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Chaffin JD, Bratton JF, Verhamme EM, Bair HB, Beecher AA, Binding CE, Birbeck JA, Bridgeman TB, Chang X, Crossman J, Currie WJS, Davis TW, Dick GJ, Drouillard KG, Errera RM, Frenken T, MacIsaac HJ, McClure A, McKay RM, Reitz LA, Domingo JWS, Stanislawczyk K, Stumpf RP, Swan ZD, Snyder BK, Westrick JA, Xue P, Yancey CE, Zastepa A, Zhou X. The Lake Erie HABs Grab: A binational collaboration to characterize the western basin cyanobacterial harmful algal blooms at an unprecedented high-resolution spatial scale. Harmful Algae 2021; 108:102080. [PMID: 34588116 PMCID: PMC8682807 DOI: 10.1016/j.hal.2021.102080] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Revised: 06/29/2021] [Accepted: 06/30/2021] [Indexed: 05/12/2023]
Abstract
Monitoring of cyanobacterial bloom biomass in large lakes at high resolution is made possible by remote sensing. However, monitoring cyanobacterial toxins is only feasible with grab samples, which, with only sporadic sampling, results in uncertainties in the spatial distribution of toxins. To address this issue, we conducted two intensive "HABs Grabs" of microcystin (MC)-producing Microcystis blooms in the western basin of Lake Erie. These were one-day sampling events during August of 2018 and 2019 in which 100 and 172 grab samples were collected, respectively, within a six-hour window covering up to 2,270 km2 and analyzed using consistent methods to estimate the total mass of MC. The samples were analyzed for 57 parameters, including toxins, nutrients, chlorophyll, and genomics. There were an estimated 11,513 kg and 30,691 kg of MCs in the western basin during the 2018 and 2019 HABs Grabs, respectively. The bloom boundary poses substantial issues for spatial assessments because MC concentration varied by nearly two orders of magnitude over very short distances. The MC to chlorophyll ratio (MC:chl) varied by a factor up to 5.3 throughout the basin, which creates challenges for using MC:chl to predict MC concentrations. Many of the biomass metrics strongly correlated (r > 0.70) with each other except chlorophyll fluorescence and phycocyanin concentration. While MC and chlorophyll correlated well with total phosphorus and nitrogen concentrations, MC:chl correlated with dissolved inorganic nitrogen. More frequent MC data collection can overcome these issues, and models need to account for the MC:chl spatial heterogeneity when forecasting MCs.
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Affiliation(s)
- Justin D Chaffin
- F.T. Stone Laboratory and Ohio Sea Grant, The Ohio State University, 878 Bayview Ave. P.O. Box 119, Put-In-Bay, OH 43456, USA.
| | | | | | - Halli B Bair
- F.T. Stone Laboratory and Ohio Sea Grant, The Ohio State University, 878 Bayview Ave. P.O. Box 119, Put-In-Bay, OH 43456, USA
| | - Amber A Beecher
- Lake Erie Center, University of Toledo, 6200 Bayshore Rd., Oregon, OH 43616, USA
| | - Caren E Binding
- Environment and Climate Change Canada, Canada Centre for Inland Waters, 867 Lakeshore Road, Burlington, Ontario L7S1A1, Canada
| | - Johnna A Birbeck
- Lumigen Instrument Center, Wayne State University, 5101Cass Ave., Detroit, MI 48202, USA
| | - Thomas B Bridgeman
- Lake Erie Center, University of Toledo, 6200 Bayshore Rd., Oregon, OH 43616, USA
| | - Xuexiu Chang
- Great Lakes Institute for Environmental Research, University of Windsor, 401 Sunset Ave., Windsor, Ontario N9B 3P4, Canada; School of Ecology and Environmental Sciences, Yunnan University, Kunming 650091, PR China
| | - Jill Crossman
- School of the Environment, University of Windsor, 401 Sunset Avenue, Windsor, Ontario N9B 3P4, Canada
| | - Warren J S Currie
- Fisheries and Oceans Canada, Canada Centre for Inland Waters, 867 Lakeshore Rd., Burlington, Ontario L7S 1A1, Canada
| | - Timothy W Davis
- Biological Sciences, Bowling Green State University, Life Sciences Building, Bowling Green, OH 43402, United States
| | - Gregory J Dick
- Department of Earth and Environmental Sciences, University of Michigan, 2534 North University Building, 1100 North University Avenue, Ann Arbor, MI 48109-1005, USA
| | - Kenneth G Drouillard
