The exact cause of chronic leukemia is not fully understood. However, it is believed to involve genetic mutations in the bone marrow cells. Factors such as exposure to radiation, certain chemicals, and a family history of leukemia can increase the risk. In CML, a specific genetic abnormality known as the Philadelphia chromosome is a well-known cause.