Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

Advertisement

Cell Death & Disease
  • View all journals
  • Search
  • My Account Login
  • Content Explore content
  • About the journal
  • Publish with us
  • Sign up for alerts
  • RSS feed
  1. nature
  2. cell death & disease
  3. articles
  4. article
Identification of PRRG1 as a possible molecular target of pancreatic cancer
Download PDF
Download PDF
  • Article
  • Open access
  • Published: 10 May 2026

Identification of PRRG1 as a possible molecular target of pancreatic cancer

  • Jia-Jie Chen  ORCID: orcid.org/0009-0001-4560-25531,2 na1,
  • Xiao-Ren Zhu  ORCID: orcid.org/0000-0003-4784-38763,4 na1,
  • Qian-Hui Gu1,2,
  • Yuan-Yuan Liu  ORCID: orcid.org/0000-0001-8351-42823 &
  • …
  • Min-Bin Chen  ORCID: orcid.org/0000-0003-1453-86641,2 

Cell Death & Disease (2026) Cite this article

  • 858 Accesses

  • Metrics details

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Cancer microenvironment
  • Oncogenes
  • Pancreatic cancer
  • Tumour biomarkers

Abstract

In this study, we investigated the expression patterns, biological functions, and molecular mechanisms of Proline-rich γ-carboxylated Gla protein 1 (PRRG1) in pancreatic cancer pathogenesis. Our bioinformatics analysis revealed that PRRG1 expression is markedly upregulated in human PC tissues compared to normal pancreatic tissues, with elevated levels significantly correlating with poor prognosis and advanced histological grade. We verified the high expression of PRRG1 in pancreatic cancer tissue specimens and pancreatic cancer cell lines. Using established PC cell lines (CFPAC-1 and PATU-8988T), we demonstrated that shRNA-mediated PRRG1 silencing effectively suppressed malignant phenotypes, including cell viability, proliferation, migration, and invasion in vitro. Conversely, lentivirus-induced PRRG1 overexpression enhanced these oncogenic behaviors. RNA-sequencing analysis identified the PI3K-Akt signaling pathway as a key downstream effector of PRRG1, with pathway activation status directly correlating with PRRG1 expression levels. Mechanistically, we identified KLF4 as a critical transcription factor binding to the PRRG1 promoter region. In vivo, PRRG1 knockdown inhibited tumor growth and PI3K-Akt activation in subcutaneous xenograft models, while PRRG1 overexpression accelerated tumor progression. Low-dose warfarin (2uM) decreased the levels of PRRG1 and GAS6/AXL axis, markedly suppressed the pro-tumorigenic effects driven by PRRG1 overexpression in vitro and in vivo. Notably, single-cell sequencing analysis revealing high PRRG1 expression specifically in PC epithelial cells. These PRRG1-positive epithelial cells not only exhibited enriched PI3K-Akt signaling activity but also showed significant interactions with macrophages and endothelial cells, which were further validated in immunocompetent models in vivo. However, warfarin effectively reversed the PRRG1 overexpression–driven changes in TME. In conclusion, our findings establish PRRG1 as a key driver of pancreatic cancer progression through PI3K/Akt pathway activation and KLF4-mediated transcriptional regulation. PRRG1 facilitates the establishment of a pro-tumorigenic and immunosuppressive TME in PC. Low-dose warfarin significantly suppressed the pro-tumorigenic effects and the PRRG1 overexpression–driven alterations in the tumor immune microenvironment.

Similar content being viewed by others

Dysfunctional epigenetic protein-coding gene-related signature is associated with the prognosis of pancreatic cancer based on histone modification and transcriptome analysis

Article Open access 04 January 2023

Identification of phosphoenolpyruvate carboxykinase 1 as a potential therapeutic target for pancreatic cancer

Article Open access 07 October 2021

Exploring the regulatory mechanisms of paraptosis-related prognostic genes in gastric cancer using single-cell sequencing and transcriptome analysis

Article Open access 15 October 2025

Acknowledgements

This work is supported by the National Natural Science Foundation of China (82072712); Suzhou Science and Technology Development Program (SKY2023093).

Funding

This work is supported by the National Natural Science Foundation of China (82072712); Suzhou Science and Technology Development Program (SKY2023093).

