Notably, a significant correlation has been observed between low LMRs, heightened PD-L1 expression, and poor prognosis in HCC patients, suggesting an augmented presence of monocyte-derived cells in the HCC microenvironment thus resulting in cytokine-induced increased PD-L1 expression [51]. The gene discussed is CD274; the disease is hepatocellular carcinoma.