The unique microbiome change in ACPA-positive individuals at risk of RA was in the increased abundance of the Porphyromonadaceae family, which was in line with previous studies that showed an increase in P. gingivalis in individuals at risk of RA11,26. Here, PRTN3 is linked to rheumatoid arthritis.