To sum up, increased levels of BGP, MMP-8, and inflammatory indicators such as IL-6, IL-1β, and IL-8 in GCF would increase the risk of ineffective drug treatment in patients with severe periodontitis. The gene discussed is IL1B; the disease is periodontitis.