1
|
Trindade de Castro MC, Veldhuis MJW. Temporal changes in phytoplankton biomass and cellular properties; implications for the IMO ballast water convention. ENVIRONMENTAL TECHNOLOGY 2019; 40:1455-1466. [PMID: 29308732 DOI: 10.1080/09593330.2017.1423117] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Accepted: 12/27/2017] [Indexed: 06/07/2023]
Abstract
In the Wadden Sea, the Netherlands, and at L4 in the English Channel, UK, the size class distribution of phytoplankton was investigated with respect to the size range >10-≤50 µm identified by the IMO Ballast Water Convention. Size fractionation using 10 µm mesh filtration showed considerable size bias; 23.1% of >10 µm cells were still present in the <10 µm, but 21.8% of the smaller size cells were also retained on the mesh, resulting in an overestimated number of cells/mL by as much as a factor of 5.4. Flowcytometry measurements indicated that the phytoplankton in the size range 2-50 µm was dominated by the smaller size (<10 µm) at both sites. For the >10-≤50 µm size, these were on average 3.6% and 2% in the Wadden Sea and at L4, respectively. In terms of chlorophyll biomass, they represented 28.7% and 12%, respectively. The filtration method resulted in much higher chlorophyll values for 10-50 µm size range: 53.7% in the Wadden Sea and 38% at L4. This overestimation appears to be caused by cells in 6-10 µm size range being retained on the mesh. These findings are relevant in the context of the size class distribution based on flowcytometry and semi-quantification using chlorophyll as proxy for cell density.
Collapse
Affiliation(s)
- Maria Cecilia Trindade de Castro
- a School of Biological and Marine Science , University of Plymouth , Plymouth , UK
- b Plymouth Marine Laboratory , Plymouth , UK
- c Directorate of Ports and Coasts , Rio de Janeiro , RJ , Brazil
| | | |
Collapse
|
2
|
Epting J, Page RM, Auckenthaler A, Huggenberger P. Process-based monitoring and modeling of Karst springs - Linking intrinsic to specific vulnerability. THE SCIENCE OF THE TOTAL ENVIRONMENT 2018; 625:403-415. [PMID: 29289788 DOI: 10.1016/j.scitotenv.2017.12.272] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2017] [Revised: 12/22/2017] [Accepted: 12/22/2017] [Indexed: 06/07/2023]
Abstract
The presented work illustrates to what extent field investigations as well as monitoring and modeling approaches are necessary to understand the high discharge dynamics and vulnerability of Karst springs. In complex settings the application of 3D geological models is essential for evaluating the vulnerability of Karst systems. They allow deriving information on catchment characteristics, as the geometry of aquifers and aquitards as well as their displacements along faults. A series of Karst springs in northwestern Switzerland were compared and Karst system dynamics with respect to qualitative and quantitative issues were evaluated. The main objective of the studies was to combine information of catchment characteristics and data from novel monitoring systems (physicochemical and microbiological parameters) to assess the intrinsic vulnerability of Karst springs to microbiological contamination with simulated spring discharges derived from numerical modeling (linear storage models). The numerically derived relation of fast and slow groundwater flow components enabled us to relate different sources of groundwater recharge and to characterize the dynamics of the Karst springs. Our study illustrates that comparably simple model-setups were able to reproduce the overall dynamic intrinsic vulnerability of several Karst systems and that one of the most important processes involved was the temporal variation of groundwater recharge (precipitation, evapotranspiration and snow melt). Furthermore, we make a first attempt on how to link intrinsic to specific vulnerability of Karst springs, which involves activities within the catchment area as human impacts from agriculture and settlements. Likewise, by a more detailed representation of system dynamics the influence of surface water, which is impacted by release events from storm sewers, infiltrating into the Karst system, could be considered. Overall, we demonstrate that our approach can be the basis for a more flexible and differentiated management and monitoring of raw-water quality of Karst springs.
