Submitted:
25 January 2025
Posted:
27 January 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Breast Cell Lines
2.2. Cell Culture Irradiation
2.3. Doubling Time, Adaptive Response and Clonogenic Survival Assay (CSA)
2.4. Biological Effective Dose (BED)
2.5. Split Dose Experiment and the Clonogenic Survival Assay
2.6. Gamma-H2AX Foci Assay
2.7. Clonogenic Survival Assay: Comparative Responses and Radiation Adaptation
2.8. Migration Assay
2.9. Invasion Assay
2.10. Lactate Dehydrogenase (LDH) Assay
2.11. Data Analysis
3. Results
3.1. Optimisation of Comparable Treatment Regimens and Adaptive Doubling Time
3.2. Survival Fraction and Adaptive Response
3.3. Breast Cell Lines Migration and Invasion
3.4. Lactate Dehydrogenase (LDH) Release
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Sung, H.; Ferlay, J.; Siegel, R.L.; Laversanne, M.; Soerjomataram, I.; Jemal, A.; et al. Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA Cancer J Clin. 2021, 71, 209–249. [Google Scholar] [CrossRef] [PubMed]
- Musekiwa, A.; Moyo, M.; Mohammed, M.; Matsena-Zingoni, Z.; Twabi, H.S.; Batidzirai, J.M.; et al. Mapping Evidence on the Burden of Breast, Cervical, and Prostate Cancers in Sub-Saharan Africa: A Scoping Review. Front Public Heal. 2022, 10, 908302. [Google Scholar] [CrossRef]
- Santucci, C.; Carioli, G.; Bertuccio, P.; Malvezzi, M.; Pastorino, U.; Boffetta, P.; et al. Progress in cancer mortality, incidence, and survival: A global overview. Eur J Cancer Prev. 2020, 29, 367–381. [Google Scholar] [CrossRef] [PubMed]
- Siegel, R.L.; Miller, K.D.; Wagle, N.S.; Jemal, A. Cancer statistics, 2023. CA Cancer J Clin. 2023, 73, 17–48. [Google Scholar] [CrossRef]
- Seraphin, T.P.; Joko-Fru, W.Y.; Kamaté, B.; Chokunonga, E.; Wabinga, H.; Somdyala, N.I.M.; et al. Rising prostate cancer incidence in Sub-Saharan Africa: A trend analysis of data from the african cancer registry network. Cancer Epidemiol Biomarkers Prev. 2021, 30, 158–165. [Google Scholar] [CrossRef] [PubMed]
- Zubizarreta, E.H.; Fidarova, E.; Healy, B.; Rosenblatt, E. Need for radiotherapy in low and middle income countries–the silent crisis continues. Clin Oncol. 2015, 27, 107–114. [Google Scholar] [CrossRef] [PubMed]
- Pramesh, C.S. , Badwe, R.A., Bhoo-Pathy, N., Booth, C.M., Chinnaswamy, G., Dare, A.J., de Andrade, V.P., Hunter, D.J., Gopal, S., Gospodarowicz, M. and Gunasekera, S. Priorities for cancer research in low-and middle-income countries: a global perspective. Nature Medicine 2022, 28, 649–657. [Google Scholar] [CrossRef]
- Papautsky, E.L.; Hamlish, T. Patient-reported treatment delays in breast cancer care during the COVID-19 pandemic. Breast Cancer Res Treat. 2020, 184, 249–254. [Google Scholar] [CrossRef] [PubMed]
- Epstein, M.M.; Sundaresan, D.; Fair, M.; Fouayzi, H.; Warner, E.T.; Garber, L.D.; et al. Trends in breast and prostate cancer screening and diagnostic procedures during the COVID-19 pandemic in central Massachusetts. Cancer Causes Control. 2022, 33, 1313–1323. [Google Scholar] [CrossRef] [PubMed]
