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A Melanoma Patient-Derived Xenograft Model
Published on: May 20, 2019
Combination therapy for melanoma with BRAF/MEK inhibitor and immune checkpoint inhibitor: a mathematical model
1Institute for Mathematical Sciences, Renmin University of China, Beijing, 100872, People's Republic of China. xiulanlai@ruc.edu.cn.
Background:
The B-raf gene is mutated in up to 66% of human malignant melanomas, and its protein product, BRAF kinase, is a key part of RAS-RAF-MEK-ERK (MAPK) pathway of cancer cell proliferation. BRAF-targeted therapy induces significant responses in the majority of patients, and the combination BRAF/MEK inhibitor enhances clinical efficacy, but the response to BRAF inhibitor and to BRAF/MEK inhibitor is short lived. On the other hand, treatment of melanoma with an immune checkpoint inhibitor, such as anti-PD-1, has lower response rate but the response is much more durable, lasting for years. For this reason, it was suggested that combination of BRAF/MEK and PD-1 inhibitors will significantly improve overall survival time.
Results:
This paper develops a mathematical model to address the question of the correlation between BRAF/MEK inhibitor and PD-1 inhibitor in melanoma therapy. The model includes dendritic and cancer cells, CD 4+ and CD 8+ T cells, MDSC cells, interleukins IL-12, IL-2, IL-6, IL-10 and TGF- β, PD-1 and PD-L1, and the two drugs: BRAF/MEK inhibitor (with concentration γ B ) and PD-1 inhibitor (with concentration γ A ). The model is represented by a system of partial differential equations, and is used to develop an efficacy map for the combined concentrations (γ B ,γ A ). It is shown that the two drugs are positively correlated if γ B and γ A are at low doses, that is, the growth of the tumor volume decreases if either γ B or γ A is increased. On the other hand, the two drugs are antagonistic at some high doses, that is, there are zones of (γ B ,γ A ) where an increase in one of the two drugs will increase the tumor volume growth, rather than decrease it.
Conclusions:
It will be important to identify, by animal experiments or by early clinical trials, the zones of (γ B ,γ A ) where antagonism occurs, in order to avoid these zones in more advanced clinical trials.
Insights
Combining BRAF/MEK and PD-1 inhibitors for melanoma shows a complex relationship. Low doses of both drugs are synergistic, but high doses can be antagonistic, potentially increasing tumor growth.
Area of Science:
- Oncology
- Immunology
- Mathematical Biology
Background:
- BRAF mutations drive melanoma proliferation via the MAPK pathway.
- BRAF/MEK inhibitors offer initial efficacy but short-lived responses.
- PD-1 inhibitors provide durable responses but have lower initial response rates.
Purpose of the Study:
- To mathematically model the correlation between BRAF/MEK and PD-1 inhibitors in melanoma therapy.
- To develop an efficacy map for combined drug concentrations.
- To identify potential antagonistic interactions between the inhibitors.
Main Methods:
- Development of a mathematical model using partial differential equations.
- Inclusion of key cellular components (dendritic cells, cancer cells, T cells, MDSCs) and molecular factors (cytokines, PD-1/PD-L1).
- Analysis of drug concentrations (γB for BRAF/MEK inhibitor, γA for PD-1 inhibitor).
Main Results:
- A positive correlation exists between BRAF/MEK and PD-1 inhibitors at low doses, leading to decreased tumor volume.
- Antagonistic effects were observed at certain high doses, where increasing one drug could unexpectedly increase tumor growth.
- An efficacy map was generated to visualize these dose-dependent interactions.
Conclusions:
- Identifying zones of drug antagonism is crucial for optimizing melanoma treatment strategies.
- Animal experiments and early clinical trials are needed to pinpoint these antagonistic dose ranges.
- Avoiding antagonistic zones will be vital for improving outcomes in advanced clinical trials.
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