A multimodal predictive model incorporating transcriptomic-guided blood biomarkers and clinical variables for sepsis-associated acute kidney injury

= 0.996; Brier score 0.040) and remained robust in external validation (AUC 0.909). Integrating immune biomarkers with routine clinical parameters may improve early prediction of SA-AKI, although multicenter prospective validation is required.