Evidence map›Paper›PMID 42247199›Full record

ArticleJournal of neuro-oncology2026

Invasion/metastasis-related differentially methylated genes predict prognosis in diffuse gliomas.

Shiqiang Zhang, Zhou Sun, Shengming Jiang, Liang Meng, Mingchang Li

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Article in Journal of neuro-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.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Shiqiang Zhang *Department of Neurosurgery, Renmin Hospital of Wuhan University, 99 Ziyang Road, Wuhan, Hubei Province, 430060, China.
Zhou Sun *Department of Neurosurgery, Renmin Hospital of Wuhan University, 99 Ziyang Road, Wuhan, Hubei Province, 430060, China.
Shengming Jiang *Department of Neurosurgery, Renmin Hospital of Wuhan University, 99 Ziyang Road, Wuhan, Hubei Province, 430060, China.
Liang MengDepartment of Neurosurgery, Tongren Hospital Affiliated to Wuhan University (The Third Hospital of Wuhan), 241 Pengliuyang Road, Wuhan, Hubei Province, 430060, China. dr_mengliang@163.com.
Mingchang LiDepartment of Neurosurgery, Renmin Hospital of Wuhan University, 99 Ziyang Road, Wuhan, Hubei Province, 430060, China. mingcli@whu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeThis study aimed to identify invasion/metastasis-related differentially methylated genes (DMGs) with prognostic relevance in diffuse gliomas and to develop a DNA methylation-based risk model for prognostic stratification.

methodsInvasion/metastasis-related DMGs were identified by integrating gene expression and DNA methylation profiles from public glioma datasets. Prognostic DMGs were screened using univariate Cox regression and log-rank tests, and a risk model was constructed and evaluated by survival analysis and time-dependent receiver operating characteristic curves. Independent validation was performed in external cohorts. Functional enrichment, immune infiltration, mutation, and clinical correlation analyses were conducted. Key genes were functionally validated in T98G and U251 glioma cells.

resultsTwelve prognostic DMGs were identified, and two marker genes, ERRFI1 and MYO1G, were selected to construct the risk model. The model showed prognostic value in the training cohort and retained predictive performance across independent validation cohorts. Enrichment analyses linked the risk signature to adaptive immune and inflammatory responses. High-risk patients had worse overall survival (OS), altered immune infiltration, and increased immune checkpoint expression. Knockdown of ERRFI1 or MYO1G inhibited proliferation, invasion, and migration in T98G and U251 cells. Preliminary Western blot analysis suggested that ERRFI1 knockdown altered EGFR/MAPK/ERK pathway phosphorylation.

conclusionThis study identifies an invasion/metastasis-related DNA methylation signature based on ERRFI1 and MYO1G that may provide complementary prognostic information and biological insight for diffuse gliomas.

Indexed as

Biomarkers, TumorBrain NeoplasmsDNA MethylationGene Expression Regulation, NeoplasticGliomaAdaptor Proteins, Signal TransducingFemaleHumansMaleNeoplasm InvasivenessPrognosisTumor Suppressor ProteinsAdaptor Proteins, Signal TransducingBiomarkers, TumorTumor Suppressor ProteinsDifferentially methylated genesDiffuse gliomasDNA methylationERRFI1MYO1GPrognostic model

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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.