Evidence map›Paper›PMID 41832372›Full record

ArticleDiscover oncology2026

Identification of a biologically coherent three gene immune signature predictive of immunotherapy benefit in gastric adenocarcinoma.

Ruihua Fan, Jiru Wang, Lijuan Xu, Yan Jin

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing 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

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

4 authors.

Ruihua FanDepartment of Medical Oncology, The Affiliated Huaian No.1 People's Hospital of Nanjing Medical University, Huai'an, China.
Jiru WangDepartment of Medical Oncology, The Affiliated Huaian No.1 People's Hospital of Nanjing Medical University, Huai'an, China.
Lijuan XuDepartment of Medical Oncology, The Affiliated Huaian No.1 People's Hospital of Nanjing Medical University, Huai'an, China.
Yan JinDepartment of Medical Oncology, The Affiliated Huaian No.1 People's Hospital of Nanjing Medical University, Huai'an, China. jinyan_05170422@126.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundGastric adenocarcinoma (GAC) exhibits marked interpatient heterogeneity. Compact, biologically interpretable signatures linked to tumor-immune contexture may aid reproducible risk stratification and hypothesis generation for therapeutic responsiveness.

methodsTCGA-GAC RNA-seq (n = 407; 375 tumors, 32 normals) was analyzed with limma to identify DEGs (p < 1 × 10⁻³, |log₂FC|>1). ImmPort overlap yielded immune DEGs, which were interaction-expanded via STRING to construct an immune-enriched candidate set for unsupervised co-expression analysis. WGCNA on expressed candidates identified co-expression modules; modules most associated with the tumor phenotype were prioritized for network centrality analysis, survival screening (maxstat), and multivariable Cox modeling to derive an immune-related gene prognostic index (IRGPI).

resultsXRCC2, NUSAP1, and ZWILCH were retained as independent prognostic factors and combined into IRGPI (0.526·XRCC2 + 0.581·NUSAP1 - 0.498·ZWILCH). IRGPI significantly stratified overall survival in TCGA with modest discrimination (time-dependent AUC ≈ 0.55) and showed reproducible stratification in GSE26942 (AUC ≈ 0.63). CIBERSORT-based deconvolution identified three TME clusters with distinct survival patterns. IRGPI groups differed in in silico-inferred immunotherapy-related features (TIDE-derived metrics and PD-L1/MDSC/T-cell dysfunction signatures) and in predicted cisplatin/gemcitabine sensitivity by pRRophetic.

conclusionsThis three-gene IRGPI provides a compact, biologically anchored risk stratification signal in GAC and is associated with computationally inferred immune contexture and therapy-related signatures. These associations are hypothesis-generating and require validation in treatment-annotated cohorts, particularly gastric cancer patients receiving immune checkpoint inhibitors; robustness to alternative gene-selection strategies should also be evaluated in future work.

Indexed as

Immune signatureNUSAP1Stomach adenocarcinomaWGCNAXRCC2ZWILCH

Identifiers

PMID41832372
PMCPMC13103033

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.