The availability of increasing numbers of biological agents for the treatment of rheumatoid arthritis (RA) offers several therapeutic options. While all biologicals have proven effective in trials, very limited direct comparisons are available. The objective of the present work was to compare the efficacy of biologicals (anti-tumour necrosis factor (TNF) agents, rituximab, abatacept, tocilizumab) in patients with RA with active disease and (i) an inadequate response (IR) to methotrexate (IR-MTX), (ii) an IR to anti-TNF agents (IR-anti-TNFs) using indirect comparisons.