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Zi J, Barker J, Zi Y, MacIsaac HJ, Zhou Y, Harshaw K, Chang X. Assessment of estrogenic potential from exudates of microcystin-producing and non-microcystin-producing Microcystis by metabolomics, machine learning and E-screen assay. JOURNAL OF HAZARDOUS MATERIALS 2024; 470:134170. [PMID: 38613957 DOI: 10.1016/j.jhazmat.2024.134170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 03/18/2024] [Accepted: 03/28/2024] [Indexed: 04/15/2024]
Abstract
Cyanobacterial blooms, often dominated by Microcystis aeruginosa, are capable of producing estrogenic effects. It is important to identify specific estrogenic compounds produced by cyanobacteria, though this can prove challenging owing to the complexity of exudate mixtures. In this study, we used untargeted metabolomics to compare components of exudates from microcystin-producing and non-microcystin-producing M. aeruginosa strains that differed with respect to their ability to produce microcystins, and across two growth phases. We identified 416 chemicals and found that the two strains produced similar components, mainly organoheterocyclic compounds (20.2%), organic acids and derivatives (17.3%), phenylpropanoids and polyketides (12.7%), benzenoids (12.0%), lipids and lipid-like molecules (11.5%), and organic oxygen compounds (10.1%). We then predicted estrogenic compounds from this group using random forest machine learning. Six compounds (daidzin, biochanin A, phenylethylamine, rhein, o-Cresol, and arbutin) belonging to phenylpropanoids and polyketides (3), benzenoids (2), and organic oxygen compound (1) were tested and exhibited estrogenic potency based upon the E-screen assay. This study confirmed that both Microcystis strains produce exudates that contain compounds with estrogenic properties, a growing concern in cyanobacteria management.
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Affiliation(s)
- Jinmei Zi
- Yunnan Collaborative Innovation Center for Plateau Lake Ecology and Environmental Health, College of Agronomy and Life Sciences, Kunming University, Kunming 650214, China; Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario N9B 3P4, Canada
| | - Justin Barker
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario N9B 3P4, Canada; Maps, Data, and Government Information Centre, Trent University, Peterborough, Ontario K9L 0G2, Canada
| | - Yuanyan Zi
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario N9B 3P4, Canada
| | - Hugh J MacIsaac
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario N9B 3P4, Canada; School of Ecology and Environmental Sciences, Yunnan University, Kunming 650091, China
| | - Yuan Zhou
- The Ecological and Environmental Monitoring Station of DEEY in Kunming, Kunming 650228, China; School of Ecology and Environmental Sciences, Yunnan University, Kunming 650091, China
| | - Keira Harshaw
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario N9B 3P4, Canada
| | - Xuexiu Chang
- Yunnan Collaborative Innovation Center for Plateau Lake Ecology and Environmental Health, College of Agronomy and Life Sciences, Kunming University, Kunming 650214, China; Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario N9B 3P4, Canada.
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2
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Harshaw K, Fahim A, Zi J, Chandrasekera PC, Chang X, Dixon B, MacIsaac HJ. Non-microcystin extracellular metabolites of Microcystis aeruginosa impair viability and reproductive gene expression in rainbow trout cell lines. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 919:170747. [PMID: 38340819 DOI: 10.1016/j.scitotenv.2024.170747] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 01/24/2024] [Accepted: 02/04/2024] [Indexed: 02/12/2024]
Abstract
Microcystis aeruginosa is a ubiquitous freshwater cyanobacterium best known for producing hepatotoxic microcystins; however, this common bloom-forming species also produces myriad biologically active and potentially deleterious other metabolites. Our understanding of the effects of these non-microcystin metabolites on fish is limited. In this study, we evaluated cytotoxicity of extracellular metabolites harvested from both microcystin-producing (MC+) and non-producing (MC-) strains of M. aeruginosa on rainbow trout (Oncorhynchus mykiss) cell lines derived from tissues of the brain, pituitary, heart, gonads, gills, skin, liver, and milt. We also examined the influence of M. aeruginosa exudates (MaE) on the expression of critical reproduction-related genes using the same cell lines. We found that exudates of the MC- M. aeruginosa strain significantly reduced viability in RTBrain, RTgill-W1, and RT-milt5 cell lines and induced significant cellular stress and/or injury in six of the eight cell lines-highlighting potential target tissues of cyanobacterial cytotoxic effects. Observed sublethal consequences of Microcystis bloom exposure occurred with both MC+ and MC- strains' exudates and significantly altered expression of developmental and sex steroidogenic genes. Collectively, our results emphasize the contributions of non-MC metabolites to toxicity of Microcystis-dominated algal blooms and the need to integrate the full diversity of M. aeruginosa compounds-beyond microcystins-into ecotoxicological risk assessments.
