# Development of a ferroptosis-related signature and identification of NOTCH2 as a novel prognostic biomarker in pancreatic cancer

**Authors:** Siyi Zhang, Xiaoxuan Li, Xiang-Xue Li, Zi-Heng Zhang, Kai-Hui Zhu, Jing Guo

PMC · DOI: 10.3389/fimmu.2025.1659652 · 2025-10-22

## TL;DR

This study identifies a new prognostic signature and shows that NOTCH2 is a key biomarker in pancreatic cancer, linked to worse outcomes and reduced cell death.

## Contribution

The study introduces a ferroptosis-related prognostic signature and identifies NOTCH2 as a novel biomarker in pancreatic cancer.

## Key findings

- A ferroptosis-related signature with NOTCH2, KRT18, and H1-2 predicts worse survival in high-risk pancreatic cancer patients.
- NOTCH2 is upregulated in pancreatic cancer and correlates with poor prognosis and M2 macrophage infiltration.
- NOTCH2 knockdown increases intracellular iron and lipid peroxidation, suggesting it suppresses ferroptosis.

## Abstract

Ferroptosis, a regulated form of iron-dependent cell death, has shown promise as an anti-tumor mechanism. However, its role in pancreatic cancer remains largely unexplored. This study aimed to identify a ferroptosis-related prognostic signature and key biomarkers.

Transcriptomic profiles and clinical data of pancreatic cancer patients were obtained from the GEO and TCGA databases. A prognostic signature was constructed using LASSO and Cox regression analysis. The role of a key gene, NOTCH2, was investigated through somatic mutation, functional enrichment, immune infiltration, and drug sensitivity analysis. In vitro, the expression of NOTCH2 was confirmed by Western blot, and its effects on cell proliferation and migration were assessed using MTT, colony formation, and wound-healing assays. Its involvement in ferroptosis was further investigated by measuring intracellular iron, reactive oxygen species (ROS) and C11-BODIPY.

We constructed and validated a ferroptosis-related prognostic signature consisting of NOTCH2, KRT18, and H1-2. Patients in the high-risk group, as defined by this signature, exhibited significantly worse overall survival. A nomogram integrating the risk score and clinical variables demonstrated excellent accuracy in predicting patient prognosis. We identified NOTCH2 as a key biomarker, showing upregulated expression in pancreatic cancer tissues and cell lines, which correlated with poor prognosis and increased infiltration of M2 macrophages. Functionally, knockdown of NOTCH2 in vitro inhibited the proliferation and migration of pancreatic cancer cells while increasing both intracellular iron concentration and lipid peroxidation levels.

Our study establishes a ferroptosis-related signature for prognostic prediction in pancreatic cancer and identifies NOTCH2 as a critical prognostic biomarker. NOTCH2 may promote pancreatic cancer progression by suppressing ferroptosis, highlighting it as a potential therapeutic target.

## Linked entities

- **Genes:** NOTCH2 (notch receptor 2) [NCBI Gene 4853], KRT18 (keratin 18) [NCBI Gene 3875], H1-2 (H1.2 linker histone, cluster member) [NCBI Gene 3006]
- **Diseases:** pancreatic cancer (MONDO:0005192)

## Full-text entities

- **Genes:** H1-2 (H1.2 linker histone, cluster member) [NCBI Gene 3006] {aka H1.2, H1C, H1F2, H1s-1, HIST1H1C}, NOTCH2 (notch receptor 2) [NCBI Gene 4853] {aka AGS2, HJCYS, hN2}, KRT18 (keratin 18) [NCBI Gene 3875] {aka CK-18, CYK18, K18}
- **Diseases:** pancreatic cancer (MESH:D010190), tumor (MESH:D009369)
- **Chemicals:** C11-BODIPY (-), MTT (MESH:C070243), ROS (MESH:D017382), iron (MESH:D007501), lipid (MESH:D008055)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12585956/full.md

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Source: https://tomesphere.com/paper/PMC12585956