In this study, we employed bioinformatics and machine learning techniques to identify seven key genes associated with rheumatoid arthritis (RA): AKR1B10, MMP13, FABP4, NCF1, SPP1, COL1A1, and RASGRP1. The gene discussed is AKR1B10; the disease is rheumatoid arthritis.