The failure of some medications can be attributed to multiple factors. One primary reason is the genetic heterogeneity of cancer. Tumors are not homogenous; they consist of different cell types that may respond variably to the same drug. Another reason is the development of drug resistance, where cancer cells adapt and become resistant to the effects of the drug. Additionally, the drug's mechanism of action might not align well with the specific biology of the patient's cancer.