When the 16 SNPs were tested for association with dietary intakes, the obesity risk alleles of four of them associated nominally significantly with lower total energy intake (FTO, GNPDA2, NEGR1 and NPC1) and one (AIF1) with higher energy intake. This evidence concerns the gene GNPDA2 and obesity due to melanocortin 4 receptor deficiency.