Gari, M., Baothman, B.K., Gari, K. et al. (9 more authors) (2025) A combined transcriptomic, epigenetic, and functional analysis identifies novel biomarkers in breast cancer. Hereditas, 163 (1). 16. ISSN: 0018-0661
Abstract
Background Breast cancer is a leading cause of cancer-related mortality among women worldwide. Identifying reliable molecular biomarkers and therapeutic targets is crucial for improving early diagnosis and treatment strategies. This study aimed to identify and functionally validate key hub genes involved in breast cancer progression using an integrated bioinformatics and experimental approach.
Methodology Three microarray datasets (GSE42568, GSE29431, and GSE21422) were retrieved from the GEO database to identify differentially expressed genes (DEGs). DEGs common across datasets were subjected to PPI network analysis using STRING and Cytoscape, and hub genes were identified via CytoHubba. The expression of hub genes was validated using RT-qPCR in six breast cancer and five normal epithelial cell lines. Methylation status, survival correlation, immune associations, and drug sensitivity were assessed via GSCA, cBioPortal, OncoDB, and TISIDB. Functional assays, including cell proliferation, colony formation, and wound healing assays were performed following gene overexpression in MCF-7 and T47D cells.
Results Four hub genes (PPARG, LEP, CD36, and PLIN1) were consistently downregulated in breast cancer and showed higher promoter methylation. Their expression correlated with tumor progression, poor survival, immune infiltration, and drug sensitivity. Functional validation demonstrated that overexpression of each gene reduced proliferation, colony formation, and migration in vitro. Additionally, these genes exhibited subtype-specific immune interactions and drug response profiles, with PPARG emerging as a particularly strong therapeutic biomarker.
Conclusion This study identified and experimentally validated four hub genes as potential biomarkers and therapeutic targets in breast cancer. Their expression is regulated by methylation and contributes to tumor progression and immune modulation, highlighting their clinical utility in precision oncology.
Metadata
| Item Type: | Article |
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| Authors/Creators: |
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| Copyright, Publisher and Additional Information: | © The Author(s) 2025. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
| Keywords: | Bioinformatics; Biomarkers; Breast cancer; Functional validation; Immune infiltration; Methylation |
| Dates: |
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| Institution: | The University of Sheffield |
| Academic Units: | The University of Sheffield > Faculty of Science (Sheffield) > School of Biosciences (Sheffield) |
| Date Deposited: | 04 Feb 2026 11:02 |
| Last Modified: | 04 Feb 2026 11:02 |
| Status: | Published |
| Publisher: | Springer Science and Business Media LLC |
| Refereed: | Yes |
| Identification Number: | 10.1186/s41065-025-00630-1 |
| Related URLs: | |
| Sustainable Development Goals: | |
| Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:237378 |
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