- Gasinska, A. The contribution of women to radiobiology: Marie Curie and beyond. Reports Pract Oncol Radiother J Gt Cancer Cent Pozn Polish Soc Radiat Oncol. 2016, 21, 250–258. [Google Scholar] [CrossRef]
- Ray, K.J.; Sibson, N.R.; Kiltie, AE. Treatment of Breast and Prostate Cancer by Hypofractionated Radiotherapy: Potential Risks and Benefits. Clin Oncol (Royal Coll Radiol (Great Britain). 2015, 27, 420–426. [Google Scholar] [CrossRef]
- Brand, D.H.; Kirby, A.M.; Yarnold, J.R.; Somaiah, N. How Low Can You Go ? The Radiobiology of Hypofractionation Hypofractionation. Clin Oncol. 2022, 34, 280–287. [Google Scholar] [CrossRef] [PubMed]
- Brunt, A.M.; Haviland, JS. Hypofractionation: The standard for external beam breast irradiation. Breast. 2023, 69, 410–416. [Google Scholar] [CrossRef] [PubMed]
- Coles, C.E.; Aristei, C.; Bliss, J.; Boersma, L.; Brunt, A.M.; Chatterjee, S.; et al. International Guidelines on Radiation Therapy for Breast Cancer During the COVID-19 Pandemic. Clinical oncology (Royal College of Radiologists (Great Britain)). 2020, 32, 279–281. [Google Scholar] [CrossRef] [PubMed]
- Devine, A.; O’Donovan, T. Impact of the COVID-19 pandemic on Radiation Therapy Practice: A Catalyst for Research. Radiography. 2022, 28 (Suppl. 1), S13–S15. [Google Scholar] [CrossRef] [PubMed]
- Otsuka, S.; Shibamoto, Y.; Iwata, H.; Murata, R.; Sugie, C.; Ito, M.; et al. Compatibility of the linear-quadratic formalism and biologically effective dose concept to high-dose-per-fraction irradiation in a murine tumor. Int J Radiat Oncol Biol Phys. 2011, 81, 1538–1543. [Google Scholar] [CrossRef] [PubMed]
- Zhang, H.; Wan, C.; Huang, J.; Yang, C.; Qin, Y.; Lu, Y.; et al. In Vitro Radiobiological Advantages of Hypofractionation Compared with Conventional Fractionation: Early-Passage NSCLC Cells are Less Aggressive after Hypofractionation. Radiat Res. 2018, 190, 584–595. [Google Scholar] [CrossRef]
- Burdall, S.E.; Hanby, A.M.; Lansdown, M.R.J.; Speirs, V. Breast cancer cell lines: friend or foe? Breast Cancer Res. 2003, 5, 89–95. [Google Scholar] [CrossRef]
- Wasielewski, M.; Elstrodt, F.; Klijn, J.G.; Berns, E.M.; Schutte, M. Thirteen new p53 gene mutants identified among 41 human breast cancer cell lines. Breast Cancer Research and Treatment. 2006, 99, 97–101. [Google Scholar] [CrossRef]
- Neve, R.M.; Chin, K.; Fridlyand, J.; Yeh, J.; Baehner, F.L.; Fevr, T.; et al. A collection of breast cancer cell lines for the study of functionally distinct cancer subtypes. Cancer Cell. 2006, 10, 515–527. [Google Scholar] [CrossRef]
- Vidal, M.A.; Kilroy, G.E.; Johnson, J.R.; Lopez, M.J.; Moore, R.M.; Gimble, JM. Cell growth characteristics and differentiation frequency of adherent equine bone marrow-derived mesenchymal stromal cells: adipogenic and osteogenic capacity. Vet Surg. 2006, 35, 601–610. [Google Scholar] [CrossRef] [PubMed]
- Lee, K.S.; Cha, S.H.; Kang, H.W.; Song, J.Y.; Lee, K.W.; Ko, K.B.; et al. Effects of serial passage on the characteristics and chondrogenic differentiation of canine umbilical cord matrix derived mesenchymal stem cells. Asian-Australasian J Anim Sci. 2013, 26, 588–595. [Google Scholar] [CrossRef]
