Cancer cells exhibit altered metabolism, known as the Warburg effect, where they preferentially use glycolysis for energy production even in the presence of oxygen. This results in the production of large amounts of lactate and other metabolic byproducts. Additionally, rapid cell division and high metabolic rates lead to increased production of reactive oxygen species (ROS), which are also considered waste products.