A genome-wide association study in 835 patients with psoriatic arthritis (PsA) and 1,558 healthy individuals has revealed a new PsA-specific risk locus in B3GNT2 and has highlighted the glycosaminoglycan (GAG) metabolism pathway as important in PsA. The results were validated in an independent cohort (n = 2,847) and the gene variants did not associate with psoriasis or rheumatoid arthritis when tested in 614 and 1,191 patients, respectively. Drug re-purposing analysis identified at least two FDA-approved drugs that target proteins encoded by genes in the GAG pathway as candidates for use in PsA.