We discovered TGF-β signaling pathway listed on the top one of the pathways associated with ATAD2 via RNA-sequencing and proved the regulation role of ATAD2 on TGF-β1, which clarified a tumor-promoting role of TGF-β signaling pathway in ESCC. Here, TGFB1 is linked to esophageal squamous cell carcinoma.