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DNA metabarcoding 有效地量化了硅藻对溪流中营养物质的响应。

DNA metabarcoding effectively quantifies diatom responses to nutrients in streams.

机构信息

Office of Research and Development, United States Environmental Protection Agency, Cincinnati, Ohio, 45268, USA.

Office of Research and Development, United States Environmental Protection Agency, Research Triangle Park, North Carolina, 27711, USA.

出版信息

Ecol Appl. 2020 Dec;30(8):e02205. doi: 10.1002/eap.2205. Epub 2020 Aug 18.

Abstract

Nutrient pollution from human activities remains a common problem facing stream ecosystems. Identifying ecological responses to phosphorus and nitrogen can inform decisions affecting the protection and management of streams and their watersheds. Diatoms are particularly useful because they are a highly diverse group of unicellular algae found in nearly all aquatic environments and are sensitive responders to increased nutrient concentrations. Here, we used DNA metabarcoding of stream diatoms as an approach to quantifying effects of total phosphorus (TP) and total nitrogen (TN). Threshold indicator taxa analysis (TITAN) identified operational taxonomic units (OTUs) that increased or decreased along TP and TN gradients along with nutrient concentrations at which assemblages had substantial changes in the occurrences and relative abundances of OTUs. Boosted regression trees showed that relative abundances of gene sequence reads for OTUs identified by TITAN as low P, high P, low N, or high N diatoms had strong relationships with nutrient concentrations, which provided support for potentially using these groups of diatoms as metrics in monitoring programs. Gradient forest analysis provided complementary information by characterizing multi-taxa assemblage change using multiple predictors and results from random forest models for each OTU. Collectively, these analyses showed that notable changes in diatom assemblage structure and OTUs began around 20 µg TP/L, low P diatoms decreased substantially and community change points occurred from 75 to 150 µg/L, and high P diatoms became increasingly dominant from 150 to 300 µg/L. Diatoms also responded to TN with large decreases in low N diatoms occurring from 280 to 525 µg TN/L and a transition to dominance by high N diatoms from 525-850 µg/L. These diatom responses to TP and TN could be used to inform protection efforts (i.e., anti-degradation) and management goals (i.e., nutrient reduction) in streams and watersheds. Our results add to the growing support for using diatom metabarcoding in monitoring programs.

摘要

人类活动导致的营养物污染仍然是溪流生态系统面临的一个常见问题。确定对磷和氮的生态响应可以为影响溪流及其流域的保护和管理的决策提供信息。硅藻特别有用,因为它们是一种高度多样化的单细胞藻类,存在于几乎所有的水生环境中,并且对增加的营养物浓度敏感。在这里,我们使用溪流硅藻的 DNA metabarcoding 作为量化总磷(TP)和总氮(TN)影响的方法。阈值指示分类单元分析(TITAN)确定了随着 TP 和 TN 梯度以及营养物浓度而增加或减少的操作分类单元(OTU),这些分类单元在 OTU 的出现和相对丰度方面有很大的变化。增强回归树表明,TITAN 确定的低磷、高磷、低氮或高氮硅藻的基因序列读相对丰度与营养物浓度有很强的关系,这为将这些硅藻群体作为监测计划中的指标提供了支持。梯度森林分析通过使用多个预测因子和每个 OTU 的随机森林模型的结果来描述多分类群组合的变化,提供了补充信息。总的来说,这些分析表明,硅藻组合结构和 OTU 的显著变化始于 20 µg TP/L 左右,低磷硅藻大量减少,社区变化点发生在 75 到 150 µg/L 之间,高磷硅藻从 150 到 300 µg/L 之间变得越来越占优势。硅藻对 TN 也有反应,低氮硅藻大量减少发生在 280 到 525 µg TN/L 之间,高氮硅藻从 525 到 850 µg/L 之间变得占优势。这些对 TP 和 TN 的硅藻响应可以用于为溪流和流域的保护工作(即反退化)和管理目标(即营养物减少)提供信息。我们的结果增加了在监测计划中使用硅藻 metabarcoding 的支持。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9b75/7757210/82deb5d260cc/EAP-30-e02205-g001.jpg

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