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. The gene discussed is DDR2; the disease is heart failure.