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Modeling Alzheimer’s disease progression using the disease system analysis approach.

Authors :
Gomeni, Roberto
Simeoni, Monica
Zvartau-Hind, Marina
Irizarry, Michael C.
Austin, Daren
Gold, Michael
Source :
Alzheimer's & Dementia: The Journal of the Alzheimer's Association; Jan2012, Vol. 8 Issue 1, p39-50, 12p
Publication Year :
2012

Abstract

Abstract: A novel mechanistic model based on a disease system analysis paradigm was developed to explore the role of homeostatic mechanisms involved in Alzheimer’s disease (AD) progression. We used longitudinal AD Assessment Scale-cognitive subscale (ADAS-cog) scores from 926 subjects with AD on stable acetylcholinesterase inhibitor therapy randomized to placebo treatment in two 54-week clinical trials. Alternative mechanistic models were evaluated by assuming that the rate of change of ADAS-cog over time was jointly regulated by a process characterizing the deterioration of ADAS-cog and by a process associated with a compensatory regulatory response. The model based on a time-varying deterioration rate of ADAS-cog performed better than the model based on a time-varying homeostatic control. The covariate analysis indicated that baseline Mini-Mental State Examination score, education, age, and apolipoprotein ɛ4 genotype had a significant effect on the level and shape of the trajectories of the mean model predicted ADAS-cog change from baseline. [Copyright &y& Elsevier]

Details

Language :
English
ISSN :
15525260
Volume :
8
Issue :
1
Database :
Supplemental Index
Journal :
Alzheimer's & Dementia: The Journal of the Alzheimer's Association
Publication Type :
Academic Journal
Accession number :
70951305
Full Text :
https://doi.org/10.1016/j.jalz.2010.12.012