Pathway analyses indicated that SNPs suggestively associated with PPD were mostly over‐represented in categories including long‐term depression, GnRH signaling, glutamatergic synapse, oxytocin signaling, and Rap1 signaling. This evidence concerns the gene GNRH1 and progressive pseudorheumatoid arthropathy of childhood.