Like in people, not all dog cancers are the same. The soft, fatty tumors that can develop on your older dog’s skin are often benign and pose no harm to your pup’s quality of life. But tumors that form internally may be harmful, painful, and can spread to other parts of the body. Bone cancer is one such type of malignant cancer.