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A Lévy-flight diffusion model to predict transgenic pollen dispersal

机译:Lévy-flight扩散模型预测转基因花粉的扩散

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摘要

The containment of genetically modified (GM) pollen is an issue of significant concern for many countries. For crops that are bee-pollinated, model predictions of outcrossing rates depend on the movement hypothesis used for the pollinators. Previous work studying pollen spread by honeybees, the most important pollinator worldwide, was based on the assumption that honeybee movement can be well approximated by Brownian motion. A number of recent studies, however, suggest that pollinating insects such as bees perform Lévy flights in their search for food. Such flight patterns yield much larger rates of spread, and so the Brownian motion assumption might significantly underestimate the risk associated with GM pollen outcrossing in conventional crops. In this work, we propose a mechanistic model for pollen dispersal in which the bees perform truncated Lévy flights. This assumption leads to a fractional-order diffusion model for pollen that can be tuned to model motion ranging from pure Brownian to pure Lévy. We parametrize our new model by taking the same pollen dispersal dataset used in Brownian motion modelling studies. By numerically solving the model equations, we show that the isolation distances required to keep outcrossing levels below a certain threshold are substantially increased by comparison with the original predictions, suggesting that isolation distances may need to be much larger than originally thought.
机译:对转基因花粉的遏制是许多国家非常关注的问题。对于蜜蜂授粉的农作物,异交率的模型预测取决于传粉媒介使用的运动假设。以前研究蜜蜂是世界上最重要的授粉媒介的花粉传播的工作是基于这样的假设,即蜜蜂的运动可以通过布朗运动很好地近似。但是,最近的一些研究表明,蜜蜂等授粉昆虫在寻找食物时会进行Lévy飞行。这种飞行模式产生的扩散率要大得多,因此布朗运动假设可能会大大低估与传统作物中的转基因花粉异型杂交相关的风险。在这项工作中,我们提出了一种花粉散布的机械模型,在这种模型中,蜜蜂进行截短的Lévy飞行。该假设导致花粉的分数阶扩散模型,可以将其调整为模拟从纯布朗尼到纯列维的运动。我们通过采用布朗运动建模研究中使用的相同花粉扩散数据集对新模型进行参数化。通过数值求解模型方程,我们显示出与原先的预测相比较,将异地杂交水平保持在一定阈值以下所需的隔离距离已大大增加,这表明隔离距离可能需要比原先的想象大得多。

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