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Research ArticleDrug Discovery and Translational Medicine

Modeling Tumor Response after Combined Administration of Different Immune-Stimulatory Agents

Zinnia P. Parra-Guillen, Pedro Berraondo, Benjamin Ribba and Iñaki F. Trocóniz
Journal of Pharmacology and Experimental Therapeutics September 2013, 346 (3) 432-442; DOI: https://doi.org/10.1124/jpet.113.206961
Zinnia P. Parra-Guillen
Department of Pharmacy and Pharmaceutical Technology, School of Pharmacy, University of Navarra, Pamplona, Spain (Z.P.P.-G., I.F.T.); Division of Hepatology and Gene Therapy, Centre for Applied Medical Research, University of Navarra, Pamplona, Spain (P.B.); and INRIA Grenoble-Rhône-Alpes, Project-team NUMED, Saint Ismier, France (B.R.)
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Pedro Berraondo
Department of Pharmacy and Pharmaceutical Technology, School of Pharmacy, University of Navarra, Pamplona, Spain (Z.P.P.-G., I.F.T.); Division of Hepatology and Gene Therapy, Centre for Applied Medical Research, University of Navarra, Pamplona, Spain (P.B.); and INRIA Grenoble-Rhône-Alpes, Project-team NUMED, Saint Ismier, France (B.R.)
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Benjamin Ribba
Department of Pharmacy and Pharmaceutical Technology, School of Pharmacy, University of Navarra, Pamplona, Spain (Z.P.P.-G., I.F.T.); Division of Hepatology and Gene Therapy, Centre for Applied Medical Research, University of Navarra, Pamplona, Spain (P.B.); and INRIA Grenoble-Rhône-Alpes, Project-team NUMED, Saint Ismier, France (B.R.)
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Iñaki F. Trocóniz
Department of Pharmacy and Pharmaceutical Technology, School of Pharmacy, University of Navarra, Pamplona, Spain (Z.P.P.-G., I.F.T.); Division of Hepatology and Gene Therapy, Centre for Applied Medical Research, University of Navarra, Pamplona, Spain (P.B.); and INRIA Grenoble-Rhône-Alpes, Project-team NUMED, Saint Ismier, France (B.R.)
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Abstract

The aims of this work were as follows: 1) to develop a semimechanistic pharmacodynamic model describing tumor shrinkage after administration of a previously developed antitumor vaccine (CyaA-E7) in combination with CpG (a TLR9 ligand) and/or cyclophosphamide (CTX), and 2) to assess the translational capability of the model to describe tumor effects of different immune-based treatments. Population approach with NONMEM version 7.2 was used to analyze the previously published data. These data were generated by injecting 5 × 105 tumor cells expressing human papillomavirus (HPV)-E7 proteins into C57BL/6 mice. Large and established tumors were treated with CpG and/or CTX administered alone or in combination with CyaA-E7. Applications of the model were assessed by comparing model-based simulations with preclinical and clinical outcomes obtained from literature. CpG effects were modeled: 1) as an amplification of the immune signal triggered by the vaccine and 2) by shortening the delayed response of the vaccine. CTX effects were included through a direct decrease of the tumor-induced inhibition of vaccine efficacy over time, along with a delayed induction of tumor cell death. A pharmacodynamic model, built based on plausible biologic mechanisms known for the coadjuvants, successfully characterized tumor response in all experimental scenarios. The model developed was satisfactory applied to reproduce clinical outcomes when CpG or CTX was used in combination with different vaccines. The results found after simulation exercise indicated that the contribution of the coadjuvants to the tumor response elicited by vaccines can be predicted for other immune-based treatments.

Footnotes

    • Received May 31, 2013.
    • Accepted July 10, 2013.
  • Z.P.P.-G. was supported by “Formación del Profesorado Universitario” fellowship from the Spanish Ministerio de Educacion, Cultura y Deporte and a grant from INRIA. P.B. was supported by a Miguel Servet contract from Spanish Fondo de Investigacion Sanitaria. This work was supported by the Innovative Medicines Initiative Joint Undertaking under grant agreement no. 115156, resources of which are composed of financial contributions from the European Union’s Seventh Framework Programme (FP7/2007-2013) and EFPIA companies’ in-kind contribution. The DDMoRe project is also supported by financial contribution from academic and SME partners. This work does not necessarily represent the view of all DDMoRe partners.

  • dx.doi.org/10.1124/jpet.113.206961.

  • ↵Embedded ImageThis article has supplemental material available at jpet.aspetjournals.org.

  • Copyright © 2013 by The American Society for Pharmacology and Experimental Therapeutics
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Journal of Pharmacology and Experimental Therapeutics: 346 (3)
Journal of Pharmacology and Experimental Therapeutics
Vol. 346, Issue 3
1 Sep 2013
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Research ArticleDrug Discovery and Translational Medicine

Modeling Immune-Stimulatory Agents in Combination

Zinnia P. Parra-Guillen, Pedro Berraondo, Benjamin Ribba and Iñaki F. Trocóniz
Journal of Pharmacology and Experimental Therapeutics September 1, 2013, 346 (3) 432-442; DOI: https://doi.org/10.1124/jpet.113.206961

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Research ArticleDrug Discovery and Translational Medicine

Modeling Immune-Stimulatory Agents in Combination

Zinnia P. Parra-Guillen, Pedro Berraondo, Benjamin Ribba and Iñaki F. Trocóniz
Journal of Pharmacology and Experimental Therapeutics September 1, 2013, 346 (3) 432-442; DOI: https://doi.org/10.1124/jpet.113.206961
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