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一种用于预测转基因花粉扩散的 Lévy 飞行扩散模型。

A Lévy-flight diffusion model to predict transgenic pollen dispersal.

作者信息

Vallaeys Valentin, Tyson Rebecca C, Lane W David, Deleersnijder Eric, Hanert Emmanuel

机构信息

Institute of Mechanics, Materials and Civil Engineering (IMMC), Université catholique de Louvain, 4 Avenue G. Lemaître, 1348 Louvain-la-Neuve, Belgium.

IKBSAS 5 BLDG SCI, University of British Columbia Okanagan, 3333 University Way, Kelowna, British Columbia, Canada V1V 1V7.

出版信息

J R Soc Interface. 2017 Jan;14(126). doi: 10.1098/rsif.2016.0889.

Abstract

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.

摘要

转基因(GM)花粉的控制是许多国家极为关注的问题。对于靠蜜蜂授粉的作物,异交率的模型预测取决于用于传粉者的移动假设。此前关于全球最重要的传粉者蜜蜂传播花粉的研究工作,是基于蜜蜂移动可通过布朗运动很好地近似这一假设。然而,最近的一些研究表明,诸如蜜蜂等传粉昆虫在觅食过程中会进行 Lévy 飞行。这种飞行模式产生的传播速率要大得多,所以布朗运动假设可能会显著低估转基因花粉在传统作物中异交所带来的风险。在这项工作中,我们提出了一个花粉扩散的机理模型,其中蜜蜂进行截断的 Lévy 飞行。这一假设导致了一个用于花粉的分数阶扩散模型,该模型可进行调整以模拟从纯布朗运动到纯 Lévy 运动的范围。我们通过采用与布朗运动建模研究中相同的花粉扩散数据集对新模型进行参数化。通过对模型方程进行数值求解,我们表明,与原始预测相比,将异交水平保持在特定阈值以下所需的隔离距离大幅增加,这表明隔离距离可能需要比原先认为的大得多。

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