For the first time, we identified signature genes for ESCC associated with TM4SF, including TSPAN15, TSPAN9, and TSPAN16, and constructed a risk model that effectively predicts ESCC prognosis. Here, TSPAN1 is linked to esophageal squamous cell carcinoma.