The current study identifies a total of nine novel loci associated with the risk of POAG or glaucoma at genome-wide significance that replicated in an independent sample, and demonstrates relevant function of FMNL2 and LMX1B using cell line and mouse experiments. Here, FMNL2 is linked to open-angle glaucoma.