The present invention relates to methods of diagnosing, and methods of treating, hepatocellular carcinoma in a subject. The invention also relates to polypeptide antagonists of PLVAP proteins, including humanized and chimeric antibodies that specifically bind PLVAP proteins, as well as compositions and kits comprising such polypeptide antagonists.