After removing SNPs falling for any of the above cut-off the remaining distribution was evaluated using QQ-plots. The expected minimum P-distribution was calculated using the inverse cumulative distribution of N independent distributions as suggested in supplementary of Schork et al.106, N being the number batch-variable values.