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This project explores how immune activation, checkpoint suppression, and T-cell exhaustion shape tumour behavior and survival outcomes in lung adenocarcinoma using TCGA-LUAD transcriptomic data. By integrating immune-related gene expression into composite immune balance models, the analysis identifies distinct tumour microenvironment states.