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Published on: November 19, 2019
Synergistic Effect of Anti-PD-L1 Treatment and CD8+ T-Cell Activating Nanotherapy in Pancreatic Ductal Adenocarcinoma
Dylan A Goodin1, Tina Daunke2, Silje Beckinger2
1Department of Bioengineering, University of Louisville, Louisville, KY.
Summary:
Although targeting programmed cell death ligand 1 (PD-L1) has been ineffective in reducing pancreatic ductal adenocarcinoma (PDAC) burden in preclinical and clinical studies, it is unknown if increasing activated CD8+ T-cell numbers, independently or in combination with anti-PD-L1 therapeutics, would improve tumor response. To facilitate evaluation of novel combinatorial strategies targeting PDAC, this study developed a modeling framework to assess therapies targeting PD-L1 and T-cell activation. Chitosan nanoparticles (CNP) loaded with a model antigen have recently shown promising anti-tumor effects by increasing dendritic cell (DC) mediated T-cell activation in a murine PDAC model. Using these in vivo data, along with in vitro and primary and liver metastatic PDAC in situ data, a 3D continuum mixture model of PDAC was rigorously calibrated and solved through distributed computing. The model was applied to analyze the response to anti-PD-L1 and/or antigen-CNP therapies at primary and liver metastatic sites. The results show realistic evaluation of combination therapy targeting PDAC at primary and liver metastatic sites. With the given parameter set, the model projects that anti-PD-L1 therapy and antigen-CNP would synergistically decrease tumor burden at primary and liver metastatic sites to 53.2% and 58.4% of initial burden 5.0 and 5.2 days post-treatment initiation, respectively. Delaying antigen-CNP application 3 or 5 days after anti-PD-L1 and gemcitabine administration further limited metastatic PDAC to <50% of initial burden 15 days post-treatment initiation. In conclusion, the proposed modeling approach enables realistic evaluation of novel combinations of agents, with the goal to design improved PDAC therapy.
Insights
A new computational model shows that combining anti-PD-L1 therapy with antigen-loaded nanoparticles can synergistically reduce pancreatic cancer burden. This approach offers a realistic way to evaluate novel combination therapies for pancreatic ductal adenocarcinoma (PDAC).
Area of Science:
- Immunology
- Computational Biology
- Oncology
Background:
- Targeting programmed cell death ligand 1 (PD-L1) has shown limited success in pancreatic ductal adenocarcinoma (PDAC).
- The potential of increasing activated CD8+ T-cell numbers, alone or with anti-PD-L1, for improving PDAC response remains unclear.
Purpose of the Study:
- To develop a computational modeling framework for assessing novel combination therapies targeting PD-L1 and T-cell activation in PDAC.
- To evaluate the efficacy of combining anti-PD-L1 therapy with antigen-chitosan nanoparticles (CNP) in preclinical PDAC models.
Main Methods:
- A 3D continuum mixture model of PDAC was developed and calibrated using in vitro, in vivo murine, and in situ data.
- The model was solved using distributed computing to simulate the response to anti-PD-L1 and/or antigen-CNP therapies.
- Simulations analyzed treatment effects at primary and liver metastatic sites.
Main Results:
- The model projected synergistic tumor burden reduction with combined anti-PD-L1 and antigen-CNP therapy.
- Tumor burden decreased to 53.2% and 58.4% of initial levels at primary and liver metastatic sites, respectively.
- Delayed antigen-CNP administration combined with anti-PD-L1 and gemcitabine further reduced metastatic PDAC burden to <50% within 15 days.
Conclusions:
- The proposed modeling framework enables realistic evaluation of novel combination therapies for PDAC.
- Combination therapy targeting PD-L1 and T-cell activation shows promise for reducing PDAC tumor burden.
- This approach can guide the design of improved therapeutic strategies for pancreatic cancer.
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