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McNabney DWG, Mangal V, Kirkwood AE, Simmons DDB. Phytoplankton metabolite profiles from two Lake Ontario Areas of Concern reveal differences associated with taxonomic community composition. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 871:162042. [PMID: 36754333 DOI: 10.1016/j.scitotenv.2023.162042] [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: 10/31/2022] [Revised: 01/29/2023] [Accepted: 02/01/2023] [Indexed: 06/18/2023]
Abstract
Water quality and phytoplankton community composition are important factors that can indicate freshwater ecosystem health. We combined water quality, phytoplankton community, and metabolomic data from algae and water sampled from two embayments in Lake Ontario, Hamilton Harbour and the Bay of Quinte, over ten weeks from August to October in the year 2020. Metabolomics was performed using liquid chromatography tandem mass spectroscopy (LC-MS/MS) to identify changes in intracellular metabolites within algae communities over time, and Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR-MS) was used to characterize putative isomers of extracellular metabolites at sub-ppb mass accuracy. Results from this study indicate that Hamilton Harbour and the Bay of Quinte are two very different ecosystems with respect to water quality, phytoplankton metabolites, and phytoplankton community composition. Community composition is strongly driven by conductivity and nitrates in Hamilton Harbour, while the opposite is true in the Bay of Quinte. Metabolites including α-aminobutyric acid and glycine were found in larger abundance within algal communities at both locations, while taurine was more predominant in algal communities from the Bay of Quinte. These metabolic profiles could reflect the different communities of phytoplankton, and be alternative indicators of algal bloom growth.
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Affiliation(s)
- David W G McNabney
- Ontario Tech University, 2000 Simcoe St N, Oshawa, Ontario L1G 0C5, Canada
| | - Vaughn Mangal
- Brock University, 1812 Sir Isaac Brock Way, St. Catharines, Ontario L2S 3A1, Canada
| | - Andrea E Kirkwood
- Ontario Tech University, 2000 Simcoe St N, Oshawa, Ontario L1G 0C5, Canada
| | - Denina D B Simmons
- Ontario Tech University, 2000 Simcoe St N, Oshawa, Ontario L1G 0C5, Canada.
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Detection and Characterization of Nodularin by Using Label-Free Surface-Enhanced Spectroscopic Techniques. Int J Mol Sci 2022; 23:ijms232415741. [PMID: 36555384 PMCID: PMC9779585 DOI: 10.3390/ijms232415741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 12/03/2022] [Accepted: 12/09/2022] [Indexed: 12/14/2022] Open
Abstract
Nodularin (NOD) is a potent toxin produced by Nodularia spumigena cyanobacteria. Usually, NOD co-exists with other microcystins in environmental waters, a class of cyanotoxins secreted by certain cyanobacteria species, which makes identification difficult in the case of mixed toxins. Herein we report a complete theoretical DFT-vibrational Raman characterization of NOD along with the experimental drop-coating deposition Raman (DCDR) technique. In addition, we used the vibrational characterization to probe SERS analysis of NOD using colloidal silver nanoparticles (AgNPs), commercial nanopatterned substrates with periodic inverted pyramids (KlariteTM substrate), hydrophobic Tienta® SpecTrimTM slides, and in-house fabricated periodic nanotrenches by nanoimprint lithography (NIL). The 532 nm excitation source provided more well-defined bands even at LOD levels, as well as the best performance in terms of SERS intensity. This was reflected by the results obtained with the KlariteTM substrate and the silver-based colloidal system, which were the most promising detection approaches, providing the lowest limits of detection. A detection limit of 8.4 × 10-8 M was achieved for NOD in solution by using AgNPs. Theoretical computation of the complex vibrational modes of NOD was used for the first time to unambiguously assign all the specific vibrational Raman bands.
