Therefore, SPP1, as a hub molecule connecting mechanical stress, inflammatory signals and ECM remodeling, plays a core role in the progression of osteoarthritis, but its precise mechanism requires additional validation through in vivo research. The gene discussed is SPP1; the disease is osteoarthritis.