Gene-based analyses identified two GWS associations: PPP6C and FURIN. These genes are novel for OA, however, variants within them have been associated at genome-wide significance with related phenotypes, such as cigarette smoking, alcohol consumption, general risk taking, and schizophrenia. Here, FURIN is linked to schizophrenia.