# Integrated multiomics analysis identifies PHLDA1+ fibroblasts as prognostic biomarkers and mediators of biological functions in pancreatic cancer

**Authors:** Rui Wang, Guan-Hua Qin, Yifei Jiang, Fu-Xiang Chen, Zi-Han Wang, Lin-Ling Ju, Lin Chen, Da Fu, En-Yu Liu, Su-Qing Zhang, Wei-Hua Cai

PMC · DOI: 10.3389/fimmu.2025.1592416 · Frontiers in Immunology · 2025-07-04

## TL;DR

This study identifies a 7-gene model and a key protein, PHLDA1, in pancreatic cancer fibroblasts that predict patient outcomes and tumor progression.

## Contribution

The novel 7-gene risk model and the identification of PHLDA1+ fibroblasts as prognostic biomarkers in pancreatic cancer.

## Key findings

- A 7-gene model (USP36, KLF5, MT2A, KDM6B, PHLDA1, REL, DDIT4) accurately predicts survival and TME status in pancreatic cancer.
- PHLDA1 is uniquely overexpressed in CAFs and linked to protumorigenic pathways like EMT, KRAS, and TGF-β.
- PHLDA1+ CAFs are promising biomarkers and therapeutic targets in pancreatic cancer and other tumor types.

## Abstract

Pancreatic cancer (PC) is marked by extensive heterogeneity, posing significant challenges to effective treatment. The tumor microenvironment (TME), particularly cancer-associated fibroblasts (CAFs), plays a critical role in driving PC progression. However, the prognostic and functional contributions of distinct CAF subtypes remain inadequately understood. Here, we introduce a novel 7-gene risk model that not only robustly stratifies PC patients but also unveils the unique role of PHLDA1 as a key mediator in tumor-stroma crosstalk.

By integrating single-cell RNA sequencing (scRNA-seq), spatial transcriptomics, and bulk RNA sequencing data, we comprehensively characterized the heterogeneity of CAFs in PC. We identified five CAF subtypes and focused on matrix CAFs (mCAFs), which were strongly associated with poor prognosis. A 7-gene mCAF-associated risk model was constructed using advanced machine learning algorithms, and the biological significance of PHLDA1 was validated through co-culture experiments and pan-cancer analyses.

Our multiomics analysis revealed that the novel 7-gene model (comprising USP36, KLF5, MT2A, KDM6B, PHLDA1, REL, and DDIT4) accurately predicts patient survival, immunotherapy response, and TME status. Notably, PHLDA1 was uniquely overexpressed in CAFs and correlated with the activation of key protumorigenic pathways, including EMT, KRAS, and TGF-β, underscoring its central role in modulating the crosstalk between CAFs and malignant ductal cells. Pan-cancer analysis further supported PHLDA1’s prognostic and immunomodulatory significance across multiple tumor types.

Our study presents a novel 7-gene prognostic model that significantly enhances risk stratification in PC and identifies PHLDA1+ CAFs as promising prognostic biomarkers and therapeutic targets. These findings provide new insights into the TME of PC and open avenues for personalized treatment strategies.

## Linked entities

- **Genes:** PHLDA1 (pleckstrin homology like domain family A member 1) [NCBI Gene 22822], USP36 (ubiquitin specific peptidase 36) [NCBI Gene 57602], KLF5 (KLF transcription factor 5) [NCBI Gene 688], MT2A (metallothionein 2A) [NCBI Gene 4502], KDM6B (lysine demethylase 6B) [NCBI Gene 23135], REL (REL proto-oncogene, NF-kB subunit) [NCBI Gene 5966], DDIT4 (DNA damage inducible transcript 4) [NCBI Gene 54541], KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845]
- **Diseases:** pancreatic cancer (MONDO:0005192)

## Full-text entities

- **Genes:** KDM6B (lysine demethylase 6B) [NCBI Gene 23135] {aka JMJD3, NEDCFSA, NEDSST}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, MT2A (metallothionein 2A) [NCBI Gene 4502] {aka MT-2, MT-II, MT2}, ATF7IP (activating transcription factor 7 interacting protein) [NCBI Gene 55729] {aka AM, ATF-IP, ATF7IP1, MCAF, MCAF1, p621}, PHLDA1 (pleckstrin homology like domain family A member 1) [NCBI Gene 22822] {aka DT1P1B11, PHRIP, TDAG51}, DDIT4 (DNA damage inducible transcript 4) [NCBI Gene 54541] {aka Dig2, REDD-1, REDD1}, REL (REL proto-oncogene, NF-kB subunit) [NCBI Gene 5966] {aka C-Rel, HIVEN86A, IMD92}, KLF5 (KLF transcription factor 5) [NCBI Gene 688] {aka BTEB2, CKLF, IKLF}, USP36 (ubiquitin specific peptidase 36) [NCBI Gene 57602] {aka DUB1}
- **Diseases:** PC (MESH:D010190), Pan-cancer (MESH:D009369)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12271128/full.md

## References

63 references — full list in the complete paper: https://tomesphere.com/paper/PMC12271128/full.md

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Source: https://tomesphere.com/paper/PMC12271128