# Molecular subtyping and functional characterization of gastric cancer using arginine metabolism-related genes

**Authors:** Yongfu Shao, Xuan Yu, Jianing Yan, Haotian Dong

PMC · DOI: 10.3389/fcell.2025.1732490 · Frontiers in Cell and Developmental Biology · 2026-01-07

## TL;DR

This study identifies three molecular subtypes of gastric cancer based on arginine metabolism-related genes and develops a prognostic model to guide personalized treatment.

## Contribution

A novel prognostic model for gastric cancer based on arginine metabolism-related genes and their associations with immunotherapy and tumor biology.

## Key findings

- Three molecular subtypes of gastric cancer were identified using arginine metabolism-related genes.
- A prognostic model was developed with seven key genes and showed strong correlations with immune markers and signaling pathways.
- ODC1 and ALDH18A1 were confirmed as critical genes in gastric cancer progression.

## Abstract

Gastric cancer (GC) remains one of the most lethal malignancies worldwide due to its substantial heterogeneity, necessitating improved therapeutic strategies and prognostic tools. Recent studies have implicated dysregulated arginine metabolism in GC pathogenesis; however, its metabolic characteristics and clinical prognostic value are not fully understood.

GC samples were classified into three molecular subtypes based on the expression profiles of arginine metabolism-related genes (ArMGs). Prognostic ArMGs were identified within each subtype, and a cross-dataset prognostic model was developed to assess its predictive value. The associations of the model with anti-tumor immunotherapy, tumor immune microenvironment, signaling pathways, and gene expression patterns were further explored. Key candidate genes were validated using quantitative polymerase chain reaction (qPCR) in GC tissues and cell lines, and their biological functions were investigated through functional assays.

Consensus clustering of nine ArMGs stratified GC into three molecular subtypes: C1, C2, and C3. A prognostic prediction model for GC was constructed using differentially expressed genes among the subtypes and seven key prognostic genes: TMEM171, SLC5A1, DEGS2, MGP, C7, HMGCS2, and CREB3L3. The model demonstrated varying sensitivities to anti-tumor immunotherapy and showed strong correlations with immune-related tumor markers, the tumor immune microenvironment, and multiple signaling pathways. Among the ArMGs, ODC1 and ALDH18A1 were identified as critical contributors to GC. qPCR confirmed their elevated expression in GC tissues and cell lines. Silencing these genes significantly reduced GC cell proliferation, colony formation, and invasion.

This study comprehensively characterized the molecular features of ArMGs in GC and developed a robust, validated prognostic prediction model. The findings offer new molecular insights for predicting patient outcomes and guiding personalized therapeutic strategies in GC.

## Linked entities

- **Genes:** TMEM171 (transmembrane protein 171) [NCBI Gene 134285], SLC5A1 (solute carrier family 5 member 1) [NCBI Gene 6523], DEGS2 (delta 4-desaturase, sphingolipid 2) [NCBI Gene 123099], MGP (matrix Gla protein) [NCBI Gene 4256], C7 (complement C7) [NCBI Gene 730], HMGCS2 (3-hydroxy-3-methylglutaryl-CoA synthase 2) [NCBI Gene 3158], CREB3L3 (cAMP responsive element binding protein 3 like 3) [NCBI Gene 84699], ODC1 (ornithine decarboxylase 1) [NCBI Gene 4953], ALDH18A1 (aldehyde dehydrogenase 18 family member A1) [NCBI Gene 5832]
- **Diseases:** gastric cancer (MONDO:0001056), GC (MONDO:0001056)

## Full-text entities

- **Genes:** DEGS2 (delta 4-desaturase, sphingolipid 2) [NCBI Gene 123099] {aka C14orf66, DES2, FADS8}, CREB3L3 (cAMP responsive element binding protein 3 like 3) [NCBI Gene 84699] {aka CREB-H, CREBH, HYST1481, HYTG2}, TMEM171 (transmembrane protein 171) [NCBI Gene 134285] {aka PRP2}, MGP (matrix Gla protein) [NCBI Gene 4256] {aka GIG36, MGLAP, NTI}, ODC1 (ornithine decarboxylase 1) [NCBI Gene 4953] {aka BABS, NEDBA, NEDBIA, ODC}, ALDH18A1 (aldehyde dehydrogenase 18 family member A1) [NCBI Gene 5832] {aka ADCL3, ARCL3A, GSAS, P5CS, PYCS, SPG9}, HMGCS2 (3-hydroxy-3-methylglutaryl-CoA synthase 2) [NCBI Gene 3158], SLC5A1 (solute carrier family 5 member 1) [NCBI Gene 6523] {aka D22S675, NAGT, SGLT-1, SGLT1}
- **Diseases:** malignancies (MESH:D009369), GC (MESH:D013274)
- **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/PMC12819730/full.md

## References

54 references — full list in the complete paper: https://tomesphere.com/paper/PMC12819730/full.md

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Source: https://tomesphere.com/paper/PMC12819730