Joint modeling for cognitive trajectory and risk of dementia in the presence of death.

ABSTRACT: Dementia is characterized by accelerated cognitive decline before and after diagnosis as compared to normal aging. It has been known that cognitive impairment occurs long before the diagnosis of dementia. For individuals who develop dementia, it is important to determine the time when the rate of cognitive decline begins to accelerate and the subsequent gap time to dementia diagnosis. For normal aging individuals, it is also useful to understand the trajectory of cognitive function until their death. A Bayesian change-point model is proposed to fit the trajectory of cognitive function for individuals who develop dementia. In real life, people in older ages are subject to two competing risks, e.g., dementia and dementia-free death. Because the majority of people do not develop dementia, a m

SUBMITTER: Yu B 

PROVIDER: S-EPMC3036971 | biostudies-literature | 2010 Mar

REPOSITORIES: biostudies-literature