Based on the results of previous GWAS studies in migraine, Peter et al. applied two machine learning algorithms and found that REST, HPSE2 and ADGRL2 may be the main candidates for the pathophysiology of migraine combined with depression (24). Here, HPSE2 is linked to depressive disorder.