In our study, we found that four genes (AKAP12, ITGA1, JAM2, and MYADM) were closely correlated with the formation, development, and progression of ESCC using the WGCNA network based on the GSE23400 and GSE45670 datasets. This evidence concerns the gene AKAP12 and esophageal squamous cell carcinoma.