The findings collectively indicate that inhibition of the JAK2/STAT3 pathway mitigates stress-induced hepatic inflammatory injury by reprogramming macrophage polarization dynamics, aligning mechanistically with Jinmei Yao’s observations in non-alcoholic steatohepatitis models [41]. Here, JAK2 is linked to alcoholic fatty liver disease.