Harnessing the wisdom of crowds in the DREAM Challenge, Tarca et al. developed methods to predict gestational age and preterm birth from longitudinal multi-omics data. The authors show that blood RNAs predict ultrasound-based gestational age, and they identify molecular changes preceding a diagnosis of spontaneous preterm birth in asymptomatic women.