Next, by focusing on cellular ecosystems of the liver TME (Fig. 5a(bottom) and Fig. 5d), we identified prominent fibroblast-associated transcriptional signatures (for example, Col1a1+Col3a1+)42,43 at the tumour–stroma border. The gene discussed is COL1A1; the disease is neoplasm.