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He Q, Wang W, Xu Q, Liu Z, Teng J, Yan H, Liu X. Microcystins in Water: Detection, Microbial Degradation Strategies, and Mechanisms. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph192013175. [PMID: 36293755 PMCID: PMC9603262 DOI: 10.3390/ijerph192013175] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 09/25/2022] [Accepted: 10/11/2022] [Indexed: 05/12/2023]
Abstract
Microcystins are secondary metabolites produced by some cyanobacteria, a class of cyclic heptapeptide toxins that are stable in the environment. Microcystins can create a variety of adverse health effects in humans, animals, and plants through contaminated water. Effective methods to degrade them are required. Microorganisms are considered to be a promising method to degrade microcystins due to their high efficiency, low cost, and environmental friendliness. This review focuses on perspectives on the frontiers of microcystin biodegradation. It has been reported that bacteria and fungi play an important contribution to degradation. Analysis of the biodegradation mechanism and pathway is an important part of the research. Microcystin biodegradation has been extensively studied in the existing research. This review provides an overview of (1) pollution assessment strategies and hazards of microcystins in water bodies and (2) the important contributions of various bacteria and fungi in the biodegradation of microcystins and their degradation mechanisms, including mlr gene-induced (gene cluster expressing microcystinase) degradation. The application of biodegradable technology still needs development. Further, a robust regulatory oversight is required to monitor and minimize MC contamination. This review aims to provide more references regarding the detection and removal of microcystins in aqueous environments and to promote the application of biodegradation techniques for the purification of microcystin-contaminated water.
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Affiliation(s)
| | | | | | | | | | - Hai Yan
- Correspondence: (H.Y.); (X.L.)
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Yu Y, Zhang Q, Liu G, Deng Y, Kang J, Zhang F, Lu T, Sun L, Qian H. Proteomic analysis of zebrafish brain damage induced by Microcystis aeruginosa bloom. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 795:148865. [PMID: 34246136 DOI: 10.1016/j.scitotenv.2021.148865] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Revised: 06/29/2021] [Accepted: 07/01/2021] [Indexed: 06/13/2023]
Abstract
Cyanobacterial blooms constitute a global ecological problem that can seriously threaten human health. One of the most common bloom-forming cyanobacteria in freshwater is Microcystis aeruginosa, whose secretion of toxic substances (microcystins, MCs) have strong liver toxicity and endanger the health of exposed people through contaminated aquatic products and drinking water. However, few studies on the neurotoxicity of M. aeruginosa to zebrafish have simulated the process of an actual cyanobacterial bloom. In this study, we used the zebrafish (Danio rerio) as an effective model organism to study the acute neurotoxicity of M. aeruginosa, and to clarify its principal mechanism of action. A total of 82 upregulated and 26 downregulated proteins were detected by quantitative proteomics analysis in zebrafish brain after exposure to M. aeruginosa. Intriguingly, these proteins with changed expression were related to Synaptic vesicle cycle and terpenoid skeleton biosynthesis pathway, such as ACAT, STX1A, and V-ATPase. The obtained results uniformly indicated that the neurotoxicity of M. aeruginosa seriously damaged the neurotransmitter conduction in the nervous system and brain information storage and transmission of zebrafish and makes it more susceptible to neurological diseases. Our study provides a new perspective on the neurotoxicity risk of cyanobacterial blooms.
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Affiliation(s)
- Yitian Yu
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, China
| | - Qi Zhang
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, China
| | - Guangfu Liu
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, China
| | - Yu Deng
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, China
| | - Jian Kang
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, China
| | - Fan Zhang
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, China
| | - Tao Lu
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, China.
| | - Liwei Sun
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, China
| | - Haifeng Qian
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, China
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Massey IY, Wu P, Wei J, Luo J, Ding P, Wei H, Yang F. A Mini-Review on Detection Methods of Microcystins. Toxins (Basel) 2020; 12:E641. [PMID: 33020400 PMCID: PMC7601875 DOI: 10.3390/toxins12100641] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Revised: 09/28/2020] [Accepted: 09/30/2020] [Indexed: 12/14/2022] Open
Abstract
Cyanobacterial harmful algal blooms (CyanoHABs) produce microcystins (MCs) which are associated with animal and human hepatotoxicity. Over 270 variants of MC exist. MCs have been continually studied due of their toxic consequences. Monitoring water quality to assess the presence of MCs is of utmost importance although it is often difficult because CyanoHABs may generate multiple MC variants, and their low concentration in water. To effectively manage and control these toxins and prevent their health risks, sensitive, fast, and reliable methods capable of detecting MCs are required. This paper aims to review the three main analytical methods used to detect MCs ranging from biological (mouse bioassay), biochemical (protein phosphatase inhibition assay and enzyme linked immunosorbent assay), and chemical (high performance liquid chromatography, liquid chromatography-mass spectrometry, high performance capillary electrophoresis, and gas chromatography), as well as the newly emerging biosensor methods. In addition, the current state of these methods regarding their novel development and usage, as well as merits and limitations are presented. Finally, this paper also provides recommendations and future research directions towards method application and improvement.
