Here, Hong and colleagues perform a genome-wide gene × environment interaction analysis and find that maternal COL24A1 variants have a significant interaction with maternal pre-pregnancy obesity in increasing PTB risk. This evidence concerns the gene COL24A1 and obesity due to melanocortin 4 receptor deficiency.