The gene-based association study identified 51 genes (cut-off p value = 0.05/19,436 = 2.57 × 10–6) that were associated with headaches, with the PR/SET domain 16 (PRDM16) gene showing the strongest association (p value of 7.10 × 10–15). Here, PRDM16 is linked to Headache.