We conducted gene-level analysis among the 127 genes, and identified five genes, including GNAI3, CHRNE, PAK4, WASL, and ITCH, that were significantly associated with ESCC risk (P<0.05) (Table 1). This evidence concerns the gene PAK4 and esophageal squamous cell carcinoma.