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A hierarchical Bayesian model to predict APOE4 genotype and the age of Alzheimer’s disease onset

In this work we use a hierarchical Bayesian paradigm to introduce a theoretical framework to determine an individual’s Apolipoprotein ε4 (APOE4) genotype, which heavily influences both the age of onset and probability of acquiring Alzheimer’s disease (AD). This calculation is based solely on an indi...

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Detalles Bibliográficos
Autores principales: Hane, Francis, Augusta, Carolyn, Bai, Owen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6042730/
https://www.ncbi.nlm.nih.gov/pubmed/30001420
http://dx.doi.org/10.1371/journal.pone.0200263
Descripción
Sumario:In this work we use a hierarchical Bayesian paradigm to introduce a theoretical framework to determine an individual’s Apolipoprotein ε4 (APOE4) genotype, which heavily influences both the age of onset and probability of acquiring Alzheimer’s disease (AD). This calculation is based solely on an individual’s family history. This APOE4 genotype estimation is then combined with a number of known factors that influence AD onset to produce a function that estimates the onset of AD as a function of age. We disseminated our Alzheimer’s predictive tool online at http://www.alzheimerspredictor.com.