Modeling thrombosis in silico: Frontiers, challenges, unresolved problems and milestones

Hemostasis is a complex physiological mechanism that functions to maintain vascular integrity under any conditions. Its primary components are blood platelets and a coagulation network that interact to form the hemostatic plug, a combination of cell aggregate and gelatinous fibrin clot that stops bleeding upon vascular injury. Disorders of hemostasis result in bleeding or thrombosis, and are the major immediate cause of mortality and morbidity in the world. Regulation of hemostasis and thrombosis is immensely complex, as it depends on blood cell adhesion and mechanics, hydrodynamics and mass transport of various species, huge signal transduction networks in platelets, as well as spatiotemporal regulation of the blood coagulation network. Mathematical and computational modeling has been increasingly used to gain insight into this complexity over the last 30 years, but the limitations of the existing models remain profound. Here we review state-of-the-art-methods for computational modeling of thrombosis with the specific focus on the analysis of unresolved challenges. They include: a) fundamental issues related to physics of platelet aggregates and fibrin gels; b) computational challenges and limitations for solution of the models that combine cell adhesion, hydrodynamics and chemistry; c) biological mysteries and unknown parameters of processes; d) biophysical complexities of the spatiotemporal networks' regulation. Both relatively classical approaches and innovative computational techniques for their solution are considered; the subjects discussed with relation to thrombosis modeling include coarse-graining, continuum versus particle-based modeling, multiscale models, hybrid models, parameter estimation and others. Fundamental understanding gained from theoretical models are highlighted and a description of future prospects in the field and the nearest possible aims are given. © 2018 Elsevier B.V.

Авторы
Belyaev A.V. 1 , Dunster J.L.2 , Gibbins J.M.2 , Panteleev M.A.1, 3, 4, 8 , Volpert V. 5, 6, 7
Издательство
Elsevier B.V.
Язык
Английский
Статус
Опубликовано
Год
2018
Организации
  • 1 M.V. Lomonosov Moscow State University, 119991 Moscow, Russia
  • 2 Institute for Cardiovascular and Metabolic Research, School of Biological Sciences, University of Reading, Berkshire, RG6 6AX, United Kingdom
  • 3 National Medical Research Center of Pediatric Hematology, Oncology and Immunology named after Dmitry Rogachev, 117997 Moscow, Russia
  • 4 Center for Theoretical Problems of Physico-Chemical Pharmacology, Russian Academy of Sciences, 119991, Moscow, Russia
  • 5 Institut Camille Jordan, UMR 5208 CNRS, University Lyon 1, 69622 Villeurbanne, France
  • 6 INRIA Team Dracula, INRIA Lyon La Doua, 69603 Villeurbanne, France
  • 7 RUDN University, ul. Miklukho-Maklaya 6, Moscow, 117198, Russia
  • 8 Phystech School of Biological and Medical Physics, Moscow Institute of Physics and Technology, Dolgoprudny 141701, Russia
Ключевые слова
Arterial thrombosis; Computational systems biology; Mathematical modeling; Thrombin generation
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