Difference between revisions of "FIC"

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=== Formulation ===
+
#REDIRECT [[https://statgen.sph.umich.edu/wiki/Genotype_Likelihood_based_Inbreeding_Coefficient]]
 
 
The inbreeding coefficient <math>F_{IC}</math> is a measure of deviation from the Hardy Weinberg Equilibrium in terms of the excess of heterozygotes observed.
 
A value of 0 implies no deviation, a negative value implies an excess of heterozygotes and a positive value implies an excess of homozygotes. <math>F_{IC}</math> ranges from -1 to 1.
 
 
 
 
 
The following equation gives the estimate of F where the observed genotypes are available. <math>g_{i,j,k}</math> is the genotype composed of alleles <math>i</math> and <math>j</math> for the <math>k</math>th individual.[[ AF|<math>P(G_{i,j}|\textbf{p})</math>]] is the [[AF|estimated genotype allele frequency]] for genotype <math>G_{i,j}</math> under HWE assumption. <math>I[i \ne j]</math> is an indicator function for heterozygote genotypes.  
 
       
 
<math>
 
\begin{align}
 
F_{IC} & =  1 - \frac{O[Het]}{E[Het|\textbf{p}]}  \\
 
  & =  1 - \frac{\sum_{i,j,k}{g_{i,j,k}I[i \ne j]}}{{\sum_{i,j}{P(G_{i,j}|\textbf{p})I[i \ne j]}}}  \\
 
\end{align}
 
</math>
 
   
 
The following equation gives the estimate of F where genotype likelihoods are available. <math>P(R_{k} |G_{i,j})</math> is the genotype likelihood for individual  <math>k</math> given genotype <math>G_{i,j}</math>.  This is basically the probability of observing the reads in individual <math>k</math> assuming <math>G_{i,j}</math> is the underlying true genotype for that particular locus.
 
 
 
<math>
 
\begin{align}
 
F_{IC} & =  1 - \frac{O[Het]}{E[Het|\textbf{p}]}  \\
 
  & =  1 - \frac{\sum_{i,j,k}{P(G_{i,j}|R_k , \textbf{p})I[i \ne j]}} {{\sum_{i,j}{P(G_{i,j}|\textbf{p})I[i \ne j]}}}    \\
 
  & =  1 - \frac{\sum_{i,j,k}{\frac{P(R_k|G_{i,j})P(G_{i,j}|\textbf{p})}{\sum_{i',j'}{P(R_k|G_{i',j'})P(G_{i',j'}|\textbf{p})}}}I[i \ne j]}
 
              {\sum_{i,j}{P(G_{i,j}|\textbf{p})I[i \ne j]}}  \\ 
 
\end{align}
 
</math>
 
 
 
=== Derivation ===
 
 
 
Adrian with much help from Hyun.
 
 
 
=== Maintained by  ===
 
 
 
This page is maintained by  [mailto:atks@umich.edu Adrian].
 

Revision as of 13:20, 4 June 2013