The causes of myelosuppression are varied, but one of the most common factors is the use of chemotherapy drugs. These drugs target rapidly dividing cells, which include not only cancer cells but also healthy cells in the bone marrow. Other causes can include exposure to radiation, certain viral infections, and a variety of toxic chemicals such as benzene and pesticides.