Modelling heterogeneity in viral-tumour dynamics: The effects of gene-attenuation on viral characteristics
Adrianne Jenner1, Chae-Ok Yun2, Arum Yoon2
1School of Mathematics and Statistics, University of Sydney, Sydney, NSW, Australia.
Abstract:
The use of viruses as a cancer treatment is becoming increasingly more robust; however, there is still a long way to go before a completely successful treatment is formulated. One major challenge in the field is to select which virus, out of a burgeoning number of oncolytic viruses and engineered derivatives, can maximise both treatment spread and anticancer cytotoxicity. To assist in solving this problem, an in-depth understanding of the virus-tumour interaction is crucial. In this article, we present a novel integro-differential system with distributed delays embodying the dynamics of an oncolytic adenovirus with a fixed population of tumour cells in vitro, allowing for heterogeneity to exist in the virus and cell populations. The parameters of the model are optimised in a hierarchical manner, the purpose of which is not to obtain a perfect representation of the data. Instead, we place our parameter values in the correct region of the parameter space. Due to the sparse nature of the data it is not possible to obtain the parameter values with any certainty, but rather we demonstrate the suitability of the model. Using our model we quantify how modifications to the viral genome alter the viral characteristics, specifically how the attenuation of the E1B 19 and E1B 55 gene affect the system performance, and identify the dominant processes altered by the mutations. From our analysis, we conclude that the deletion of the E1B 55 gene significantly reduces the replication rate of the virus in comparison to the deletion of the E1B 19 gene. We also found that the deletion of both the E1B 19 and E1B 55 genes resulted in a long delay in the average replication start time of the virus. This leads us to propose the use of E1B 19 gene-attenuated adenovirus for cancer therapy, as opposed to E1B 55 gene-attenuated adenoviruses.
Insights
Oncolytic adenovirus therapy shows promise for cancer treatment. Modifying the E1B 19 gene offers a better viral replication strategy than altering the E1B 55 gene for improved cancer treatment.
Area of Science:
- Virology
- Mathematical Biology
- Oncology
Background:
- Oncolytic viruses are a promising cancer treatment, but selecting optimal viral candidates remains challenging.
- Understanding virus-tumor interactions is crucial for developing effective oncolytic virotherapies.
Purpose of the Study:
- To develop a mathematical model simulating oncolytic adenovirus dynamics in vitro.
- To analyze the impact of specific gene attenuations (E1B 19 and E1B 55) on viral characteristics and system performance.
Main Methods:
- Development of a novel integro-differential system with distributed delays to model virus-tumor dynamics.
- Hierarchical parameter optimization to position model parameters within the correct parameter space.
- Quantification of viral genome modification effects on viral characteristics.
Main Results:
- Deletion of the E1B 55 gene significantly reduced viral replication rate compared to E1B 19 gene deletion.
- Attenuating both E1B 19 and E1B 55 genes led to a substantial delay in viral replication initiation.
Conclusions:
- The E1B 19 gene-attenuated adenovirus is proposed as a potentially more effective option for cancer therapy compared to E1B 55 gene-attenuated variants.
- Mathematical modeling provides insights into viral genome modifications for optimizing oncolytic virotherapy.
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