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Affiliation(s)
- Keira Harshaw
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON N9B 3P4, Canada
| | - Ambreen Fahim
- Canadian Centre for Alternatives to Animal Methods, University of Windsor, Windsor, ON N9B 3P4, Canada
| | - Jinmei Zi
- Yunnan Collaborative Innovation Center for Plateau Lake Ecology and Environmental Health, College of Agronomy and Life Sciences, Kunming University, Kunming 650214, China
| | | | - Xuexiu Chang
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON N9B 3P4, Canada; Yunnan Collaborative Innovation Center for Plateau Lake Ecology and Environmental Health, College of Agronomy and Life Sciences, Kunming University, Kunming 650214, China
| | - Brian Dixon
- Department of Biology, University of Waterloo, Waterloo, ON N2L 3G1, Canada
| | - Hugh J MacIsaac
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON N9B 3P4, Canada; School of Ecology and Environmental Science, Yunnan University, Kunming 650091, China.
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Ricca JG, Mayali X, Qu J, Weber PK, Poirier G, Dufresne CP, Louda JW, Terentis AC. Endogenous Production and Vibrational Analysis of Heavy-Isotope-Labeled Peptides from Cyanobacteria. Chembiochem 2024; 25:e202400019. [PMID: 38311594 DOI: 10.1002/cbic.202400019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 01/31/2024] [Accepted: 02/01/2024] [Indexed: 02/06/2024]
Abstract
Stable isotope labeling is an extremely useful tool for characterizing the structure, tracing the metabolism, and imaging the distribution of natural products in living organisms using mass-sensitive measurement techniques. In this study, a cyanobacterium was cultured in 15 N/13 C-enriched media to endogenously produce labeled, bioactive oligopeptides. The extent of heavy isotope incorporation in these peptides was determined with LC-MS, while the overall extent of heavy isotope incorporation in whole cells was studied with nanoSIMS and AFM-IR. Up to 98 % heavy isotope incorporation was observed in labeled cells. Three of the most abundant peptides, microcystin-LR (MCLR), cyanopeptolin-A (CYPA), and aerucyclamide-A (ACAA), were isolated and further studied with Raman and FTIR spectroscopies and DFT calculations. This revealed several IR and Raman active vibrations associated with functional groups not common in ribosomal peptides, like diene, ester, thiazole, thiazoline, and oxazoline groups, which could be suitable for future vibrational imaging studies. More broadly, this study outlines a simple and relatively inexpensive method for producing heavy-labeled natural products. Manipulating the bacterial culture conditions by the addition of specific types and amounts of heavy-labeled nutrients provides an efficient means of producing heavy-labeled natural products for mass-sensitive imaging studies.
