However, each has notable limitations: CRP levels typically elevate only 24–48 h after symptom onset; NLR is highly susceptible to infection-related fluctuations; APACHE II is complex and subject to clinician interpretation; and although BISAP is user-friendly, its early predictive capacity remains limited. The gene discussed is CRP; the disease is infection.