Chlorophyll and Phycocyanin Raw Fluorescence May Inform Recreational Lake Managers on Cyanobacterial HABs and Toxins: Lake Fayetteville Case Study

IF 0.9 Q4 WATER RESOURCES
Brian E. Haggard, Erin Grantz, Bradley J. Austin, Nicole D. Wagner, J. Thad Scott
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引用次数: 2

Abstract

Cyanobacterial harmful algal blooms (cyanoHABs) have been observed across the USA and worldwide, and even locally in Lake Fayetteville (Arkansas, USA) once we started monitoring for total microcystin. The goal of this research note was to present a framework that might help guide cyanoHAB and toxin public health advisories at Lake Fayetteville. We evaluated nonparametric change points (i.e., thresholds) and hierarchical structure (using classification and regression trees) between total microcystin concentrations, chlorophyll, and phycocyanin; chlorophyll-a is a pigment in all algae, while phycocyanin is specific to cyanobacteria. Pigment concentrations and raw fluorescence units (RFUs) all showed significant thresholds with total microcystin concentrations, basically showing that as concentration or RFUs increased above the thresholds that total microcystin was greater at Lake Fayetteville. The regression tree with total microcystin concentrations showed a first split with phycocyanin RFUs at 4524, and then when phycocyanin RFUs were greater there was an optimal range for the phycocyanin to chlorophyll RFU ratio (0.64-1.5). At this recreational lake, total microcystin concentrations were greatest when water samples met these criteria, providing a possible framework for when lake managers might suggest an increased risk for elevated cyanobacterial toxins.

Abstract Image

叶绿素和藻蓝蛋白的原始荧光可以告知休闲湖泊管理者蓝藻有害藻华和毒素:费耶特维尔湖案例研究
蓝藻有害藻华(cyanoHABs)已经在美国和世界范围内观察到,甚至在当地的费耶特维尔湖(美国阿肯色州),一旦我们开始监测总微囊藻毒素。本研究说明的目的是提出一个框架,可能有助于指导蓝藻有害藻和毒素在费耶特维尔湖的公共卫生咨询。我们评估了微囊藻毒素总浓度、叶绿素和藻蓝蛋白之间的非参数变化点(即阈值)和层次结构(使用分类和回归树);叶绿素- a是所有藻类中的一种色素,而藻蓝蛋白是蓝藻所特有的。色素浓度和原始荧光单位(raw fluorescence units, RFUs)均与微囊藻毒素总浓度呈显著阈值,基本表明当浓度或RFUs高于阈值时,Fayetteville湖的微囊藻毒素总浓度更高。总微囊藻毒素浓度的回归树显示,藻蓝蛋白RFU在4524时出现分裂,当藻蓝蛋白RFU较大时,藻蓝蛋白与叶绿素RFU的最佳比值范围为0.64‐1.5。在这个休闲湖泊,当水样符合这些标准时,总微囊藻毒素浓度最高,这为湖泊管理人员何时建议蓝藻毒素升高的风险增加提供了可能的框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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