- Ediriweera, M.K.; Tennekoon, K.H.; Samarakoon, S.R. In vitro assays and techniques utilized in anticancer drug discovery. J Appl Toxicol. 2019, 39, 38–71. [Google Scholar] [CrossRef]
- McMahon, S.J. The linear quadratic model: Usage, interpretation and challenges. Phys Med Biol. 2018, 64, 0–24. [Google Scholar] [CrossRef]
- Dale, R.; Carabe-Fernandez, A. The radiobiology of conventional radiotherapy and its application to radionuclide therapy. Cancer Biother Radiopharm. 2005, 20, 47–51. [Google Scholar] [CrossRef] [PubMed]
- Nair, S.; Cairncross, S.; Miles, X.; Engelbrecht, M.; du Plessis, P.; Bolcaen, J.; et al. An Automated Microscopic Scoring Method for the γ-H2AX Foci Assay in Human Peripheral Blood Lymphocytes. J Vis Exp. 2021, 2021, 1–20. [Google Scholar] [CrossRef]
- Panek, A.; Miszczyk, J. DNA repair processes in human lymphocytes irradiated with a 60-MeV proton radiotherapeutic beam. RAD Conf Proc. 2019, 3, 10–14. [Google Scholar]
- Giallourou, N.S.; Rowland, I.R.; Rothwell, S.D.; Packham, G.; Commane, D.M.; Swann, J.R. Metabolic targets of watercress and PEITC in MCF-7 and MCF-10A cells explain differential sensitisation responses to ionising radiation. Eur J Nutr. 2019, 58, 2377–2391. [Google Scholar] [CrossRef] [PubMed]
- Savoca, G.; Calvaruso, M.; Minafra, L.; Bravatà, V.; Cammarata, F.P.; Iacoviello, G.; et al. Local Disease-Free Survival Rate (LSR) Application to Personalize Radiation Therapy Treatments in Breast Cancer Models. J Pers Med. 2020, 10. [Google Scholar] [CrossRef] [PubMed]
- Pereira, L.; Ferreira, M.T.; Lima, A.G.F.; Salata, C.; Ferreira-Machado, S.C.; Lima, I.; et al. Biological effects induced by doses of mammographic screening. Phys Medica. 2021, 87, 90–98. [Google Scholar] [CrossRef]
- Sears, J.; Swanner, J.; Fahrenholtz, C.D.; Snyder, C.; Rohde, M.; Levi-Polyachenko, N.; et al. Combined photothermal and ionizing radiation sensitization of triple-negative breast cancer using triangular silver nanoparticles. Int J Nanomedicine. 2021, 16, 851–865. [Google Scholar] [CrossRef] [PubMed]
- Steyn, G.; Anthony, L.; Azaiez, F.; Baard, S.; Bark, R.; Barnard, A.; et al. Development of New Target Stations for the South African Isotope Facility. Instruments. 2018, 2, 29. [Google Scholar] [CrossRef]
- van Leeuwen, C.M.; Oei, A.L.; Crezee, J.; Bel, A.; Franken, N.A.P.; Stalpers, L.J.A.; et al. The alfa and beta of tumours: a review of parameters of the linear-quadratic model, derived from clinical radiotherapy studies. Radiat Oncol. 2018, 13, 96. [Google Scholar] [CrossRef]
- Williams M, V.; Denekamp, J.; Fowler, J.F. A review of alpha/beta ratios for experimental tumors: implications for clinical studies of altered fractionation. Int J Radiat Oncol Biol Phys. 1985, 11, 87–96. [Google Scholar] [CrossRef]
- Qi, X.S.; White, J.; Li, X.A. Is α/β for breast cancer really low? Radiother Oncol J Eur Soc Ther Radiol Oncol. 2011, 100, 282–288. [Google Scholar] [CrossRef] [PubMed]
- Hendry, J.H. 7.12 - Radiation Biology of Radiation Protection. In: Brahme ABTCBP, editor. Oxford: Elsevier; 2014. p. 247–61. https://www.sciencedirect.com/science/article/pii/B9780444536327008121.
