In conclusion, our study demonstrates that BGN is significantly upregulated in CAFs within the ESCC tumor microenvironment and promotes the proliferation and migration of ESCC cells through activation of the Erk and NF-κB pathways via TLR4 signaling. Here, TLR4 is linked to esophageal squamous cell carcinoma.