In this review article, we mainly introduce four of the most frequently mutated splicing factor genes (SF3B1, U2AF1, SRSF2, and ZRSR2) in MDS with the aberrant splicing mechanism caused by those mutations and an outline of MDS from a splicing point of view. This evidence concerns the gene SLU7 and myelodysplastic syndrome.