Evidence map›Paper›PMID 41420790›Full record

ArticleClinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico2026

Single-cell and bulk transcriptome analysis reveals the impact of inflammatory microglia on prognosis and immunotherapy response in primary glioblastoma.

Ziadoon Alyaqoobi, Yin He, Xiaosheng Wang

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Article in Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

3 authors.

Ziadoon AlyaqoobiBiomedical Informatics Research Lab, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, 211198, China.
Yin HeBiomedical Informatics Research Lab, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, 211198, China.
Xiaosheng WangCenter for Precision Health, McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA. xiaosheng.wang@uth.tmc.edu.ORCID http://orcid.org/0000-0002-7199-7093

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundGlioblastoma multiforme (GBM) is an aggressive brain tumor with poor prognosis. Microglia are key immune cells in the GBM tumor microenvironment (TME), yet their subtype-specific impact, particularly inflammatory microglia, remains poorly understood.

methodsWe analyzed single-cell RNA sequencing data to characterize inflammatory microglia patterns in GBM. Patient subgroups were compared for clinical features, molecular profiles, and predicted immunotherapy responses.

resultsUnivariate Cox regression identified 35 inflammatory microglia-related genes associated with overall survival (OS). Based on these genes, patients were stratified into two reproducible subtypes (Cluster1 and Cluster2) across three independent datasets. Cluster2 displayed higher OS and better predicted immunotherapy response. It showed lower inflammatory microglia gene expression, reduced cytokine/chemokine activity, enhanced neural pathway activity, lower stromal and immune infiltration, decreased epithelial-mesenchymal transition, higher tumor purity, increased genomic instability-including IDH1, ATRX, and TP53 mutations-and lower MGMT methylation. Cluster1 exhibited the opposite pattern, with higher inflammatory gene expression, an immunosuppressive TME, and elevated MGMT methylation.

conclusionInflammatory microglia-based stratification reveals key biological heterogeneity in GBM and may guide prognosis and therapeutic decision-making.

Indexed as

Brain NeoplasmsGlioblastomaImmunotherapyMicrogliaDNA MethylationFemaleGene Expression ProfilingHumansInflammationMaleMiddle AgedPrognosisSingle-Cell AnalysisTranscriptomeTumor MicroenvironmentClinical featuresGlioblastomaImmunotherapyMicrogliaTumor microenvironment

Identifiers

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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 Socratic graph.