FIC: Difference between revisions

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Many data sets consist of individuals from different populations, in the cases of structured populations,
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.
this usually result in an increased number of homozygotes.
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 inbreeding coefficient FIC is a measure of deviation away from the Hardy Weinberg Equilibrium. 
A value of 0 implies no deviation, a negative value implies an excess of heterozygotes and a positive value implies an excess of homozygotes.
The following equation gives the estimate of F where the observed genotypes are available.


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. <math>P(G_{i,j}|\textbf{p})</math> is the estimated genotype allele frequency for genotype <math>G_{i,j}</math> under HWE assumption.  <math>I[i \ne j]</math> is an identity function for heterozygote genotypes.
       
<math>
<math>
\begin{align}
\begin{align}
        F_{IC} & = 1 - \frac{O(Het)}{E(Het)}  \\
F_{IC} & =   1 - \frac{O[Het]}{E[Het|\textbf{p}]}  \\
  & =  1 - \frac{\text{No. observed HETs}}{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]}}}  \\
                & =  1 - \frac{\text{No. observed HETs}}{\sum_{i=1}^{n}{\sum_j{P(Het_j|\textbf{p})}}}  \\
 
\end{align}
\end{align}
</math>
</math>
       
   
The following equation gives the estimate of F where genotype likelihoods are available.
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.  


<math>
<math>
\begin{align}
\begin{align}
F_{IC} & =  1 - \frac{O(Het)}{E(Het)}  \\
F_{IC} & =  1 - \frac{O[Het]}{E[Het|\textbf{p}]}  \\
  & = 1 - \frac{E(Het|R_i, \textbf{p})}{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=1}^{n}{\sum_j{P(Het_j|R_i , \textbf{p})}}} {\sum_{i=1}^{n}{\sum_{j}{P(Het_j|\textbf{p})}}}    \\
   & = 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]}
   & = 1 - \frac{\sum_{i=1}^{n}{\sum_j{\frac{P(R_i|Het_j,\textbf{p})P(Het_j|\textbf{p})}{\sum_{(k,l)}{P(R_i|G_{(k,l)},\textbf{p})P(G_{(k,l)}|\textbf{p})}}}}}
               {\sum_{i,j}{P(G_{i,j}|\textbf{p})I[i \ne j]}}  \\  
               {\sum_{i=1}^{n}{\sum_j{P(Het_j|\textbf{p})}}}  \\
\end{align}
\end{align}
</math>
</math>


where:


<math>
=== Derivation ===
\begin{align}


          P(G_{(k,l)}|\textbf{g}) & = & g_{(k,l)}
Adrian with much help from Hyun.


\end{align}
</math>
<math>
P(G_{(k,l)}|\textbf{p})  =
\begin{cases}
p_k^2, & \text{if }k=l \\
      2p_kp_l, & \text{if }k \ne l
\end{cases}
</math>


=== Maintained by  ===
=== Maintained by  ===


This page is maintained by  [mailto:atks@umich.edu Adrian] with much help from Hyun.
This page is maintained by  [mailto:atks@umich.edu Adrian].

Revision as of 13:33, 11 April 2013

The inbreeding coefficient FIC 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. FIC ranges from -1 to 1.


The following equation gives the estimate of F where the observed genotypes are available. gi,j,k is the genotype composed of alleles i and j for the kth individual. P(Gi,j|p) is the estimated genotype allele frequency for genotype Gi,j under HWE assumption. I[i≠j] is an identity function for heterozygote genotypes.

FIC=1−O[Het]E[Het|p]=1−∑i,j,kgi,j,kI[i≠j]∑i,jP(Gi,j|p)I[i≠j]

The following equation gives the estimate of F where genotype likelihoods are available. P(Rk|Gi,j) is the genotype likelihood.

FIC=1−O[Het]E[Het|p]=1−∑i,j,kP(Gi,j|Rk,p)I[i≠j]∑i,jP(Gi,j|p)I[i≠j]=1−∑i,j,kP(Rk|Gi,j)P(Gi,j|p)∑i′,j′P(Rk|Gi′,j′)P(Gi′,j′|p)I[i≠j]∑i,jP(Gi,j|p)I[i≠j]


Derivation

Adrian with much help from Hyun.


Maintained by

This page is maintained by Adrian.