Collapse
Affiliation(s)
- Jannis Epting
- Department of Environmental Sciences, Applied and Environmental Geology, University of Basel, Switzerland.
| | | | - Adrian Auckenthaler
- Department of Environmental Protection and Energy, Canton Basel-Landschaft, Liestal, Switzerland.
| | - Peter Huggenberger
- Department of Environmental Sciences, Applied and Environmental Geology, University of Basel, Switzerland.
| |
Collapse
|
3
|
Jones BM, Kustka AB. A quantitative SMRT cell sequencing method for ribosomal amplicons. J Microbiol Methods 2017; 135:77-84. [PMID: 28159629 DOI: 10.1016/j.mimet.2017.01.017] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2016] [Revised: 01/27/2017] [Accepted: 01/28/2017] [Indexed: 11/18/2022]
Abstract
Advances in sequencing technologies continue to provide unprecedented opportunities to characterize microbial communities. For example, the Pacific Biosciences Single Molecule Real-Time (SMRT) platform has emerged as a unique approach harnessing DNA polymerase activity to sequence template molecules, enabling long reads at low costs. With the aim to simultaneously classify and enumerate in situ microbial populations, we developed a quantitative SMRT (qSMRT) approach that involves the addition of exogenous standards to quantify ribosomal amplicons derived from environmental samples. The V7-9 regions of 18S SSU rDNA were targeted and quantified from protistan community samples collected in the Ross Sea during the Austral summer of 2011. We used three standards of different length and optimized conditions to obtain accurate quantitative retrieval across the range of expected amplicon sizes, a necessary criterion for analyzing taxonomically diverse 18S rDNA molecules from natural environments. The ability to concurrently identify and quantify microorganisms in their natural environment makes qSMRT a powerful, rapid and cost-effective approach for defining ecosystem diversity and function.
Collapse
Affiliation(s)
- Bethan M Jones
- Department of Earth and Environmental Sciences, Rutgers University-Newark, Newark, NJ 07102, United States.
| | - Adam B Kustka
- Department of Earth and Environmental Sciences, Rutgers University-Newark, Newark, NJ 07102, United States
| |
Collapse
|
4
|
Shengnan LI, Xiujuan WANG, Jian ZHOU, Fanxiang KONG, Xiaoli SHI. Application of flow cytometry to enumerate small plankton. ACTA ACUST UNITED AC 2015. [DOI: 10.18307/2015.0501] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
|
5
|
Lavergne C, Beaugeard L, Dupuy C, Courties C, Agogué H. An efficient and rapid method for the enumeration of heterotrophic prokaryotes in coastal sediments by flow cytometry. J Microbiol Methods 2014; 105:31-8. [PMID: 25017902 DOI: 10.1016/j.mimet.2014.07.002] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2014] [Revised: 07/01/2014] [Accepted: 07/01/2014] [Indexed: 10/25/2022]
Abstract
Flow cytometry offers an easy and powerful way to assess multi-parametric data in different domains, notably in the environmental sciences. Because evaluating heterotrophic prokaryotic abundance is crucial to understand an ecosystem's functioning, we propose a quick and efficient protocol for (1) cell's detachment in muddy coastal sediments followed by (2) enumeration of prokaryotes by flow cytometry compared to epifluorescence microscopy and (3) a type of storage adapted for benthic samples. First, sample preparation by incubation in a detergent mix containing sodium pyrophosphate (0.01M final concentration) and Tween 80 (0.1% final concentration) drastically increased cell detachment from sediment particles (+130.40%) compared to extraction with sodium pyrophosphate only. Cell sorting allowed to control the efficiency of the extraction as few cells were found attached to sediment particles in epifluorescence microscopy after sorting. Flow cytometry gave consistent results with strong reliability by counting 1.81 times more cells compared to epifluorescence microscopy. Thirdly, results revealed that sediment samples fixed with formaldehyde and then liquid-N2 frozen and directly stored at -80°C can be analyzed within 3months. In routine, our method of extraction and counting allowed to evaluate 83.67% of the real abundance in a sediment sample. Finally, this optimized technique was applied on sandy and muddy coastal and freshwater sediments and allowed us to prove the high efficiency of this new method. Flow cytometry is a fast, replicable and low-cost method for counting heterotrophic prokaryotes, even for sediment samples. The two-step method that we developed enables high frequency analyses (30 samples in less than 4h).
