Elevated levels of ALP are often observed in patients with certain types of cancer. This is because tumors can produce ALP or cause increased production of the enzyme in the liver or bones. High ALP levels are commonly associated with liver cancer, bone metastases, and other malignancies affecting the liver and bone.