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Agboola OE, Agboola SS, Oyinloye OM, Fadugba AE, Omolayo EY, Ayinla ZA, Osunsanmi FO, Olaiya OE, Olojo FO, Ajiboye BO, Oyinloye BE. Integrative Genomic and in Silico Analysis Reveals Mitochondrially Encoded Cytochrome C Oxidase III (MT-CO3) Overexpression and Potential Neem-Derived Inhibitors in Breast Cancer. Genes (Basel) 2025; 16:546. [PMID: 40428367 PMCID: PMC12111084 DOI: 10.3390/genes16050546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2025] [Revised: 04/11/2025] [Accepted: 04/17/2025] [Indexed: 05/29/2025] Open
Abstract
BACKGROUND The increasing global incidence of breast cancer calls for the identification of new therapeutic targets and the assessment of possible neem-derived inhibitors by means of computational modeling and integrated genomic research. METHODS Originally looking at 59,424 genes throughout 42 samples, we investigated gene expression data from The Cancer Genome Atlas-Breast Cancer (TCGA-BRCA) dataset. We chose 286 genes for thorough investigation following strict screening for consistent expression. R's limma package was used in differential expression analysis. The leading candidate's protein modeling was done with Swiss-ADME and Discovery Studio. Molecular docking studies, including 132 neem compounds, were conducted utilizing AutoDock Vina. RESULTS Among the 286 examined, mitochondrially encoded cytochrome C oxidase III (MT-CO3) turned out to be the most greatly overexpressed gene, showing consistent elevation across all breast cancer samples. Protein modeling revealed a substantial hydrophobic pocket (volume: 627.3 Å3) inside the structure of MT-CO3. Docking investigations showed five interesting neem-derived inhibitors: 7-benzoylnimbocinol, nimolicinol, melianodiol, isonimocinolide, and stigmasterol. Strong binding affinities ranging from -9.2 to -11.5 kcal/mol and diverse interactions with MT-CO3, mostly involving the residues Phe214, Arg221, and Trp58, these molecules displayed. With hydrophobic interactions dominant across all chemicals, fragment contribution analysis revealed that scaffold percentage greatly influences binding effectiveness. Stigmasterol revealed greater drug-likeness (QED = 0.79) despite minimal interaction variety, while 7-benzoylnimbocinol presented the best-balanced physicochemical profile. CONCLUSION Connecting traditional medicine with current genomics and computational biology, this work proposes a methodology for structure-guided drug design and development using neem-derived chemicals and finds MT-CO3 as a potential therapeutic target for breast cancer.
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Affiliation(s)
- Oluwaseun E. Agboola
- Institute for Drug Research and Development, Bogoro Research Centre, Afe Babalola University, Ado-Ekiti 360001, Nigeria;
- Damsem Scientific Laboratory and Research, Ado-Ekiti 360102, Nigeria
| | - Samuel S. Agboola
- Department of Pharmacology and Toxicology, College of Pharmacy, Afe Babalola University, Ado-Ekiti 360001, Nigeria;
| | - Oluwatoyin M. Oyinloye
- Department of Biological Sciences, College of Sciences, Afe Babalola University, P.M.B 5454, Ado-Ekiti 360001, Nigeria (A.E.F.); (E.Y.O.)
| | - Abimbola E. Fadugba
- Department of Biological Sciences, College of Sciences, Afe Babalola University, P.M.B 5454, Ado-Ekiti 360001, Nigeria (A.E.F.); (E.Y.O.)
| | - Esther Y. Omolayo
- Department of Biological Sciences, College of Sciences, Afe Babalola University, P.M.B 5454, Ado-Ekiti 360001, Nigeria (A.E.F.); (E.Y.O.)
| | - Zainab A. Ayinla
- Department of Biology, University of Waterloo, Waterloo, ON N2L 3G1, Canada;
| | - Foluso O. Osunsanmi
- Biotechnology and Structural Biology (BSB) Group, Department of Biochemistry and Microbiology, University of Zululand, KwaDlangezwa 3886, South Africa;
| | - Oluranti E. Olaiya
- Department of Medical Biochemistry, College of Medicine and Health Sciences, Afe Babalola University, Ado-Ekiti 360001, Nigeria;
| | - Folake O. Olojo
- Department of Chemical Sciences, Dominion University, Ibadan 110108, Nigeria;
| | - Basiru O. Ajiboye
- Phytomedicine and Molecular Toxicology Research Laboratory, Department of Biochemistry, Federal University Oye-Ekiti, Oye-Ekiti 371104, Nigeria;
| | - Babatunji E. Oyinloye
- Institute for Drug Research and Development, Bogoro Research Centre, Afe Babalola University, Ado-Ekiti 360001, Nigeria;
- Biotechnology and Structural Biology (BSB) Group, Department of Biochemistry and Microbiology, University of Zululand, KwaDlangezwa 3886, South Africa;
- Phytomedicine, Biochemical Toxicology and Biotechnology Research Laboratories, Department of Biochemistry, College of Sciences, Afe Babalola University, P.M.B 5454, Ado-Ekiti 360001, Nigeria
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Ghazizadeh Y, Sharifi-Ardani SE, Tajik N, Mirzaei R, Pourahmad J. Exploring the Potential of Mitochondria-Targeted Drug Delivery for Enhanced Breast Cancer Therapy. Int J Breast Cancer 2025; 2025:3013009. [PMID: 40224721 PMCID: PMC11991819 DOI: 10.1155/ijbc/3013009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Accepted: 02/11/2025] [Indexed: 04/15/2025] Open
Abstract
Breast cancer stands as the utmost prevalent malignancy in women, impacting the epithelial tissue of the breast and often displaying resistance to effective treatment due to its diverse molecular and histological features. Current treatment modalities may exhibit decreasing efficacy over time and can lead to disease progression. The mitochondria, a crucial organelle responsible for cellular metabolism and energy supply, stand highly sensitive to both heat and reactive oxygen species, presenting an assuring target for photodynamic and photothermal therapies (PTTs) in cancer cure. The employment of nanodrug carriers for combination deliveries holds promise in addressing challenges related to drug degradation and off-target toxicity. By circumventing the reticuloendothelial system, nanocarriers bolster the drug's bioavailability at the intended site and ensure controlled codelivery of multiple drugs, thereby maintaining the normal pharmacokinetic features and the regular pharmacodynamic characteristics of different therapeutic mechanisms. The precision and efficacy of this innovative technology have revolutionized drug delivery, substantially enhancing treatment effectiveness. In the pursuit of targeting mitochondrial modifications in cancer cells, various combination therapies such as photodynamic therapy (PDT), PTT, and chemodynamic therapy (CDT) have been explored. These therapies have improved the efficiency of mitochondria-targeted cancer treatment due to their advantageous properties of minimal toxicity, noninvasiveness, reduced drug resistance, and a safer profile. Our review article provides an exhaustive overview of alterations in the mitochondrial environment in BC, their impact on BC development, potential mitochondrial targets for BC treatment, nanotherapeutic approaches for targeting mitochondria, and the limitations of these approaches.
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Affiliation(s)
- Yalda Ghazizadeh
- Student Research Committee, School of Pharmacy, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | | | - Negin Tajik
- Student Research Committee, School of Pharmacy, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Roya Mirzaei
- Pharmaceutical Sciences Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Jalal Pourahmad
- Department of Toxicology and Pharmacology, School of Pharmacy, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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