This invention is directed to a method for quantifying cancer treatment response in patients with bone metastases using computer aided bone scan assessment, comprising:(a) obtaining a bone scan image(b) normalizing the obtained bone scan image to identify normalized bone scan lesions and(c) quantitatively assessing the normalized bone scan lesions using bone scan lesion area, bone scan intensity, or bone scan lesion count.