In the phenomapping analysis of HFpEF, one of phenogroups demonstrated high proinflammatory biomarkers including tumor necrosis factor-alpha-mediated inflammation, liver fibrosis, and tissue remodeling47. Here, TNF is linked to Hepatic fibrosis.