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
4543 - Long-term real-world (RW) outcomes in patients with advanced melanoma (MEL) treated with ipilimumab (IPI) and non-IPI therapies: IMAGE study
Presenter: Stéphane Dalle
Session: Poster Display session 3
Resources:
Abstract
4523 - Prognostic Factors for efficacy of Ipilimumab used after AntiPD1 and/or BRAF+MEK inhibitors in Melanoma Patients: an Italian Melanoma Intergroup study
Presenter: Riccardo Marconcini
Session: Poster Display session 3
Resources:
Abstract
3632 - Rechallenge with combination ipilimumab and anti-PD-1 (IPI+PD1) in metastatic melanoma after acquired resistance to IPI+PD1 immunotherapy
Presenter: Adriana Hepner
Session: Poster Display session 3
Resources:
Abstract
3732 - Clinicopathologic characteristics of immune colitis in melanoma patients treated with combination ipilimumab and anti-PD1 (IPI+PD1) and PD1 monotherapy.
Presenter: Kazi Nahar
Session: Poster Display session 3
Resources:
Abstract
5005 - Real-world outcomes of ipilimumab plus nivolumab for advanced melanoma in the Netherlands
Presenter: Michiel van Zeijl
Session: Poster Display session 3
Resources:
Abstract
5524 - Utilization of Real-World Data to Assess the Effectiveness of Immune Checkpoint Inhibitors (ICIs) in Elderly Patients with Metastatic Melanoma
Presenter: D Scott Ernst
Session: Poster Display session 3
Resources:
Abstract
5884 - Tumor mutational burden and response to PD-1 inhibitors: an analysis of 89 cases of metastatic melanoma.
Presenter: Léa Dousset
Session: Poster Display session 3
Resources:
Abstract
3120 - Increase in S100B and LDH as early outcome predictors for non-responsiveness to anti-PD-1 monotherapy in advanced melanoma.
Presenter: Elisa Rozeman
Session: Poster Display session 3
Resources:
Abstract
2157 - Immune status defined by molecular information layers predicts response to pembrolizumab treatment in advanced melanoma
Presenter: Guillermo Prado-Vázquez
Session: Poster Display session 3
Resources:
Abstract
2553 - Interim analysis of a phase Ib study of cobimetinib plus atezolizumab in patients with advanced BRAFV600 wild type melanoma progressing on prior anti-PD-L1 therapy
Presenter: Shahneen Sandhu
Session: Poster Display session 3
Resources:
Abstract