ATF4 has been implicated in various biological processes and diseases, including cellular stress response, development, cancer and metabolic diseases [2,3,62–65], and similarly, we found that the SNPs which reside in the chromatin binding sites of ATF4 are associated to a broad range of traits. Here, ATF4 is linked to metabolic disease.