- Great Lakes Institute for Environmental Research, University of Windsor, 401 Sunset Ave., Windsor, Ontario N9B 3P4, Canada
| | - Reagan M Errera
- Great Lakes Environmental Research Laboratory, National Oceanic and Atmospheric Administration, Ann Arbor, MI 48108, USA
| | - Thijs Frenken
- Great Lakes Institute for Environmental Research, University of Windsor, 401 Sunset Ave., Windsor, Ontario N9B 3P4, Canada
| | - Hugh J MacIsaac
- Great Lakes Institute for Environmental Research, University of Windsor, 401 Sunset Ave., Windsor, Ontario N9B 3P4, Canada
| | - Andrew McClure
- Division of Water Treatment, City of Toledo, Toledo, OH 43605, USA
| | - R Michael McKay
- Great Lakes Institute for Environmental Research, University of Windsor, 401 Sunset Ave., Windsor, Ontario N9B 3P4, Canada
| | - Laura A Reitz
- Biological Sciences, Bowling Green State University, Life Sciences Building, Bowling Green, OH 43402, United States
| | | | - Keara Stanislawczyk
- F.T. Stone Laboratory and Ohio Sea Grant, The Ohio State University, 878 Bayview Ave. P.O. Box 119, Put-In-Bay, OH 43456, USA
| | - Richard P Stumpf
- National Ocean Service, National Oceanic and Atmospheric Administration, 1305 East West Highway, Silver Spring, MD 20910, USA
| | - Zachary D Swan
- Lake Erie Center, University of Toledo, 6200 Bayshore Rd., Oregon, OH 43616, USA
| | - Brenda K Snyder
- Lake Erie Center, University of Toledo, 6200 Bayshore Rd., Oregon, OH 43616, USA
| | - Judy A Westrick
- Lumigen Instrument Center, Wayne State University, 5101Cass Ave., Detroit, MI 48202, USA
| | - Pengfei Xue
- Civil and Environmental Engineering, Michigan Technological University, 1400 Townsend Dr., Houghton, MI 49931, USA
| | - Colleen E Yancey
- Department of Earth and Environmental Sciences, University of Michigan, 2534 North University Building, 1100 North University Avenue, Ann Arbor, MI 48109-1005, USA
| | - Arthur Zastepa
- Environment and Climate Change Canada, Canada Centre for Inland Waters, 867 Lakeshore Road, Burlington, Ontario L7S1A1, Canada
| | - Xing Zhou
- Civil and Environmental Engineering, Michigan Technological University, 1400 Townsend Dr., Houghton, MI 49931, USA
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Matson PG, Boyer GL, Bridgeman TB, Bullerjahn GS, Kane DD, McKay RML, McKindles KM, Raymond HA, Snyder BK, Stumpf RP, Davis TW. Physical drivers facilitating a toxigenic cyanobacterial bloom in a major Great Lakes tributary. Limnol Oceanogr 2020; 65:2866-2882. [PMID: 33707786 PMCID: PMC7942401 DOI: 10.1002/lno.11558] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
The Maumee River is the primary source for nutrients fueling seasonal Microcystis-dominated blooms in western Lake Erie's open waters though such blooms in the river are infrequent. The river also serves as source water for multiple public water systems and a large food services facility in northwest Ohio, USA. On 20 September 2017, an unprecedented bloom was reported in the Maumee River estuary within the Toledo metropolitan area, which triggered a recreational water advisory. Here we (1) explore physical drivers likely contributing to the bloom's occurrence, and (2) describe the toxin concentration and bacterioplankton taxonomic composition. A historical analysis using ten-years of seasonal river discharge, water level, and local wind data identified two instances when high-retention conditions occurred over ≥10 days in the Maumee River estuary: in 2016 and during the 2017 bloom. Observation by remote sensing imagery supported the advection of cyanobacterial cells into the estuary from the lake during 2017 and the lack of an estuary bloom in 2016 due to a weak cyanobacterial bloom in the lake. A rapid-response survey during the 2017 bloom determined levels of the cyanotoxins, specifically microcystins, in excess of recreational contact limits at sites within the lower 20 km of the river while amplicon sequencing found these sites were dominated by Microcystis. These results highlight the need to broaden our understanding of physical drivers of cyanobacterial blooms within the interface between riverine and lacustrine systems, particularly as such blooms are expected to become more prominent in response to a changing climate.
