More than 25% of the phenotypes showed inflation or deflation beyond the 95% confidence interval. This is because the SNPs with higher per-marker inflation are not sufficiently corrected by the constant genomic control inflation factor. In contrast, EMMAX results in P values close to the expected distribution (Supplementary Fig. 4c).