Evidence map›Paper›PMID 41828380›Full record

SynthesisInternational journal of molecular sciences2026

Integrative Meta-Analysis Identifies Epithelial-Mesenchymal Transition Gene Signatures as Key Determinants of Ovarian Cancer Progression and Treatment Outcome.

Matteo Cassandri, Paola Pontecorvi, Fabrizio Cece, Simona Camero, Giada Mele, Enrico Romano, Simona Ceccarelli, Roberto Rizzi, Francesco Marampon, Antonio Angeloni and 2 more

Abstract readMeta-Analysis
In one paragraph

Synthesis in International journal of molecular sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

12 authors.

Matteo CassandriDepartment of Experimental Medicine, Sapienza University of Rome, 00161 Rome, Italy.
Paola PontecorviDepartment of Medical-Surgical Sciences and Biotechnologies, Sapienza University of Rome, Viale dell'Università 30, 00185 Rome, Italy.ORCID 0000-0003-2392-3775
Fabrizio CeceDepartment of Experimental Medicine, Sapienza University of Rome, 00161 Rome, Italy.
Simona CameroDepartment of Life Sciences, Health and Health Professions, Link Campus University, 00165 Rome, Italy.ORCID 0000-0001-8286-3640
Giada MeleDepartment of Radiological, Oncological and Pathological Sciences, Sapienza University of Rome, 00161 Rome, Italy.ORCID 0000-0002-3417-213X
Enrico RomanoDepartment of Sense Organs, Sapienza University of Rome, 00161 Rome, Italy.ORCID 0000-0001-9514-6472
Simona CeccarelliDepartment of Experimental Medicine, Sapienza University of Rome, 00161 Rome, Italy.ORCID 0000-0001-8789-7719
Roberto RizziDepartment of Well-being, Health and Environmental Sustainability, Sapienza University of Rome, 02100 Rieti, Italy.
Francesco MaramponDepartment of Well-being, Health and Environmental Sustainability, Sapienza University of Rome, 02100 Rieti, Italy.
Antonio AngeloniDepartment of Well-being, Health and Environmental Sustainability, Sapienza University of Rome, 02100 Rieti, Italy.
Cinzia MarcheseDepartment of Experimental Medicine, Sapienza University of Rome, 00161 Rome, Italy.ORCID 0000-0002-9280-8917
Francesca MegiorniDepartment of Well-being, Health and Environmental Sustainability, Sapienza University of Rome, 02100 Rieti, Italy.ORCID 0000-0003-3705-3248

Funding

Sapienza University of Rome RG124190F3B68F24
6 · The paper itself

Abstract

Ovarian cancer (OC) remains one of the most lethal gynecologic malignancies, with nearly 80% of patients diagnosed at advanced stages due to the absence of early symptoms and the nonspecific nature of later clinical manifestations. This highlights the urgent need for robust molecular biomarkers that can refine patient stratification and guide personalized therapeutic approaches. A major determinant of OC aggressiveness is the epithelial-to-mesenchymal transition (EMT), a transcriptionally driven program that represses epithelial identity while promoting mesenchymal traits, thereby enhancing invasion, dissemination, recurrence, and resistance to therapy. EMT dysregulation is widespread in OC and fuels tumor heterogeneity, metastatic spread, and chemoresistance. To investigate the contribution of EMT-related genes in OC biology, we analyzed whole-genome sequencing and RNA-seq data from 419 patients in The Cancer Genome Atlas (TCGA) Pan-Cancer Atlas, assessing their genomic and transcriptomic alterations. We integrated these findings with transcriptomic and drug-sensitivity data from the CTRPv2 portal, performing Pearson correlation analyses to identify therapeutic vulnerabilities associated with EMT gene expression. Our analysis identifies recurrent genomic and transcriptomic alterations across several EMT-associated genes. Notably, we identified a four-EMT gene signature (EFNA1, OVOL2, GATA3, and DSG2) whose expression correlates with differential sensitivity to VEGFR and EGFR inhibitors in OC cell lines. Overall, these results suggest that EMT-driven molecular changes contribute to the onset and progression of OC and highlight a subset of EMT genes as promising predictive biomarkers for targeted therapy responses.

Indexed as

Epithelial-Mesenchymal TransitionOvarian NeoplasmsTranscriptomeBiomarkers, TumorDisease ProgressionFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansTreatment OutcomeBiomarkers, Tumorepithelial–mesenchymal transitionmeta-analysisOvarian cancerThe Cancer Genome Atlas

Identifiers

PMID41828380
PMCPMC12984379

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.