Methods, systems, and apparatuses are disclosed for radiation treatment of tumors based at least in part on patient-specific imaging information. The methods, systems and apparatuses include computer programs encoded on computer-readable media. The methods include acquiring imaging information relating to a target to be treated. The imaging information is non-anatomic imaging information relating to the target acquired from at least one imaging marker that reflects at least one of the metabolic, physiological and histological features of the target. The methods further include computing a radiation dose based at least on the imaging information.