Background: The mechanism underlying disease progression of myelodysplastic syndromes (MDS) to acute myeloid leukemia (AML) remains poorly elucidated. Epigenetic alterations are increasingly implicated in the pathogenesis of cancer progression including MDS. However, little studies explored the whole-genome methylation alterations during MDS progression.Methods: We conducted reduced representation bisulfite sequencing in four paired MDS/secondary AML (MDS/sAML) patients and intended to discover methylation-associated epigenetic drivers in MDS progression.Results: In four paired MDS/sAML patients, cases at sAML stage showed significantly increased methylation level when compared with their matched MDS stage. A total of 1090 differentially methylated fragments (DMFs) (441 hypermethylated and 649 hypomethylated) were identified involved in MDS pathogenesis, whereas 103 DMFs (96 hypermethylated and 7 hypomethylated) were identified involved in MDS progression. Further targeted bisulfite sequencing identified aberrant GFRA1, IRX1, NPY, and ZNF300 methylation was frequent events in additional de novo MDS and AML patients, of which only ZNF300 methylation was associated with ZNF300 expression. Moreover, ZNF300 hypermethylation in larger cohorts of de novo MDS and AML patients was further confirmed by real-time quantitative methylation-specific PCR. Clinical studies showed that ZNF300 methylation could act as a potential biomarker helpful for the diagnosis and prognosis in MDS and AML patients. In in vitro experiments, overexpression of ZNF300 exhibited anti-proliferative and pro-apoptotic effects in MDS-derived AML cell line SKM-1.Conclusions: Genome-wide DNA hypermethylation was a frequent event during MDS progression. Among these changes, ZNF300 methylation through the regulation of ZNF300 expression acted as an epigenetic driver in MDS progression. These findings give a theoretical basis for investigating and using the efficacy of DNMT inhibitors in MDS patients against disease progression, and provide new insights for targeted therapy in MDS.