Provided are preterm infant formulas containing dietary butyrate. Further disclosed are methods for promoting or accelerating myelination and optimizing myelination development in preterm infants via administering the preterm infant formulas disclosed herein. Further provided are methods for improving adipose tissue functioning in a preterm infant.