Moreover, module M7, which is enriched for beta cell markers (Fig. 6b) and type 2 diabetes GWAS candidates (Fig. 8; ESM Fig. 4b), highlights hub genes such as ZNF800, which is closely associated with PAX4 [45], important in the development and differentiation of beta cells. This evidence concerns the gene ZNF800 and type 2 diabetes mellitus.