Suppose we have a 2 x 2 table of frequencies ||c1||c2|| r1 ||a||b|| r1 ||c||d|| The Odds Ratio is defined as ad/bc It turns out that ln(OR) has a variance of (1/a) + (1/b) + (1/c) + (1/d) so it follows (ln OR)* ln(OR) ) / variance ( ln(OR) ) is chi-square on 1 degree of freedom. If you have a zero cell then adding one half to all the frequencies enables an estimate of the odds ratio to be made. Reference: Everitt BS (1996) Making Sense of Statistics in Psychology A Second Level Course. OUP:Oxford.