In addition, single-cell data analysis revealed a stage-specific trend of <i>CD40LG</i> expression in <i>CD4</i><sup>+</sup> T cells during MASLD progression, while its receptor <i>CD40</i> was also activated in B cells. The gene discussed is CD4; the disease is metabolic dysfunction-associated steatotic liver disease.