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Landscape genetics as a tool for conservation planning: predicting the effects of landscape change on gene flow

机译:景观遗传学作为保护规划的工具:预测景观变化对基因流的影响

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For conservation managers, it is important to know whether landscape changes lead to increasing or decreasing gene flow. Although the discipline of landscape genetics assesses the influence of landscape elements on gene flow, no studies have yet used landscapegenetic models to predict gene flow resulting from landscape change. A species that has already been severely affected by landscape change is the large marsh grasshopper (Stethophyma grossum), which inhabits moist areas in fragmented agricultural landscapes in Switzerland. From transects drawn between all population pairs within maximum dispersal distance (<3 km), we calculated several measures of landscape composition as well as some measures of habitat configuration. Additionally, a complete sampling of all populations in our study area allowed incorporating measures of population topology. These measures together with the landscape metrics formed the predictor variables in linear models with gene flow as response variable (F_(ST) and mean pairwise assignment probability). With a modified leave-oneout cross-validation approach, we selected the model with the highest predictive accuracy. With this model, we predicted gene flow under several landscape-change scenarios, which simulated construction, rezoning or restoration projects, and the establishment of a new population. For some landscape-change scenarios, significant increase or decrease in gene flow was predicted, while for others little change was forecast. Furthermore, we found that the measures of population topology strongly increase model fit in landscape genetic analysis. This study demonstrates the use of predictive landscape-genetic models in conservation and landscape planning.
机译:对于保护经理来说,重要的是要了解景观变化是导致基因流量增加还是减少。尽管景观遗传学的学科评估了景观要素对基因流的影响,但尚无研究使用景观遗传模型来预测景观变化导致的基因流。一种已经受到景观变化严重影响的物种是大型沼泽蝗虫(Stethophyma grossum),它栖息在瑞士零散的农业景观中的潮湿地区。根据最大散布距离(<3 km)内所有种群对之间的样线,我们计算了景观组成的一些度量以及生境配置的一些度量。此外,对我们研究区域内所有人口的完整抽样可以纳入人口拓扑的度量。这些测量与景观度量一起在线性模型中形成了预测变量,其中基因流作为响应变量(F_(ST)和平均成对分配概率)。通过改进的留一法交叉验证方法,我们选择了具有最高预测准确性的模型。使用此模型,我们预测了几种景观变化情况下的基因流动,这些情况模拟了建筑,重新分区或恢复项目以及新种群的建立。对于某些景观变化情况,可以预测基因流量的显着增加或减少,而对于其他景观,则预测变化很小。此外,我们发现种群拓扑的度量极大地提高了景观遗传分析中的模型拟合度。这项研究表明在保护和景观规划中使用预测性景观遗传模型。

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