Hans-Michael Tautenhahn, Tim Ricken, Uta Dahmen, Luis Mandl, Laura Bütow, Steffen Gerhäusser, Lena Lambers, Xinpei Chen, Elina Lehmann, Olaf Dirsch, Matthias König
{"title":"SimLivA–Modeling ischemia-reperfusion injury in the liver: A first step towards a clinical decision support tool","authors":"Hans-Michael Tautenhahn, Tim Ricken, Uta Dahmen, Luis Mandl, Laura Bütow, Steffen Gerhäusser, Lena Lambers, Xinpei Chen, Elina Lehmann, Olaf Dirsch, Matthias König","doi":"10.1002/gamm.202370003","DOIUrl":null,"url":null,"abstract":"<p>The SIMulation supported LIVer Assessment for donor organs (SimLivA) project aims to develop a mathematical model to accurately simulate the influence of mechanical alterations in marginal liver grafts (specifically steatotic ones) and cold ischemia on early ischemia-reperfusion injury (IRI) during liver transplantation. Our project tackles significant research challenges, including the co-development of computational methodologies, experimental studies, clinical processes, and technical workflows. We aim to refine a continuum-biomechanical model for enhanced IRI prediction, collect pivotal experimental and clinical data, and assess the clinical applicability of our model. Our efforts involve augmenting and tailoring a coupled continuum-biomechanical, multiphase, and multi-scale partial differential equation-ordinary differential equation (PDE-ODE) model of the liver lobule, allowing us to numerically simulate IRI depending on the degree of steatosis and the duration of ischemia. The envisaged model will intertwine the structure, perfusion, and function of the liver, serving as a crucial aid in clinical decision-making processes. We view this as the initial step towards an in-silico clinical decision support tool aimed at enhancing the outcomes of liver transplantation. In this paper, we provide an overview of the SimLivA project and our preliminary findings, which include: a cellular model that delineates critical processes in the context of IRI during transplantation; and the integration of this model into a multi-scale PDE-ODE model using a homogenized, multi-scale, multi-component approach within the Theory of Porous Media (TPM) framework. The model has successfully simulated the interconnected relationship between structure, perfusion, and function—all of which are integral to IRI. Initial results show simulations at the cellular scale that describe critical processes related to IRI during transplantation. After integrating this model into a multiscale PDE-ODE model, first simulations were performed on the spatial distribution of key functions during warm and cold ischaemia. In addition, we were able to study the effect of tissue perfusion and temperature, two critical parameters in the context of liver transplantation and IRI.</p>","PeriodicalId":53634,"journal":{"name":"GAMM Mitteilungen","volume":"47 2","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/gamm.202370003","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"GAMM Mitteilungen","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/gamm.202370003","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Mathematics","Score":null,"Total":0}
引用次数: 0
Abstract
The SIMulation supported LIVer Assessment for donor organs (SimLivA) project aims to develop a mathematical model to accurately simulate the influence of mechanical alterations in marginal liver grafts (specifically steatotic ones) and cold ischemia on early ischemia-reperfusion injury (IRI) during liver transplantation. Our project tackles significant research challenges, including the co-development of computational methodologies, experimental studies, clinical processes, and technical workflows. We aim to refine a continuum-biomechanical model for enhanced IRI prediction, collect pivotal experimental and clinical data, and assess the clinical applicability of our model. Our efforts involve augmenting and tailoring a coupled continuum-biomechanical, multiphase, and multi-scale partial differential equation-ordinary differential equation (PDE-ODE) model of the liver lobule, allowing us to numerically simulate IRI depending on the degree of steatosis and the duration of ischemia. The envisaged model will intertwine the structure, perfusion, and function of the liver, serving as a crucial aid in clinical decision-making processes. We view this as the initial step towards an in-silico clinical decision support tool aimed at enhancing the outcomes of liver transplantation. In this paper, we provide an overview of the SimLivA project and our preliminary findings, which include: a cellular model that delineates critical processes in the context of IRI during transplantation; and the integration of this model into a multi-scale PDE-ODE model using a homogenized, multi-scale, multi-component approach within the Theory of Porous Media (TPM) framework. The model has successfully simulated the interconnected relationship between structure, perfusion, and function—all of which are integral to IRI. Initial results show simulations at the cellular scale that describe critical processes related to IRI during transplantation. After integrating this model into a multiscale PDE-ODE model, first simulations were performed on the spatial distribution of key functions during warm and cold ischaemia. In addition, we were able to study the effect of tissue perfusion and temperature, two critical parameters in the context of liver transplantation and IRI.
SIMulation支持的供体器官生命评估(SimLivA)项目旨在开发一种数学模型,以准确模拟肝移植过程中边缘肝移植物(特别是脂肪肝移植物)的机械改变和冷缺血对早期缺血再灌注损伤(IRI)的影响。我们的项目应对了重大的研究挑战,包括共同开发计算方法、实验研究、临床过程和技术工作流程。我们的目标是改进连续生物力学模型,以增强 IRI 预测,收集关键的实验和临床数据,并评估模型的临床适用性。我们的工作包括增强和定制肝小叶的连续-生物力学、多相和多尺度偏微分方程-常微分方程(PDE-ODE)耦合模型,使我们能够根据脂肪变性程度和缺血持续时间对 IRI 进行数值模拟。设想中的模型将把肝脏的结构、灌注和功能交织在一起,成为临床决策过程中的重要辅助工具。我们认为,这是向旨在提高肝移植效果的硅内临床决策支持工具迈出的第一步。在本文中,我们将概述 SimLivA 项目和我们的初步研究成果,其中包括:一个细胞模型,该模型描述了移植过程中 IRI 的关键过程;以及在多孔介质理论(TPM)框架内,使用同质化、多尺度、多组分方法将该模型集成到多尺度 PDE-ODE 模型中。该模型成功模拟了结构、灌注和功能之间的相互关系--所有这些都与 IRI 密不可分。初步结果显示,在细胞尺度上的模拟描述了移植过程中与 IRI 相关的关键过程。在将该模型集成到多尺度 PDE-ODE 模型中后,我们首次模拟了冷热缺血期间关键功能的空间分布。此外,我们还研究了组织灌注和温度的影响,这是肝脏移植和 IRI 的两个关键参数。