Collapse
Affiliation(s)
- Céline Lavergne
- LIENSs, UMR 7266 Université de La Rochelle, CNRS, 2 rue Olympe de Gouges, 17000 La Rochelle, France.
| | - Laureen Beaugeard
- LIENSs, UMR 7266 Université de La Rochelle, CNRS, 2 rue Olympe de Gouges, 17000 La Rochelle, France
| | - Christine Dupuy
- LIENSs, UMR 7266 Université de La Rochelle, CNRS, 2 rue Olympe de Gouges, 17000 La Rochelle, France
| | - Claude Courties
- Sorbonne Universités, UPMC Univ Paris 06, UMS 2348, Laboratoire d'Océanographie Microbienne, Observatoire Océanologique, F-66650 Banyuls/Mer, France
| | - Hélène Agogué
- LIENSs, UMR 7266 Université de La Rochelle, CNRS, 2 rue Olympe de Gouges, 17000 La Rochelle, France
| |
Collapse
|
6
|
Besmer MD, Weissbrodt DG, Kratochvil BE, Sigrist JA, Weyland MS, Hammes F. The feasibility of automated online flow cytometry for in-situ monitoring of microbial dynamics in aquatic ecosystems. Front Microbiol 2014; 5:265. [PMID: 24917858 PMCID: PMC4040452 DOI: 10.3389/fmicb.2014.00265] [Citation(s) in RCA: 85] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2014] [Accepted: 05/15/2014] [Indexed: 01/22/2023] Open
Abstract
Fluorescent staining coupled with flow cytometry (FCM) is often used for the monitoring, quantification and characterization of bacteria in engineered and environmental aquatic ecosystems including seawater, freshwater, drinking water, wastewater, and industrial bioreactors. However, infrequent grab sampling hampers accurate characterization and subsequent understanding of microbial dynamics in all of these ecosystems. A logic technological progression is high throughput and full automation of the sampling, staining, measurement, and data analysis steps. Here we assess the feasibility and applicability of automated FCM by means of actual data sets produced with prototype instrumentation. As proof-of-concept we demonstrate examples of microbial dynamics in (i) flowing tap water from a municipal drinking water supply network and (ii) river water from a small creek subject to two rainfall events. In both cases, automated measurements were done at 15-min intervals during 12-14 consecutive days, yielding more than 1000 individual data points for each ecosystem. The extensive data sets derived from the automated measurements allowed for the establishment of baseline data for each ecosystem, as well as for the recognition of daily variations and specific events that would most likely be missed (or miss-characterized) by infrequent sampling. In addition, the online FCM data from the river water was combined and correlated with online measurements of abiotic parameters, showing considerable potential for a better understanding of cause-and-effect relationships in aquatic ecosystems. Although several challenges remain, the successful operation of an automated online FCM system and the basic interpretation of the resulting data sets represent a breakthrough toward the eventual establishment of fully automated online microbiological monitoring technologies.
Collapse
Affiliation(s)
- Michael D Besmer
- Department of Environmental Microbiology, Eawag - Swiss Federal Institute for Aquatic Science and Technology Dübendorf, Switzerland ; Department of Environmental Systems Science, Institute of Biogeochemistry and Pollutant Dynamics, ETH Zürich Zürich, Switzerland
| | - David G Weissbrodt
- Department of Environmental Microbiology, Eawag - Swiss Federal Institute for Aquatic Science and Technology Dübendorf, Switzerland ; Institute of Environmental Engineering, Chair of Process Engineering in Urban Water Management, ETH Zürich Zürich, Switzerland
| | - Bradley E Kratochvil
- Department of Environmental Microbiology, Eawag - Swiss Federal Institute for Aquatic Science and Technology Dübendorf, Switzerland
| | - Jürg A Sigrist
- Department of Environmental Microbiology, Eawag - Swiss Federal Institute for Aquatic Science and Technology Dübendorf, Switzerland
| | - Mathias S Weyland
- Department of Environmental Microbiology, Eawag - Swiss Federal Institute for Aquatic Science and Technology Dübendorf, Switzerland
| | - Frederik Hammes
- Department of Environmental Microbiology, Eawag - Swiss Federal Institute for Aquatic Science and Technology Dübendorf, Switzerland
| |
Collapse
|
7
|
Can abundance of protists be inferred from sequence data: a case study of foraminifera. PLoS One 2013; 8:e56739. [PMID: 23431390 PMCID: PMC3576339 DOI: 10.1371/journal.pone.0056739] [Citation(s) in RCA: 92] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2012] [Accepted: 01/14/2013] [Indexed: 12/03/2022] Open
Abstract
