Model-based approaches in cancer research involve the use of computational, mathematical, and statistical models to understand the complexities of cancer biology, predict disease progression, and evaluate therapeutic strategies. These approaches are essential for unraveling the intricate mechanisms of cancer and for designing effective treatment plans.