However, other genes such Vamp2, Chi3l3 and Shc1 were both significantly overexpressed in mice developing diabetes late and expression correlated with time of diabetes onset (correlation coefficients 0.841, 0.681 and 0.718; P-values 0.004, 0.035 and 0.024, respectively). Here, SHC1 is linked to diabetes mellitus.