Our previous study (Zhao et al., 2021) identified eight independent pre-/early-pregnancy predictors, namely, pre-pregnancy BMI, pre-pregnancy intake of folic acid, white cell count, platelet count, alanine transaminase, albumin, direct bilirubin, and creatinine, which were significantly associated with the later GDM risk. The gene discussed is GPT; the disease is gestational diabetes.