We identified five common feature genes (DHX15, USP14, COPS3, TYK2, and RIOK2) and their co-regulatory pathways between T2DM and COVID-19, which may provide new insights for molecular mechanism studies. Here, TYK2 is linked to type 2 diabetes mellitus.