If impaired insulin production was the main reason for increased GDM risk among carriers of the risk alleles of MTNR1B and GCK, this may explain why carriers of the risk alleles did not benefit as much as non-carriers from insulin resistance reduction due to lower fat consumption. Here, GCK is linked to Insulin resistance.