AKT1 and neoplasm: The enrichment analysis of DEGs revealed that PI3K-AKT, MAPK, and cytokine‒cytokine receptor interaction signalling were also activated in HPCs between cirrhotic and tumour tissue from clinical patients (Fig. 7G), which suggested that the signalling pathways mentioned above might contribute to the transformation of HPCs into CAFs.