A Multiple Step Active Stiffness Integration Scheme to Couple a Stochastic Cross-Bridge Model and Continuum Mechanics for Uses in Both Basic Research and Clinical Applications of Heart Simulation

In a multiscale simulation of a beating heart, the very large difference in the time scales between rapid stochastic conformational changes of contractile proteins and deterministic macroscopic outcomes, such as the ventricular pressure and volume, have hampered the implementation of an efficient co...

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Main Authors: Kazunori Yoneda, Jun-ichi Okada, Masahiro Watanabe, Seiryo Sugiura, Toshiaki Hisada, Takumi Washio
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-08-01
Series:Frontiers in Physiology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fphys.2021.712816/full
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spelling doaj-655ed24c998d41eb924dbb0a1577eb972021-08-13T10:30:21ZengFrontiers Media S.A.Frontiers in Physiology1664-042X2021-08-011210.3389/fphys.2021.712816712816A Multiple Step Active Stiffness Integration Scheme to Couple a Stochastic Cross-Bridge Model and Continuum Mechanics for Uses in Both Basic Research and Clinical Applications of Heart SimulationKazunori Yoneda0Jun-ichi Okada1Jun-ichi Okada2Masahiro Watanabe3Seiryo Sugiura4Toshiaki Hisada5Takumi Washio6Takumi Washio7Section Solutions Division, Healthcare Solutions Development Unit, Fujitsu Japan Ltd., Tokyo, JapanUT-Heart Inc., Kashiwa, JapanFuture Center Initiative, University of Tokyo, Kashiwa, JapanSection Solutions Division, Healthcare Solutions Development Unit, Fujitsu Japan Ltd., Tokyo, JapanUT-Heart Inc., Kashiwa, JapanUT-Heart Inc., Kashiwa, JapanUT-Heart Inc., Kashiwa, JapanFuture Center Initiative, University of Tokyo, Kashiwa, JapanIn a multiscale simulation of a beating heart, the very large difference in the time scales between rapid stochastic conformational changes of contractile proteins and deterministic macroscopic outcomes, such as the ventricular pressure and volume, have hampered the implementation of an efficient coupling algorithm for the two scales. Furthermore, the consideration of dynamic changes of muscle stiffness caused by the cross-bridge activity of motor proteins have not been well established in continuum mechanics. To overcome these issues, we propose a multiple time step scheme called the multiple step active stiffness integration scheme (MusAsi) for the coupling of Monte Carlo (MC) multiple steps and an implicit finite element (FE) time integration step. The method focuses on the active tension stiffness matrix, where the active tension derivatives concerning the current displacements in the FE model are correctly integrated into the total stiffness matrix to avoid instability. A sensitivity analysis of the number of samples used in the MC model and the combination of time step sizes confirmed the accuracy and robustness of MusAsi, and we concluded that the combination of a 1.25 ms FE time step and 0.005 ms MC multiple steps using a few hundred motor proteins in each finite element was appropriate in the tradeoff between accuracy and computational time. Furthermore, for a biventricular FE model consisting of 45,000 tetrahedral elements, one heartbeat could be computed within 1.5 h using 320 cores of a conventional parallel computer system. These results support the practicality of MusAsi for uses in both the basic research of the relationship between molecular mechanisms and cardiac outputs, and clinical applications of perioperative prediction.https://www.frontiersin.org/articles/10.3389/fphys.2021.712816/fullheart simulationMonte Carlo methodfinite element methodexcitation contraction couplingmultiple time step methodactive stiffness
collection DOAJ
language English
format Article
sources DOAJ
author Kazunori Yoneda
Jun-ichi Okada
Jun-ichi Okada
Masahiro Watanabe
Seiryo Sugiura
Toshiaki Hisada
Takumi Washio
Takumi Washio
spellingShingle Kazunori Yoneda
Jun-ichi Okada
Jun-ichi Okada
Masahiro Watanabe
Seiryo Sugiura
Toshiaki Hisada
Takumi Washio
Takumi Washio
A Multiple Step Active Stiffness Integration Scheme to Couple a Stochastic Cross-Bridge Model and Continuum Mechanics for Uses in Both Basic Research and Clinical Applications of Heart Simulation
Frontiers in Physiology
heart simulation
Monte Carlo method
finite element method
excitation contraction coupling
multiple time step method
active stiffness
author_facet Kazunori Yoneda
Jun-ichi Okada
Jun-ichi Okada
Masahiro Watanabe
Seiryo Sugiura
Toshiaki Hisada
Takumi Washio
Takumi Washio
author_sort Kazunori Yoneda
title A Multiple Step Active Stiffness Integration Scheme to Couple a Stochastic Cross-Bridge Model and Continuum Mechanics for Uses in Both Basic Research and Clinical Applications of Heart Simulation
title_short A Multiple Step Active Stiffness Integration Scheme to Couple a Stochastic Cross-Bridge Model and Continuum Mechanics for Uses in Both Basic Research and Clinical Applications of Heart Simulation
title_full A Multiple Step Active Stiffness Integration Scheme to Couple a Stochastic Cross-Bridge Model and Continuum Mechanics for Uses in Both Basic Research and Clinical Applications of Heart Simulation
title_fullStr A Multiple Step Active Stiffness Integration Scheme to Couple a Stochastic Cross-Bridge Model and Continuum Mechanics for Uses in Both Basic Research and Clinical Applications of Heart Simulation
title_full_unstemmed A Multiple Step Active Stiffness Integration Scheme to Couple a Stochastic Cross-Bridge Model and Continuum Mechanics for Uses in Both Basic Research and Clinical Applications of Heart Simulation
title_sort multiple step active stiffness integration scheme to couple a stochastic cross-bridge model and continuum mechanics for uses in both basic research and clinical applications of heart simulation
publisher Frontiers Media S.A.
series Frontiers in Physiology
issn 1664-042X
publishDate 2021-08-01
description In a multiscale simulation of a beating heart, the very large difference in the time scales between rapid stochastic conformational changes of contractile proteins and deterministic macroscopic outcomes, such as the ventricular pressure and volume, have hampered the implementation of an efficient coupling algorithm for the two scales. Furthermore, the consideration of dynamic changes of muscle stiffness caused by the cross-bridge activity of motor proteins have not been well established in continuum mechanics. To overcome these issues, we propose a multiple time step scheme called the multiple step active stiffness integration scheme (MusAsi) for the coupling of Monte Carlo (MC) multiple steps and an implicit finite element (FE) time integration step. The method focuses on the active tension stiffness matrix, where the active tension derivatives concerning the current displacements in the FE model are correctly integrated into the total stiffness matrix to avoid instability. A sensitivity analysis of the number of samples used in the MC model and the combination of time step sizes confirmed the accuracy and robustness of MusAsi, and we concluded that the combination of a 1.25 ms FE time step and 0.005 ms MC multiple steps using a few hundred motor proteins in each finite element was appropriate in the tradeoff between accuracy and computational time. Furthermore, for a biventricular FE model consisting of 45,000 tetrahedral elements, one heartbeat could be computed within 1.5 h using 320 cores of a conventional parallel computer system. These results support the practicality of MusAsi for uses in both the basic research of the relationship between molecular mechanisms and cardiac outputs, and clinical applications of perioperative prediction.
topic heart simulation
Monte Carlo method
finite element method
excitation contraction coupling
multiple time step method
active stiffness
url https://www.frontiersin.org/articles/10.3389/fphys.2021.712816/full
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