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Affiliation(s)
- Paul G. Matson
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH 43403, USA
- Present address: Environmental Sciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA
| | - Gregory L. Boyer
- Department of Chemistry, State University of New York–College of Environment Science and Forestry, Syracuse, NY 13210, USA
| | - Thomas B. Bridgeman
- Lake Erie Center and Department of Environmental Sciences, University of Toledo, Toledo, OH 43606, USA
| | - George S. Bullerjahn
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH 43403, USA
| | - Douglas D. Kane
- Division of Natural Science, Applied Science, and Mathematics, Defiance College, Defiance, OH 43512, USA
- Present address: Biology and Environmental Sciences Department and National Center for Water Quality Research, Heidelberg University, Tiffin, OH 44883, USA
| | - R. Michael L. McKay
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH 43403, USA
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON N9B 3P4, Canada
| | - Katelyn M. McKindles
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH 43403, USA
| | - Heather A. Raymond
- Division of Drinking and Ground Waters, Ohio Environmental Protection Agency, Columbus, OH 43216, USA
- Present address: College of Food, Agriculture, and Environmental Sciences, The Ohio State University, Columbus, OH 43210, USA
| | - Brenda K. Snyder
- Lake Erie Center and Department of Environmental Sciences, University of Toledo, Toledo, OH 43606, USA
| | - Richard P. Stumpf
- National Oceanic and Atmospheric Administration, National Centers for Coastal Ocean Science, Silver Spring, MD 20910, USA
| | - Timothy W. Davis
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH 43403, USA
- Author of correspondence:
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Nummer SA, Weeden AJ, Shaw C, Snyder BK, Bridgeman TB, Qian SS. Updating the ELISA standard curve fitting process to reduce uncertainty in estimated microcystin concentrations. MethodsX 2018; 5:304-311. [PMID: 30023312 PMCID: PMC6050442 DOI: 10.1016/j.mex.2018.03.011] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2017] [Accepted: 03/28/2018] [Indexed: 11/08/2022] Open
Abstract
This study is aimed at exploring the optimal ELISA standard curve fitting process for reducing measurement uncertainty. Using an ELISA kit for measuring cyanobacterial toxin (microcystin), we show that uncertainty associated with the estimated microcystin concentrations can be reduced by defining the standard curve as a four-parameter logistic function on the natural log concentration scale, instead of the current approach of defining the curve on the concentration scale. The model comparison method is outlined in this paper, allowing it to be transferable to test different statistical models for other ELISA test kits.
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Affiliation(s)
- Stephanie A Nummer
- Department of Environmental Sciences, University of Toledo, 2801 W. Bancroft Street, MS# 604, Toledo, OH 43606-3390, USA
| | | | - Chloe Shaw
- Environmental Studies Major, Gustavus Adolphus College, Sait Peter, MN 56082, USA
| | - Brenda K Snyder
- The Lake Erie Center, The University of Toledo, Oregon, Toledo, OH 43616, USA
| | - Thomas B Bridgeman
- Department of Environmental Sciences, University of Toledo, 2801 W. Bancroft Street, MS# 604, Toledo, OH 43606-3390, USA.,The Lake Erie Center, The University of Toledo, Oregon, Toledo, OH 43616, USA
| | - Song S Qian
- Department of Environmental Sciences, University of Toledo, 2801 W. Bancroft Street, MS# 604, Toledo, OH 43606-3390, USA
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