Recent developments in the prevention, detection, treatment, and management of cancer are highlighted. The significance and importance of mathematical modeling of cancer is discussed. Some mathematical models of cancer are discussed, reviewed, appraised, and related to clinical studies, with a special focus on the cancers of the disseminated type. Special emphasis is placed on mathematical models of acute leukemia, being a dangerous type of cancer. Insights and predictions brought on by the models are discussed and placed within clinical context. These insights and predictions are also placed within the framework of the growing relevance of mathematical models to clinical studies and investigations. The models are used to demonstrate and spotlight the importance of looking at cancer treatment as a formal optimization problem.