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Irradiator Commissioning and Dosimetry for Assessment of LQ α and β Parameters, Radiation Dosing Schema, and in vivo Dose Deposition
Published on: March 11, 2021
Model-based optimization of combination protocols for irradiation-insensitive cancers
Beata Hat1, Joanna Jaruszewicz-Błońska1, Tomasz Lipniacki2
1Institute of Fundamental Technological Research, Polish Academy of Sciences, Warsaw, Poland.
Abstract:
Alternations in the p53 regulatory network may render cancer cells resistant to the radiation-induced apoptosis. In this theoretical study we search for the best protocols combining targeted therapy with radiation to treat cancers with wild-type p53, but having downregulated expression of PTEN or overexpression of Wip1 resulting in resistance to radiation monotherapy. Instead of using the maximum tolerated dose paradigm, we exploit stochastic computational model of the p53 regulatory network to calculate apoptotic fractions for both normal and cancer cells. We consider combination protocols, with irradiations repeated every 12, 18, 24, or 36 h to find that timing between Mdm2 inhibitor delivery and irradiation significantly influences the apoptotic cell fractions. We assume that uptake of the inhibitor is higher by cancer than by normal cells and that cancer cells receive higher irradiation doses from intersecting beams. These two assumptions were found necessary for the existence of protocols inducing massive apoptosis in cancer cells without killing large fraction of normal cells neighboring tumor. The best found protocols have irradiations repeated every 24 or 36 h with two inhibitor doses per irradiation cycle, and allow to induce apoptosis in more than 95% of cancer cells, killing less than 10% of normal cells.
Insights
Combining targeted therapy with radiation can overcome cancer s resistance to radiation. Optimized protocols show potential for high cancer cell apoptosis with minimal normal cell damage.
Area of Science:
- Oncology
- Radiation Oncology
- Computational Biology
Background:
- Cancer cells with wild-type p53 can develop resistance to radiation therapy due to alterations in the p53 regulatory network, such as downregulated PTEN or overexpressed Wip1.
- Radiation monotherapy may be ineffective against these resistant cancer types.
Purpose of the Study:
- To identify optimal combination protocols of targeted therapy and radiation for treating cancers resistant to radiation monotherapy.
- To investigate the impact of timing and Mdm2 inhibitor dosage in combination therapy using a computational model.
Main Methods:
- Utilized a stochastic computational model of the p53 regulatory network to simulate cell apoptosis.
- Evaluated combination protocols with varying irradiation intervals (12, 18, 24, 36 hours) and Mdm2 inhibitor delivery schedules.
- Incorporated assumptions of higher inhibitor uptake and irradiation dose in cancer cells compared to neighboring normal cells.
Main Results:
- The timing of Mdm2 inhibitor administration relative to irradiation significantly affects apoptotic fractions in both normal and cancer cells.
- Protocols with irradiation repeated every 24 or 36 hours, combined with two Mdm2 inhibitor doses per cycle, were most effective.
- These optimized protocols achieved >95% cancer cell apoptosis while sparing <10% of normal cells.
Conclusions:
- Combination therapy, specifically timed Mdm2 inhibition with fractionated radiation, can overcome radiation resistance in p53 wild-type cancers.
- The computational model successfully identified treatment strategies that maximize cancer cell death and minimize toxicity to surrounding normal tissues.
- These findings support the development of novel therapeutic strategies for radioresistant cancers.
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