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Affiliation(s)
- John G Ricca
- Department of Chemistry and Biochemistry, Florida Atlantic University, 777 Glades Rd, 33431, Boca Raton, FL, USA
- Center for Environmental Studies, Florida Atlantic University, 3200 College Ave, 33314, Davie, FL, USA
| | - Xavier Mayali
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, 7000 East Avenue, 94550, Livermore, CA, USA
| | - Jing Qu
- Advanced Materials Characterization Lab, University of Delaware, 19716, Newark, DE, USA
| | - Peter K Weber
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, 7000 East Avenue, 94550, Livermore, CA, USA
| | - Gerald Poirier
- Advanced Materials Characterization Lab, University of Delaware, 19716, Newark, DE, USA
| | | | - J William Louda
- Department of Chemistry and Biochemistry, Florida Atlantic University, 777 Glades Rd, 33431, Boca Raton, FL, USA
| | - Andrew C Terentis
- Department of Chemistry and Biochemistry, Florida Atlantic University, 777 Glades Rd, 33431, Boca Raton, FL, USA
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McDonald K, DesRochers N, Renaud JB, Sumarah MW, McMullin DR. Metabolomics Reveals Strain-Specific Cyanopeptide Profiles and Their Production Dynamics in Microcystis aeruginosa and M. flos-aquae. Toxins (Basel) 2023; 15:254. [PMID: 37104192 PMCID: PMC10147050 DOI: 10.3390/toxins15040254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 03/21/2023] [Accepted: 03/27/2023] [Indexed: 04/03/2023] Open
Abstract
Cyanobacterial blooms that release biologically active metabolites into the environment are increasing in frequency as a result of the degradation of freshwater ecosystems globally. The microcystins are one group of cyanopeptides that are extensively studied and included in water quality risk management frameworks. Common bloom-forming cyanobacteria produce incredibly diverse mixtures of other cyanopeptides; however, data on the abundance, distribution, and biological activities of non-microcystin cyanopeptides are limited. We used non-targeted LC-MS/MS metabolomics to study the cyanopeptide profiles of five Microcystis strains: four M. aeruginosa and one M. flos-aquae. Multivariate analysis and GNPS molecular networking demonstrated that each Microcystis strain produced a unique mixture of cyanopeptides. In total, 82 cyanopeptides from the cyanopeptolin (n = 23), microviridin (n = 18), microginin (n = 12), cyanobactin (n = 14), anabaenopeptin (n = 6), aeruginosin (n = 5), and microcystin (n = 4) classes were detected. Microcystin diversity was low compared with the other detected cyanopeptide classes. Based on surveys of the literature and spectral databases, most cyanopeptides represented new structures. To identify growth conditions yielding high amounts of multiple cyanopeptide groups, we next examined strain-specific cyanopeptide co-production dynamics for four of the studied Microcystis strains. When strains were cultivated in two common Microcystis growth media (BG-11 and MA), the qualitative cyanopeptides profiles remained unchanged throughout the growth cycle. For each of the cyanopeptide groups considered, the highest relative cyanopeptide amounts were observed in the mid-exponential growth phase. The outcomes of this study will guide the cultivation of strains producing common and abundant cyanopeptides contaminating freshwater ecosystems. The synchronous production of each cyanopeptide group by Microcystis highlights the need to make more cyanopeptide reference materials available to investigate their distributions and biological functions.
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Affiliation(s)
| | - Natasha DesRochers
- London Research and Development Center, Agriculture and Agri-Food Canada, London, ON N5V 4T3, Canada
| | - Justin B. Renaud
- London Research and Development Center, Agriculture and Agri-Food Canada, London, ON N5V 4T3, Canada
| | - Mark W. Sumarah
- London Research and Development Center, Agriculture and Agri-Food Canada, London, ON N5V 4T3, Canada
| | - David R. McMullin
- Department of Chemistry, Carleton University, Ottawa, ON K1S 5B6, Canada
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Zhou Y, Xu J, MacIsaac HJ, McKay RM, Xu R, Pei Y, Zi Y, Li J, Qian Y, Chang X. Comparative metabolomic analysis of exudates of microcystin-producing and microcystin-free Microcystis aeruginosa strains. Front Microbiol 2023; 13:1075621. [PMID: 36741884 PMCID: PMC9894096 DOI: 10.3389/fmicb.2022.1075621] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 11/29/2022] [Indexed: 01/20/2023] Open
Abstract
Cyanobacterial harmful algal blooms (cHABs) dominated by Microcystis aeruginosa threaten the ecological integrity and beneficial uses of lakes globally. In addition to producing hepatotoxic microcystins (MC), M. aeruginosa exudates (MaE) contain various compounds with demonstrated toxicity to aquatic biota. Previously, we found that the ecotoxicity of MaE differed between MC-producing and MC-free strains at exponential (E-phase) and stationary (S-phase) growth phases. However, the components in these exudates and their specific harmful effects were unclear. In this study, we performed untargeted metabolomics based on liquid chromatography-mass spectrometry to reveal the constituents in MaE of a MC-producing and a MC-free strain at both E-phase and S-phase. A total of 409 metabolites were identified and quantified based on their relative abundance. These compounds included lipids, organoheterocyclic compounds, organic acid, benzenoids and organic oxygen compounds. Multivariate analysis revealed that strains and growth phases significantly influenced the metabolite profile. The MC-producing strain had greater total metabolites abundance than the MC-free strain at S-phase, whereas the MC-free strain released higher concentrations of benzenoids, lipids, organic oxygen, organic nitrogen and organoheterocyclic compounds than the MC-producing strain at E-phase. Total metabolites had higher abundance in S-phase than in E- phase in both strains. Analysis of differential metabolites (DMs) and pathways suggest that lipids metabolism and biosynthesis of secondary metabolites were more tightly coupled to growth phases than to strains. Abundance of some toxic lipids and benzenoids DMs were significantly higher in the MC-free strain than the MC-producing one. This study builds on the understanding of MaE chemicals and their biotoxicity, and adds to evidence that non-MC-producing strains of cyanobacteria may also pose a threat to ecosystem health.
