The validation of the propionate-mediated anti-MAFLD activity of M. funiformis CML154 in hepatic steatosis cell model further confirmed this mode of action, and verified the activation of APN-AMPK-PPARα pathway by propionate. The gene discussed is PPARA; the disease is Hepatic steatosis.