Indeed, in this work, descriptors were identified by QSAR models to effectively predict the P-glycoprotein inhibitory effect as well as to guide the design of new of 2-oxo 1, 2-dihydroquinoline-4- carboxylic acid derivatives for potential applications in cancer multidrug resistance area. The gene discussed is ABCB1; the disease is cancer.