This mechanistic cascade directly links WISP1 signaling to the STAT3-driven transcriptional regulation of ECM remodeling effectors—a finding that addresses the knowledge gap regarding how CAFs execute WISP1-dependent stromal reprogramming in ESCC. Here, CCN4 is linked to esophageal squamous cell carcinoma.