Background: This study was to create the weight percentiles of pregnant women with singleton full-term birth by gestational week (GW), and to evaluate the risks of low birth weight (LBW) and over birth weight/macrosomia (OBW) in newborns with maternal weight under 10th percentile (P10) or over 90th percentile (P90).Methods: The real medical record data of 94473 singleton full-term pregnancy women and their newborns were extracted from a regional information system. All participants were divided into LBW group, normal birth weight (NBW) group and OBW group, and the weight percentiles of all pregnant women and the weight percentiles curves by three groups and maternal BMI category were created. Then we calculated and compared the frequency of under P10 and over P90 during pregnancy in there groups, and used a adjusted generalized linear mixed model (GLMM) to compare the weight of three groups, and estimated the OR (95% CI) of LBW and OBW in under P10 and over P90 women by GW.Results: In all 94473 participants, 1.78% (1678) were full-term LBW and 2.94% (2780) were OBW. Compared with normal weight women, underweight women had a lower level and sharper percentile curves, overweight and obesity women had higher level and flatter percentile curves. Compared with NBW, women with LBW had a lower level percentile curves and women with OBW had a higher level percentile curves. Compared never under P10 women during pregnancy, OR (95% CI) of LBW was 2.15 (1.83, 2.52) in 1-3 frequencies under P10 women and was 3.37 (3.01, 3.77) in more than 3 frequencies under P10 women. Compared never over P90 women during pregnancy, OR (95% CI) of OBW was 2.54 (2.22, 2.91) in 1-3 frequencies over P90 women and was 4.97 (4.57, 5.41) in more than 3 frequencies over P90 women. At each GW, LBW was negative correlation with maternal weight (P < 0.05) and OBW was positive correlation with maternal weight (P < 0.05). In under P10 weight women at each GW (excepting 10th and 14th GW), there was a high risk of LBW (OR values from 1.64 to 3.77, P < 0.05). In over P90 weight women at each GW, there was a high risk of OBW (OR values from 2.22 to 4.28, P < 0.05).Conclusion: The weight percentiles and their curves by GW are available, economical and convenient measure for pregnancy health-care services and self-monitor of pregnant women, under P10 weight increases the risk of LBW and over P90 weight increases the risk of macrosomia.