Genetics and Genomics, Wageningen UR Livestock Research, Wageningen UR, PO Box 65, 6500 AB Lelystad, The Netherlands.
J Theor Biol. 2013 Aug 7;330:75-87. doi: 10.1016/j.jtbi.2013.04.005. Epub 2013 Apr 18.
The aim of this study was to create a dynamic mathematical model of the development of the cellular branch of the intestinal immune system of poultry during the first 42 days of life and of its response towards an oral infection with Salmonella enterica serovar Enteritidis. The system elements were grouped in five important classes consisting of intra- and extracellular S. Enteritidis bacteria, macrophages, CD4+, and CD8+ cells. Twelve model variables were described by ordinary differential equations, including 50 parameters. Parameter values were estimated from literature or from own immunohistochemistry data. The model described the immune development in non-infected birds with an average R² of 0.87. The model showed less accuracy in reproducing the immune response to S. Enteritidis infection, with an average R² of 0.51, although model response did follow observed trends in time. Evaluation of the model against independent data derived from several infection trials showed strong/significant deviations from observed values. Nevertheless, it was shown that the model could be used to simulate the effect of varying input parameters on system elements response, such as the number of immune cells at hatch. Model simulations allowed one to study the sensitivity of the model outcome for varying model inputs. The initial number of immune cells at hatch was shown to have a profound impact on the predicted development in the number of systemic S. Enteritidis bacteria after infection. The theoretical contribution of this work is the identification of responses in system elements of the developing intestinal immune system of poultry obtaining a mathematical representation which allows one to explore the relationships between these elements under contrasting environmental conditions during different stages of intestinal development.
本研究旨在建立一个禽类肠道免疫系统细胞分支在生命最初 42 天的发育及其对肠炎沙门氏菌血清型肠侵袭性感染的反应的动态数学模型。系统元素分为五个重要的类别,包括胞内和胞外肠炎沙门氏菌、巨噬细胞、CD4+和 CD8+细胞。12 个模型变量用常微分方程描述,包括 50 个参数。参数值通过文献或自身免疫组织化学数据进行估算。该模型描述了非感染鸟类的免疫发育,平均 R²为 0.87。该模型在复制对肠炎沙门氏菌感染的免疫反应方面的准确性较低,平均 R²为 0.51,尽管模型反应确实符合时间上的观察趋势。该模型通过对来自多个感染试验的独立数据进行评估,显示出与观察值存在强烈/显著偏差。然而,结果表明该模型可用于模拟输入参数变化对系统元素反应的影响,例如孵化时免疫细胞的数量。模型模拟可以研究模型输入变化对模型结果的敏感性。孵化时免疫细胞的初始数量对感染后系统中肠炎沙门氏菌数量的预测发展有深远的影响。这项工作的理论贡献是识别出禽类肠道免疫系统发育中系统元素的反应,获得数学表示,以便在不同的肠道发育阶段探索这些元素之间的关系。