Importantly, Ribosis and metabolism are bidirectionally regulated: nutrient-sensing and growth factor pathways (e.g., PI3K–AKT–mTOR) activate rRNA synthesis when metabolite levels are sufficient, whereas tumor suppressors like p53 inhibit Ribosis under energy stress or ribosomal damage (59). Here, AKT1 is linked to neoplasm.