INS and Hyperinsulinemia: We demonstrated that serum SCFA (i.e. propionate) might be a potential predictive factor for diabetes independent of insulin measurements, including FI, HOMA-IR, and HOMA-B, whereas serum BCFA (i.e. isovaleric acid) could promote diabetes risk via hyperinsulinemia, insulin resistance, or β-cell dysfunction.