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A Cellular Automaton Model for Psoriasis Disease

机译:银屑病的细胞自动机模型

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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:牛皮癣是一种高度流行的皮肤自身免疫性疾病,在临床上可通过形成增厚的表皮和在称为牛皮癣斑的受影响区域呈鳞片状外观来表现出来。该疾病非常复杂,至少部分是由细胞因子和趋化因子动力学的系统性扰动引起的。另外,牛皮癣在遗传和表型上都是异质的,患者表现出高度多样的分子特征和斑块结构。因此,对于牛皮癣和其他复杂疾病中表型多样性驱动差异的理解,对于建立更有效和个性化的治疗方法至关重要。在本文中,我们以银屑病斑块形成生物学为基础,开发并实现了细胞自动机模型,以研究银屑病(及其他复杂疾病)异质性的机制。对于给定的参数方案,我们的初步模型能够模拟各种临床相关的噬菌斑结构,其方式允许在驱动不同临床表型之间差异的分子机制上生成和检验假设。所提出的建模方法足够通用,可以应用于其他复杂疾病。

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