Cancer can disrupt normal blood production in several ways. For instance, cancers like leukemia directly affect the bone marrow, where blood cells are produced. This can lead to a reduction in the number of healthy blood cells, causing conditions such as anemia, neutropenia, and thrombocytopenia. Additionally, solid tumors can invade the bone marrow or release substances that affect blood production.