The present study defined five time points for maternal Hb measurement and aimed to explore the associations between maternal Hb concentrations in different time points during pregnancy and neonatal birth weight outcomes (including birth weight, SGA/LBW and LGA/macrosomia). This evidence concerns the gene GSTM1 and Large for gestational age.