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Affiliation(s)
- Isaac Yaw Massey
- Xiangya School of Public Health, Central South University, Changsha 410078, China; (I.Y.M.); (P.W.); (J.W.); (J.L.); (P.D.)
| | - Pian Wu
- Xiangya School of Public Health, Central South University, Changsha 410078, China; (I.Y.M.); (P.W.); (J.W.); (J.L.); (P.D.)
| | - Jia Wei
- Xiangya School of Public Health, Central South University, Changsha 410078, China; (I.Y.M.); (P.W.); (J.W.); (J.L.); (P.D.)
| | - Jiayou Luo
- Xiangya School of Public Health, Central South University, Changsha 410078, China; (I.Y.M.); (P.W.); (J.W.); (J.L.); (P.D.)
| | - Ping Ding
- Xiangya School of Public Health, Central South University, Changsha 410078, China; (I.Y.M.); (P.W.); (J.W.); (J.L.); (P.D.)
| | - Haiyan Wei
- Department of Occupational Medicine and Environmental Toxicology, School of Public Health, Nantong University, Nantong 226019, China
| | - Fei Yang
- Xiangya School of Public Health, Central South University, Changsha 410078, China; (I.Y.M.); (P.W.); (J.W.); (J.L.); (P.D.)
- School of Public Health, University of South China, Hengyang 421001, China
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Tsagkaris A, Nelis J, Ross G, Jafari S, Guercetti J, Kopper K, Zhao Y, Rafferty K, Salvador J, Migliorelli D, Salentijn G, Campbell K, Marco M, Elliot C, Nielen M, Pulkrabova J, Hajslova J. Critical assessment of recent trends related to screening and confirmatory analytical methods for selected food contaminants and allergens. Trends Analyt Chem 2019. [DOI: 10.1016/j.trac.2019.115688] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
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Du B, Liu G, Ke M, Zhang Z, Zheng M, Lu T, Sun L, Qian H. Proteomic analysis of the hepatotoxicity of Microcystis aeruginosa in adult zebrafish (Danio rerio) and its potential mechanisms. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2019; 254:113019. [PMID: 31419664 DOI: 10.1016/j.envpol.2019.113019] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2019] [Revised: 08/03/2019] [Accepted: 08/03/2019] [Indexed: 06/10/2023]
Abstract
Microcystis aeruginosa is one of the main species of cyanobacteria that causes water blooms. M. aeruginosa can release into the water several types of microcystins (MCs), which are harmful to aquatic organisms and even humans. However, few studies have investigated the hepatotoxicity of M. aeruginosa itself in zebrafish in environments that simulate natural aquatic systems. The objective of this study was to evaluate the hepatotoxicity of M. aeruginosa in adult zebrafish (Danio rerio) after short-term (96 h) exposure and to elucidate the potential underlying mechanisms. Distinct histological changes in the liver, such as enlargement of the peripheral nuclei and sinusoids and the appearance of fibroblasts, were observed in zebrafish grown in M. aeruginosa culture. In addition, antioxidant enzyme activity was activated and protein phosphatase (PP) activity was significantly decreased with increasing microalgal density. A proteomic analysis revealed alterations in a number of protein pathways, including ribosome translation, immune response, energy metabolism and oxidative phosphorylation pathways. Western blot and real-time PCR analyses confirmed the results of the proteomic analysis. All results indicated that M. aeruginosa could disrupt hepatic functions in adult zebrafish, thus highlighting the necessity of ecotoxicity assessments for M. aeruginosa at environmentally relevant densities.
