Knee osteotomy is a surgical procedure that may be recommended if you have arthritis damage in just one area of your knee. The procedure involves removing or adding a wedge of bone to your upper shinbone (tibia) or lower thighbone (femur) to help shift your body weight off the damaged portion of your knee joint.