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Next: Wright's -statistics Up: Wahlund effect, Wright's F-statistics Previous: A numerical example

The algebraic development

You should know by now that I'm not going to be satisfied with a numerical example. I now feel the need to do some algebra to describe this situation a little more generally.

Suppose we know allele frequencies in $k$ subpopulations. Let $p_i$ be the frequency of $A_1$ in the $i$th subpopulation. Then if we assume that all subpopulations contribute equally to combined population,2 we can calculate expected and observed genotype frequencies the way we did above:

  $A_1A_1$ $A_1A_2$ $A_2A_2$
Expected $\bar p^2$ $2\bar p\bar q$ $\bar q^2$
Observed $\frac{1}{k}\sum p_i^2$ $\frac{1}{k}\sum 2p_iq_i$ $\frac{1}{k}\sum q_i^2$
where $\bar p = \sum p_i/k$ and $\bar q = 1 - \bar p$. Now
$\displaystyle \frac{1}{k}\sum p_i^2$ $\textstyle =$ $\displaystyle \frac{1}{k}\sum (p_i - \bar p + \bar p)^2$ (1)
  $\textstyle =$ $\displaystyle \frac{1}{k}\sum \left((p_i - \bar p)^2 + 2\bar p(p_i - \bar p)
+ \bar p^2\right)$ (2)
  $\textstyle =$ $\displaystyle \frac{1}{k}\sum (p_i - \bar p)^2 + \bar p^2$ (3)
  $\textstyle =$ $\displaystyle \hbox{Var}(p) + \bar p^2$ (4)

Similarly,
$\displaystyle \frac{1}{k}\sum 2p_iq_i$ $\textstyle =$ $\displaystyle 2\bar p\bar q - 2\hbox{Var}(p)$ (5)
$\displaystyle \frac{1}{k}\sum q_i^2$ $\textstyle =$ $\displaystyle \bar q^2 + \hbox{Var}(p)$ (6)

Since $\hbox{Var}(p) \ge 0$ by definition, with equality holding only when all subpopulations have the same allele frequency, we can conclude that

To return to our earlier numerical example:


$\displaystyle \hbox{Var}(p)$ $\textstyle =$ $\displaystyle \left((0.4 - 0.55)^2 + (0.7 - 0.55)^2\right)$ (7)
  $\textstyle =$ $\displaystyle 0.0225$ (8)

  Expected       Observed
$A_1A_1$ 0.3025 + 0.0225 = 0.3250
$A_1A_2$ 0.4950 - 2(0.0225) = 0.4500
$A_2A_2$ 0.2025 + 0.0225 = 0.2250


next up previous
Next: Wright's -statistics Up: Wahlund effect, Wright's F-statistics Previous: A numerical example
Kent Holsinger 2008-09-06