# Construction and validation of a prognostic model for lung adenocarcinoma based on necrotic cell death triggered by sodium overload-related coexpressed genes

**Authors:** Li Liang, Xiaoqi Wang, Huihui Liu, Ting Huang, Quan Zhu, Fangguo Lu, Chunjing Chen

PMC · DOI: 10.3389/fgene.2026.1763705 · Frontiers in Genetics · 2026-03-02

## TL;DR

This study builds a prognostic model for lung adenocarcinoma using genes related to sodium overload-induced cell death, offering new insights for personalized treatment.

## Contribution

A novel prognostic model for LUAD based on NECSO-related coexpressed genes is developed and validated.

## Key findings

- A 15-gene prognostic model was constructed using NECSO-related genes coexpressed with TRPM4.
- High-risk patients showed TP53/TTN mutations, high TMB, and impaired immune cell function.
- Nomograms combining risk scores and clinical features showed strong predictive power.

## Abstract

The aim of this study was to explore the prognostic significance of necrotic cell death triggered by sodium overload (NECSO)-related genes in lung adenocarcinoma (LUAD) and construct a prognostic model with high predictive efficiency. The findings will enable a precise stratification of the prognostic risk of patients with LUAD. Analysis of the constructed prognostic model, immune cell infiltration, and tumor mutational burden (TMB) will facilitate the development of individualized precision medical protocols.

Based on the LUAD data obtained from TCGA and GEO databases, a prognostic prediction model for LUAD containing 15 key genes (including arginyl aminopeptidase like 1 [RNPEPL1] and beta-1,3-N-acetylglucosaminyltransferase 3 [B3GNT3]) coexpressing with the key NECSO gene, TRPM4, was established.

Risk score was identified as an independent prognostic factor. High-risk patients had the following characteristics: high frequency of mutations in TP53 and TTN genes, high TMB, high number of immunosuppressive cells with impaired immune cell function, and abnormally active metabolism. Nomograms developed by integrating clinical features and risk scores displayed high predictability.

The findings provide new molecular markers and potential therapeutic targets for the prognosis of LUAD and lay a theoretical foundation for the development of therapeutic approaches targeting the NECSO mechanism in patients with LUAD.

## Linked entities

- **Genes:** TRPM4 (transient receptor potential cation channel subfamily M member 4) [NCBI Gene 54795], RNPEPL1 (arginyl aminopeptidase like 1) [NCBI Gene 57140], B3GNT3 (UDP-GlcNAc:betaGal beta-1,3-N-acetylglucosaminyltransferase 3) [NCBI Gene 10331], TP53 (tumor protein p53) [NCBI Gene 7157], TTN (titin) [NCBI Gene 7273]
- **Diseases:** lung adenocarcinoma (MONDO:0005061)

## Full-text entities

- **Genes:** RNPEPL1 (arginyl aminopeptidase like 1) [NCBI Gene 57140], B3GNT3 (UDP-GlcNAc:betaGal beta-1,3-N-acetylglucosaminyltransferase 3) [NCBI Gene 10331] {aka B3GAL-T8, B3GN-T3, B3GNT-3, HP10328, TMEM3, beta3Gn-T3}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, TTN (titin) [NCBI Gene 7273] {aka CMD1G, CMH9, CMPD4, CMYO5, CMYP5, EOMFC}, TRPM4 (transient receptor potential cation channel subfamily M member 4) [NCBI Gene 54795] {aka EKVP6, LTrpC4, PFHB1B, TRPM4B, hTRPM4}
- **Diseases:** LUAD (MESH:D000077192), tumor (MESH:D009369), necrotic (MESH:D009336)
- **Chemicals:** sodium (MESH:D012964)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

12 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12989553/full.md

## References

37 references — full list in the complete paper: https://tomesphere.com/paper/PMC12989553/full.md

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Source: https://tomesphere.com/paper/PMC12989553