Evidence map›Paper›PMID 40676405›Full record

ArticleClinical and experimental medicine2025

Identification of a fibroblast-derived gene signature reveals prognostic and therapeutic insights in pancreatic cancer.

Wenjia Wang, Heli Li, Jun Gong, Yuhui Liu

Abstract read
In one paragraph

Article in Clinical and experimental medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Wenjia WangDivision of Child Healthcare, Department of Paediatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, Hubei, China.
Heli LiDivision of Child Healthcare, Department of Paediatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, Hubei, China.
Jun GongDepartment of Biliary-Pancreatic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, Hubei, China. gjun@hust.edu.cn.
Yuhui LiuDepartment of Biliary-Pancreatic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, Hubei, China. 2023tj0305@hust.edu.cn.

Funding

Hubei Provincial Natural Science Foundation of China 2024AFB063Hubei Provincial Postdoctoral Innovation Talent Training Program 2024HBBHCXB023Key Research and Development Program of Hubei Province 2024BCB053National Natural Science Foundation of China 82404022
6 · The paper itself

Abstract

Fibroblasts play a crucial role in the progression of pancreatic ductal adenocarcinoma (PDAC). This study aimed to develop a prognostic model based on fibroblast-specific gene signatures and identify key genes that may serve as therapeutic targets. Single-cell RNA sequencing data from PDAC and adjacent normal tissues were analyzed using high-dimensional weighted gene co-expression network analysis, and a prognostic signature was constructed using LASSO Cox regression and validated across multiple cohorts. Our findings revealed distinct fibroblast clusters enriched in PDAC and led to the development of a fibroblast-related prognostic signature comprising 14 key genes. The fibroblast-related risk score effectively stratified patients into high-risk and low-risk groups, revealing differences in immune cell infiltration, response to immune checkpoint blockade therapy, and sensitivity to chemotherapeutic drugs. This study presents a novel fibroblast-associated prognostic model with significant clinical utility in predicting PDAC patient outcomes.

Indexed as

Carcinoma, Pancreatic DuctalFibroblastsPancreatic NeoplasmsTranscriptomeBiomarkers, TumorCancer-Associated FibroblastsFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMaleMiddle AgedPrognosisSingle-Cell AnalysisBiomarkers, TumorFibroblasthdWGCNAImmune infiltrationPancreatic cancerSingle-cell RNA sequencing

Identifiers

PMID40676405
PMCPMC12271249

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.