Multiscale Integration of Toxicokinetic and Toxicodynamic Processes: From Cell and Tissue to Organ and “Whole Body” Models

P. Georgopoulos, S. Isukapalli, I. Androulakis, M. Ierapetritou, W. Welsh
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Abstract

This chapter presents a systematic summary overview of coordinated efforts taking place at the environmental bioinformatics and Computational Toxicology Center (ebCTC.org) towards developing a mechanistic modeling framework that integrates multiple scales of coupled toxicokinetic and toxicodynamic processes. This framework employs highly modular “whole body” computational descriptions of the human and of selected model organisms that incorporate a hierarchy of alternative formulations representing biological events in “virtual” tissues and organs. This approach allows the mechanistic consideration of multiple scales of interlinked phenomena that include molecular interactions; dynamics of intracellular biomolecular networks; spatial and stochastic aspects of cell biochemistry; integrative coupling of cellular-level processes related to common endpoints; extracellular signaling and cell-cell communication and interaction; aspects of functional heterogeneity in multicellular structures; dynamics of histomorphological and histopathological processes at the tissue level; and integrative coupling of processes across scales, resulting in different physiosystem phenotypes for health and disease states. The ebCTC framework offers a range of combined approaches for coupling processes and “transferring and integrating” information across multiple strata of biological organization, ranging from formal methods of multiscale analysis, including statistical descriptions of multicellular kinetics and dynamics, to simplified “top-down” approaches, incorporating both mechanistic and phenomenological formulations that rely on point and distributional parameterizations of the finer scales. The computational implementation of the framework employs a combination of agent-, network-, and field-based modeling methods. Example applications of various components of this framework are presented, spanning the range from molecular interactions to bionetwork and cellular dynamics to multiscale problems at the tissue and organ levels. Keywords: exposure biology; multiscale physiologically-based toxicokinetic and toxicodynamic modeling; field-; network- and agent-based modeling; virtual tissues and virtual organs; mechanistic dose-response analysis; polymorphisms and susceptibility; dioxin; arsenic; endotoxin; ethanol; acetaminophen; nanoparticles; oxidative stress; inflammation
毒物动力学和毒物动力学过程的多尺度整合:从细胞和组织到器官和“全身”模型
本章系统概述了环境生物信息学和计算毒理学中心(ebCTC.org)为开发一种机制建模框架而进行的协调努力,该框架集成了耦合毒性动力学和毒性动力学过程的多个尺度。该框架采用高度模块化的“全身”计算描述人类和选定的模式生物,其中包含代表“虚拟”组织和器官中生物事件的替代公式的层次结构。这种方法允许对包括分子相互作用在内的相互联系现象的多个尺度进行机械考虑;细胞内生物分子网络动力学;细胞生物化学的空间和随机方面;与共同端点相关的细胞水平过程的整合耦合;细胞外信号和细胞间的通讯和相互作用;多细胞结构的功能异质性;组织水平上组织形态学和组织病理学过程的动态;以及跨尺度过程的整合耦合,导致健康和疾病状态的不同生理系统表型。ebCTC框架为耦合过程和跨生物组织多个层次的“传递和整合”信息提供了一系列组合方法,范围从多尺度分析的正式方法,包括多细胞动力学和动力学的统计描述,到简化的“自上而下”方法,结合依赖于更精细尺度的点和分布参数化的机制和现象学公式。该框架的计算实现结合了基于代理、网络和现场的建模方法。该框架的各个组成部分的例子应用被提出,从分子相互作用到生物网络和细胞动力学,再到组织和器官水平的多尺度问题。关键词:暴露生物学;基于多尺度生理的毒物动力学和毒物动力学建模;场;基于网络和agent的建模;虚拟组织和虚拟器官;机制剂量-反应分析;多态性和易感性;二恶英;砷;内毒素;乙醇
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