Our receptor-ligand pair analysis further identified Wnt4-(FZD3+LRP6) and TGFB1-(ACVR1B+TGFBR2) as critical mediators of intercellular communication in T2D. Here, TGFB1 is linked to type 2 diabetes mellitus.