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Updated: Sep 29, 2025

Application of Granger Causality Analysis of the Directed Functional Connection in Alzheimer's Disease and Mild Cognitive Impairment
Published on: August 7, 2017
Global cognitive trajectory patterns in Alzheimer's disease.
Carl I Cohen1, Barry Reisberg2, Robert Yaffee3
1Division of Geriatric Psychiatry & Center of Excellence for Alzheimer's Disease, SUNY Downstate Health Sciences University, Brooklyn, NY, USA.
Researchers identified five distinct cognitive trajectories in Alzheimer's disease (AD) patients, revealing patterns in decline and stability. Understanding these Alzheimer's disease (AD) cognitive trajectories can inform future clinical research and patient care.
Area of Science:
- Neuroscience
- Gerontology
- Clinical Neurology
Background:
- Limited data exists on long-term cognitive trajectories in Alzheimer's disease (AD).
- Understanding cognitive progression is crucial for clinical research and patient care in AD.
Purpose of the Study:
- To identify distinct global cognitive outcome trajectories in individuals with Alzheimer's disease (AD).
- To determine predictor variables associated with these cognitive trajectories.
Main Methods:
- Utilized data from the National Alzheimer's Coordinating Center (NACC) Uniform Data Set.
- Analyzed cognitive trajectories of 414 participants with probable or possible AD over 5 years using a hybrid approach.
- Employed qualitative analysis of Mini-Mental State Examination (MMSE) trajectories and binary logistic regression for 19 predictor variables.
Main Results:
- Identified five cognitive trajectories: fast decliners (32.6%), slow decliners (30.7%), zigzag stable (15.9%), stable (15.9%), and improvers (4.8%).
- Fast decliners associated with female gender, lower baseline MMSE, shorter illness duration, or cognitive enhancers.
- Predictors of favorable outcomes included higher traumatic brain injury rates, absence of ApoE ε4 allele, and male gender.
Conclusions:
- A hybrid approach revealed five distinct cognitive trajectories in Alzheimer's disease (AD), reflecting real-world clinical observations.
- The identified trajectories and their subtypes offer a more nuanced understanding of AD progression than previous statistical models.
- Further research is needed to validate these findings across different clinical settings.
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