Here the authors set out to characterize changes in beta-cell metabolism in hyperglycemia which may contribute to insufficient insulin secretion in type 2 diabetes and, using a multi-omics approach, find that mitochondrial metabolism is perturbed. This evidence concerns the gene INS and type 2 diabetes mellitus.