In fact, the biological network showed that these signalling pathways were directly or indirectly linked to each other through hub genes; for example, GnRH signalling pathways may regulate INS1 release and type II diabetes mellitus via the MKPA signalling pathway. Here, GNRH1 is linked to type 2 diabetes mellitus.