The HALP score—a composite index derived from hemoglobin, albumin, lymphocyte, and platelet counts—reflects nutritional and inflammatory status and may serve as a predictive biomarker for CIN. The gene discussed is ALB; the disease is cervical squamous intraepithelial neoplasia.