# Identification of immune-related prognostic biomarkers in lung squamous cell carcinoma microenvironment

**Authors:** Zhihao Wang, Zhengsheng Wu

PMC · DOI: 10.3389/fimmu.2025.1724319 · Frontiers in Immunology · 2026-01-05

## TL;DR

This study identifies immune-related genes that predict survival in lung squamous cell carcinoma and highlights the role of NR1D2 in tumor progression.

## Contribution

A novel 8-gene immune-related prognostic signature is developed for lung squamous cell carcinoma.

## Key findings

- Eight immune-related genes were identified as significant prognostic markers in LUSC.
- NR1D2 is downregulated in LUSC and linked to poor prognosis and tumor progression.
- The risk model stratifies patients into high- and low-risk groups with distinct immune profiles.

## Abstract

Lung squamous cell carcinoma (LUSC) is a leading cause of cancer-related mortality. Although immunotherapy has recently demonstrated clinical benefits, the biological roles of immune-related genes (IRGs) in LUSC remain insufficiently understood.

In this study, transcriptomic and clinical data from 493 LUSC patients were obtained from The Cancer Genome Atlas (TCGA). IRGs were identified through weighted gene co-expression network analysis, followed by univariate Cox regression and least absolute shrinkage and selection operator (LASSO) regression to screen for prognostic genes and establish a risk prediction model. The model’s predictive performance was validated, and the immune landscape associated with distinct risk subgroups was systematically characterized. Expression patterns and clinical significance of the signature genes were further investigated using bioinformatics analysis, quantitative real-time PCR, Western blotting, and immunohistochemistry.

A total of 55 differentially expressed IRGs were identified, among which 8 genes (PSMD1, ANGPTL4, LTBP3, MIF, NFATC3, NR1D2, PLXNB3, and SP1) demonstrated significant prognostic value. A prognostic signature based on these 8 IRGs was established that stratified patients into high- and low-risk groups with distinct survival outcomes, immune landscapes, and enriched pathways. As one of the constituent genes of the risk model, NR1D2 was found to be downregulated in LUSC and associated with poor prognosis. Functional assays indicated that NR1D2 facilitated malignant progression by regulating macrophage polarization and enhancing tumor cell migration.

This study establishes a novel IRGs-based prognostic signature with potential utility for risk stratification and individualized immunotherapeutic strategies in LUSC. Furthermore, it also provides valuable insights into the role of NR1D2 in clinical outcomes.

## Linked entities

- **Genes:** PSMD1 (proteasome 26S subunit, non-ATPase 1) [NCBI Gene 5707], ANGPTL4 (angiopoietin like 4) [NCBI Gene 51129], LTBP3 (latent transforming growth factor beta binding protein 3) [NCBI Gene 4054], MIF (macrophage migration inhibitory factor) [NCBI Gene 4282], NFATC3 (nuclear factor of activated T cells 3) [NCBI Gene 4775], NR1D2 (nuclear receptor subfamily 1 group D member 2) [NCBI Gene 9975], PLXNB3 (plexin B3) [NCBI Gene 5365], SP1 (Sp1 transcription factor) [NCBI Gene 6667]
- **Diseases:** lung squamous cell carcinoma (MONDO:0005097)

## Full-text entities

- **Genes:** PLXNB3 (plexin B3) [NCBI Gene 5365] {aka PLEXB3, PLEXR, PLXN6}, NFATC3 (nuclear factor of activated T cells 3) [NCBI Gene 4775] {aka NF-AT4c, NFAT4, NFATX, n339260}, MIF (macrophage migration inhibitory factor) [NCBI Gene 4282] {aka GIF, GLIF, MMIF}, ANGPTL4 (angiopoietin like 4) [NCBI Gene 51129] {aka ARP4, FIAF, HARP, HFARP, NL2, PGAR}, PSMD1 (proteasome 26S subunit, non-ATPase 1) [NCBI Gene 5707] {aka P112, Rpn2, S1}, NR1D2 (nuclear receptor subfamily 1 group D member 2) [NCBI Gene 9975] {aka BD73, EAR-1R, REVERBB, REVERBbeta, RVR}, SP1 (Sp1 transcription factor) [NCBI Gene 6667], LTBP3 (latent transforming growth factor beta binding protein 3) [NCBI Gene 4054] {aka DASS, GPHYSD3, LTBP-3, LTBP2, STHAG6, pp6425}
- **Diseases:** Cancer (MESH:D009369), LUSC (MESH:D002294)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12813068/full.md

## References

43 references — full list in the complete paper: https://tomesphere.com/paper/PMC12813068/full.md

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Source: https://tomesphere.com/paper/PMC12813068