Abstract 2129
Background
We present a pharmacodynamic model that describes the tumor volume evolution during and after treatment with radiation and in combination with a radiosensitizing agent. A key contribution is the inclusion of a long-term radiation effect, which allows the model to describe distinct tumor behaviors including tumor eradication and tumor regrowth with different growth rates. Additionally, we introduce the concept of TSE (Tumor Static Exposure), the exposures of one or multiple compounds that result in tumor stasis and provide an example of its utility for optimizing drug combinations in oncology.
Methods
The model was challenged with data from four treatment groups (Vehicle, radiation, radiation + radiosensitizer 25 or 100 mg/kg) in xenograft study using a clinically-relevant administration schedule (6 weeks treatment, 5 days on/2 days off) and a mixed-effects approach was used for model-fitting. The model incorporated a permanent inhibition of the natural growth rate. This step was required to capture the complete tumor eradication and the observed tumor regrowth with different rates with animals having slower regrowth compared to control animals. The presence of a radiosensitizer will lead to the same tumor evolution as if a higher dose of radiation had been administered. The model was applied to predict exposure combinations that result in tumor eradication using the TSE.
Results
The developed model captured experimental data from all treatment groups adequately, with the parameter estimates taking biologically reasonable values. Model simulation showed that tumor eradication is observed at total radiation dose of 110 Gy, which is reduced to 80 or 30 Gy with co-administration of 25 or 100 mg/kg of a radiosensitizer.
Conclusions
The new model can describe different tumor dynamics including tumor eradication and tumor regrowth with different rates. The proposed model can be expanded for radiation in combination with chemical interventions or immunotherapy. The model and TSE can be applied to generate treatment predictions for different dosing schedules or determining drug synergies. The translational utility of the TSE concept is currently under investigation.
Clinical trial identification
Editorial acknowledgement
Legal entity responsible for the study
Merck Healthcare KGaA.
Funding
Tim Cardilin was supported by an education Grant from Merck Healthcare KGaA, Darmstadt, Germany. This work was also partially funded by the Swedish Foundation for Strategic Research (Grant no. AM13-0046).
Disclosure
S. El Bawab: Full / Part-time employment: Merck Healthcare KGaA. A. Zimmermann: Full / Part-time employment: Merck Healthcare KGaA. F. Lignet: Full / Part-time employment: Merck Healthcare KGaA. All authors have declared no conflicts of interest.
Resources from the same session
2743 - The Impact of Targeted Therapies and Immunotherapy in Melanoma Brain Metastases: a Systematic Review and Meta-Analysis
Presenter: Mario Mandala
Session: Poster Display session 3
Resources:
Abstract
5479 - Intracranial Anti-Tumor Activity in Melanoma Brain Metastases with Encorafenib Plus Binimetinib: A Multicenter, Retrospective Analysis
Presenter: Jose Lutzky
Session: Poster Display session 3
Resources:
Abstract
3560 - Outcomes of Patients with Melanoma Brain Metastases (MBM) Treated with Standard of Care Therapy After Being Excluded from MBM-Specific Clinical Trials
Presenter: Kourtney Holbrook
Session: Poster Display session 3
Resources:
Abstract
3175 - The analysis of current treatment outcomes in melanoma patients with brain metastases
Presenter: Joanna Placzke
Session: Poster Display session 3
Resources:
Abstract
4550 - A multivariate model to define prognostic groups among patients with melanoma brain metastases: a 10-year retrospective cohort study
Presenter: Giacomo Pelizzari
Session: Poster Display session 3
Resources:
Abstract
4191 - The immune landscape of melanoma significantly influences survival in patients with highly mutated tumors.
Presenter: Robert Ferguson
Session: Poster Display session 3
Resources:
Abstract
1625 - Final Results from Phase II of Combination with Canerpaturev (formerly HF10), an Oncolytic Viral Immunotherapy, and Ipilimumab in Unresectable or Metastatic Melanoma in 2nd-or later line treatment
Presenter: Kenji Yokota
Session: Poster Display session 3
Resources:
Abstract
5346 - Evaluating polygenic risk score prediction model for melanoma prognosis
Presenter: Miriam Potrony
Session: Poster Display session 3
Resources:
Abstract
5477 - Impact of sarcopenia in patients with metastatic melanoma treated with immunotherapy
Presenter: Maria Grazia Vitale
Session: Poster Display session 3
Resources:
Abstract
3469 - Ancillary evaluation of systemic immune antitumor response (SIAR) and tumor growth rate (TGR) of patients (pts) with metastatic melanoma (MM) treated with radiotherapy (RT) combined with ipilimumab (ipi) in the phase 1 study Mel-Ipi-Rx.
Presenter: Celine Boutros
Session: Poster Display session 3
Resources:
Abstract