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Graham McVicker edited Modeling Allelic Imbalance.tex
almost 10 years ago
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\subsection{Modeling the allelic imbalances}
Allele-specific read counts are sometimes modelled using the binomial distribution \cite{Reddy_2012}, however, we have found that allele-specific read counts are overdispersed. We instead model allele-specific read counts with a beta-binomial (BB) distribution and estimate a parameter $\Upsilon_i$ that captures the overdispersion for each individual. The likelihood of the
parameters, given the data
for test $h$, $D_h$, is
then given by: then:
\[
\textrm{L}\left(\alpha_h, \beta_h \left| D \right. \right) = \prod_i \prod_k \Pr_{\mathrm{BB}} \left( Y = y_{ik} \left| n_{ik}, p_h, \Upsilon_i \right. \right) \\