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Repelled from the wound or randomly dispersed? Reverse migration behaviour of neutrophils characterized by dynamic modelling

机译:从伤口击退还是随机分散?动态模型表征中性粒细胞的反向迁移行为

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摘要

Following neutralization of infectious threats, neutrophils must be removed from inflammatory sites for normal tissue function to be restored. Recently, a new paradigm has emerged, in which viable neutrophils migrate away from inflammatory sites by a process best described as reverse migration. It has generally been assumed that this process is the mirror image of chemotaxis, where neutrophils are drawn into the areas of infection or tissue damage by gradients of chemotactic cues. Indeed, efforts are underway to identify cues that drive neutrophils away by the reverse process, fugetaxis. By using photoconvertible pigments expressed in neutrophils in transparent zebrafish larvae, we were able to image the position of each neutrophil during inflammation resolution in vivo. These neutrophil coordinates were analysed within a dynamic modelling framework, using different forms of the drift–diffusion equation with model selection and parameter estimation based on approximate Bayesian computation. This analysis revealed the experimental data were best fitted by a model incorporating a diffusion term but no drift term—where the presence of drift would indicate fugetaxis. This result, for the first time, provides rigorous data-driven evidence that reverse migration of neutrophils in vivo is not a form of fugetaxis, but rather a stochastic redistribution.
机译:中和感染威胁后,必须将中性粒细胞从炎症部位清除,以恢复正常的组织功能。近来,出现了新的范例,其中存活的嗜中性粒细胞通过最佳描述为反向迁移的过程从炎性部位迁移出。通常认为该过程是趋化性的镜像,其中嗜中性粒细胞通过趋化性线索的梯度被吸引到感染或组织损伤的区域。确实,人们正在努力寻找通过逆过程,泛素作用将嗜中性粒细胞带走的线索。通过使用在透明斑马鱼幼虫中性粒细胞中表达的可光转换色素,我们能够在体内炎症消退期间对每个中性粒细胞的位置进行成像。这些中性粒细胞坐标是在动态建模框架中使用不同形式的漂移扩散方程进行模型选择和基于近似贝叶斯计算的参数估计而进行分析的。该分析表明,通过结合扩散项但不包含漂移项的模型可以最好地拟合实验数据,其中存在漂移将表明功能轴。该结果首次提供了严格的数据驱动证据,表明嗜中性粒细胞在体内的反向迁移不是一种泛滥的形式,而是一种随机的重新分布。

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