We applied PrediXcan and two widely-used gene-based tests (VEGAS and SKAT) to WTCCC. In a Q-Q plot showing all three distributions of p-values, for genes outside of the HLA region, from these gene-based tests (Figure 7), SKAT had improved performance relative to VEGAS, and PrediXcan showed the most extreme departure from the null at the tail end of the distribution.