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Affiliation(s)
- Yuan Zhou
- School of Ecology and Environmental Science, Yunnan University, Kunming, China
- Department of Ecology and Environment of Yunnan Province, Kunming Ecology and Environment Monitoring Station, Kunming, China
| | - Jun Xu
- School of Ecology and Environmental Science, Yunnan University, Kunming, China
| | - Hugh J. MacIsaac
- School of Ecology and Environmental Science, Yunnan University, Kunming, China
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON, Canada
| | - Robert Michael McKay
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON, Canada
| | - Runbing Xu
- School of Ecology and Environmental Science, Yunnan University, Kunming, China
| | - Ying Pei
- College of Agronomy and Life Sciences, Kunming University, Kunming, China
| | - Yuanyan Zi
- School of Ecology and Environmental Science, Yunnan University, Kunming, China
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON, Canada
| | - Jiaojiao Li
- School of Ecology and Environmental Science, Yunnan University, Kunming, China
| | - Yu Qian
- School of Ecology and Environmental Science, Yunnan University, Kunming, China
| | - Xuexiu Chang
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON, Canada
- College of Agronomy and Life Sciences, Kunming University, Kunming, China
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Shahmohamadloo RS, Ortiz Almirall X, Simmons DBD, Lumsden JS, Bhavsar SP, Watson-Leung T, Eyken AV, Hankins G, Hubbs K, Konopelko P, Sarnacki M, Strong D, Sibley PK. Cyanotoxins within and Outside of Microcystis aeruginosa Cause Adverse Effects in Rainbow Trout ( Oncorhynchus mykiss). ENVIRONMENTAL SCIENCE & TECHNOLOGY 2021; 55:10422-10431. [PMID: 34264629 DOI: 10.1021/acs.est.1c01501] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
The global expansion of toxic Microcystis blooms, and production of cyanotoxins including microcystins, are an increasing risk to freshwater fish. Differentiating intracellular and extracellular microcystin toxicity pathways (i.e., within and outside of cyanobacterial cells) in fish is necessary to assess the severity of risks to populations that encounter harmful algal blooms in pre-to-postsenescent stages. To address this, adult and juvenile Rainbow Trout (Oncorhynchus mykiss) were, respectively, exposed for 96 h to intracellular and extracellular microcystins (0, 20, and 100 μg L-1) produced by Microcystis aeruginosa. Fish were dissected at 24 h intervals for histopathology, targeted microcystin quantification, and nontargeted proteomics. Rainbow Trout accumulated intracellular and extracellular microcystins in all tissues within 24 h, with greater accumulation in the extracellular state. Proteomics revealed intracellular and extracellular microcystins caused sublethal toxicity by significantly dysregulating proteins linked to the cytoskeletal structure, stress responses, and DNA repair in all tissues. Pyruvate metabolism in livers, anion binding in kidneys, and myopathy in muscles were also significantly impacted. Histopathology corroborated these findings with evidence of necrosis, apoptosis, and hemorrhage at similar severity in both microcystin treatments. We demonstrate that sublethal concentrations of intracellular and extracellular microcystins cause adverse effects in Rainbow Trout after short-term exposure.
