A lipoma is a growth of fatty tissue that slowly develops under your skin. People of any age can develop a lipoma, but children rarely develop them. A lipoma can form on any part of the body, but they typically appear on the: neck, shoulders, back, abdomen, arms and thighs. They’re classified as benign growths, or tumors, of fatty tissue. This means a lipoma isn’t cancerous and is rarely harmful.