Bridging responses to a human telomerase reverse transcriptase-based peptide cancer vaccine candidate in a
Eman I K Ibrahim1, Espen B Ellingsen2, Sara M Mangsbo3
1Department of Pharmacy, Uppsala University, Uppsala, Sweden.
Abstract:
Therapeutic cancer vaccines are novel immuno-therapeutics, aiming to improve clinical outcomes with other immunotherapies. However, obstacles to their successful clinical development remain, which model-informed drug development approaches may address. UV1 is a telomerase based therapeutic cancer vaccine candidate being investigated in phase I clinical trials for multiple indications. We developed a mechanism-based model structure, using a nonlinear mixed-effects modeling techniques, based on longitudinal tumor sizes (sum of the longest diameters, SLD), UV1-specific immunological assessment (stimulation index, SI) and overall survival (OS) data obtained from a UV1 phase I trial including non-small cell lung cancer (NSCLC) patients and a phase I/IIa trial including malignant melanoma (MM) patients. The final structure comprised a mechanistic tumor growth dynamics (TGD) model, a model describing the probability of observing a UV1-specific immune response (SI ≥ 3) and a time-to-event model for OS. The mechanistic TGD model accounted for the interplay between the vaccine peptides, immune system and tumor. The model-predicted UV1-specific effector CD4+ T cells induced tumor shrinkage with half-lives of 103 and 154 days in NSCLC and MM patients, respectively. The probability of observing a UV1-specific immune response was mainly driven by the model-predicted UV1-specific effector and memory CD4+ T cells. A high baseline SLD and a high relative increase from nadir were identified as main predictors for a reduced OS in NSCLC and MM patients, respectively. Our model predictions highlighted that additional maintenance doses, i.e. UV1 administration for longer periods, may result in more sustained tumor size shrinkage.
Insights
Model-informed drug development using a mechanistic model for the UV1 cancer vaccine shows that sustained immune responses correlate with tumor shrinkage. Continued UV1 administration may lead to more durable tumor reduction in cancer patients.
Area of Science:
- Immunology
- Pharmacometrics
- Oncology
Background:
- Therapeutic cancer vaccines represent a promising immunotherapy approach.
- Challenges in clinical development necessitate advanced modeling strategies.
- UV1 is a telomerase-based therapeutic cancer vaccine candidate in early-phase trials.
Purpose of the Study:
- To develop a mechanism-based model for the UV1 cancer vaccine.
- To integrate tumor size, immune response, and overall survival data.
- To understand the interplay between UV1, immune cells, and tumor dynamics.
Main Methods:
- Nonlinear mixed-effects modeling was applied to longitudinal data.
- A mechanistic tumor growth dynamics (TGD) model was developed.
- Immune response (stimulation index, SI) and overall survival (OS) were modeled.
Main Results:
- UV1-specific effector CD4+ T cells were linked to tumor shrinkage.
- Tumor shrinkage half-lives were 103 days (NSCLC) and 154 days (MM).
- Immune response probability was driven by effector and memory CD4+ T cells.
Conclusions:
- Model predictions suggest maintenance UV1 doses could enhance sustained tumor shrinkage.
- High baseline tumor size and increase from nadir predict reduced OS.
- Model-informed approaches can address obstacles in therapeutic cancer vaccine development.
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