Blood cancers affect the production and function of your blood cells. Most of these cancers start in your bone marrow where blood is produced. Cancerous blood cells prevent your body from fighting off infections or preventing serious bleeding. Common blood cancers are leukemia and myelodysplastic syndrome. They are discussed below.