Evidence map›Paper›PMID 41465895›Full record

ArticleMedicine2025

Copper-linked metabolic stress as a potential contributor to gastric epithelial transformation and metastasis.

Kewei Bi, Xuge Wei, Chao Han, Ning Li, Baishi Wang, Fu Ren

Abstract read
In one paragraph

Article in Medicine, 2025. 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

6 authors.

Kewei BiLiaoning Province Key Laboratory for Phenomics of Human Ethnic Specificity and Critical Illness (LPKL-PHESCI), Shenyang Medical College, Shenyang, China.ORCID 0009-0005-8715-572
Xuge WeiLiaoning Province Key Laboratory for Phenomics of Human Ethnic Specificity and Critical Illness (LPKL-PHESCI), Shenyang Medical College, Shenyang, China.ORCID 0009-0005-0953-5567
Chao HanDepartment of Obstetrics and Gynecology, The First Affiliated Hospital of Naval Medical University (Second Military Medical University), Shanghai, China.ORCID 0009-0006-2039-0335
Ning LiLiaoning Province Key Laboratory for Phenomics of Human Ethnic Specificity and Critical Illness (LPKL-PHESCI), Shenyang Medical College, Shenyang, China.
Baishi WangLiaoning Province Key Laboratory for Phenomics of Human Ethnic Specificity and Critical Illness (LPKL-PHESCI), Shenyang Medical College, Shenyang, China.
Fu RenLiaoning Province Key Laboratory for Phenomics of Human Ethnic Specificity and Critical Illness (LPKL-PHESCI), Shenyang Medical College, Shenyang, China.

Funding

Liaoning Province Education Department Foundation of China JYTMS20231393Team Construction Project of Liaoning Province Education Department LJ222410164013
6 · The paper itself

Abstract

Gastric cancer remains a major health burden, and the molecular events that accompany the transition from normal gastric epithelium to malignancy (and the factors that facilitate dissemination) are incompletely defined. In particular, the cellular phenotypes that precede overt transformation and the role of copper-linked metabolic stress in this process are not well understood. We integrated 2 public single-cell RNA-seq datasets of gastric tissues (gene expression omnibus) using canonical correlation analysis-based batch correction and performed quality control and pre/post-integration assessments. Epithelial subclusters were annotated and analyzed by dimensionality reduction, pseudotime inference (monocle; natural-spline model ~sm.ns[Pseudotime]), gene ontology/Kyoto encyclopedia of genes and genomes enrichment, and pathway activity scoring (gene set variation analysis/gene set enrichment analysis). Immune dysfunction/exclusion was evaluated (e.g., tumor immune dysfunction and exclusion). To evaluate genetic evidence, we conducted two-sample Mendelian randomization (MR) using circulating copper as the exposure and benign gastric tumors (FinnGen) and gastric cancer (Genome-Wide Association Study Catalog) as outcomes; standard diagnostics (e.g., F-statistics, I²_GX, pleiotropy/heterogeneity tests, MR-PRESSO) were applied. We identified a putative transitional epithelial phenotype between normal and malignant states, characterized by attenuation of lineage functions (e.g., gastric-acid-related signatures) and enrichment of stress-adaptation programs. Along pseudotime, module scores for stress response to copper ion increased from normal to transition cells and decreased along the tumor branch; metastatic epithelial cells showed attenuated copper-stress signatures together with enhanced motility/tumor programs, consistent with phenotypic convergence across metastatic sites. Primary tumor epithelium exhibited reinforced cell-cycle activity and immune-response attenuation, with immune dysfunction exceeding that of normal epithelium. In MR analyses, genetically proxied variation in circulating copper was positively associated with risk of both benign and malignant gastric tumors, with directions concordant across estimators and diagnostics not indicating major violations (findings consistent with a deleterious causal contribution under standard MR assumptions). Single-cell and genetic evidence prioritize copper-linked metabolic stress and epithelial remodeling (together with immune dysfunction) as testable axes in early gastric epithelial transformation and dissemination. While the patterns are consistent with a causal contribution of higher systemic copper, they do not constitute proof; orthogonal tissue validation and functional perturbation of copper-handling/cuproptosis pathways, alongside expanded genetic analyses (e.g., multivariable/colocalization), are warranted. These insights suggest potential avenues for prevention and targeted intervention.

Indexed as

Cell Transformation, NeoplasticCopperGastric MucosaStomach NeoplasmsStress, PhysiologicalHumansNeoplasm MetastasisCoppercopperepithelial transition phenotypegastric tumorsimmune evasionMendelian randomizationmetabolism toxicity stresssingle-cell sequencing

Identifiers

PMID41465895
PMCPMC12747020

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Registered trials

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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.