In the first reported GWAS of knee pain using the UK Biobank resource, we identified variants in or near GDF5 and COL27A1, which were subsequently supported in osteoarthritis cohorts from the 23andMe, OAI and JoCo cohorts. Here, GDF5 is linked to osteoarthritis.