Arguably the most commonly-known disease associated with smoking is cancer, particularly lung, mouth, and throat cancer. Because the poisons in cigarette smoke weaken your immune system, it makes it difficult for your body to kill cancerous cells. Cigarettes also actively change the structure of your DNA, making it more likely that your cells will grow out of control and create a cancerous tumor.