Cancer can significantly impact the production and function of red blood cells. Various types of cancer, especially those that involve the bone marrow such as leukemia and lymphoma, can directly interfere with the production of RBCs. Additionally, cancer treatments like chemotherapy and radiation therapy can damage the bone marrow, leading to reduced RBC production and anemia.