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Activity Number: 401
Type: Contributed
Date/Time: Wednesday, August 6, 2008 : 10:30 AM to 12:20 PM
Sponsor: Biometrics Section
Abstract - #302108
Title: Heavy-Tailed Distributions in Quantitative Trait Genetics
Author(s): Serge Sverdlov*+
Companies: University of Washington
Address: Box 354322, Department of Statistics, Seattle, WA, 98195-4322,
Keywords: QTL ; polygenic traits ; heavy tailed distribution ; cauchy distribution ; population genetics ; statistical genetics
Abstract:

The statistical genetics of quantitative traits have benefited deeply from analysis of variance methods, which carry assumptions of finite moments and normal kurtosis. Heavy tailed distribution methods violate these assumptions and can therefore lead to radically different behaviors. Our assertion is that the genetics of heavy-tailed traits is not merely Gaussian genetics with outliers; rather, these traits exhibit subtle heritability patterns, especially in polygenic traits, and show the classical distinction between heterogeneous Mendelian and blending forms of inheritance by a novel bifurcation argument. We derive closed form results using the Cauchy distribution, which we show to be a steady state in a broad family of population processes, and connect the distribution to evolvability via extreme value theory and process subordination arguments.


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Revised September, 2008