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ORIGINAL RESEARCH article

Front. Immunol.

Sec. Cancer Immunity and Immunotherapy

Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1673665

This article is part of the Research TopicExploring immune low-response states through single-cell technologies and spatial transcriptomicsView all 25 articles

Dysregulated Arginine Metabolism Is Associated with Pro-Tumor Neutrophil Polarization in Liver Cancer

Provisionally accepted
Xingchao  LiuXingchao Liu1Yinghui  ZhangYinghui Zhang2Yangke  HeYangke He3Liang  LiangLiang Liang4*
  • 1Organ Transplantation Center, Sichuan Provincial People's Hospital, School of Medicine,University of Electronic Science and Technology of China, chengdu, China
  • 2Department of Gastroenterology, Sichuan Academy of Medical Science and Sichuan Provincial People’s Hospital, chengdu, China
  • 3Department of Oncology, Sichuan Provincial People's Hospital, School of Medicine,University of Electronic Science and Technology of China, chengdu, China
  • 4Sichuan Academy of Medical Sciences and Sichuan Provincial People's Hospital, Chengdu, China

The final, formatted version of the article will be published soon.

Background: 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. Methods: 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. Results: 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%. Conclusions: 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.

Keywords: Hepatocellular Carcinoma, Tumor Microenvironment, neutrophil heterogeneity, arginine metabolism, Single-cell transcriptomics, PADI4

Received: 26 Jul 2025; Accepted: 08 Oct 2025.

Copyright: © 2025 Liu, Zhang, He and Liang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Liang Liang, liangliang@med.uestc.edu.cn

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