These results show that while one should include as many samples as possible, whether correlated or not, in an association study, it does not seem necessary to include too many relatives from the same pedigree. While distant relatives are essentially independent samples, for close relatives such as siblings, two persons are perhaps a good compromise between the desire to add more samples and the diminishing return due to correlations.