We further investigated association scores with obesity, type 2 diabetes and glucose-stimulated insulin secretion-related phenotypes in summary-level data from the GIANT, DIAGRAM and MAGIC consortiums. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.