GDF15 and COVID-19: On the other hand, growth differentiation factor-15 (GDF-15), a member of the TGF-β superfamily implicated in metabolic regulation, also appears to be a strong predictor of poor outcomes in patients with a severe form of COVID-19 [36,37].