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Updated: Nov 14, 2025

Basics of Multivariate Analysis in Neuroimaging Data
Published on: July 24, 2010
Clustering 5-Year Multidimensional Health Care Trajectory Patterns in Alzheimer's Disease and Related Syndromes
Adeline Gallini1, Axel Renoux2, Silvan Siep2
1CERPOP, Université de Toulouse, Inserm, UPS, Toulouse, France; Université Toulouse III Paul Sabatier, Toulouse, France; Centre Hospitalier Universitaire de Toulouse, Department of Epidemiology and Public Health, Toulouse, France.
Only 25% of Alzheimer's disease patients show favorable healthcare utilization trajectories (HUT). Individual factors like age and gender, and access to care, influence these positive health care utilization trajectories.
Area of Science:
- Gerontology
- Public Health
- Health Services Research
Background:
- Personalized care plans are recommended for Alzheimer's disease and related syndromes (ADRS) patients.
- Equal access to ADRS care and services is crucial for optimal health benefits.
- Healthcare utilization trajectories (HUT) can vary based on individual and contextual factors.
Purpose of the Study:
- To describe HUT patterns in ADRS patients using multidimensional clustering.
- To determine the proportion of patients with favorable HUTs.
- To identify factors associated with favorable HUTs.
Main Methods:
- A cohort of 103,317 ADRS patients was followed for 5 years using French health system data.
- Partitioning around medoids and Levenshtein distances were used to identify 15 patient clusters across three age groups.
- Multivariable logistic regression identified determinants of favorable HUTs.
Main Results:
- Approximately 25% of patients exhibited favorable HUTs, characterized by slow, progressive, at-home-centered care.
- Favorable HUTs were associated with individual factors (age, female gender, fewer comorbidities, lower deprivation) and contextual factors (access to nurses, nursing homes).
- Significant, though small, inter-territorial variance in HUT was observed across all age groups.
Conclusions:
- Favorable healthcare utilization trajectories remain uncommon, indicating a need for improved care strategies.
- Understanding barriers to favorable HUTs requires further qualitative research.
- Efforts to optimize ADRS patient care pathways are essential.
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