Of which, the top 20 differential expressed genes (DEGs) were mainly related to the progression of malignant tumors, including SYT12, CLDN10, COL9A3, SFRP1, MT1G, MTIH, etc. (Fig. 1d). This evidence concerns the gene SYT12 and cancer.