In this study, we present an approach that combines ODE-based mathematical modeling with L1 regularization to identify differences in the EPO-induced JAK2/STAT5 signaling pathway between the NSCLC cell line H838 and CFU-E cells. This evidence concerns the gene EPO and non-small cell lung carcinoma.