Protists are key players in microbial communities, yet our understanding of their role in ecosystem functioning is seriously impeded by difficulties in identification of protistan species and their quantification. Current microscopy-based methods used for determining the abundance of protists are tedious and often show a low taxonomic resolution. Recent development of next-generation sequencing technologies offered a very powerful tool for studying the richness of protistan communities. Still, the relationship between abundance of species and number of sequences remains subjected to various technical and biological biases. Here, we test the impact of some of these biological biases on sequence abundance of SSU rRNA gene in foraminifera. First, we quantified the rDNA copy number and rRNA expression level of three species of foraminifera by qPCR. Then, we prepared five mock communities with these species, two in equal proportions and three with one species ten times more abundant. The libraries of rDNA and cDNA of the mock communities were constructed, Sanger sequenced and the sequence abundance was calculated. The initial species proportions were compared to the raw sequence proportions as well as to the sequence abundance normalized by rDNA copy number and rRNA expression level per species. Our results showed that without normalization, all sequence data differed significantly from the initial proportions. After normalization, the congruence between the number of sequences and number of specimens was much better. We conclude that without normalization, species abundance determination based on sequence data was not possible because of the effect of biological biases. Nevertheless, by taking into account the variation of rDNA copy number and rRNA expression level we were able to infer species abundance, suggesting that our approach can be successful in controlled conditions.
Collapse
|
8
|
Petersen TW, Brent Harrison C, Horner DN, van den Engh G. Flow cytometric characterization of marine microbes. Methods 2012; 57:350-8. [PMID: 22796378 DOI: 10.1016/j.ymeth.2012.07.001] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2011] [Revised: 06/18/2012] [Accepted: 07/02/2012] [Indexed: 11/26/2022] Open
Abstract
The analysis of marine phytoplankton using flow cytometry has enabled the discovery of new taxa and has contributed new understanding to the dynamics and ecological contributions of phytoplankton to the global carbon cycle. Marine phytoplankton are uniquely suited to analysis by flow cytometry because of their size, pigment content, and ability to remain in suspension. Cytometric analysis of marine populations is not without challenges. Phytoplankton communities span a broad range of sizes. The smallest microbes are a few tenths of a micron, while the largest are a few tenths of a millimeter. The improvement of cytometric measurements of scattered laser light allows one to investigate marine microbes whose sizes span several orders of magnitude. To effectively leverage the advantages that marine microbes possess, cytometers have to be carefully engineered for marine use.
Collapse
Affiliation(s)
- Timothy W Petersen
- Becton Dickinson Biosciences, Advanced Cytometry Group, 12730 28th Ave NE, Seattle, WA 98125, USA.
| | | | | | | |
Collapse
|
9
|
Domingos JA, Fromm P, Smith-Keune C, Jerry DR. A robust flow-cytometric protocol for assessing growth rate of hatchery-reared barramundi Lates calcarifer larvae. JOURNAL OF FISH BIOLOGY 2012; 80:2253-2266. [PMID: 22551180 DOI: 10.1111/j.1095-8649.2012.03278.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
In this study, a flow-cytometric cell cycle analysis method to assess instantaneous growth rate of whole larvae of the Australian barramundi Lates calcarifer was developed and validated. High-resolution DNA measurements of either fresh, frozen or RNAlater-preserved larvae (gap0-gap1, G(0) -G(1), coefficient of variation (c.v.) < 3, 4 and 5%, respectively) enabled the deconvolution of the DNA histogram and assignment of the proportion of nuclei into cell cycle compartments G(0) -G(1), S (DNA synthesis) and G(2) -M (Gap2-Mitosis). This technique can be also used for individual fish tissues such as brain, liver, fin and muscle. For the first time, the combined proportion of replicating nuclei (into S and G(2) -M phases) of whole fish larvae and absolute growth rate in length (mm day(-1)) has been correlated in commercial aquaculture conditions. Fast growing L. calcarifer larvae had an overall hyperplasia advantage as indicated by a greater proportion of cells in the S+G(2) -M phase compared with slow growing larvae, which might explain the increasing differences in size during culture. In a fasting trial, larvae ceased growth while maintaining the constant initial rates of cell division throughout a 6 day period. For a highly fed fast growing control group, cell division rates significantly increased after day 4. Flow-cytometric cell cycle analysis of whole fish larvae may provide fish biologists and aquaculturists with a better understanding of how cell division rates influence early growth in natural and artificial environments.
