Time-resolved tracking may elucidate how CAF-FAP and CAF-C7 dynamically evolve during HCC progression, distinguishing key CAF subpopulations from bystanders and revealing the dynamics of stromal organizations. Here, FAP is linked to hepatocellular carcinoma.