Even though our primary focus in this study is to identify the important genes based on drug response (Fig. 4) and the biological processes they are involved in (Fig. 6), we briefly discuss the roles of TP53 and YWHAG (top 2 ranked genes in the pre-treatment network) in cancer pathogenesis in the Supplementary Information. Here, TP53 is linked to cancer.