Collapse
Affiliation(s)
- J A Domingos
- Centre for Sustainable Tropical Fisheries and Aquaculture, School of Marine and Tropical Biology, James Cook University, Townsville, Qld 4811, Australia.
| | | | | | | |
Collapse
|
10
|
Erickson JS, Hashemi N, Sullivan JM, Weidemann AD, Ligler FS. In Situ Phytoplankton Analysis: There’s Plenty of Room at the Bottom. Anal Chem 2011; 84:839-50. [DOI: 10.1021/ac201623k] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Jeffrey S. Erickson
- Center for Bio/Molecular Science and Engineering, Naval Research Laboratory, Code 6900, Washington, D.C. 20375-5438, United States
| | - Nastaran Hashemi
- Center for Bio/Molecular Science and Engineering, Naval Research Laboratory, Code 6900, Washington, D.C. 20375-5438, United States
| | - James M. Sullivan
- WET Laboratories, Inc., Department of Research, 70 Dean Knauss Drive, Narragansett, Rhode Island 02882, United States
| | - Alan D. Weidemann
- Hydro-Optics, Sensors, and Systems Section, Naval Research Laboratory, Code 7333, Stennis Space Center, Mississippi 39529-5004, United States
| | - Frances S. Ligler
- Center for Bio/Molecular Science and Engineering, Naval Research Laboratory, Code 6900, Washington, D.C. 20375-5438, United States
| |
Collapse
|
11
|
van Dijk MA, Gregori G, Hoogveld HL, Rijkeboer M, Denis M, Malkassian A, Gons HJ. Optimizing the setup of a flow cytometric cell sorter for efficient quantitative sorting of long filamentous cyanobacteria. Cytometry A 2011; 77:911-24. [PMID: 21290465 DOI: 10.1002/cyto.a.20946] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Heterogeneity within natural phytoplankton communities makes it very difficult to analyze parameters at the single-cell level. Flow cytometric sorting is therefore a useful tool in aquatic sciences, as it provides material for post-sort analysis and culturing. Sorting subpopulations from natural communities, however, often requires handling morphologically diverse and complex particles with various abundances. Long particles, such as filament-forming cyanobacteria (>100-μm long), prove very difficult to handle. These potentially toxic organisms are widespread in eutrophic systems and have important ecological consequences. Being able to sort filamentous cyanobacteria efficiently and as viable cells is therefore highly desirable when studying factors associated with their toxicity and occurrence. This unconventional sorting requires extensive user experience and special instrument setup. We have investigated the effect of hydrodynamic and electromechanical components of a flow cytometer, and sorting protocol on the quantitative sorting efficiency of these long particles using two filamentous cyanobacterial strains with average lengths of ∼100 and ∼300 μm. Sorting efficiency ranged from 9.4 to 96.0% and was significantly affected by filament length, sorting envelope, drop delay (dd), and for the long species also by tip size, but not by cycle time. Filaments survived sorting and were not damaged. The optimal settings found for the modular MoFlo® cell-sorter to sort the filaments were a 100-μm flow tip at 30 psi (207 kPa) with a three-droplet envelope in Enrich mode while using an extended analysis time of 17.6 μs and an intermediate plate charge and deflection percentage combination of 3,000 V/60%, combined with a dd 0 for the cultures with 100-μm filaments and dd +1 for the culture with 300-μm filaments. To the best of our knowledge, the filaments up to 1063.5 μm sorted in this study are the longest ever sorted.
