Cancer Drug Response prediction using a Recommender System (CaDRReS) is based on the matrix factorization approach to predict which drugs are sensitive for an unseen cell line. CaDRReS can also be used for studying drug response mechanisms including classes of drugs, subtypes of cell lines based on drug response profile, and drug-pathway associations.