High-risk MDS showed significant upregulation of ATG5, KIAA0430, CALCOCO2, ZC3HAV1, HNRNPL, and PABPC1, compared to low-risk cases. This evidence concerns the gene CALCOCO2 and myelodysplastic syndrome.