In these validation cases, DMEA not only identified the expected drug MOAs (e.g., EGFR inhibitor MOA given a signature of EGFR inhibitor resistance) but also MOAs which may exhibit toxicity against tumor cells resistant to the input signature of interest. This evidence concerns the gene EGFR and neoplasm.