Cargando…

Quantitative Systems Pharmacology: An Exemplar Model‐Building Workflow With Applications in Cardiovascular, Metabolic, and Oncology Drug Development

Quantitative systems pharmacology (QSP), a mechanistically oriented form of drug and disease modeling, seeks to address a diverse set of problems in the discovery and development of therapies. These problems bring a considerable amount of variability and uncertainty inherent in the nonclinical and c...

Descripción completa

Detalles Bibliográficos
Autores principales: Helmlinger, Gabriel, Sokolov, Victor, Peskov, Kirill, Hallow, Karen M., Kosinsky, Yuri, Voronova, Veronika, Chu, Lulu, Yakovleva, Tatiana, Azarov, Ivan, Kaschek, Daniel, Dolgun, Artem, Schmidt, Henning, Boulton, David W., Penland, Robert C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6617832/
https://www.ncbi.nlm.nih.gov/pubmed/31087533
http://dx.doi.org/10.1002/psp4.12426
_version_ 1783433781226504192
author Helmlinger, Gabriel
Sokolov, Victor
Peskov, Kirill
Hallow, Karen M.
Kosinsky, Yuri
Voronova, Veronika
Chu, Lulu
Yakovleva, Tatiana
Azarov, Ivan
Kaschek, Daniel
Dolgun, Artem
Schmidt, Henning
Boulton, David W.
Penland, Robert C.
author_facet Helmlinger, Gabriel
Sokolov, Victor
Peskov, Kirill
Hallow, Karen M.
Kosinsky, Yuri
Voronova, Veronika
Chu, Lulu
Yakovleva, Tatiana
Azarov, Ivan
Kaschek, Daniel
Dolgun, Artem
Schmidt, Henning
Boulton, David W.
Penland, Robert C.
author_sort Helmlinger, Gabriel
collection PubMed
description Quantitative systems pharmacology (QSP), a mechanistically oriented form of drug and disease modeling, seeks to address a diverse set of problems in the discovery and development of therapies. These problems bring a considerable amount of variability and uncertainty inherent in the nonclinical and clinical data. Likewise, the available modeling techniques and related software tools are manifold. Appropriately, the development, qualification, application, and impact of QSP models have been similarly varied. In this review, we describe the progressive maturation of a QSP modeling workflow: a necessary step for the efficient, reproducible development and qualification of QSP models, which themselves are highly iterative and evolutive. Furthermore, we describe three applications of QSP to impact drug development; one supporting new indications for an approved antidiabetic clinical asset through mechanistic hypothesis generation, one highlighting efficacy and safety differentiation within the sodium‐glucose cotransporter‐2 inhibitor drug class, and one enabling rational selection of immuno‐oncology drug combinations.
format Online
Article
Text
id pubmed-6617832
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher John Wiley and Sons Inc.
record_format MEDLINE/PubMed
spelling pubmed-66178322019-07-16 Quantitative Systems Pharmacology: An Exemplar Model‐Building Workflow With Applications in Cardiovascular, Metabolic, and Oncology Drug Development Helmlinger, Gabriel Sokolov, Victor Peskov, Kirill Hallow, Karen M. Kosinsky, Yuri Voronova, Veronika Chu, Lulu Yakovleva, Tatiana Azarov, Ivan Kaschek, Daniel Dolgun, Artem Schmidt, Henning Boulton, David W. Penland, Robert C. CPT Pharmacometrics Syst Pharmacol Reviews Quantitative systems pharmacology (QSP), a mechanistically oriented form of drug and disease modeling, seeks to address a diverse set of problems in the discovery and development of therapies. These problems bring a considerable amount of variability and uncertainty inherent in the nonclinical and clinical data. Likewise, the available modeling techniques and related software tools are manifold. Appropriately, the development, qualification, application, and impact of QSP models have been similarly varied. In this review, we describe the progressive maturation of a QSP modeling workflow: a necessary step for the efficient, reproducible development and qualification of QSP models, which themselves are highly iterative and evolutive. Furthermore, we describe three applications of QSP to impact drug development; one supporting new indications for an approved antidiabetic clinical asset through mechanistic hypothesis generation, one highlighting efficacy and safety differentiation within the sodium‐glucose cotransporter‐2 inhibitor drug class, and one enabling rational selection of immuno‐oncology drug combinations. John Wiley and Sons Inc. 2019-06-11 2019-06 /pmc/articles/PMC6617832/ /pubmed/31087533 http://dx.doi.org/10.1002/psp4.12426 Text en 2019 Astrazeneca Company. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals, Inc. on behalf of the American Society for Clinical Pharmacology & Therapeutics. This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Reviews
Helmlinger, Gabriel
Sokolov, Victor
Peskov, Kirill
Hallow, Karen M.
Kosinsky, Yuri
Voronova, Veronika
Chu, Lulu
Yakovleva, Tatiana
Azarov, Ivan
Kaschek, Daniel
Dolgun, Artem
Schmidt, Henning
Boulton, David W.
Penland, Robert C.
Quantitative Systems Pharmacology: An Exemplar Model‐Building Workflow With Applications in Cardiovascular, Metabolic, and Oncology Drug Development
title Quantitative Systems Pharmacology: An Exemplar Model‐Building Workflow With Applications in Cardiovascular, Metabolic, and Oncology Drug Development
title_full Quantitative Systems Pharmacology: An Exemplar Model‐Building Workflow With Applications in Cardiovascular, Metabolic, and Oncology Drug Development
title_fullStr Quantitative Systems Pharmacology: An Exemplar Model‐Building Workflow With Applications in Cardiovascular, Metabolic, and Oncology Drug Development
title_full_unstemmed Quantitative Systems Pharmacology: An Exemplar Model‐Building Workflow With Applications in Cardiovascular, Metabolic, and Oncology Drug Development
title_short Quantitative Systems Pharmacology: An Exemplar Model‐Building Workflow With Applications in Cardiovascular, Metabolic, and Oncology Drug Development
title_sort quantitative systems pharmacology: an exemplar model‐building workflow with applications in cardiovascular, metabolic, and oncology drug development
topic Reviews
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6617832/
https://www.ncbi.nlm.nih.gov/pubmed/31087533
http://dx.doi.org/10.1002/psp4.12426
work_keys_str_mv AT helmlingergabriel quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT sokolovvictor quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT peskovkirill quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT hallowkarenm quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT kosinskyyuri quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT voronovaveronika quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT chululu quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT yakovlevatatiana quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT azarovivan quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT kaschekdaniel quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT dolgunartem quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT schmidthenning quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT boultondavidw quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment
AT penlandrobertc quantitativesystemspharmacologyanexemplarmodelbuildingworkflowwithapplicationsincardiovascularmetabolicandoncologydrugdevelopment