A method is provided for fabricating a transistor. The method includes providing a semiconductor substrate, and forming a metal layer on the semiconductor substrate. The method also includes forming a silicon layer having at least one layer of graphene-like silicon on the metal layer, and forming a metal oxide layer by oxidizing a portion of the metal layer underneath the silicon layer. Further, the method includes forming a source region and a drain region connecting with the silicon layer.