Pronounced my-lo-dis-plas-tic sin-dromes. These are a group of conditions affecting the bone marrow. The bone marrow makes many abnormal blood cells but there are not enough healthy blood cells in the blood. Myelodysplastic syndromes are not cancer but they can sometimes develop into leukaemia.