In addition, the therapeutic efficacy of inhibiting activating transcription factor 4 (ATF4) in sepsis and sepsis-induced acute liver dysfunction was explored.<h4>Results</h4>Our results present the dynamic transcriptomic landscape of major nonparenchymal cells at single-cell resolution. The gene discussed is ATF4; the disease is Sepsis.