LILRA5 and Sepsis: Our team previously identified sepsis biomarkers (e.g., LILRA5 [18] and monocyte differentiation signatures [19]) via single-omics analysis, focusing on static phenotype association but lacking multi-omics integration, mechanistic validation, and therapeutic exploration.