Author information

Author notes
  1. These authors contributed equally: Jia-Jie Chen, Xiao-Ren Zhu.

Authors and Affiliations

  1. Department of Radiotherapy and Oncology, Affiliated Kunshan Hospital of Jiangsu University, Kunshan, China

    Jia-Jie Chen, Qian-Hui Gu & Min-Bin Chen

  2. Department of Radiotherapy and Oncology, Suzhou Medical College of Soochow University, The First People’s Hospital of Kunshan, Kunshan, China

    Jia-Jie Chen, Qian-Hui Gu & Min-Bin Chen

  3. Clinical Research and Lab Center, Affiliated Kunshan Hospital of Jiangsu University, Kunshan, China

    Xiao-Ren Zhu & Yuan-Yuan Liu

  4. Stem Cell Institute, Department of Development and Regeneration, Katholieke Universiteit (KU) Leuven, Leuven, Belgium

    Xiao-Ren Zhu

Authors
  1. Jia-Jie Chen
    View author publications

    Search author on:PubMed Google Scholar

  2. Xiao-Ren Zhu
    View author publications

    Search author on:PubMed Google Scholar

  3. Qian-Hui Gu
    View author publications

    Search author on:PubMed Google Scholar

  4. Yuan-Yuan Liu
    View author publications

    Search author on:PubMed Google Scholar

  5. Min-Bin Chen
    View author publications

    Search author on:PubMed Google Scholar

Corresponding authors

Correspondence to Yuan-Yuan Liu or Min-Bin Chen.

Ethics declarations

Competing interests

The authors declare no competing interests.

Ethics Statement

This study was approved by Ethics Committee of Affiliated Kunshan Hospital of Jiangsu University.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Edited by Dr Alessandro Rufini

Supplementary information

Figure S1 (download PNG )

Figure S2 (download PNG )

Figure S3 (download PNG )

Supplementary Table (download DOCX )

Full and uncropped western blots (download PDF )

Supplementary figures legends (download DOCX )

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Chen, JJ., Zhu, XR., Gu, QH. et al. Identification of PRRG1 as a possible molecular target of pancreatic cancer. Cell Death Dis (2026). https://doi.org/10.1038/s41419-026-08832-9

Download citation

  • Received: 01 June 2025

  • Revised: 03 April 2026

  • Accepted: 27 April 2026

  • Published: 10 May 2026

  • DOI: https://doi.org/10.1038/s41419-026-08832-9

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Download PDF

Advertisement

Explore content

  • Research articles
  • Reviews & Analysis
  • News & Comment
  • Videos
  • Collections
  • Follow us on X
  • Sign up for alerts
  • RSS feed

About the journal

  • Journal Information
  • About the Editors
  • Open access publishing
  • Contact
  • For Advertisers
  • Press Releases
  • About the Partner
  • Upcoming Conferences

Publish with us

  • For Authors & Referees
  • Language editing services
  • Open access funding
  • Submit manuscript

Search

Advanced search

Quick links

  • Explore articles by subject
  • Find a job
  • Guide to authors
  • Editorial policies

Cell Death & Disease (Cell Death Dis)

ISSN 2041-4889 (online)

nature.com footer links

About Nature Portfolio

  • About us
  • Press releases
  • Press office
  • Contact us

Discover content

  • Journals A-Z
  • Articles by subject
  • protocols.io
  • Nature Index

Publishing policies

  • Nature portfolio policies
  • Open access

Author & Researcher services

  • Reprints & permissions
  • Research data
  • Language editing
  • Scientific editing
  • Nature Masterclasses
  • Research Solutions

Libraries & institutions

  • Librarian service & tools
  • Librarian portal
  • Open research
  • Recommend to library

Advertising & partnerships

  • Advertising
  • Partnerships & Services
  • Media kits
  • Branded content

Professional development

  • Nature Awards
  • Nature Careers
  • Nature Conferences

Regional websites

  • Nature Africa
  • Nature China
  • Nature India
  • Nature Japan
  • Nature Middle East
  • Privacy Policy
  • Use of cookies
  • Legal notice
  • Accessibility statement
  • Terms & Conditions
  • Your US state privacy rights
Springer Nature

© 2026 Springer Nature Limited