All included studies: enrolled adult patients with acute or chronic heart failure, measured at least one inflammatory biomarker (IL-6, hs-CRP, or NLR), and reported multivariable-adjusted hazard ratios (HRs) for all-cause mortality and/or heart failure rehospitalization. The gene discussed is IL6; the disease is congestive heart failure.