CONCLUSIONS: In a cardio-metabolically diverse population, the incremental associations of LFNITs with CVD outcomes were mediated by atherosclerotic burden rather than arterial stiffening. FIB-4 consistently demonstrated associations with all study endpoints. These findings provide mechanistic insights and support the clinical applicability of FIB-4 in CVD …