- Du Plessis, P.; Seane, E.N.; Miles, X.; Nair, S.; Slabbert, J.P.; Vandevoorde, C. Variations in Radiosensitivity of Breast Cancer and Normal. Clinics in Oncol. 2022, 7. [Google Scholar]
- Rajan, A.; Nadhan, R.; Latha, N.R.; Krishnan, N.; Warrier A, V.; Srinivas, P. Deregulated estrogen receptor signaling and DNA damage response in breast tumorigenesis. Biochim Biophys Acta (BBA)-Reviews Cancer. 2021, 1875, 188482. [Google Scholar] [CrossRef] [PubMed]
- Zach, L.O.; Yedidia-Aryeh, L.; Goldberg, M. Estrogen and DNA damage modulate mRNA levels of genes involved in homologous recombination repair in estrogen-deprived cells. J Transl Genet Genom. 2022, 6, 266–280. [Google Scholar] [CrossRef]
- Mladenov, E.; Magin, S.; Soni, A.; Iliakis, G. DNA double-strand break repair as determinant of cellular radiosensitivity to killing and target in radiation therapy. Frontiers in Oncology. 2013, 3, 113. [Google Scholar] [CrossRef]
- Grosche, S.; Bogdanova, N.V.; Ramachandran, D.; Lüdeking, M.; Stemwedel, K.; Christiansen, H.; Henkenberens, C.; Merten, R. Effectiveness of hypofractionated and normofractionated radiotherapy in a triple-negative breast cancer model. Frontiers in Oncology. 2022, 12, 852694. [Google Scholar] [CrossRef] [PubMed]
- Starcevic, S.L.; Diotte, N.M.; Zukowski, K.L.; Cameron, M.J.; Novak, R.F. Oxidative DNA Damage and Repair in a Cell Lineage Model of Human Proliferative Breast Disease (PBD). Toxicol Sci. 2003, 75, 74–81. [Google Scholar] [CrossRef] [PubMed]
- Hader, M.; Streit, S.; Rosin, A.; Gerdes, T.; Wadepohl, M.; Bekeschus, S.; et al. In Vitro Examinations of Cell Death Induction and the Immune Phenotype of Cancer Cells Following Radiative-Based Hyperthermia with 915 MHz in Combination with Radiotherapy. Vol. 10, Cells. Department of Radiation Oncology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), 91054 Erlangen, Germany.; 2021. p. 1436. Available from: http://europepmc.org/abstract/MED/34201238.
- Abramson, V.G.; Mayer, I.A. Molecular Heterogeneity of Triple-Negative Breast Cancer. Curr Breast Cancer Rep. 2014, 6, 154–158. [Google Scholar] [CrossRef] [PubMed]
- Denkert, C.; Von Minckwitz, G.; Brase, J.C.; Sinn B, V.; Gade, S.; Kronenwett, R.; et al. Tumor-Infiltrating Lymphocytes and Response to Neoadjuvant Chemotherapy With or Without Carboplatin in Human Epidermal Growth Factor Receptor 2 – Positive and Triple-Negative Primary Breast Cancers. Journal of Clinical Oncology. 2015, 33. [Google Scholar] [CrossRef] [PubMed]
- Kötter, B.; Frey, B.; Winderl, M.; Rubner, Y.; Scheithauer, H.; Sieber, R.; et al. The in vitro immunogenic potential of caspase-3 proficient breast cancer cells with basal low immunogenicity is increased by hypofractionated irradiation. Radiat Oncol. 2015, 10, 1–14. [Google Scholar] [CrossRef]
- Jabbari, N.; Nawaz, M.; Rezaie, J. Bystander effects of ionizing radiation: conditioned media from X-ray irradiated MCF-7 cells increases the angiogenic ability of endothelial cells. Cell Commun Signal. 2019, 17, 165. [Google Scholar] [CrossRef] [PubMed]
- Karimi-Busheri, F.; Rasouli-Nia, A.; Mackey, J.R.; Weinfeld, M. Senescence evasion by MCF-7 human breast tumor-initiating cells. Breast Cancer Research. 2010, 12, 1–6. [Google Scholar] [CrossRef] [PubMed]
