Furthermore, despite single-cell RNA-seq revealing macrophage heterogeneity in NASH, the differential crosstalk between specific LPC subpopulations and macrophage subsets (TPPP3+COL10A1+ vs conventional subsets) warrants spatial validation to precisely map niche-specific interactions. The gene discussed is TPPP3; the disease is metabolic dysfunction-associated steatohepatitis.