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Affiliation(s)
- Benben Du
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China
| | - Guangfu Liu
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China
| | - Mingjing Ke
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China
| | - Zhenyan Zhang
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China
| | - Meng Zheng
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China
| | - Tao Lu
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China
| | - Liwei Sun
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China
| | - Haifeng Qian
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China.
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8
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Affiliation(s)
- Judy A. Westrick
- Lumigen Instrument Center, Department of Chemistry; Wayne State University; Detroit Mich
| | - David Szlag
- Department of Chemistry; Oakland University; Rochester Mich
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Wang H, Zhu R, Zhang J, Ni L, Shen H, Xie P. A Novel and Convenient Method for Early Warning of Algal Cell Density by Chlorophyll Fluorescence Parameters and Its Application in a Highland Lake. FRONTIERS IN PLANT SCIENCE 2018; 9:869. [PMID: 30002664 PMCID: PMC6031977 DOI: 10.3389/fpls.2018.00869] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2018] [Accepted: 06/04/2018] [Indexed: 05/06/2023]
Abstract
The occurrence of algal blooms in drinking water sources and recreational water bodies have been increasing and causing severe environmental problems worldwide, particularly when blooms dominated by Microcystis spp. Bloom prediction and early warning mechanisms are becoming increasingly important for preventing harmful algal blooms in freshwater ecosystems. Chlorophyll fluorescence parameters (CFpars) have been widely used to evaluate growth scope and photosynthetic efficiency of phytoplankton. According to our 2-year monthly monitor datasets in Lake Erhai, a simple but convenient method was established to predict Microcystis blooms and algal cell densities based on a CFpar representing maximal photochemical quantum yield of Photosystems II (PSII) of algae. Generalized linear mixed models, used to identify the key factors related to the phytoplankton biomass in Lake Erhai, showed significant correlations between Chl a concentration and both the light attenuation coefficient and water temperature. We fitted seasonal trends of CFpars (Fv/Fm and ΔF/Fm') and algal cell densities into the trigonometric regression to predict their seasonal variations and the autocorrelation function was applied to calculate the time lag between them. We found that the time lag only existed between Fv/Fm from blue channel and algal cell densities even both Fv/Fm and ΔF/Fm' show the significant non-linear dynamics relationships with algal cell densities. The peak values of total algal cell density, cyanobacteria density and Microcystis density followed the foregoing peak value of Fv/Fm from blue channel with a time lagged around 40 days. Therefore, we could predict the possibilities of Microcystis bloom and estimate the algal cell densities in Lake Erhai ahead of 40 days based on the trends of Fv/Fm values from blue channel. The results from our study implies that the corresponding critical thresholds between Fv/Fm value and bloom occurrence, which might give new insight into prediction of cyanobacteria blooms and provide a convenient and efficient way for establishment of early warning of cyanobacteria bloom in eutrophic aquatic ecosystems.
