Moreover, we identified candidate causal variants for dysmenorrhea that likely regulate expression of IL1A. Finally, in the OPRM1 gene, we identified a novel association for menstruation associated fever that will require further analyses to better understand in terms of its broader applicability and biological under-pinnings. Here, OPRM1 is linked to Dysmenorrhea.