Interestingly, dysfunction or inhibition of some specific genes such as Ide, Ppp1r3c, Hdac9, Ghsr and Gckr can improve insulin sensitivity to varying degrees in pre-diabetes period in GK rats. Here, GHSR is linked to diabetes mellitus.