Our findings highlight arthritis, followed by oral ulcers, albumin, and anti‐DNA, which significantly impact the model as highly relevant features, alongside several others such as PT, ALT, CRP, creatinine, and ESR. The gene discussed is CRP; the disease is arthritic joint disease.