Solid tumors are abnormal masses of tissue that usually do not contain cysts or liquid areas. They can occur in various organs and tissues throughout the body. Unlike leukemia and lymphomas, which are cancers of the blood and lymphatic system respectively, solid tumors form in solid structures such as bones, muscles, and organs.