ORIGINAL RESEARCH article
Front. Bioinform.
Sec. Protein Bioinformatics
DZIP3 is associated with the cytoskeletal dynamics in glioblastoma and mitochondrial machinery regulation
- KB
Khadija Bichri
- MC
Meryeme Chihab Eddine
- MS
Mohammed Sqalli Houssaini
- MR
Mounir Rghioui
- IE
Imad El Badisy
- BG
Bouchra GHAZI
Department of Biological Sciences, Faculty of Medicine, Mohammed VI University of Health Sciences, Casablanca, Morocco
Select one of your emails
You have multiple emails registered with Frontiers:
Notify me on publication
Please enter your email address:
If you already have an account, please login
You don't have a Frontiers account ? You can register here
Abstract
Glioblastoma (GBM) is a major public health issue with increased prevalence and incidence worldwide. The therapeutic strategy is based on surgical resection, followed by chemotherapy and radiotherapy. However, therapeutic failure is increasingly recognized as driven by the intricate characteristics of the tumor microenvironment (TME). Stress granules (SGs) are structures that emerge in cells in response to stress. In GBM, these elements are implicated in tumor development and progression. Heterogeneous elements coalesce to form SGs, with RNA-binding proteins (RBPs) among them. DZIP3, DAZ-interacting zinc finger 3, is an understudied RBP in cancer, particularly with respect to its impact on TME remodeling. In the current study, we evaluate the prognostic value of DZIP3 using The Cancer Genome Atlas and the Chinese Glioma Genome Atlas as the validation cohort. Initially, high DZIP3 expression was associated with better survival in the TCGA cohort, but after adjustment for age, gender, transcription subtypes, IDH mutation status, MGMT promoter methylation status, and Karnofsky performance score, the prognostic utility of DZIP3 did not persist. Similar results were observed in the CGGA cohort. To identify pathways enriched among upregulated genes associated with high DZIP3 expression, we performed multiple enrichment analyses. To evaluate whether the gene sets obtained are indeed associated with DZIP3, we conducted a robustness assessment and retained only those that met the pre-specified FDR and effect-size thresholds. Of the 30 modules obtained, 7 retained independent association: the cytoskeletal dynamics/intracellular transport gene set was the strongest correlate of DZIP3, followed by 4 mitochondrial modules (branched-chain amino acid metabolism, NAD biosynthesis, translation factors, and pyruvate metabolism), RNA granule/neurodegeneration gene set, and the nucleocytoplasmic transport gene set. The immune checkpoints, P-bodies, and malignant cell state gene sets were not independent of this signal. The cytoskeletal signal was replicated in the CGGA cohort and at single-cell resolution, with 9 core hub miRNAs targeting DZIP3, suspected to be a regulatory mechanism. Altogether, this study identifies the cytoskeletal module, 4 mitochondrial programs, RNA granule/neurodegeneration, and nucleocytoplasmic transport gene sets as the strongest correlates of DZIP3 expression in GBM, demonstrating that clinical prognostic value is distinct from transcriptional reproducibility.
Summary
Keywords
DAZ interacting zinc finger 3, Glioblastoma, immune microenvironment, Mitochondria, RNA-Binding Protein, stress granules
Received
11 May 2026
Accepted
11 August 2026
Copyright
© 2026 Bichri, Chihab Eddine, Sqalli Houssaini, Rghioui, El Badisy and GHAZI. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Bouchra GHAZI
Disclaimer
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.