ObjectivesTo examine obstetrical and neonatal outcomes across maternal glucose profiles at the population‐level and to explore insulin sensitivity and beta‐cell function across profiles in an independent, well‐phenotyped cohort for potential pathophysiologic explanation.Research Design and MethodsObservational cohort study of all pregnancies with gestational diabetes screening between Oct 2008– Dec 2018 resulting in live singleton birth in Alberta, Canada (n= 436,773) were categorized into 7 maternal glucose profiles: 1) normal 50g‐glucose challenge test (nGCT) 2) normal 75‐g OGTT (nOGTT) 3) isolated elevated 1h post‐load glucose (ePLPG1) 4) isolated elevated 2h post‐load glucose (ePLPG2), 5) elevated 1 and 2 hr post‐load glucose (ePLPG12) 6) isolated elevated FPG (eFPG), and 7) elevated FPG + elevated 1‐h and/or 2‐h PLG (Combined). Primary outcomes were large‐for‐gestational‐age (LGA) and neonatal intensive care unit (NICU) admission rates. An independent observational cohort of 1451 females was examined for measures of beta cell function (ISSI‐2, insulinogenic index/HOMA‐IR) and insulin sensitivity/resistance (Matsuda index, HOMA‐IR) by similar maternal glucose profiles.ResultsPregnancies with elevated FPG, either isolated or combined, had higher adverse events and lower insulin sensitivity. The combination of elevated FPG +elevated 1‐h and/or 2‐h PLG had the highest rates of LGA(20.9%), NICU admissions(14.7%), and lowest insulin sensitivity as measured by Matsuda index and HOMA‐IR, and beta cell function as measured by ISSI‐2 and Insulinogenic index/HOMA‐IR.ConclusionsElevated fasting plasma glucose, either alone or combined with post‐load glucose elevation is associated with worse outcomes than isolated post‐load glucose elevation, possibly due to higher degrees of insulin resistance. Future work is needed to better understand these differences, and explore whether tailored treatment of GDM can improve neonatal outcomes.