HIV-Related Rheumatic Disease Syndrome Approximately 33 percent of HIV-infected individuals experience joint pain sometime during the course of the disease. Between 5 percent and 10 percent are diagnosed as having some form of reactive arthritis. Overview Infectious Arthritis Infectious arthritis is joint pain, soreness, stiffness and swelling caused by an infectious agent such as by bacteria, viruses or fungi.