Evidence map›Paper›PMID 42490025›Full record

ArticleInternational microbiology : the official journal of the Spanish Society for Microbiology2026

Comprehensive analysis of the gastric metatranscriptome reveals specific viral signatures associated with gastric cancer.

Diego Pereira, Fabiano Cordeiro Moreira, Valéria Cristiane Santos da Silva, Daniel de Souza Avelar, Sérgio Augusto Antunes Ramos, Jéssica Manoelli Costa da Silva, Ronald Matheus da Silva Mourão, Rubem Ferreira da Silva, Kauê Sant'Ana Pereira Guimarães, Juliana Barreto Albuquerque Pinto and 6 more

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Article in International microbiology : the official journal of the Spanish Society for Microbiology, 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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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

16 authors.

Diego Pereira *Postgraduate Program in Genetics and Molecular Biology, Federal University of Pará, Belém, Pará, Brazil.
Fabiano Cordeiro Moreira *Oncology Research Center, Federal University of Pará, Belém, Pará, Brazil. fcmoreira@ufpa.br.
Valéria Cristiane Santos da SilvaPostgraduate Program in Oncology and Medical Sciences, Federal University of Pará, Belém, Pará, Brazil.
Daniel de Souza AvelarPostgraduate Program in Biotechnology, Federal University of Pará, Belém, Pará, Brazil.
Sérgio Augusto Antunes RamosPostgraduate Program in Genetics and Molecular Biology, Federal University of Pará, Belém, Pará, Brazil.
Jéssica Manoelli Costa da SilvaPostgraduate Program in Genetics and Molecular Biology, Federal University of Pará, Belém, Pará, Brazil.
Ronald Matheus da Silva MourãoPostgraduate Program in Genetics and Molecular Biology, Federal University of Pará, Belém, Pará, Brazil.
Rubem Ferreira da SilvaPostgraduate Program in Genetics and Molecular Biology, Federal University of Pará, Belém, Pará, Brazil.
Kauê Sant'Ana Pereira GuimarãesUndergraduate Program in Biotechnology, Federal University of Pará, Belém, Pará, Brazil.
Juliana Barreto Albuquerque PintoPostgraduate Program in Genetics and Molecular Biology, Federal University of Pará, Belém, Pará, Brazil.
Marcos da ConceiçãoPostgraduate Program in Genetics and Molecular Biology, Federal University of Pará, Belém, Pará, Brazil.
Williams Fernandes BarraOncology Research Center, Federal University of Pará, Belém, Pará, Brazil.
Samia DemachkiOncology Research Center, Federal University of Pará, Belém, Pará, Brazil.
Samir Mansour CassebOncology Research Center, Federal University of Pará, Belém, Pará, Brazil.
Rommel Mario Rodriguez BurbanoMolecular Biology Laboratory, Ophir Loyola Hospital, Belém, Pará, Brazil.
Paulo Pimentel de AssumpçãoOncology Research Center, Federal University of Pará, Belém, Pará, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Gastric cancer (GC) remains highly lethal, and although gastric microbiome dysbiosis has been linked to carcinogenesis, the viral component is still poorly explored. Here, we used metatranscriptomics to characterize the gastric virome and evaluate its association with GC and clinicopathological features. We analyzed 238 gastric tissues (214 GC and 24 non-tumors, NT) with clinicopathological data. Viral classification was performed using Kraken2 with the RVDB database. Virome diversity, composition, and clustering were assessed using phyloseq-based analyses, Jensen-Shannon divergence with PAM clustering, and ordination methods. Differential abundance and diversity were evaluated using LEfSe and statistical tests, and viral gene expression was investigated for clinical relevant viruses. We identified 106 viral genera, predominantly bacteriophages and dsDNA viruses, with distinct GC- and NT-associated viral signatures. Clustering revealed three viral community types (GT-1, GT-2, GT-3) that significantly separated GC and NT samples and showed reduced alpha diversity in GC-associated clusters. GT-1 was dominated by Lymphocryptovirus, GT-2 by Gorganvirus, and GT-3 (NT) exhibited the highest diversity. GC tissues were enriched in oncologically relevant viruses, including Lymphocryptovirus (EBV), Cytomegalovirus, and Alphapapillomavirus, whereas several bacteriophages predominated in NT. Virome composition was significantly associated with Lauren histological subtype, but not with clinical stage, tumor location, or neoadjuvant therapy. EBV-high tumors displayed a predominantly latent transcriptional program, with strong expression of ncRNAs (RPMS1, EBERs) and low lytic activity. These findings highlight major virome restructuring in GC and support a potential role of the gastric virome in tumor-associated microbial ecology, warranting further mechanistic and clinical investigation.

Indexed as

BacteriophagesEukaryotic virusesGastric cancerMetatranscriptomeVirome

Identifiers

PMID42490025

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