# Prognostic implications of high- OXPHOS macrophages in gastric cancer: a single-cell transcriptomics and tumor microenvironment communication study

**Authors:** Ziyuan Lin, Yunyu Xu, Xiaohe Xu, Xinjun Lin, Lin Cheng, Qifeng Zhao

PMC · DOI: 10.3389/fonc.2025.1533990 · Frontiers in Oncology · 2025-06-20

## TL;DR

This study identifies high OXPHOS macrophages in gastric cancer as a new prognostic marker, linking them to patient survival and tumor progression.

## Contribution

A novel prognostic signature based on high oxidative phosphorylation macrophages in gastric cancer is developed and validated.

## Key findings

- Eight distinct cell types were identified in the gastric cancer tumor microenvironment.
- A 19-gene prognostic signature stratified patients with significant survival differences.
- NPC2, LY96, and TPP1 are key macrophage markers linked to tumor growth and immune evasion.

## Abstract

Gastric cancer (GC) is characterized by heterogeneous tumor microenvironment (TME) with various cell types contributing to disease progression and patient outcomes. This study aims to dissect the single-cell transcriptomic landscape of GC, highlighting the role of tumor-associated macrophages (TAMs) and establishing a novel prognostic signature based on high oxidative phosphorylation (OXPHOS) macrophages.

Single-cell sequencing data from paired GC and normal stomach tissues, obtained from the GEO database (GSE184198), were processed to reveal cellular heterogeneity and identify TAM subsets with high OXPHOS activity. Using the TCGA STAD dataset, survival analyses were conducted on 435 GC patients to establish a high-OXPHOS-macrophage-related prognostic signature.

We identified eight distinct cell types within the GC TME, indicating significant cellular heterogeneity. Macrophages, particularly TAMs, were found in greater numbers in tumor tissue, with the C3 macrophage subset exhibiting the highest OXPHOS score. A 19-gene high-OXPHOS-macrophage-related prognostic signature was constructed, stratifying patients into different risk categories with significant survival differences (P<0.05). NPC2, LY96, and TPP1 were identified as key macrophage-expressed markers, correlating with prognosis. Cell communication analysis revealed increased interaction in tumor tissues, especially involving NPC2, LY96, and TPP1 positive macrophages, which facilitated tumorigenesis and immune evasion.

The high-OXPHOS-macrophage-related prognostic signature derived from scRNA-seq data provides valuable insights into GC patient stratification. NPC2, LY96, and TPP1, highly expressed in TAMs, were implicated in promoting tumor growth and immune escape, offering potential targets for novel therapeutic interventions.

## Linked entities

- **Genes:** NPC2 (NPC intracellular cholesterol transporter 2) [NCBI Gene 10577], LY96 (lymphocyte antigen 96) [NCBI Gene 23643], TPP1 (tripeptidyl peptidase 1) [NCBI Gene 1200]
- **Diseases:** gastric cancer (MONDO:0001056)

## Full-text entities

- **Genes:** NPC2 (NPC intracellular cholesterol transporter 2) [NCBI Gene 10577] {aka EDDM1, HE1}, LY96 (lymphocyte antigen 96) [NCBI Gene 23643] {aka ESOP-1, MD-2, MD2, ly-96}, TPP1 (tripeptidyl peptidase 1) [NCBI Gene 1200] {aka CLN2, GIG1, LPIC, SCAR7, TPP-1}
- **Diseases:** tumor (MESH:D009369), GC (MESH:D013274), TAM (MESH:D020914), tumorigenesis (MESH:D063646)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12226282/full.md

## References

31 references — full list in the complete paper: https://tomesphere.com/paper/PMC12226282/full.md

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Source: https://tomesphere.com/paper/PMC12226282