Taken together, we provide evidence that OF exhibits the anti‐HCC, anti‐steatosis, and anti‐fibrosis effect for liver in zebrafish models, and the anti‐cancer potential of OF attributed to the binding to ASGR and activation of STAT3/HNF4A signaling. The gene discussed is HNF4A; the disease is cancer.