Of the seven genes identified, high levels of GDF10 and MMP9 showed a negative correlation to OS, which has been reported to be involved in carcinogenesis and the development of various cancers (Chang et al., 2017; Reggiani et al., 2017; Tekin et al., 2020a). This evidence concerns the gene GDF10 and cancer.