Metabolism reprogramming within the tumor microenvironment (TME) can have a profound impact on immune cells. Identifying the association between metabolic phenotypes and immune cells in lung adenocarcinoma (LUAD) may reveal mechanisms of resistance to immune checkpoint inhibitors (ICIs). Metabolic phenotypes were classified by expression of metabolic genes. Somatic mutations and transcriptomic features were compared across the different metabolic phenotypes. The metabolic phenotype of LUAD is predominantly determined by reductase-oxidative activity and is divided into two categories: redox
high
LUAD and redox
low
LUAD. Genetically, redox
high
LUAD is mainly driven by mutations in KEAP1, STK11, NRF2, or SMARCA4. These mutations are more prevalent in redox
high
LUAD (72.5%) compared to redox
low
LUAD (17.4%), whereas EGFR mutations are more common in redox
low
LUAD (19.0% vs. 0.7%). Single-cell RNA profiling of pre-treatment and post-treatment samples from patients receiving neoadjuvant chemoimmunotherapy revealed that tissue-resident memory CD8+ T cells are responders to ICIs. However, these cells are significantly reduced in redox
high
LUAD. The redox
high
phenotype is primarily attributed to tumor cells and is positively associated with mTORC1 signaling. LUAD with the redox
high
phenotype demonstrates a lower response rate (39.1% vs. 70.8%,
p
= 0.001), shorter progression-free survival (3.3 vs. 14.6 months,
p
= 0.004), and overall survival (12.1 vs. 31.2 months,
p
= 0.022) when treated with ICIs. The redox
high
phenotype in LUAD is predominantly driven by mutations in KEAP1, STK11, NRF2, and SMARCA4. This phenotype diminishes the number of tissue-resident memory CD8+ T cells and attenuates the efficacy of ICIs.