The present study, we modelled for the first time the dual roles of cuproptosis-related genes GLS and PDHA1 in the regulation of the immune microenvironment of LUSC, both through metabolic reprogramming that induces immunogenic death, and through a network of core immune genes that shapes the “hot tumour” phenotype. Here, GLS is linked to neoplasm.