LAG3 and hepatocellular carcinoma: Guo et al. conducted multiplex immunofluorescence analysis on HCC tissue samples, revealing higher FGL1 levels in tumors compared to adjacent tissues, positively correlating with LAG-3 expression and negatively correlating with CD8+ T cell abundance [115].