What is Fibrous Dysplasia? Fibrous dysplasia is a rare bone disorder in which scar tissue develops in place of normal bone tissue, thereby weakening the bone. The most common bones affected by this disease are skull and facial bones, thighbone, shinbone, pelvic bones, ribs, and upper arm bone.