Bone marrow suppression is when fewer blood cells are made in the marrow. It can cause a decrease in red and white blood cells, and platelets. Nearly all chemotherapy medicines cause a drop in blood cell counts. The drop in blood cell counts varies depending on which medicines are used for your child's treatment.