Furthermore, we conducted a combined meta-analysis of the Spearman correlations between Composite SM and monocyte-derived cytokines (IL-1β, IL-6, TNF) across the three cohorts (Cohort_AF, Cohort_EU1, and Cohort_EU2). The gene discussed is IL1B; the disease is atrial fibrillation.