<i>Conclusions:</i> IL-6-driven inflammatory escalation, combined with necrotic burden and persistent organ dysfunction, provides a robust early predictive framework for identifying AP patients likely to require surgical intervention. The gene discussed is IL6; the disease is alkaline phosphatase measurement.