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Submitted by pscully on Thu, 05/08/2008 - 16:04.
01/31/2008 - 16:10 01/31/2008 - 17:30 Short Title: STA/BST 290: Marc Coram Short Desc: Allele Frequency Estimation by Borrowing Strength across Populations
THURSDAY, January 31st, 2008
Speaker: Marc Coram (Assistant
Professor of Biostatistics, Health Research and Policy,
Title: Allele Frequency Estimation by
Borrowing Strength across Populations
Abstract: In genetic studies, allele
frequency at a genetic marker is routinely inferred, often using genotypes from
a small set of individuals.
Improving the accuracy of these
estimates will benefit studies of human genetic variation or the genetic
etiology of heritable traits.
Here, we propose an empirical
Bayes approach for estimating allele frequencies at single nucleotide
polymorphisms. This procedure adaptively incorporates genotypes from related
samples, so that more similar samples have a greater influence on the
estimates.
Applications of our method to
data from recent genomic projects suggest that this empirical Bayes approach
can substantially reduce the variability in the frequency estimates, while
introducing little bias. Our method is particularly useful when small groups of
individuals are genotyped at a large number of markers, a situation we are
likely to encounter in a genome-wide association study. » |
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