Blood malignancy leads to blood cancer. Malignant cells invade the surrounding tissues and spread into nearby organs. Malignant blood cancers affect the production and function of your blood cells. Most of these cancers start in your bone marrow where blood is produced. The three types of blood cancers include lymphoma, leukemia and myeloma.