Cancer development is a process of accumulation of genetic alterations. The success of cancer genomics project has advanced our understanding of cancer etiology, however, the underlining mechanisms still remain elusive, especially for those altered genes which were previously considered as passengers. Accumulating data provide deniable evidence that certain mutations in cancer may function as Achille’s heel which provides us the opportunity to utilize them as targets for cancer treatments.