Say you're doing a genome scan of ~500K
SNPs, looking for alleles associated with Syndrome X. Assuming the test you're using has a statistical resolution that allows for
p-values of 1%, ~5K sites can still be expected to come up positive purely by chance. Even with a 0.01% threshold, you can expect 50 associations purely by chance, even if there
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