In conclusion, we explored the crucial role of HLJ1 in alleviating DEN-induced carcinogenesis through multiple mechanisms: DNA damage attenuation, inhibition of compensatory proliferation, and down-regulation of phosphorylated STAT3 in normal liver tissue, ultimately reducing tumor burden (Fig. 7). This evidence concerns the gene DNAJB4 and neoplasm.