In recent years, GDF-15 has garnered significant interest due to its association with various chronic conditions, including cardiovascular disease, obesity, and, more recently, musculoskeletal disorders like LBP-related disability [8,47]. The gene discussed is GDF15; the disease is cardiovascular disorder.