Evidence map›Paper›PMID 42396657›Full record

ArticleOncology reports2026

Identification of RRM2 as a key regulator of malignant epithelial cells in gastric cancer through single‑cell transcriptomics.

Xinzhen Cai, Yun He, Lili Kang, Dongli Zhou, Mengmeng Wang, Tianyu Ma

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Article in Oncology reports, 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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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Xinzhen Cai *Department of Rheumatology and Immunology, Gaoyou People's Hospital, Gaoyou, Jiangsu 225600, P.R. China.
Yun He *Department of Oncology, Changshu Hospital Affiliated to Nanjing University of Chinese Medicine, Changshu, Jiangsu 215500, P.R. China.
Lili KangDepartment of Rheumatology and Immunology, Gaoyou People's Hospital, Gaoyou, Jiangsu 225600, P.R. China.
Dongli ZhouDepartment of Oncology, Gaoyou People's Hospital, Gaoyou, Jiangsu 225600, P.R. China.
Mengmeng WangDepartment of Rheumatology and Immunology, Gaoyou People's Hospital, Gaoyou, Jiangsu 225600, P.R. China.
Tianyu MaDepartment of Oncology, Gaoyou People's Hospital, Gaoyou, Jiangsu 225600, P.R. China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Gastric cancer (GC) is one of the most prevalent and life‑threatening malignancies of the digestive tract worldwide. Ribonucleotide reductase regulatory subunit M2 (RRM2), a rate‑limiting subunit in deoxyribonucleotide synthesis, is overexpressed and is associated with a poor prognosis in various solid tumors. However, its functional role and mechanisms in GC‑specific malignant epithelial cell populations remain unclear. Single‑cell transcriptomic data from GC and adjacent normal tissues were analyzed. Key malignant epithelial cell populations were identified using inferCNV, pseudotime trajectory analysis, and weighted gene co‑expression network analysis. RRM2 was identified as a core gene by integrating data from TCGA‑STAD, GSE66229, and GSE84433 datasets and analyzing its clinical relevance. To evaluate the biological effects of RRM2, functional assays, including colony formation, apoptosis, Transwell migration, and wound healing assays, were performed using AGS and HGC‑27 GC cells with RRM2 knockdown. DNA damage was assessed using the alkaline comet assay and phosphorylated histone H2AX (γH2AX) immunofluorescence, and the expression of DNA damage repair‑related proteins [including γH2AX, phosphorylated tumor protein p53 (p‑p53), RAD51 recombinase (RAD51), poly(ADP‑ribose) polymerase 1 (PARP‑1), and X‑ray repair cross‑complementing protein 1 (XRCC1)] was examined using western blotting. Through analysis of gastric epithelial cell populations, a major malignant epithelial effector population in GC was identified, enriched in cells with active DNA replication and repair. Differentially expressed genes specific to this population were intersected with prognostic genes from GEO GC datasets, resulting in the identification of RRM2 as a key effector gene. Transcriptomic analysis revealed that high RRM2 expression was associated with an active immune microenvironment. Functional assays showed that RRM2 knockdown significantly inhibited GC cell proliferation and migration while promoting apoptosis. In addition, RRM2 knockdown exacerbated DNA damage, upregulated p‑p53, and downregulated RAD51, with no significant effects on PARP‑1 or XRCC1 expression. Collectively, RRM2 was shown to be a crucial regulator of the malignant phenotype of gastric epithelial cells. It promoted GC cell proliferation, invasion, and migration and modulated DNA damage and homologous recombination repair. In addition, RRM2 influenced the tumor immune microenvironment, highlighting its potential as a driver of malignant progression and a promising target for immunotherapy in GC.

Indexed as

Ribonucleoside Diphosphate ReductaseStomach NeoplasmsApoptosisCell Line, TumorCell MovementCell ProliferationDNA DamageEpithelial CellsGene Expression ProfilingGene Expression Regulation, NeoplasticGene Knockdown TechniquesHumansSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisTranscriptomeRibonucleoside Diphosphate Reductaseribonucleotide reductase M2DDRDNA HR repairepithelial cellsGCRRM2single‑cell RNA sequencing

Identifiers

PMID42396657
PMCPMC13373956

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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.