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Introduction: Increased BMI has been identified as a risk factor for most pregnancy complications, but the underlying metabolic factors mediating the detrimental effects of BMI are largely unknown. We aimed to compare metabolic profiles in overweight/obese women (body mass index [BMI] ≥ 25 kg/m2) and normal weight/underweight women (BMI < 25 kg/m2) across gestation. We also explored how gestational weight gain (GWG) affected maternal metabolic profiles. Material and methods: Exploratory nested case–control study based on a prospective longitudinal cohort of women who were healthy prior to pregnancy and gave birth at Oslo University Hospital from 2002 to 2008. The sample consisted of 48 women who were overweight/obese and 59 normal‐weight/underweight women. Plasma samples from four time points in pregnancy (weeks 14–16, 22–24, 30–32 and 36–38) were analyzed by nuclear magnetic resonance spectroscopy and 91 metabolites were measured. Linear regression models were fitted for each of the metabolites at each time point. Results: Overweight or obese women had higher levels of lipids in very‐low‐density lipoprotein (VLDL), total triglycerides, triglycerides in VLDL, total fatty acids, monounsaturated fatty acids, saturated fatty acids, leucine, valine, and total branched‐chain amino acids in pregnancy weeks 14–16 compared to underweight and normal‐weight women. Docosahexaenoic acid and degree of unsaturation were significantly lower in overweight/obese women in pregnancy weeks 36–38. In addition, overweight or obese women had higher particle concentration of XXL‐VLDL and glycoprotein acetyls (GlycA) at weeks 14–16 and 30–32. GWG did not seem to affect the metabolic profile, regardless of BMI group when BMI was treated as a dichotomous variable, ≥25 kg/m2 (yes/no). Conclusions: Overweight or obese women had smaller pregnancy‐related metabolic alterations than normal‐weight/underweight women. There was a trend toward higher triglyceride and VLDL particle concentration in overweight/obese women. As this was a hypothesis‐generating study, the similarities with late‐onset pre‐eclampsia warrant further investigation. The unfavorable development of fatty acid composition in overweight/obese women, with possible implication for the offspring, should also be studied further in the future. [ABSTRACT FROM AUTHOR]