ScRNA-seq reveals dynamic macrophage heterogeneity in chronic liver disease progression and prognostic biomarkers &lt;i&gt;KLF2/SPP1&lt;/i&gt; in HCC. Here, KLF2 is linked to hepatocellular carcinoma.