In conclusion, this retrospective study suggests the significance of PCT dynamics in guiding antibiotic therapy for severe pneumonia in elderly ICU patients, indicating that PCT-guided therapy may contribute to optimizing treatment and improving outcomes. The gene discussed is CALCA; the disease is susceptibility to pneumonia measurement.