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Affiliation(s)
- Huan Wang
- Donghu Experimental Station of Lake Ecosystems, State Key Laboratory of Freshwater Ecology and Biotechnology of China, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Rong Zhu
- Donghu Experimental Station of Lake Ecosystems, State Key Laboratory of Freshwater Ecology and Biotechnology of China, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Jia Zhang
- Donghu Experimental Station of Lake Ecosystems, State Key Laboratory of Freshwater Ecology and Biotechnology of China, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Leyi Ni
- Donghu Experimental Station of Lake Ecosystems, State Key Laboratory of Freshwater Ecology and Biotechnology of China, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, China
| | - Hong Shen
- Donghu Experimental Station of Lake Ecosystems, State Key Laboratory of Freshwater Ecology and Biotechnology of China, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, China
| | - Ping Xie
- Donghu Experimental Station of Lake Ecosystems, State Key Laboratory of Freshwater Ecology and Biotechnology of China, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, China
- State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University, Xining, China
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Qian H, Liu G, Lu T, Sun L. Developmental neurotoxicity of Microcystis aeruginosa in the early life stages of zebrafish. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2018; 151:35-41. [PMID: 29304416 DOI: 10.1016/j.ecoenv.2017.12.059] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2017] [Revised: 12/26/2017] [Accepted: 12/28/2017] [Indexed: 05/26/2023]
Abstract
Accumulating evidence suggests that cyanotoxins can exert neurotoxic effects on exposed aquatic organisms but most studies have focused on purified toxins rather than on the more complex effects of cyanobacterial blooms. To evaluate this issue in an environmentally relevant model, we assessed the developmental neurotoxicity induced by Microcystis aeruginosa on newly hatched zebrafish. After four days of exposure, the locomotor activity of zebrafish larvae was significantly decreased with increasing algae concentration. The levels of both acetylcholinesterase (AChE) and dopamine (DA) were decreased, accompanied by a decline in ache, chrna7 and manf and a compensatory increase in nr4a2b transcription. Furthermore, the expression of nine marker genes for nervous system function or development, namely, elavl3, gap43, gfap, mbp, nestin, ngn1, nkx2.2a, shha and syn2a, similarly decreased after algal exposure. These results demonstrated that Microcystis aeruginosa exposure affected cholinergic and dopaminergic neurotransmitter systems, the transcription of key nervous system genes, and consequently the activity level of larval zebrafish. Importantly, discrepancies in the neurotoxic effects observed in this study and in previous reports that were based on exposure to pure cyanotoxin highlight the necessity for further investigation of cyanobacterial bloom mixtures when assessing the ecotoxicity of cyanobacteria.
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Affiliation(s)
- Haifeng Qian
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China
| | - Guangfu Liu
- Department of Food Science and Technology, Ocean College, Zhejiang University of Technology, Hangzhou 310032, PR China
| | - Tao Lu
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China
| | - Liwei Sun
- College of Environment, Zhejiang University of Technology, Hangzhou 310032, PR China; Collaborative Innovation Center of Yangtze River Delta Region Green Pharmaceuticals, Zhejiang University of Technology, Hangzhou 310032, PR China.
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Liu G, Ke M, Fan X, Zhang M, Zhu Y, Lu T, Sun L, Qian H. Reproductive and endocrine-disrupting toxicity of Microcystis aeruginosa in female zebrafish. CHEMOSPHERE 2018; 192:289-296. [PMID: 29112878 DOI: 10.1016/j.chemosphere.2017.10.167] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2017] [Revised: 10/26/2017] [Accepted: 10/30/2017] [Indexed: 06/07/2023]
Abstract
Microcystis aeruginosa, a primary species in cyanobacterial blooms, is ubiquitously distributed in water. Microcystins (MCs) purified from M. aeruginosa can exert reproductive toxicity in fish. However, the effects of M. aeruginosa at environmentally relevant levels on the reproductive and endocrine systems of zebrafish are still unknown. The present study investigated the reproductive and endocrine-disrupting toxicity of M. aeruginosa on female zebrafish (Danio rerio) by short-term exposure (96 h). After exposure, marked histological lesions in the liver or gonads, such as nuclear pyknosis and deformation, were observed, and the fertilization rate and hatchability of eggs spawned from treated females were both significantly lower than they were in females in the control group, suggesting the possibility of transgenerational effects of M. aeruginosa exposure. Moreover, M. aeruginosa exposure decreased the concentration of 17β-estradiol (E2) and testosterone (T) in female zebrafish. Interestingly, the vtg1 transcriptional level significantly decreased in the liver, whereas plasma vitellogenin (VTG) protein levels increased. The present findings indicate that M. aeruginosa could modulate endocrine function by disrupting transcription of hypothalamic-pituitary-gonadal-liver (HPGL) axis-related genes, and impair the reproductive capacity of female zebrafish, suggesting that M. aeruginosa causes potential adverse effects on fish reproduction in Microcystis bloom-contaminated aquatic environments.
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Affiliation(s)
- Guangfu Liu
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China; Department of Food Science and Technology, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - Mingjing Ke
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - Xiaoji Fan
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - Meng Zhang
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - Youchao Zhu
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - Tao Lu
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - Liwei Sun
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China.
| | - Haifeng Qian
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China.
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