Inhibitors of Wnt signaling pathway with structures of Formula I are disclosed, together with their pharmaceutical salts. Applications of compounds of Formula I in inhibiting or modulating the Wnt signaling pathway are also disclosed. Compounds of Formula I can treat disorders caused by aberrant activation of the Wnt signaling pathway.