To elaborate, lower RDW, albumin, serum calcium, and blood pH, a higher SOFA score and heart rate, and a higher proportion of pneumonia and respiratory failure were significantly associated with more PerCI according to the analysis of LASSO and SHAP. The gene discussed is ALB; the disease is pneumonia.