ALB and acute kidney injury: Furthermore, the Platelet to Albumin Ratio (PAR), a marker of systemic inflammation and immunonutritional status, has demonstrated superiority in evaluating AKI incidence and outcomes in patients with cardiogenic shock (He Z. et al., 2022; Ding et al., 2025; Xie et al., 2025).