This model delineates five interconnected levels—ranging from acute activation to persistent clinical phenotypes—thereby integrating molecular events such as checkpoint overexpression (PD-1, CTLA-4), histone lactylation, and mitochondrial dysfunction with post-sepsis manifestations including recurrent infections, cognitive decline, and organ fibrosis [92,115,124]. The gene discussed is CTLA4; the disease is Sepsis.