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Background: Identifying the prenatal origins of mental conditions is of increasing interest, yet most studies have focused on high-risk populations and cannot disentangle prenatal and postnatal programming effects. Thus, we examined whether profiles of neurobehaviour indicative of future risk could be identified in healthy 1-3-day-old infants, and examined associations with perinatal risk factors.Methods: Participants included 627 healthy mothers and term infants from a population-based US cohort. Neurobehaviour was assessed within 24-72 h after delivery with the NICU Network Neurobehavioural Scales (NNNS). A model-based clustering algorithm was used to derive neurobehavioural profiles from NNNS scores. Maternal health histories, pregnancy conditions and behaviours, labour/delivery factors, and infant attributes were examined in relation to the neurobehavioural profiles.Results: Seven discrete neurobehavioural profiles were identified, including one average functioning profile, and two inversely patterned below and above average profiles. Higher pregnancy weight gain (OR 1.44, 95% CI 1.10, 1.88) and birthweight percentiles (OR 1.46, 95% CI 1.10, 1.95) were associated with greater odds of below average newborn neurobehaviour. Above average neurobehaviour was associated with experiencing longer gestations (OR 1.29, 95% CI 1.02, 1.64) and higher 5-min APGAR scores (OR 2.43, 95% CI 1.07, 5.52). Maternal pregnancy alcohol use (OR 0.54, 95% CI 0.33, 0.89), and fetal distress (OR 0.10, 95% CI 0.01, 0.72) were associated with lower likelihood of having average neurobehaviour.Conclusion: Distinct profiles of neurobehaviour can be derived in a healthy population of newborns, with different sets of perinatal factors predicting different patterns of neurobehaviour. These findings suggest a potential in utero origin for mental health risk. [ABSTRACT FROM AUTHOR]