Multi-omics ML framework integrating baseline transcriptomic, proteomic, and flow cytometry data from female RA patients before initiation of anti-TNF therapy. The ML model predicted with significant accuracy which patients would respond to treatment. Here, TNF is linked to rheumatoid arthritis.