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利用肠道组织大规模并行空间显式通用模型(SEGMEnT_HPC)实现基于主体的解剖尺度建模。

Towards anatomic scale agent-based modeling with a massively parallel spatially explicit general-purpose model of enteric tissue (SEGMEnT_HPC).

作者信息

Cockrell Robert Chase, Christley Scott, Chang Eugene, An Gary

机构信息

Department of Surgery, University of Chicago, Chicago, IL, United States of America.

Department of Medicine, University of Chicago, Chicago, IL, United States of America.

出版信息

PLoS One. 2015 Mar 25;10(3):e0122192. doi: 10.1371/journal.pone.0122192. eCollection 2015.

Abstract

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.

摘要

目前生物医学研究界面临的最大挑战或许是能否整合高度详细的细胞和分子机制,以将临床疾病状态呈现为设计有效疗法的途径。这在根据异常组织结构来呈现器官水平的病理生理学方面尤为明显,而通过组织学,异常组织结构仍是疾病诊断和分期的主要依据。因此,能够生成解剖尺度的模拟是一个非常理想的目标。尽管计算限制此前制约了多尺度计算模型的规模和范围,但高性能计算(HPC)资源在能力和可用性方面的进步极大地扩展了生物系统计算模型实现解剖学上与临床相关尺度的能力。肠道疾病是在多个空间分辨率尺度上表现出病理生理过程的典型例子,在微观、宏观和器官水平都存在结构异常。在本文中,我们描述了一种新型的、大规模并行的肠道计算模型——肠道组织空间显式通用模型_HPC(SEGMEnT_HPC),它扩展了现有的肠道上皮模型SEGMEnT,以便创建逐细胞的解剖尺度模拟。我们展示了SEGMEnT_HPC的一个示例实现,该实现模拟了回肠储袋炎的发病机制,回肠储袋炎是一种影响溃疡性结肠炎补救性手术后患者的重要临床病症。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0021/4373890/3816a38d6327/pone.0122192.g001.jpg

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