Literature DB >> 22550653

Modeling the effect of Alzheimer's disease on mortality.

Elizabeth Johnson1, Ron Brookmeyer, Kathryn Ziegler-Graham.   

Abstract

Mortality rate ratios and the associated proportional hazards models have been used to summarize the effect of Alzheimer's disease on longevity. However, the mortality rate ratios vary by age and therefore do not provide a simple parsimonious summary of the effect of the disease on lifespan. Instead, we propose a new parameter that is defined by an additive multistate model. The proposed multistate model accounts for different stages of disease progression. The underlying assumption of the model is that the effect of disease on mortality is to add a constant amount to death rates once the disease progresses from an early to late stage. We explored the properties of the proposed model; in particular the behavior of the mortality rate ratio and median survival that is induced by the model. We combined information from several data sources to estimate the parameter in our model. We found that the effect of Alzheimer's disease on longevity is to increase the absolute annual risk of death by about 8% once a person progressed to late stage disease. Most importantly, we find that this additive effect is the same regardless of the patients' age or gender. Thus, the proposed additive multi-state model provides a parsimonious and clinically interpretable description of the effects of Alzheimer's disease on mortality.

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Year:  2007        PMID: 22550653     DOI: 10.2202/1557-4679.1083

Source DB:  PubMed          Journal:  Int J Biostat        ISSN: 1557-4679            Impact factor:   0.968


  4 in total

1.  Natural history of diseases: Statistical designs and issues.

Authors:  Nicholas P Jewell
Journal:  Clin Pharmacol Ther       Date:  2016-08-18       Impact factor: 6.875

2.  Feature selection using factor analysis for Alzheimer's diagnosis using 18F-FDG PET images.

Authors:  D Salas-Gonzalez; J M Górriz; J Ramírez; I A Illán; M López; F Segovia; R Chaves; P Padilla; C G Puntonet
Journal:  Med Phys       Date:  2010-11       Impact factor: 4.071

3.  Development and validation of the age-associated dementia policy (AgeD-Pol) computer simulation model in the USA and Europe.

Authors:  Emily P Hyle; Julia H A Foote; Fatma M Shebl; Yiqi Qian; Krishna P Reddy; Shibani S Mukerji; Nattanicha Wattananimitgul; Anand Viswanathan; Lee H Schwamm; Ankur Pandya; Kenneth A Freedberg
Journal:  BMJ Open       Date:  2022-07-06       Impact factor: 3.006

4.  Risk of Developing Dementia at Older Ages in the United States.

Authors:  Ezra Fishman
Journal:  Demography       Date:  2017-10
  4 in total

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