While toxicological factors are significant, genetics and lifestyle also play a role in bladder cancer risk. Genetic predispositions can affect how individuals metabolize carcinogens, while lifestyle factors such as dietary habits and physical activity can influence overall risk. A balanced diet rich in fruits and vegetables may provide protective effects due to the presence of antioxidants and other beneficial compounds.