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A Review of Quantitative Systems Pharmacology Models of the Coagulation Cascade: Opportunities for Improved Usability

Despite the numerous therapeutic options to treat bleeding or thrombosis, a comprehensive quantitative mechanistic understanding of the effects of these and potential novel therapies is lacking. Recently, the quality of quantitative systems pharmacology (QSP) models of the coagulation cascade has im...

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Autores principales: Chung, Douglas, Bakshi, Suruchi, van der Graaf, Piet H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10054658/
https://www.ncbi.nlm.nih.gov/pubmed/36986779
http://dx.doi.org/10.3390/pharmaceutics15030918
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author Chung, Douglas
Bakshi, Suruchi
van der Graaf, Piet H.
author_facet Chung, Douglas
Bakshi, Suruchi
van der Graaf, Piet H.
author_sort Chung, Douglas
collection PubMed
description Despite the numerous therapeutic options to treat bleeding or thrombosis, a comprehensive quantitative mechanistic understanding of the effects of these and potential novel therapies is lacking. Recently, the quality of quantitative systems pharmacology (QSP) models of the coagulation cascade has improved, simulating the interactions between proteases, cofactors, regulators, fibrin, and therapeutic responses under different clinical scenarios. We aim to review the literature on QSP models to assess the unique capabilities and reusability of these models. We systematically searched the literature and BioModels database reviewing systems biology (SB) and QSP models. The purpose and scope of most of these models are redundant with only two SB models serving as the basis for QSP models. Primarily three QSP models have a comprehensive scope and are systematically linked between SB and more recent QSP models. The biological scope of recent QSP models has expanded to enable simulations of previously unexplainable clotting events and the drug effects for treating bleeding or thrombosis. Overall, the field of coagulation appears to suffer from unclear connections between models and irreproducible code as previously reported. The reusability of future QSP models can improve by adopting model equations from validated QSP models, clearly documenting the purpose and modifications, and sharing reproducible code. The capabilities of future QSP models can improve from more rigorous validation by capturing a broader range of responses to therapies from individual patient measurements and integrating blood flow and platelet dynamics to closely represent in vivo bleeding or thrombosis risk.
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spelling pubmed-100546582023-03-30 A Review of Quantitative Systems Pharmacology Models of the Coagulation Cascade: Opportunities for Improved Usability Chung, Douglas Bakshi, Suruchi van der Graaf, Piet H. Pharmaceutics Review Despite the numerous therapeutic options to treat bleeding or thrombosis, a comprehensive quantitative mechanistic understanding of the effects of these and potential novel therapies is lacking. Recently, the quality of quantitative systems pharmacology (QSP) models of the coagulation cascade has improved, simulating the interactions between proteases, cofactors, regulators, fibrin, and therapeutic responses under different clinical scenarios. We aim to review the literature on QSP models to assess the unique capabilities and reusability of these models. We systematically searched the literature and BioModels database reviewing systems biology (SB) and QSP models. The purpose and scope of most of these models are redundant with only two SB models serving as the basis for QSP models. Primarily three QSP models have a comprehensive scope and are systematically linked between SB and more recent QSP models. The biological scope of recent QSP models has expanded to enable simulations of previously unexplainable clotting events and the drug effects for treating bleeding or thrombosis. Overall, the field of coagulation appears to suffer from unclear connections between models and irreproducible code as previously reported. The reusability of future QSP models can improve by adopting model equations from validated QSP models, clearly documenting the purpose and modifications, and sharing reproducible code. The capabilities of future QSP models can improve from more rigorous validation by capturing a broader range of responses to therapies from individual patient measurements and integrating blood flow and platelet dynamics to closely represent in vivo bleeding or thrombosis risk. MDPI 2023-03-11 /pmc/articles/PMC10054658/ /pubmed/36986779 http://dx.doi.org/10.3390/pharmaceutics15030918 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Chung, Douglas
Bakshi, Suruchi
van der Graaf, Piet H.
A Review of Quantitative Systems Pharmacology Models of the Coagulation Cascade: Opportunities for Improved Usability
title A Review of Quantitative Systems Pharmacology Models of the Coagulation Cascade: Opportunities for Improved Usability
title_full A Review of Quantitative Systems Pharmacology Models of the Coagulation Cascade: Opportunities for Improved Usability
title_fullStr A Review of Quantitative Systems Pharmacology Models of the Coagulation Cascade: Opportunities for Improved Usability
title_full_unstemmed A Review of Quantitative Systems Pharmacology Models of the Coagulation Cascade: Opportunities for Improved Usability
title_short A Review of Quantitative Systems Pharmacology Models of the Coagulation Cascade: Opportunities for Improved Usability
title_sort review of quantitative systems pharmacology models of the coagulation cascade: opportunities for improved usability
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10054658/
https://www.ncbi.nlm.nih.gov/pubmed/36986779
http://dx.doi.org/10.3390/pharmaceutics15030918
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