Furthermore, we observed the proportion of markers associated with fibroblasts (VIM, POSTN, DDR2, THBS4, COL1A1, COL1A2, FN1) were significantly higher in heart failure than the control group in the human data (Additional file 1: Figure S14C), which were consistent with that in mice. This evidence concerns the gene COL1A2 and heart failure.