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Tracing the origins of recent Queensland fruit fly incursions into South Australia, Tasmania and New Zealand

机译:追踪昆士兰季后果蝇侵入南澳大利亚,塔斯马尼亚岛和新西兰的起源

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Incursions of the Queensland fruit fly Bactrocera tryoni (Qfly) into areas without permanent Qfly populations present serious threats to the Australian and New Zealand horticultural industries. Identifying the origins of recent incursions will help reduce future threats by enabling the targeting of problematic incursion routes for more stringent quarantine protocols. Here we present an analytical framework based on supervised and unsupervised machine learning to identify the origins and recent population history of incursion individuals. Our framework is based on a recently developed reference dataset of genome-wide markers for 35 Qfly populations from across the ranges of Qfly and the related taxon Bactrocera aquilonis (NTfly). We apply our framework to recent incursions into New Zealand, Tasmania and South Australia. Two distinct Qfly sources were identified for incursions into New Zealand (total 18 individuals), one from the east coast of Australia and one from New Caledonia. All eight recent incursion collections analysed (total 85 individuals) from South Australia and Tasmania most likely originated from just one of six clusters of populations in our reference database, Qfly from the east coast of Australia. None were found to originate from clusters containing NTfly or Qfly/NTfly hybrids in the Northern Territory or north Western Australia. Several, but not all, of the collections showed signals of small founding population size and two Tasmanian collections each included individuals apparently derived from three different sources within the east coast of Australia. In total, several more incursion events were detected than previously known, although some were founded by relatively few individuals.
机译:昆士兰果蝇Bactrocera tryoni(Qfly)侵入没有永久Qfly种群的地区,对澳大利亚和新西兰的园艺业构成严重威胁。确定最近入侵的来源将有助于减少未来的威胁,因为它可以针对有问题的入侵路线制定更严格的隔离协议。在这里,我们提出了一个基于有监督和无监督机器学习的分析框架,以确定入侵个体的起源和最近的种群历史。我们的框架基于最近开发的一个全基因组标记参考数据集,该数据集用于35个Qfly群体,这些群体来自Qfly和相关分类群Bactrocera aquilonis(NTfly)。我们将我们的框架应用于最近对新西兰、塔斯马尼亚和南澳大利亚的入侵。确定了入侵新西兰的两个不同的Qfly来源(共18人),一个来自澳大利亚东海岸,一个来自新喀里多尼亚。最近分析的来自南澳大利亚和塔斯马尼亚的所有八个入侵收集物(共85个个体)很可能仅来自我们参考数据库中六个群体中的一个,即来自澳大利亚东海岸的Qfly。在北领地或澳大利亚西北部,没有发现来自含有NTfly或Qfly/NTfly杂交种的集群。有几个(但不是全部)藏品显示出建国人口规模较小的信号,两个塔斯马尼亚藏品中的每个藏品都包含明显来自澳大利亚东海岸三个不同来源的个体。总的来说,检测到的入侵事件比之前已知的多,尽管有些是由相对较少的个人发现的。

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