These results indicate that not only there are obvious significant difference of aberrant DNA methylation of EPB41L3, GPX3 and COL14A1 in the plasma between ESCC patients and healthy individuals, but also the methylation frequency might be associated with the advanced tumor stages. Here, COL14A1 is linked to esophageal squamous cell carcinoma.