Thoroughly Calibrated Modular Agent-Based Model of the Human Cardiovascular and Renal Systems for Blood Pressure Regulation in Health and Disease

Here we present a modular agent-based mathematical model of the human cardiovascular and renal systems. It integrates the previous models primarily developed by A. C. Guyton, F. Karaaslan, K. M. Hallow, and Y. V. Solodyannikov. We performed the model calibration to find an equilibrium state within t...

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Main Authors: Elena Kutumova, Ilya Kiselev, Ruslan Sharipov, Galina Lifshits, Fedor Kolpakov
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-11-01
Series:Frontiers in Physiology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fphys.2021.746300/full
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author Elena Kutumova
Elena Kutumova
Elena Kutumova
Ilya Kiselev
Ilya Kiselev
Ilya Kiselev
Ruslan Sharipov
Ruslan Sharipov
Ruslan Sharipov
Ruslan Sharipov
Galina Lifshits
Fedor Kolpakov
Fedor Kolpakov
Fedor Kolpakov
author_facet Elena Kutumova
Elena Kutumova
Elena Kutumova
Ilya Kiselev
Ilya Kiselev
Ilya Kiselev
Ruslan Sharipov
Ruslan Sharipov
Ruslan Sharipov
Ruslan Sharipov
Galina Lifshits
Fedor Kolpakov
Fedor Kolpakov
Fedor Kolpakov
author_sort Elena Kutumova
collection DOAJ
description Here we present a modular agent-based mathematical model of the human cardiovascular and renal systems. It integrates the previous models primarily developed by A. C. Guyton, F. Karaaslan, K. M. Hallow, and Y. V. Solodyannikov. We performed the model calibration to find an equilibrium state within the normal vital sign ranges for a healthy adult. We verified the model’s abilities to reproduce equilibrium states with abnormal physiological values related to different combinations of cardiovascular diseases (such as systemic hypertension, chronic heart failure, pulmonary hypertension, etc.). For the model creation and validation, we involved over 200 scientific studies covering known models of the human cardiovascular and renal functions, biosimulation platforms, and clinical measurements of physiological quantities in normal and pathological conditions. We compiled detailed documentation describing all equations, parameters and variables of the model with justification of all formulas and values. The model is implemented in BioUML and available in the web-version of the software.
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spelling doaj.art-932ec238dd0f45d79f5c4262de1f57292022-12-21T20:45:27ZengFrontiers Media S.A.Frontiers in Physiology1664-042X2021-11-011210.3389/fphys.2021.746300746300Thoroughly Calibrated Modular Agent-Based Model of the Human Cardiovascular and Renal Systems for Blood Pressure Regulation in Health and DiseaseElena Kutumova0Elena Kutumova1Elena Kutumova2Ilya Kiselev3Ilya Kiselev4Ilya Kiselev5Ruslan Sharipov6Ruslan Sharipov7Ruslan Sharipov8Ruslan Sharipov9Galina Lifshits10Fedor Kolpakov11Fedor Kolpakov12Fedor Kolpakov13Department of Computational Biology, Sirius University of Science and Technology, Sochi, RussiaLaboratory of Bioinformatics, Federal Research Center for Information and Computational Technologies, Novosibirsk, RussiaBiosoft.Ru, Ltd., Novosibirsk, RussiaDepartment of Computational Biology, Sirius University of Science and Technology, Sochi, RussiaLaboratory of Bioinformatics, Federal Research Center for Information and Computational Technologies, Novosibirsk, RussiaBiosoft.Ru, Ltd., Novosibirsk, RussiaDepartment of Computational Biology, Sirius University of Science and Technology, Sochi, RussiaLaboratory of Bioinformatics, Federal Research Center for Information and Computational Technologies, Novosibirsk, RussiaBiosoft.Ru, Ltd., Novosibirsk, RussiaSpecialized Educational Scientific Center, Novosibirsk State University, Novosibirsk, RussiaLaboratory for Personalized Medicine, Center of New Medical Technologies, Institute of Chemical Biology and Fundamental Medicine SB RAS, Novosibirsk, RussiaDepartment of Computational Biology, Sirius University of Science and Technology, Sochi, RussiaLaboratory of Bioinformatics, Federal Research Center for Information and Computational Technologies, Novosibirsk, RussiaBiosoft.Ru, Ltd., Novosibirsk, RussiaHere we present a modular agent-based mathematical model of the human cardiovascular and renal systems. It integrates the previous models primarily developed by A. C. Guyton, F. Karaaslan, K. M. Hallow, and Y. V. Solodyannikov. We performed the model calibration to find an equilibrium state within the normal vital sign ranges for a healthy adult. We verified the model’s abilities to reproduce equilibrium states with abnormal physiological values related to different combinations of cardiovascular diseases (such as systemic hypertension, chronic heart failure, pulmonary hypertension, etc.). For the model creation and validation, we involved over 200 scientific studies covering known models of the human cardiovascular and renal functions, biosimulation platforms, and clinical measurements of physiological quantities in normal and pathological conditions. We compiled detailed documentation describing all equations, parameters and variables of the model with justification of all formulas and values. The model is implemented in BioUML and available in the web-version of the software.https://www.frontiersin.org/articles/10.3389/fphys.2021.746300/fullmathematical modelingagent-based modelmodular modelcardiovascular systemrenal systemblood pressure regulation
spellingShingle Elena Kutumova
Elena Kutumova
Elena Kutumova
Ilya Kiselev
Ilya Kiselev
Ilya Kiselev
Ruslan Sharipov
Ruslan Sharipov
Ruslan Sharipov
Ruslan Sharipov
Galina Lifshits
Fedor Kolpakov
Fedor Kolpakov
Fedor Kolpakov
Thoroughly Calibrated Modular Agent-Based Model of the Human Cardiovascular and Renal Systems for Blood Pressure Regulation in Health and Disease
Frontiers in Physiology
mathematical modeling
agent-based model
modular model
cardiovascular system
renal system
blood pressure regulation
title Thoroughly Calibrated Modular Agent-Based Model of the Human Cardiovascular and Renal Systems for Blood Pressure Regulation in Health and Disease
title_full Thoroughly Calibrated Modular Agent-Based Model of the Human Cardiovascular and Renal Systems for Blood Pressure Regulation in Health and Disease
title_fullStr Thoroughly Calibrated Modular Agent-Based Model of the Human Cardiovascular and Renal Systems for Blood Pressure Regulation in Health and Disease
title_full_unstemmed Thoroughly Calibrated Modular Agent-Based Model of the Human Cardiovascular and Renal Systems for Blood Pressure Regulation in Health and Disease
title_short Thoroughly Calibrated Modular Agent-Based Model of the Human Cardiovascular and Renal Systems for Blood Pressure Regulation in Health and Disease
title_sort thoroughly calibrated modular agent based model of the human cardiovascular and renal systems for blood pressure regulation in health and disease
topic mathematical modeling
agent-based model
modular model
cardiovascular system
renal system
blood pressure regulation
url https://www.frontiersin.org/articles/10.3389/fphys.2021.746300/full
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