To the best of our knowledge, this is the first study to clearly demonstrate an interaction between NAFLD-associated steatosis and Hb concentration in determining the risk of GDM in pregnant Chinese women. Here, GSTM1 is linked to metabolic dysfunction-associated steatotic liver disease.