Pathways contributing to ESCC tumorigenesis through ion channels that interacted with lipid metabolism- and EMT-related proteins included insulin resistance and estrogen receptor-calcium signaling (Figure 6). Here, ESR1 is linked to esophageal squamous cell carcinoma.