Compared with all cell types, beta cells had the most genes with time–glucose interaction effects, featuring several well-established type 2 diabetes genes, including INS [40], ABCC8 [41, 42], SLC30A8 [43, 44] and PCBD1 [45]. Here, INS is linked to type 2 diabetes mellitus.