Furthermore, considering recent advancements in lactate metabolism detection technologies, particularly the lactylation profiling technique developed by Wu et al., a Csrp2-centred peripheral blood detection method holds potential for developing non-invasive early screening protocols for HCC. This evidence concerns the gene CSRP2 and hepatocellular carcinoma.