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Early detection of invasive species in marine ecosystems using high-throughput sequencing: technical challenges and possible solutions

机译:使用高通量测序对海洋生态系统中的入侵物种进行早期检测:技术挑战和可能的解决方案

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摘要

Introduction and spread of invasive non-indigenous species (NIS) has been clearly recognized as a growing global problem in marine and coastal ecosystems. Early detection of NIS has been recognized as one of the first priorities and effective ways in management programs. However, the detection of an array of rare NIS based on traditional morphological methods represents enormous technical challenges in the marine realm, as numerous poorly studied organisms may be small and/or have insufficient morphological distinctive features. The use of DNA-based approaches has largely increased the detection accuracy and efficiency. Owing to many obvious advantages such as the high capacity to detect extremely low-abundance species and low cost per sequence, high-throughput sequencing (HTS)-based methods have been popularly proposed for early detection of marine NIS. Although HTS-based approaches have been approved robust for the census of NIS in aquatic ecosystems, especially for those present at extremely low abundance, many factors in experimental design and data collection can cause errors including both false negatives and false positives. Here we identify factors responsible for both error types, discuss causes and consequences, and propose possible solutions when utilizing HTS for early detection of NIS in marine and coastal ecosystems.
机译:入侵性非本土物种(NIS)的引入和传播已被公认是海洋和沿海生态系统中一个日益严重的全球性问题。早期发现NIS已被认为是管理计划中的首要任务和有效方法之一。然而,由于许多研究不足的生物可能很小和/或没有足够的形态特征,因此基于传统形态学方法检测一系列稀有NIS代表了海洋领域的巨大技术挑战。基于DNA的方法的使用大大提高了检测的准确性和效率。由于具有许多明显的优势,例如具有检测极低丰度物种的高能力和每个序列的低成本,已广泛提出了基于高通量测序(HTS)的方法来早期检测海洋NIS。尽管已批准基于HTS的方法对于水生生态系统中NIS的普查是健壮的,尤其是对于那些丰度极低的普查,但实验设计和数据收集中的许多因素都可能导致错误,包括假阴性和假阳性。在这里,我们确定引起两种错误类型的因素,讨论原因和后果,并提出在利用HTS早期检测海洋和沿海生态系统中NIS时的可能解决方案。

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