Our main goals in this study were to develop the bestpossible predictive models for TBK1 inhibitors that could be usedby research scientists in their quest to discover effective drugsagainst wide range of diseases such as cancer, viral infections, andinflammatory disorders. The gene discussed is TBK1; the disease is viral infectious disease.