The primary blood cells affected are red blood cells, white blood cells, and platelets. Red blood cells are responsible for oxygen transport, white blood cells play a crucial role in immunity, and platelets are essential for blood clotting. Damage to the bone marrow, where these cells are produced, can lead to anemia, increased risk of infections, and bleeding problems.