Embodiments of the invention provide for cell therapy for cancers having a TEM1 or TEM8 antigen. Certain embodiments provide for cell therapy that targets tumor vasculature, including the tumor vascular bed, for example. In specific embodiments, TEM1- and/or TEM8-specific chimeric antigen receptors are employed.