The multi-biomarker disease activity (MBDA) score, an algorithm based on 12 serological markers, helped subdivide patients with anti-citrullinated protein antibody (ACPA)-negative rheumatoid arthritis (RA) into clinically relevant subsets in a multivariable analysis. Patients with a high or medium MBDA score at the time of diagnosis had a higher likelihood of sustained DMARD-free remission than patients with a low score (P = 0.115). This association was independent of clinical baseline characteristics and driven primarily by levels of C-reactive protein, serum amyloid A and matrix metalloproteinase 3.