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Kinetics of the coagulation cascade including the contact activation system: sensitivity analysis and model reduction

Authors :
Rodrigo Méndez Rojano
Didier Lucor
Franck Nicoud
Muriel Giansily-Blaizot
Alexandre Ranc
Jean-François Schved
Simon Mendez
Laboratoire d'Informatique pour la Mécanique et les Sciences de l'Ingénieur (LIMSI)
Université Paris Saclay (COmUE)-Centre National de la Recherche Scientifique (CNRS)-Sorbonne Université - UFR d'Ingénierie (UFR 919)
Sorbonne Université (SU)-Sorbonne Université (SU)-Université Paris-Saclay-Université Paris-Sud - Paris 11 (UP11)
Institut Montpelliérain Alexander Grothendieck (IMAG)
Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM)
Université Paris-Sud - Paris 11 (UP11)-Université Paris-Saclay-Sorbonne Université - UFR d'Ingénierie (UFR 919)
Sorbonne Université (SU)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Saclay (COmUE)
Centre Hospitalier Régional Universitaire [Montpellier] (CHRU Montpellier)
Département d'hématologie biologique[Montpellier]
Université Montpellier 1 (UM1)-Centre Hospitalier Régional Universitaire [Montpellier] (CHRU Montpellier)-CHU Saint-Eloi
Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)
Source :
Biomechanics and Modeling in Mechanobiology, Biomechanics and Modeling in Mechanobiology, Springer Verlag, 2019, 18, pp.1139-1153, Biomechanics and Modeling in Mechanobiology, Springer Verlag, 2019, 18 (4), pp.1139-1153. ⟨10.1007/s10237-019-01134-4⟩
Publication Year :
2019
Publisher :
Springer Science and Business Media LLC, 2019.

Abstract

International audience; Thrombus formation is one of the main issues in the development of blood-contacting medical devices. This article focuses on the modeling of one aspect of thrombosis, the coagulation cascade, which is initiated by the contact activation at the device surface and forms thrombin. Models exist representing the coagulation cascade by a series of reactions, usually solved in quiescent plasma. However, large parameter uncertainty involved in the kinetic models can affect the predictive capabilities of this approach. In addition, the large number of reactions of the kinetic models prevents their use in the simulation of complex flow configurations encountered in medical devices. In the current work, both issues are addressed to improve the applicability and fidelity of kinetic models. A sensitivity analysis is performed by two different techniques to identify the most sensitive parameters of an existing detailed kinetic model of the coagulation cascade. The results are used to select the form of a novel reduced model of the coagulation cascade which relies on eight chemical reactors only. Then, once its parameters have been calibrated thanks to the Bayesian inference, this model shows good predictive capabilities for different initial conditions.

Details

ISSN :
16177940 and 16177959
Volume :
18
Database :
OpenAIRE
Journal :
Biomechanics and Modeling in Mechanobiology
Accession number :
edsair.doi.dedup.....cf59157bb8a411ca9cd1b7648ffb1a08