Additionally, considering the potential impact of using data from fibrotic samples on the results, analysis of HSCs using fibrosis markers Col1a1 and Col1a2 demonstrated a progressive worsening of liver fibrosis over time (Supplementary Figure S1), indicating that the samples had not yet developed fibrosis. Here, COL1A1 is linked to fibrosis.