# Comprehensive analysis and identification of subtypes and hub genes of high immune response in lung adenocarcinoma

**Authors:** Han Li, Yuting Lei, Xianwen Lai, Ruina Huang, Yuanyuan Xiang, Zhao Zhao, Zhenfu Fang, Tianwen Lai

PMC · DOI: 10.1186/s12890-024-03130-6 · BMC Pulmonary Medicine · 2024-07-04

## TL;DR

This study identifies four immune subtypes in lung adenocarcinoma and five key genes linked to immune response, aiming to improve immunotherapy outcomes.

## Contribution

The study introduces a novel classification of LUAD subtypes and identifies hub genes influencing CD8+ T cell activity.

## Key findings

- Subtypes C1 and C3 show higher immunogenicity and immune checkpoint gene expression.
- Inhibiting five hub genes reduces immunosuppression and boosts T cell activity in LUAD.
- C1 and C3 subtypes may respond better to immunotherapy and chemotherapy.

## Abstract

The advent of immunotherapy targeting immune checkpoints has conferred significant clinical advantages to patients with lung adenocarcinoma (LUAD); However, only a limited subset of patients exhibit responsiveness to this treatment. Consequently, there is an imperative need to stratify LUAD patients based on their response to immunotherapy and enhance the therapeutic efficacy of these treatments.

The differentially co-expressed genes associated with CD8 + T cells were identified through weighted gene co-expression network analysis (WGCNA) and the Search Tool for the Retrieval of Interacting Genes (STRING) database. These gene signatures facilitated consensus clustering for TCGA-LUAD and GEO cohorts, categorizing them into distinct immune subtypes (C1, C2, C3, and C4). The Tumor Immune Dysfunction and Exclusion (TIDE) model and Immunophenoscore (IPS) analysis were employed to assess the immunotherapy response of these subtypes. Additionally, the impact of inhibitors targeting five hub genes on the interaction between CD8 + T cells and LUAD cells was evaluated using CCK8 and EDU assays. To ascertain the effects of these inhibitors on immune checkpoint genes and the cytotoxicity mediated by CD8 + T cells, flow cytometry, qPCR, and ELISA methods were utilized.

Among the identified immune subtypes, subtypes C1 and C3 were characterized by an abundance of immune components and enhanced immunogenicity. Notably, both C1 and C3 exhibited higher T cell dysfunction scores and elevated expression of immune checkpoint genes. Multi-cohort analysis of Lung Adenocarcinoma (LUAD) suggested that these subtypes might elicit superior responses to immunotherapy and chemotherapy. In vitro experiments involved co-culturing LUAD cells with CD8 + T cells and implementing the inhibition of five pivotal genes to assess their function. The inhibition of these genes mitigated the immunosuppression on CD8 + T cells, reduced the levels of PD1 and PD-L1, and promoted the secretion of IFN-γ and IL-2.

Collectively, this study delineated LUAD into four distinct subtypes and identified five hub genes correlated with CD8 + T cell activity. It lays the groundwork for refining personalized therapy and immunotherapy strategies for patients with LUAD.

The online version contains supplementary material available at 10.1186/s12890-024-03130-6.

## Linked entities

- **Genes:** CD8A (CD8 subunit alpha) [NCBI Gene 925], PDCD1 (programmed cell death 1) [NCBI Gene 5133], CD274 (CD274 molecule) [NCBI Gene 29126], IFNG (interferon gamma) [NCBI Gene 3458], IL2 (interleukin 2) [NCBI Gene 3558]
- **Diseases:** lung adenocarcinoma (MONDO:0005061)

## Full-text entities

- **Genes:** IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, IL2 (interleukin 2) [NCBI Gene 3558] {aka IL-2, TCGF, lymphokine}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}
- **Diseases:** Tumor Immune Dysfunction and (MESH:D007154), LUAD (MESH:D000077192), T cell dysfunction (MESH:C536780)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC11225283/full.md

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11225283/full.md

## References

39 references — full list in the complete paper: https://tomesphere.com/paper/PMC11225283/full.md

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Source: https://tomesphere.com/paper/PMC11225283