Evidence map›Paper›PMID 42164145›Full record

ArticleFrontiers in medicine2026

Prognostic value and immunological significance of t-cell proliferation regulators in pancreatic cancer: a novel predictive model.

Wenyi Guo, Qingeng Wei, Yibo Wang, Hao Zhang, Jiacheng Zhang, Hengyu Liu, Yike Zhang, Mengyao Sun, Xuyang Ding, Lei Wang and 1 more

Abstract read
In one paragraph

Article in Frontiers in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

11 authors.

Wenyi Guo *Department of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
Qingeng Wei *Department of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
Yibo Wang *Department of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
Hao ZhangDepartment of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
Jiacheng ZhangDepartment of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
Hengyu LiuDepartment of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
Yike ZhangDepartment of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
Mengyao SunDepartment of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
Xuyang DingDepartment of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
Lei WangDepartment of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
Jianwei XuDepartment of Pancreatic Surgery, General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Pancreatic cancer (PC) is characterized by a highly immunosuppressive microenvironment, limiting the efficacy of immunotherapy. T-cell regulation plays a pivotal role in anti-tumor immunity. However, the prognostic value and therapeutic implications of T-cell regulation-related genes (TRGs) in PC remain largely unexplored. This study aims to construct a TRG-based risk model and validate key therapeutic targets. Methods: Transcriptomic profiles and clinical data were retrieved from TCGA and GEO databases. Non-negative Matrix Factorization (NMF) clustering was performed to identify molecular subtypes. A prognostic risk signature was constructed using LASSO regression analysis. The immune landscape was evaluated via ssGSEA, CIBERSORT and TIDE algorithms. A nomogram was established to predict overall survival, and drug sensitivity was assessed based on IC50 estimation. Crucially, the expression of the key signature gene IL1RN was validated in clinical tissues using qRT-PCR, Western Blot, and immunohistochemistry (IHC). Its function in T-cell mediated cytotoxicity was further verified using co-culture assays. Results: Two distinct molecular subtypes were identified, with Cluster 1 exhibiting an immune-hot phenotype and superior survival. A robust risk model was constructed and validated, serving as an independent prognostic factor. High-risk patients were characterized by an immune-excluded phenotype but showed higher sensitivity to chemotherapeutic agents like Gemcitabine. Experimental validation confirmed that IL1RN was significantly upregulated in PC tissues. Functionally, knockdown of IL1RN significantly enhanced the cytotoxicity of T cells against pancreatic cancer cells Conclusion: We constructed a novel TRG-based prognostic signature that can serve as an auxiliary tool for clinical prognostic evaluation in pancreatic cancer. Furthermore, we validated IL1RN as a critical mechanism of immune resistance. IL1RN is expected to become a novel target for pancreatic cancer immunotherapy, providing experimental evidence for the stratified treatment of PC.

Indexed as

IL1RNmolecular subtypespancreatic cancerprognostic modelT-cell regulation

Identifiers

PMID42164145
PMCPMC13183664

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