Additionally, GDF15 promotes osteoclast differentiation and inhibits osteoblast differentiation both in vivo and in vitro, leading to bone metabolism disorders.398 These findings support the crucial role of GDF15 in regulating distinct cancer cachexia phenotypes via different mechanisms. The gene discussed is GDF15; the disease is Cachexia.