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Affiliation(s)
- René S Shahmohamadloo
- School of Environmental Sciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
- Department of Integrative Biology, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Xavier Ortiz Almirall
- Ministry of the Environment, Conservation and Parks, Toronto, Ontario M9P 3V6, Canada
- School of Environmental Studies, Queen's University, Kingston, Ontario K7L 3N6, Canada
| | - Denina B D Simmons
- Faculty of Science, Ontario Tech University, Oshawa, Ontario L1G 0C5, Canada
| | - John S Lumsden
- Department of Pathobiology, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Satyendra P Bhavsar
- Ministry of the Environment, Conservation and Parks, Toronto, Ontario M9P 3V6, Canada
- Department of Physical & Environmental Sciences, University of Toronto, Toronto, Ontario M1C 1A4, Canada
| | - Trudy Watson-Leung
- Ministry of the Environment, Conservation and Parks, Toronto, Ontario M9P 3V6, Canada
| | - Angela Vander Eyken
- School of Environmental Sciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Gabrielle Hankins
- School of Environmental Sciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Kate Hubbs
- School of Environmental Sciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Polina Konopelko
- School of Environmental Sciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Michael Sarnacki
- School of Environmental Sciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Damon Strong
- School of Environmental Sciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Paul K Sibley
- School of Environmental Sciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
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McDonald K, Renaud JB, Pick FR, Miller JD, Sumarah MW, McMullin DR. Diagnostic Fragmentation Filtering for Cyanopeptolin Detection. ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY 2021; 40:1087-1097. [PMID: 33238037 DOI: 10.1002/etc.4941] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 10/25/2020] [Accepted: 11/20/2020] [Indexed: 06/11/2023]
Abstract
Cyanobacteria are ubiquitous photosynthetic prokaryotes that produce structurally diverse bioactive metabolites. Although microcystins are extensively studied, other cyanopeptides produced by common bloom-forming species have received little attention. Cyanopeptolins are a large cyanopeptide group that contain a characteristic 3-amino-6-hydroxy-2-piperidone (Ahp) moiety. In the present study we used diagnostic fragmentation filtering (DFF), a semitargeted liquid chromatography-tandem mass spectrometry (MS/MS) product ion filtering approach, to investigate cyanopeptolin diversity from 5 Microcystis strains and 4 bloom samples collected from lakes in Ontario and Quebec, Canada. Data processing by DFF was used to search MS/MS data sets for pairs of diagnostic product ions corresponding to cyanopeptolin partial sequences. For example, diagnostic product ions at m/z 150.0912 and 215.1183 identified cyanopeptolins with the NMe-Tyr-Phe-Ahp partial sequence. Forty-eight different cyanopeptolins, including 35 new variants, were detected from studied strains and bloom samples. Different cyanopeptolin profiles were identified from each sample. We detected a new compound, cyanopeptolin 1143, from a bloom and elucidated its planar structure from subsequent targeted MS/MS experiments. Diagnostic fragmentation filtering is a rapid, easy-to-perform postacquisition metabolomics strategy for inferring structural features and prioritizing new compounds for further study and dereplication. More work on cyanopeptolin occurrence and toxicity is needed because their concentrations in freshwater lakes after blooms can be similar to those of microcystins. Environ Toxicol Chem 2021;40:1087-1097. © 2020 SETAC.
