Preventing treatment failure involves: 1. Personalized Medicine: Tailoring treatment based on the genetic profile of the tumor and the patient. 2. Combination Therapy: Using multiple drugs to target different pathways. 3. Ongoing Monitoring: Regular monitoring to detect and address issues early.