These findings support the use of METS-IR and TyG, together with simple anthropometric measures like BRI, AVI and WWI, as practical tools for insulin resistance assessment in clinical settings where insulin measurements are unavailable, unreliable or costly. Here, INS is linked to Insulin resistance.