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A Cellular Automaton Model for Psoriasis Disease

机译:牛皮癣疾病的蜂窝自动机模型

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Psoriasis is a highly prevalent autoimmune disorder of the skin, which manifests clinically via the formation of a thickened epidermis, and a scale-like appearance in affected regions known as psoriatic plaques. The disease is highly complex, arising at least in part via a systemic perturbation of cytokine and chemokine dynamics. In addition, psoriasis is both genetically and phenotypically heterogeneous, with patients displaying highly diverse molecular profiles and plaque structures. An understanding of the differences driving phenotypic diversity in psoriasis, and other complex diseases, is thus essential to positing more effective and personalised therapeutics. In this paper we develop and implement a cellular automaton model, based on the biology of psoriasis plaque formation as one case study, to investigate the mechanisms of psoriasis (and other complex disease) heterogeneity. Our preliminary model is capable of simulating a wide array of clinically relevant plaque structures, for given parameter regimes, in a manner that permits hypotheses to be generated and tested, on the molecular mechanisms driving the differences between the different clinical phenotypes. The proposed modelling approach is general enough to be applied to other complex diseases.
机译:牛皮癣是一种普遍普遍的皮肤自身免疫障碍,其通过形成增厚的表皮临床表现出,以及被称为银屑病斑块的受影响区域的水垢外观。该疾病是高度复杂的,至少部分地通过细胞因子和趋化因子动力学的系统性扰动产生。此外,牛皮癣是遗传和表型异质的,患者患者显示高度多样化的分子型材和斑块结构。因此,理解促进牛皮癣和其他复杂疾病的表型多样性的差异,因此对施用更有效和个性化的治疗剂是必不可少的。在本文中,我们开发和实施一种蜂窝自动机模型,基于牛皮癣斑块形成作为一种案例研究,研究牛皮癣(和其他复杂疾病)异质性的机制。我们的初步模型能够以允许生成和测试假设的方式模拟一系列临床相关的牙菌斑结构,以便在驱动不同临床表型之间的差异的分子机制上。所提出的建模方法足以适用于其他复杂疾病。

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