Comprehensive landscape analysis of the staging mechanism of esophageal cancer (Figure 4) revealed that the key gene SH3GL2 of ncRNA has-miR-330-3p regulates module 8, which is also a consensus gene in four stages of DEGs. The gene discussed is SH3GL2; the disease is esophageal cancer.