Among the top 10 genes of our list, we found that five additional genes CALCA, TGFBR2, ESR1, KCNK18, and MTHFR (bold font in Table 2) are all considered to be related to headache in recent published literatures [31–34], although they are not recognized in the HPO database. This evidence concerns the gene ESR1 and Headache.