In the chronic hepatitis B group, the HLA-DRB1*06:03:01 allele frequency was significantly lower compared to the normal control group, indicating a substantial correlation (OR = 0.19; 95% CI = 0.08–0.38, p = 0.002). Here, HLA-DRB1 is linked to chronic hepatitis B virus infection.