revealed that there were three major cognitive pathways which included a steady group with minor deficits, a progressive group with significant losses to dementia, and a compensating group showing partial improvements or levelling off trends that were associated with increased cognitive reserve. The classification of trajectories was significantly influenced by baseline hippocampus volume, default mode network connection strength and cardiometabolic risk profile. Clustering of machine-learning increased sensitivity in early micro-declines, particularly in episodic memory and executive functioning, and had an 85% predicting accuracy of dementia conversion during the follow-up period. The steepest slopes of the trajectories were observed in people with a high level of baseline atrophy and vascular comorbidity, and the less pronounced slope was seen in people with high levels of education, physical activity, and better psychosocial interaction. Conclusively, the article observes that the cognitive trajectory mapping is an effective and clinically significant method of understanding and forecasting long-term cognitive effects in MCI. This has significant implications on early intervention, personalized monitoring and ways to prevent dementia.
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Copyright (c) 2025 Muhammad Asadullah Usman, Irum Habib (Author)

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.





