The present application provides methods and compositions for inducing hepatocyte proliferation and liver regeneration, the latter being mainly dependent on hepatocyte proliferation even if all the other cell types divide to reconstitute the organ specific-lobular-architecture. The methods and compositions provided herein make use of an A3AR agonist. A preferred A3AR agonist disclosed herein is Cl-IB-MECA.