Cargando…

Towards Anatomic Scale Agent-Based Modeling with a Massively Parallel Spatially Explicit General-Purpose Model of Enteric Tissue (SEGMEnT_HPC)

Perhaps the greatest challenge currently facing the biomedical research community is the ability to integrate highly detailed cellular and molecular mechanisms to represent clinical disease states as a pathway to engineer effective therapeutics. This is particularly evident in the representation of...

Descripción completa

Detalles Bibliográficos
Autores principales: Cockrell, Robert Chase, Christley, Scott, Chang, Eugene, An, Gary
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4373890/
https://www.ncbi.nlm.nih.gov/pubmed/25806784
http://dx.doi.org/10.1371/journal.pone.0122192
_version_ 1782363405319929856
author Cockrell, Robert Chase
Christley, Scott
Chang, Eugene
An, Gary
author_facet Cockrell, Robert Chase
Christley, Scott
Chang, Eugene
An, Gary
author_sort Cockrell, Robert Chase
collection PubMed
description Perhaps the greatest challenge currently facing the biomedical research community is the ability to integrate highly detailed cellular and molecular mechanisms to represent clinical disease states as a pathway to engineer effective therapeutics. This is particularly evident in the representation of organ-level pathophysiology in terms of abnormal tissue structure, which, through histology, remains a mainstay in disease diagnosis and staging. As such, being able to generate anatomic scale simulations is a highly desirable goal. While computational limitations have previously constrained the size and scope of multi-scale computational models, advances in the capacity and availability of high-performance computing (HPC) resources have greatly expanded the ability of computational models of biological systems to achieve anatomic, clinically relevant scale. Diseases of the intestinal tract are exemplary examples of pathophysiological processes that manifest at multiple scales of spatial resolution, with structural abnormalities present at the microscopic, macroscopic and organ-levels. In this paper, we describe a novel, massively parallel computational model of the gut, the Spatially Explicitly General-purpose Model of Enteric Tissue_HPC (SEGMEnT_HPC), which extends an existing model of the gut epithelium, SEGMEnT, in order to create cell-for-cell anatomic scale simulations. We present an example implementation of SEGMEnT_HPC that simulates the pathogenesis of ileal pouchitis, and important clinical entity that affects patients following remedial surgery for ulcerative colitis.
format Online
Article
Text
id pubmed-4373890
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-43738902015-03-27 Towards Anatomic Scale Agent-Based Modeling with a Massively Parallel Spatially Explicit General-Purpose Model of Enteric Tissue (SEGMEnT_HPC) Cockrell, Robert Chase Christley, Scott Chang, Eugene An, Gary PLoS One Research Article Perhaps the greatest challenge currently facing the biomedical research community is the ability to integrate highly detailed cellular and molecular mechanisms to represent clinical disease states as a pathway to engineer effective therapeutics. This is particularly evident in the representation of organ-level pathophysiology in terms of abnormal tissue structure, which, through histology, remains a mainstay in disease diagnosis and staging. As such, being able to generate anatomic scale simulations is a highly desirable goal. While computational limitations have previously constrained the size and scope of multi-scale computational models, advances in the capacity and availability of high-performance computing (HPC) resources have greatly expanded the ability of computational models of biological systems to achieve anatomic, clinically relevant scale. Diseases of the intestinal tract are exemplary examples of pathophysiological processes that manifest at multiple scales of spatial resolution, with structural abnormalities present at the microscopic, macroscopic and organ-levels. In this paper, we describe a novel, massively parallel computational model of the gut, the Spatially Explicitly General-purpose Model of Enteric Tissue_HPC (SEGMEnT_HPC), which extends an existing model of the gut epithelium, SEGMEnT, in order to create cell-for-cell anatomic scale simulations. We present an example implementation of SEGMEnT_HPC that simulates the pathogenesis of ileal pouchitis, and important clinical entity that affects patients following remedial surgery for ulcerative colitis. Public Library of Science 2015-03-25 /pmc/articles/PMC4373890/ /pubmed/25806784 http://dx.doi.org/10.1371/journal.pone.0122192 Text en © 2015 Cockrell et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Cockrell, Robert Chase
Christley, Scott
Chang, Eugene
An, Gary
Towards Anatomic Scale Agent-Based Modeling with a Massively Parallel Spatially Explicit General-Purpose Model of Enteric Tissue (SEGMEnT_HPC)
title Towards Anatomic Scale Agent-Based Modeling with a Massively Parallel Spatially Explicit General-Purpose Model of Enteric Tissue (SEGMEnT_HPC)
title_full Towards Anatomic Scale Agent-Based Modeling with a Massively Parallel Spatially Explicit General-Purpose Model of Enteric Tissue (SEGMEnT_HPC)
title_fullStr Towards Anatomic Scale Agent-Based Modeling with a Massively Parallel Spatially Explicit General-Purpose Model of Enteric Tissue (SEGMEnT_HPC)
title_full_unstemmed Towards Anatomic Scale Agent-Based Modeling with a Massively Parallel Spatially Explicit General-Purpose Model of Enteric Tissue (SEGMEnT_HPC)
title_short Towards Anatomic Scale Agent-Based Modeling with a Massively Parallel Spatially Explicit General-Purpose Model of Enteric Tissue (SEGMEnT_HPC)
title_sort towards anatomic scale agent-based modeling with a massively parallel spatially explicit general-purpose model of enteric tissue (segment_hpc)
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4373890/
https://www.ncbi.nlm.nih.gov/pubmed/25806784
http://dx.doi.org/10.1371/journal.pone.0122192
work_keys_str_mv AT cockrellrobertchase towardsanatomicscaleagentbasedmodelingwithamassivelyparallelspatiallyexplicitgeneralpurposemodelofenterictissuesegmenthpc
AT christleyscott towardsanatomicscaleagentbasedmodelingwithamassivelyparallelspatiallyexplicitgeneralpurposemodelofenterictissuesegmenthpc
AT changeugene towardsanatomicscaleagentbasedmodelingwithamassivelyparallelspatiallyexplicitgeneralpurposemodelofenterictissuesegmenthpc
AT angary towardsanatomicscaleagentbasedmodelingwithamassivelyparallelspatiallyexplicitgeneralpurposemodelofenterictissuesegmenthpc