Evidence map›Paper›PMID 37370767›Full record

ArticleCancers2023

Integrating Multi-Omics Analysis for Enhanced Diagnosis and Treatment of Glioblastoma: A Comprehensive Data-Driven Approach.

Amir Barzegar Behrooz, Hamid Latifi-Navid, Simone C da Silva Rosa, Maciej Swiat, Emilia Wiechec, Carla Vitorino, Rui Vitorino, Zahra Jamalpoor, Saeid Ghavami

Open access · goldAbstract read
In one paragraph

Article in Cancers, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.

0numbers the graph read from it
0cells of the map it votes in
24citing papers in PubMed
5.2field-weighted citation impact, top 4% of its field
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

24 citing papers in PubMed, 34 citations in OpenAlex.

  1. Article
  2. Review
  3. Article
  4. Article
  5. Advancements in Drug Delivery Systems in Glioblastoma Therapy.International journal of molecular sciences · 2026
    Review
  6. Review
  7. Multi-Omics Integration for Advancing Glioma Precision Medicine.Annals of clinical and translational neurology · 2026
    Review
  8. Review
  9. Article
  10. Artificial Intelligence-Driven Multi-Omics Approaches in Glioblastoma.International journal of molecular sciences · 2025
    Review
  11. Review
  12. Review
  13. Article
  14. Review
  15. Article
  16. Multiomics of Aging and Aging-Related Diseases.International journal of molecular sciences · 2024
    Review
  17. Article
  18. Article
  19. Article
  20. Review
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

9 authors at 7 institutions in 4 countries.

Amir Barzegar BehroozTrauma Research Center, Aja University of Medical Sciences, Tehran 14117-18541, Iran.ORCID 0000-0002-8113-5809
Hamid Latifi-NavidDepartment of Molecular Medicine, National Institute of Genetic Engineering and Biotechnology, Tehran 14977-16316, Iran.
Simone C da Silva RosaDepartment of Human Anatomy and Cell Science, University of Manitoba College of Medicine, Winnipeg, MB R3E 3P5, Canada.ORCID 0000-0002-3732-3781
Maciej SwiatFaculty of Medicine in Zabrze, University of Technology in Katowice, 41-800 Zabrze, Poland.
Emilia WiechecDivision of Cell Biology, Department of Biomedical and Clinical Sciences, Linköping University, 58185 Linköping, Sweden.ORCID 0000-0003-0270-9374
Carla VitorinoCoimbra Chemistry Coimbra, Institute of Molecular Sciences-IMS, Department of Chemistry, University of Coimbra, 3000-456 Coimbra, Portugal.ORCID 0000-0003-3424-548X
Rui VitorinoDepartment of Medical Sciences, Institute of Biomedicine iBiMED, University of Aveiro, 3810-193 Aveiro, Portugal.ORCID 0000-0003-3636-5805
Zahra JamalpoorTrauma Research Center, Aja University of Medical Sciences, Tehran 14117-18541, Iran.
Saeid GhavamiDepartment of Human Anatomy and Cell Science, University of Manitoba College of Medicine, Winnipeg, MB R3E 3P5, Canada.ORCID 0000-0001-5948-508X
Aja University of Medical Sciences · IRCancerCare Manitoba · CALinköping University · SENational Institute of Genetic Engineering and Biotechnology · IRUniversidade do Porto · PTUniversity of Coimbra · PTUniversity of Manitoba · CA

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The most aggressive primary malignant brain tumor in adults is glioblastoma (GBM), which has poor overall survival (OS). There is a high relapse rate among patients with GBM despite maximally safe surgery, radiation therapy, temozolomide (TMZ), and aggressive treatment. Hence, there is an urgent and unmet clinical need for new approaches to managing GBM. The current study identified modules (MYC, EGFR, PIK3CA, SUZ12, and SPRK2) involved in GBM disease through the NeDRex plugin. Furthermore, hub genes were identified in a comprehensive interaction network containing 7560 proteins related to GBM disease and 3860 proteins associated with signaling pathways involved in GBM. By integrating the results of the analyses mentioned above and again performing centrality analysis, eleven key genes involved in GBM disease were identified. ProteomicsDB and Gliovis databases were used for determining the gene expression in normal and tumor brain tissue. The NetworkAnalyst and the mGWAS-Explorer tools identified miRNAs, SNPs, and metabolites associated with these 11 genes. Moreover, a literature review of recent studies revealed other lists of metabolites related to GBM disease. The enrichment analysis of identified genes, miRNAs, and metabolites associated with GBM disease was performed using ExpressAnalyst, miEAA, and MetaboAnalyst tools. Further investigation of metabolite roles in GBM was performed using pathway, joint pathway, and network analyses. The results of this study allowed us to identify 11 genes (

Indexed as

autophagybiomarker selectionglioblastomainflammationomicsmetabolomicsnetwork analysispathway analysispersonalized therapy

Identifiers

PMID37370767
PMCPMC10296097
OpenAlexW4380485664

What OpenQuestion 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 OpenQuestion graph.