Therefore, the shape of the association of FPG and HbA1c with incident type 2 diabetes is non-linear, while the shape of 2hPG, loge fasting insulin and loge HOMA-IR with incident type 2 diabetes is linear. Here, INS is linked to type 2 diabetes mellitus.