利用随机森林确定河段尺度鲑鱼 eDNA 恢复的关键环境因素

Q1 Agricultural and Biological Sciences
Shawn A. Melendy, John R. Olson
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引用次数: 0

摘要

对河流进行环境 DNA(eDNA)取样已成为监测管理部门关注的淡水生物的一种很有前途的新方法。然而,eDNA 取样还不能对目标物种的丰度/生物量做出可靠的估计,也不能确定某一物种在某一河段的缺失情况。要释放这些能力,从而大大提高 eDNA 作为管理决策工具的能力,就必须更好地了解当地环境因素对 eDNA 结果的影响。我们在加利福尼亚州中部海岸的九个河流地点添加了已知数量的新型 eDNA(布鲁克鳟、Salvelinus fontinalis),并在下游依次收集 eDNA 进行 qPCR 分析。然后,我们使用随机森林模型来确定对到达尺度(≤ 200 米)采样结果最重要的环境因素,并确定鲑鱼 eDNA 的命运特征。我们的最终模型确定了对取样结果最重要的六个因素,包括五个环境因素(排水量、当地集水区氧化钙含量、取样断面的平均深度、水池的存在以及流域的不透水覆盖率)和一个与我们的实验设计有关的因素(qPCR 技术重复次数)。我们的结果凸显了横截面积、湍流和流域地质对 eDNA 最终结果的显著影响,我们建议将排水量和水池的存在作为评估一个地点是否有利于 eDNA 恢复的有用代用指标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Identifying Key Environmental Drivers of Reach-Scale Salmonid eDNA Recovery With Random Forest

Identifying Key Environmental Drivers of Reach-Scale Salmonid eDNA Recovery With Random Forest

Environmental DNA (eDNA) sampling from rivers has emerged as a promising new method for monitoring freshwater organisms of management concern. However, eDNA sampling cannot yet offer reliable estimates of a target species' abundance/biomass or confident determinations of a species' absence from a river segment. To unlock these abilities—and thereby greatly improve eDNA as a tool for management decision-making—the influence of local environmental factors on eDNA fate must be better understood. At nine river sites across the central California coast, we added a known quantity of novel eDNA (Brook Trout, Salvelinus fontinalis) and collected eDNA at sequential downstream distances for qPCR analysis. We then used random forest modeling to identify the most important environmental factors to reach-scale (≤ 200 m) sampling outcomes and characterize salmonid eDNA fate. Our final model identified six factors important to sampling outcomes, including five environmental factors (discharge, local catchment calcium oxide content, average depth of the sampling cross-section, presence of pools, and impervious cover of the watershed) and one factor regarding our experimental design (the number of qPCR technical replicates). Our results highlight the notable effects of cross-sectional area, turbulence, and catchment geology on eDNA fate, and we suggest the discharge and presence of pools as useful proxies for evaluating a site's favorability for eDNA recovery.

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来源期刊
Environmental DNA
Environmental DNA Agricultural and Biological Sciences-Ecology, Evolution, Behavior and Systematics
CiteScore
11.00
自引率
0.00%
发文量
99
审稿时长
16 weeks
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