TF network analysis uncovered four upstream hub transcriptional factors NF-κB, ESR1, STAT3 and CTNNB1 active in both type 2 diabetes and hIAPP islets (Fig. 7). Here, CTNNB1 is linked to type 2 diabetes mellitus.