Pathway analysis by ‘Cellchat’ showed that NCAM, IL16, SELL, MK, PARs, SEMA4, CCL, MHC-II pathway were only enriched in the heart failure group (Supplementary Figure S1A). Here, NCAM1 is linked to heart failure.