In-silico drug screening and potential target identification for hepatocellular carcinoma using Support Vector Machines based on drug screening result

► Gene expression profiling of chemicals creates drug signatures. ► Drug effectiveness in HCC is predicted by Support Vector Machines. ► Chemically sensitive genes are discovered and are candidate therapeutic targets. ► Link between cardiac glycosides and HCC inhibition is established.