According to Table 4, APPs and estimated pro-inflammatory cytokines in ovine arthritis can be used as biomarkers for sheep arthritis, particularly IL-1α, IL-6, TNF-α and Hp, which had the best specificity, LR, PPV and accuracy rates. The gene discussed is TNF; the disease is Arthritis.