# Dysregulated arginine metabolism is associated with pro-tumor neutrophil polarization in liver cancer

**Authors:** Xingchao Liu, Yinghui Zhang, Yangke He, Liang Liang

PMC · DOI: 10.3389/fimmu.2025.1673665 · Frontiers in Immunology · 2025-10-23

## TL;DR

This study shows that changes in arginine metabolism in neutrophils affect liver cancer progression, suggesting new treatment strategies.

## Contribution

The novel classification of neutrophils based on arginine metabolism states and identification of PADI4 as a key regulator in liver cancer.

## Key findings

- LAS neutrophils are significantly enriched in tumor tissues compared to normal tissues.
- PADI4 silencing in liver cancer cell lines reduces proliferation and invasion while increasing apoptosis.
- Arginine metabolism drives neutrophil polarization in the liver cancer tumor microenvironment.

## Abstract

Liver hepatocellular carcinoma (LIHC) is a leading cause of cancer-related mortality, with an immunosuppressive tumor microenvironment (TME) contributing to therapeutic resistance. Although neutrophils are recognized as key regulators of LIHC progression, their functional heterogeneity and metabolic drivers are not yet fully understood.

We integrated bulk RNA sequencing (RNA-seq) data from The Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO) database (GSE39791) alongside scRNA-seq data from GSE149614 and GSE290925. Neutrophils were annotated based on specific marker genes (FCGR3B, CSF3R) and classified into three metabolic states: high arginine state (HAS), intermediate arginine state (DTAS), and low arginine state (LAS) using arginine metabolism-related gene sets. Differentiation trajectories were reconstructed via CytoTRACE and monocle2. Intercellular communication was analyzed using CellChat, while machine learning, incorporating seven different algorithms, was applied to identify key regulatory genes.

scRNA-seq analysis revealed three distinct neutrophil subgroups: high (HAS), intermediate (DTAS), and low (LAS) arginine metabolism states. The proportion of LAS neutrophils was significantly enriched in tumor tissues compared to normal tissues (p < 0.001). Trajectory analysis indicated that LAS neutrophils exhibited a less differentiated state. From this landscape, ATP11B and PADI4 were identified as key genes, with PADI4 expression being approximately 3-fold higher in HAS compared to LAS neutrophils. Functional studies demonstrated that silencing PADI4 in LIHC cell lines inhibited cell proliferation by approximately 50% at 96 hours, increased apoptosis by 2-fold, and reduced cell invasion by 50%.

Arginine metabolism shapes neutrophil polarization in the LIHC TME. Targeting metabolic pathways may provide new therapeutic strategies to modulate the immune landscape and improve patient outcomes.

## Linked entities

- **Genes:** FCGR3B (Fc gamma receptor IIIb) [NCBI Gene 2215], CSF3R (colony stimulating factor 3 receptor) [NCBI Gene 1441], ATP11B (ATPase phospholipid transporting 11B (putative)) [NCBI Gene 23200], PADI4 (peptidyl arginine deiminase 4) [NCBI Gene 23569]

## Full-text entities

- **Genes:** PADI4 (peptidyl arginine deiminase 4) [NCBI Gene 23569] {aka PAD, PAD4, PADI5, PDI4, PDI5}, CSF3R (colony stimulating factor 3 receptor) [NCBI Gene 1441] {aka CD114, GCSFR, SCN7}, ATP11B (ATPase phospholipid transporting 11B (putative)) [NCBI Gene 23200] {aka ATPIF, ATPIR}, FCGR3B (Fc gamma receptor IIIb) [NCBI Gene 2215] {aka CD16, CD16-I, CD16b, FCG3, FCGR3, FCRIIIb}
- **Diseases:** Cancer (MESH:D009369), LIHC (MESH:D006528)
- **Chemicals:** Arginine (MESH:D001120)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12589071/full.md

## References

45 references — full list in the complete paper: https://tomesphere.com/paper/PMC12589071/full.md

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Source: https://tomesphere.com/paper/PMC12589071