Cancer can directly and indirectly affect WBC counts. Blood cancers such as leukemia and lymphoma originate in the bone marrow, where WBCs are produced, leading to either an overproduction or underproduction of WBCs. Solid tumors might also impact WBC counts by spreading to the bone marrow or by causing chronic inflammation that alters WBC production.