Although TGF-β-targeted therapy has made breakthroughs in basic research and clinical translation, future studies need to focus on multi-target drug design, personalized treatment regimens, and novel delivery systems to accelerate the transition from preclinical research to clinical application, providing innovative therapeutic strategies for liver fibrosis and related liver diseases. This evidence concerns the gene TGFB1 and liver disorder.