Hence, excluding MSUS parameters, backward stepwise regression identified five variables independently associated with an outcome of RA in this sub-cohort (n = 162); namely age, swollen joint count, joint pattern score, ESR and ACPA status (Table 6). Here, ESR1 is linked to rheumatoid arthritis.