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Affiliation(s)
| | - Justin B Renaud
- London Research and Development Center, Agriculture and Agri-Food Canada, London, Ontario, Canada
| | - Frances R Pick
- Department of Biology, University of Ottawa, Ottawa, Ontario, Canada
| | - J David Miller
- Department of Chemistry, Carleton University, Ottawa, Ontario, Canada
| | - Mark W Sumarah
- London Research and Development Center, Agriculture and Agri-Food Canada, London, Ontario, Canada
| | - David R McMullin
- Department of Chemistry, Carleton University, Ottawa, Ontario, Canada
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8
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Kust A, Řeháková K, Vrba J, Maicher V, Mareš J, Hrouzek P, Chiriac MC, Benedová Z, Tesařová B, Saurav K. Insight into Unprecedented Diversity of Cyanopeptides in Eutrophic Ponds Using an MS/MS Networking Approach. Toxins (Basel) 2020; 12:E561. [PMID: 32878042 PMCID: PMC7551678 DOI: 10.3390/toxins12090561] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2020] [Revised: 08/24/2020] [Accepted: 08/28/2020] [Indexed: 12/18/2022] Open
Abstract
Man-made shallow fishponds in the Czech Republic have been facing high eutrophication since the 1950s. Anthropogenic eutrophication and feeding of fish have strongly affected the physicochemical properties of water and its aquatic community composition, leading to harmful algal bloom formation. In our current study, we characterized the phytoplankton community across three eutrophic ponds to assess the phytoplankton dynamics during the vegetation season. We microscopically identified and quantified 29 cyanobacterial taxa comprising non-toxigenic and toxigenic species. Further, a detailed cyanopeptides (CNPs) profiling was performed using molecular networking analysis of liquid chromatography-tandem mass spectrometry (LC-MS/MS) data coupled with a dereplication strategy. This MS networking approach, coupled with dereplication, on the online global natural product social networking (GNPS) web platform led us to putatively identify forty CNPs: fourteen anabaenopeptins, ten microcystins, five cyanopeptolins, six microginins, two cyanobactins, a dipeptide radiosumin, a cyclooctapeptide planktocyclin, and epidolastatin 12. We applied the binary logistic regression to estimate the CNPs producers by correlating the GNPS data with the species abundance. The usage of the GNPS web platform proved a valuable approach for the rapid and simultaneous detection of a large number of peptides and rapid risk assessments for harmful blooms.
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Affiliation(s)
- Andreja Kust
- Laboratory of Algal Biotechnology-Centre Algatech, Institute of Microbiology of the Czech Academy of Sciences, 37901 Třeboň, Czech Republic; (A.K.); (J.M.); (P.H.)
- Biology Centre of the Czech Academy of Sciences, Institute of Hydrobiology, 37005 České Budějovice, Czech Republic; (K.Ř.); (J.V.); (M.-C.C.)
| | - Klára Řeháková
- Biology Centre of the Czech Academy of Sciences, Institute of Hydrobiology, 37005 České Budějovice, Czech Republic; (K.Ř.); (J.V.); (M.-C.C.)
- Institute of Botany of the Czech Academy of Sciences, 37901 Třeboň, Czech Republic
| | - Jaroslav Vrba
- Biology Centre of the Czech Academy of Sciences, Institute of Hydrobiology, 37005 České Budějovice, Czech Republic; (K.Ř.); (J.V.); (M.-C.C.)
- Faculty of Science, University of South Bohemia, 37005 České Budějovice, Czech Republic
| | - Vincent Maicher
- Nicholas School of the Environment, Duke University, Durham, NC 27710, USA;
| | - Jan Mareš
- Laboratory of Algal Biotechnology-Centre Algatech, Institute of Microbiology of the Czech Academy of Sciences, 37901 Třeboň, Czech Republic; (A.K.); (J.M.); (P.H.)
- Biology Centre of the Czech Academy of Sciences, Institute of Hydrobiology, 37005 České Budějovice, Czech Republic; (K.Ř.); (J.V.); (M.-C.C.)
- Faculty of Science, University of South Bohemia, 37005 České Budějovice, Czech Republic
| | - Pavel Hrouzek
- Laboratory of Algal Biotechnology-Centre Algatech, Institute of Microbiology of the Czech Academy of Sciences, 37901 Třeboň, Czech Republic; (A.K.); (J.M.); (P.H.)
- Faculty of Science, University of South Bohemia, 37005 České Budějovice, Czech Republic
| | - Maria-Cecilia Chiriac
- Biology Centre of the Czech Academy of Sciences, Institute of Hydrobiology, 37005 České Budějovice, Czech Republic; (K.Ř.); (J.V.); (M.-C.C.)
| | - Zdeňka Benedová
- ENKI, o.p.s. Třeboň, Dukelská 145, 37901 Třeboň, Czech Republic; (Z.B.); (B.T.)
| | - Blanka Tesařová
- ENKI, o.p.s. Třeboň, Dukelská 145, 37901 Třeboň, Czech Republic; (Z.B.); (B.T.)
- Faculty of Agriculture, University of South Bohemia, Applied Ecology Laboratory, 37005 České Budějovice, Czech Republic
| | - Kumar Saurav
- Laboratory of Algal Biotechnology-Centre Algatech, Institute of Microbiology of the Czech Academy of Sciences, 37901 Třeboň, Czech Republic; (A.K.); (J.M.); (P.H.)
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