# Developing and experimentally validating a glucocorticoid signaling-related gene signature to evaluate the prognosis and immunotherapeutic response in kidney renal clear cell carcinoma

**Authors:** Yu Zhang, Chen Chen, Tianhang Zhu, Wei Luo, Ranran Zhou, Wanlong Tan

PMC · DOI: 10.1371/journal.pone.0334104 · PLOS One · 2025-10-13

## TL;DR

This paper develops a gene signature linked to glucocorticoid signaling to predict prognosis and immunotherapy response in kidney cancer.

## Contribution

A novel gene signature based on glucocorticoid signaling is developed and validated for kidney cancer prognosis and immunotherapy prediction.

## Key findings

- The gene signature (ACADM, ANGPTL4, NFKB2) is a robust prognostic indicator across multiple KIRC cohorts.
- The signature is associated with CD8+ T cell infiltration and T cell exhaustion levels in kidney cancer.
- NFKB2 knockdown inhibits tumor growth and CD8+ T cell expansion in vivo.

## Abstract

Glucocorticoids play a pivotal role in tumorigenesis and cancer progression. However, the prognostic significance of glucocorticoid signaling-related genes remains poorly understood, particularly in kidney renal clear cell carcinoma (KIRC). Collected samples indicated KIRC patients exhibited elevated serum glucocorticoid levels compared to healthy donors (P < 0.05). Glucocorticoid signaling-related genes were curated from the MSigDB database. The TCGA-KIRC cohort was utilized for training, while 7 independent public KIRC cohorts and local samples were employed for validation. Through LASSO and random forest analyses, ACADM, ANGPTL4, and NFKB2 were identified and subsequently incorporated into a multivariate Cox regression model. This gene signature emerged as a robust prognostic indicator across multiple cohorts (pooled hazard ratio [HR] = 2.73, 95% confidence interval [CI] = 2.05–3.65). In local samples, KIRC tissues exhibited increased infiltration of NFKB2+ cells and decreased levels of ACADM+ and ANGPTL4+ cells (all P < 0.05). Meta-analyses and spatial transcriptomics revealed a positive association between the signature and CD8+ T cell infiltration. Furthermore, the signature was associated with T cell exhaustion levels and could predict immunotherapeutic responses in both computational simulations and real-world clinical settings (all P < 0.05). In vivo experiments showed that NFKB2 knockdown inhibited tumor growth and the expansion of CD8+PDCD1+ T cells, effects that were reversible with corticosterone treatment (all P < 0.05). Collectively, a glucocorticoid signaling-related gene signature was developed and rigorously validated as a predictive tool for prognosis and immunotherapeutic response in KIRC, offering valuable insights for guiding personalized treatment strategies.

## Linked entities

- **Genes:** ACADM (acyl-CoA dehydrogenase medium chain) [NCBI Gene 34], ANGPTL4 (angiopoietin like 4) [NCBI Gene 51129], NFKB2 (nuclear factor kappa B subunit 2) [NCBI Gene 4791]

## Full-text entities

- **Genes:** NFKB2 (nuclear factor kappa B subunit 2) [NCBI Gene 4791] {aka CVID10, H2TF1, LYT-10, LYT10, NF-kB2, p100}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, ACADM (acyl-CoA dehydrogenase medium chain) [NCBI Gene 34] {aka ACAD1, MCAD, MCADH}, ANGPTL4 (angiopoietin like 4) [NCBI Gene 51129] {aka ARP4, FIAF, HARP, HFARP, NL2, PGAR}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}
- **Diseases:** tumorigenesis (MESH:D063646), KIRC (MESH:D002292), cancer (MESH:D009369)
- **Chemicals:** corticosterone (MESH:D003345)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12517536/full.md

## References

61 references — full list in the complete paper: https://tomesphere.com/paper/PMC12517536/full.md

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Source: https://tomesphere.com/paper/PMC12517536