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PMID: 42072830 已发表 · epublish 英语

Integrative Bulk and Single-Nucleus Analyses Nominate COL5A2 as a CAF/ECM-Associated Marker Associated with PDAC Progression.

Diagnostics (Basel, Switzerland) ·第 16 卷 ·第 8 期 ·2026-04-17

Lu KT, Chang TM, Chang CJ, Liu JF

摘要

Background/Objectives: Pancreatic ductal adenocarcinoma (PDAC) is characterized by an extensive desmoplastic microenvironment; however, reproducible stromal-associated biomarkers linked to disease progression remain limited. This study therefore aimed to identify and validate a biologically relevant stromal/extracellular matrix (ECM)-associated candidate biomarker for PDAC. Methods: Three GEO bulk transcriptomic PDAC cohorts (GSE15471, GSE16515, and GSE62452) were integrated for differential expression, functional enrichment, protein-protein interaction, and hub-gene analyses. Candidates identified as a promising biomarker were further evaluated using the following: public proteomic and survival resources; head-to-head receiver operating characteristic (ROC) comparisons against COL1A1, COL3A1, and COL5A1; a progression cohort (GSE43288); and single-nucleus RNA sequencing data (GSE202051). Results: Among 206 shared differentially expressed genes, COL5A2 was the only consensus hub retained across multiple network-ranking methods. COL5A2 protein expression was found to be elevated in tumor tissue and associated with worse overall and disease-free survival. In ROC analyses, COL5A2 exhibited stable tumor-versus-non-tumor discrimination across GSE15471, GSE16515, and GSE62452 (AUC = 0.932, 0.760, and 0.782, respectively) and significantly outperformed COL3A1 in two cohorts. In GSE43288, COL5A2 expression increased along the normal-pancreatic intraepithelial neoplasia-PDAC axis and remained positively associated with ECM and cancer-associated fibroblast (CAF) signature scores after adjustment for disease group. Reanalysis of GSE202051 restricted to the original 18 untreated PDAC specimens revealed that COL5A2 expression was concentrated in fibroblast-lineage compartments, with CAFs accounting for the largest overall contribution and myCAFs demonstrating the strongest per-specimen expression enrichment. Conclusions: COL5A2 is a reproducible stromal/ECM-associated candidate biomarker linked to PDAC progression, with predominant expression in fibroblast/CAF compartments.

关键词
COL5A2 bioinformatics cancer-associated fibroblasts (CAFs) extracellular matrix (ECM) pancreatic ductal adenocarcinoma (PDAC) single-nucleus RNA sequencing
文献信息
期刊
Diagnostics (Basel, Switzerland)
期刊简称
Diagnostics (Basel)
ISSN
2075-4418
发表日期
2026-04-17
语言
英语
国家/地区
Switzerland
NLM ID
101658402
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