Some outside exposures can lead to MDS by damaging the DNA inside bone marrow cells. For example, tobacco smoke contains chemicals that can damage genes. Exposure to radiation or certain chemicals such as benzene or some chemotherapy drugs can also cause mutations that lead to MDS.