- Zhao, Y.; Zhong, R.; Sun, L.; Jia, J.; Ma, S.; Liu, X. Ionizing radiation-induced adaptive response in fibroblasts under both monolayer and 3-dimensional conditions. PLoS One. 2015, 10, e0121289. [Google Scholar] [CrossRef]
- Thathamangalam Ananthanarayanan, A.; Raavi, V.; Srinivas Kondaveeti, S.; Ramachandran, I.; Perumal, V. Insights on the Radiation-Induced Adaptive Response at the Cellular Level and Its Implications in Cancer Therapy. Cytogenet Genome Res. 2023, 163, 257–273. [Google Scholar] [CrossRef] [PubMed]
- Weiger, M.C.; Vedham, V.; Stuelten, C.H.; Shou, K.; Herrera, M.; Sato, M.; Losert, W.; Parent, C.A. Real-time motion analysis reveals cell directionality as an indicator of breast cancer progression. PloS one. 2013, 8, e58859. [Google Scholar] [CrossRef] [PubMed]
- Rieken, S.; Rieber, J.; Brons, S.; Habermehl, D.; Rief, H.; Orschiedt, L.; et al. Radiation-induced motility alterations in medulloblastoma cells. J Radiat Res. 2015, 56, 430–436. [Google Scholar] [CrossRef] [PubMed]
- Torabinejad, S.; Soleymanifard, S.; Sayyah, S.; Behnam Rasouli, F. High-dose Irradiation Stimulated Breast Tumor Microenvironment to Enhance Tumor Cell Growth and Decrease Tumor Cell Motility. J Biomed Phys Eng. 2023, 13, 209–216. [Google Scholar] [PubMed]
- Panzetta, V.; La Verde, G.; Pugliese, M.; Arrichiello, C.; Muto, P.; La Commara, M.; D'Avino, V.; Netti, P.A.; Fusco, S. Investigation of biophysical migration parameters for normal tissue and metastatic cancer cells after radiotherapy treatment. Frontiers in Physics. 2020, 8, 575906. [Google Scholar] [CrossRef]
- Wahl, G.M.; Spike, B.T. Cell state plasticity, stem cells,, E.M.T.; and the generation of intra-tumoral heterogeneity. NPJ Breast Cancer. 2017, 3, 14. [Google Scholar] [CrossRef] [PubMed]
- Cardama, G.A.; Gonzalez, N.; Maggio, J.; Menna, P.L.; Gomez, D.E. Rho GTPases as therapeutic targets in cancer. Int J Oncol. 2017, 51, 1025–1034. [Google Scholar] [CrossRef]




| Cell Line (Breast) |
Doubling Time (h) | Standard Deviation | Adaptive Doubling Time (hrs) | Standard Deviation | p-value |
|---|---|---|---|---|---|
| MCF-10A | 29.30 | 1.30 | 33.18 | 1.50 | p = 0.041 |
| MCF-7 | 33.40 | 2.60 | 39.59 | 0.70 | p = 0.013 |
| MDA-MB-231 | 25.20 | 1.30 | 28.00 | 1.50 | p = 0.037 |
| Cell Line (Breast) |
α (Gy-1) |
β (Gy-2) |
α/β Ratio | D50 (Gy) | p-value | RS | Conventional Fractionation | Hypofractionation | Biological Effective Dose (BED) |
|---|---|---|---|---|---|---|---|---|---|
| MCF-10A (non-cancerous) |
0.19 ± 0.01 | 0.08 ± 0.00* | 2.5 ± 0.3 | 1.98 ± 0.03 | - | - | 2.00 Gy x 4 = 8.00 Gy with 3 hours gap | 4.88 Gy x 1 = 4.88 Gy | 14.41 Gy |
| MCF-7 (cancerous) |
0.16 ± 0.00* | 0.04 ± 0.00* | 4.1 ± 1.1 | 2.62 ± 0.02 | 0.283 | 0.76 ± 0.00* | 2.00 Gy x 4 = 8.00 Gy with 3 hours gap | 5.23 Gy x 1 = 5.23 Gy | 11.90 Gy |
| MDA-MB-231 (cancerous) | 0.15 ± 0.00* | 0.03 ± 0.00* | 5.4 ± 1.7 | 2.92 ± 0.02 | 0.225 | 0.68 ± 0.00* | 2.00 Gy x 4 = 8.00 Gy with 3 hours gap | 5.45 Gy x 1 = 5.45 Gy | 10.95 Gy |
| Cell Lines | Single-Dose (Gy) | Intrinsic Survival (%) | Hypofractionation Survival (%) | p-value |
|---|---|---|---|---|
| MCF-10A | 4.88 | 5.9 ± 3.0 | 14.4 ± 2.4 | 0.0002 |
| MCF-7 | 5.23 | 14.5 ± 2.4 | 18.7 ± 4.0 | 0.1438 |
| MDA-MB-231 | 5.45 | 18.1 ± 2.1 | 23.4 ± 1.0 | 0.0144 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).