Evidence map›Paper›PMID 41272189›Full record

ArticleScientific reports2025

Integrative transcriptomics and network analysis reveals core genes driving meningioma pathogenesis and clinical outcomes.

Youssef M Zohdy, Ali M Alawieh, Arman Jahangiri, Benjamin Siciliano, Leonardo Tariciotti, Alejandra Rodas, Justin Maldonado, Kimberly Hoang, Edjah Nduom, Brian M Howard and 6 more

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

16 authors.

Youssef M ZohdyDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA. youssef.ismail@emory.edu.
Ali M AlawiehDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA. ali.mostafa.alawieh@emory.edu.
Arman JahangiriDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA.
Benjamin SicilianoThe Graduate Program in Molecular and Systems Pharmacology, Emory University, Atlanta, GA, 30322, USA.
Leonardo TariciottiDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA.
Alejandra RodasDepartment of Otolaryngology and Head & Neck Surgery, Emory University, Atlanta, GA, 30322, USA.
Justin MaldonadoDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA.
Kimberly HoangDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA.
Edjah NduomDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA.
Brian M HowardDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA.
Daniel L BarrowDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA.
Aliaksandr AksionauDepartment of Pathology, Emory University, Atlanta, GA, 30322, USA.
Stewart G NeillDepartment of Pathology, Emory University, Atlanta, GA, 30322, USA.
Zhexing WenDepartment of Cell Biology, Emory University, Atlanta, GA, 30322, USA.
Gustavo PradillaDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA.
Tomas Garzon-MuvdiDepartment of Neurosurgery, School of Medicine, Emory University, 1365 Clifton Rd, Clinic Building B, St B6172, Atlanta, GA, 30322, USA. tomas.garzon-muvdi@emory.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Meningiomas are the most common primary CNS tumors, often managed conservatively due to their benign histology. Molecular phenotyping is considered the current frontier in meningioma classification to predict progression and guide clinical management of adjuvant therapies. While several biomarkers have been studied, a definitive molecular prognostic panel has yet to be established-a gap this study seeks to address. Using patient-resected meningioma tumor tissues paired with normal meninges, transcriptomic analysis identified a subset of significantly differentially-expressed-genes(DEG) linked to cellular proliferation and immune suppression in the tumor microenvironment. Graph-theory analysis revealed a rich-club organization in the gene networks, with highly connected core nodes. Core gene expression levels significantly correlated with tumor WHO grading, achieving an ROC-AUC of 0.8 for distinguishing low-grade(grade-1) from high-grade(grades-2&3) tumors(P < 0.001). For clinical outcomes, core gene expression achieved an AUC of 0.96 for predicting tumor recurrence(P < 0.001) and 0.74 for patient survival(P = 0.018). This study employs an analytical pipeline integrating transcriptomic analysis of meningiomas with a graph-theory approach to identify core regulators within pathological tumor networks. This refined method facilitated the discovery of phenotype-encoding biomarkers, which accurately predicted histological grade and clinical outcomes. The identified core markers provide insights into meningioma-specific pathophysiological pathways and offer potential targets for therapeutic intervention.

Indexed as

Gene Regulatory NetworksMeningeal NeoplasmsMeningiomaTranscriptomeAgedBiomarkers, TumorFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMaleMiddle AgedPrognosisTumor MicroenvironmentBiomarkers, TumorGraph-theoryMeningiomaRecurrenceRich-club

Identifiers

PMID41272189
PMCPMC12749072

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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.