In the late 1990s the drug gefitinib became a new tool in treating the most common type of lung cancer, called non–small cell lung cancer. But doctors found that even with continued gefitinib treatment, some patients experienced a cancer relapse within a year. For the past several years, researchers have been working to uncover why these patients lost sensitivity to gefitinib and seeking how to overcome resistance to the drug. Kirsten Dorans reports on the strategies scientists are developing to outpace continually evolving cancer.