Established vascular markers like angiopoietin-2 and VCAM-1 are limited in capturing endothelial dysfunction in SA-AKI and were underrepresented or non-discriminative in sub-phenotyping efforts [10–14]. Here, ANGPT2 is linked to endothelial dysfunction.