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On the efficiency of chemotactic pursuit - Comparing blind search with temporal and spatial gradient sensing

机译:论趋化性追求效率 - 与时空梯度传感的盲目搜索

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In chemotaxis, cells are modulating their migration patterns in response to concentration gradients of a guiding substance. Immune cells are believed to use such chemotactic sensing for remotely detecting and homing in on pathogens. Considering that immune cells may encounter a multitude of targets with vastly different migration properties, ranging from immobile to highly mobile, it is not clear which strategies of chemotactic pursuit are simultaneously efficient and versatile. We tackle this problem theoretically and define a tunable response function that maps temporal or spatial concentration gradients to migration behavior. The seven free parameters of this response function are optimized numerically with the objective of maximizing search efficiency against a wide spectrum of target cell properties. Finally, we reverse-engineer the best-performing parameter sets to uncover strategies of chemotactic pursuit that are efficient under different biologically realistic boundary conditions. Although strategies based on the temporal or spatial sensing of chemotactic gradients are significantly more efficient than unguided migration, such 'blind search' turns out to work surprisingly well, in particular if the immune cells are fast and directionally persistent. The resulting simulated data can be used for the design of chemotaxis experiments and for the development of algorithms that automatically detect and quantify goal oriented behavior in measured immune cell trajectories.
机译:在趋化性中,细胞响应于引导物质的浓度梯度调节其迁移模式。认为免疫细胞使用这种趋化性感测来远程检测和归巢在病原体上。考虑到免疫细胞可能遇到具有众多迁移性质的多种靶标,从固定到高度移动,尚不清楚趋化性追求的策略同时高效且多功能。我们理论上地解决这个问题,并定义可调节响应函数,将时间或空间浓度渐变映射到迁移行为。该响应函数的七个自由参数以数字方式进行了优化,目的是针对广泛的目标单元特性最大化搜索效率。最后,我们反向工程师最佳的参数集,以发现在不同的生物学现实边界条件下有效的趋化追求策略。虽然基于趋化梯度的时间或空间感测的策略比无导果迁移明显更有效,但这种“盲目搜索”结果令人惊讶地工作,特别是如果免疫细胞快速和方向持续存在。得到的模拟数据可用于趋化性实验的设计和开发在测量的免疫细胞轨迹中自动检测和量化目标面向行为的算法。

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