Collapse
Affiliation(s)
- Mark A van Dijk
- Department of Microbial Ecology, Netherlands Institute of Ecology (NIOO-KNAW), Rijksstraatweg 6, 3631 AC Nieuwersluis, The Netherlands.
| | | | | | | | | | | | | |
Collapse
|
12
|
Characterization of heterotrophic prokaryote subgroups in the Sfax coastal solar salterns by combining flow cytometry cell sorting and phylogenetic analysis. Extremophiles 2011; 15:347-58. [PMID: 21424516 PMCID: PMC3084946 DOI: 10.1007/s00792-011-0364-5] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2011] [Accepted: 03/01/2011] [Indexed: 11/15/2022]
Abstract
Here, we combined flow cytometry (FCM) and phylogenetic analyses after cell sorting to characterize the dominant groups of the prokaryotic assemblages inhabiting two ponds of increasing salinity: a crystallizer pond (TS) with a salinity of 390 g/L, and the non-crystallizer pond (M1) with a salinity of 200 g/L retrieved from the solar saltern of Sfax in Tunisia. As expected, FCM analysis enabled the resolution of high nucleic acid content (HNA) and low nucleic acid content (LNA) prokaryotes. Next, we performed a taxonomic analysis of the bacterial and archaeal communities comprising the two most populated clusters by phylogenetic analyses of 16S rRNA gene clone library. We show for the first time that the presence of HNA and LNA content cells could also be extended to the archaeal populations. Archaea were detected in all M1 and TS samples, whereas representatives of Bacteria were detected only in LNA for M1 and HNA for TS. Although most of the archaeal sequences remained undetermined, other clones were most frequently affiliated to Haloquadratum and Halorubrum. In contrast, most bacterial clones belonged to the Alphaproteobacteria class (Phyllobacterium genus) in M1 samples and to the Bacteroidetes phylum (Sphingobacteria and Salinibacter genus) in TS samples.
Collapse
|
13
|
Lomas MW, Bronk DA, van den Engh G. Use of flow cytometry to measure biogeochemical rates and processes in the ocean. ANNUAL REVIEW OF MARINE SCIENCE 2011; 3:537-566. [PMID: 21329216 DOI: 10.1146/annurev-marine-120709-142834] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
An important goal of marine biogeochemists is to quantify the rates at which elements cycle through the ocean's diverse microbial assemblage, as well as to determine how these rates vary in time and space. The traditional view that phytoplankton are producers and bacteria are consumers has been found to be overly simplistic, and environmental metagenomics is discovering new and important microbial metabolisms at an accelerating rate. Many nutritional strategies previously attributed to one microorganism or functional group are also or instead carried out by other groups. To tease apart which organism is doing what will require new analytical approaches. Flow cytometry, when combined with other techniques, has great potential for expanding our understanding of microbial interactions because groups can be distinguished optically, sorted, and then collected for subsequent analyses. Herein, we review the advances in our understanding of marine biogeochemistry that have arisen from the use of flow cytometry.
Collapse
Affiliation(s)
- Michael W Lomas
- Bermuda Institute of Ocean Sciences, Ferry Reach, St. George's GE01, Bermuda.
| | | | | |
Collapse
|
14
|
Thomas Y, Courties C, El Helwe Y, Herbland A, Lemonnier H. Spatial and temporal extension of eutrophication associated with shrimp farm wastewater discharges in the New Caledonia lagoon. MARINE POLLUTION BULLETIN 2010; 61:387-398. [PMID: 20667556 DOI: 10.1016/j.marpolbul.2010.07.005] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Shrimp farming in New Caledonia typically uses a flow-through system with water exchange rates as a tool to maintain optimum hydrological and biological parameters for the crop. Moreover, the effluent shows hydrobiological characteristics (minerals, phytoplankton biomass and organic matter) significantly higher than that of the receiving environment. Separate surveys were carried out in a bay (CH Bay) with a medium-size intensive farm (30 ha) (PO) and in a mangrove-lined creek (TE Creek) near a larger semi-intensive farm (133 ha) (SO). Net loads of nitrogen exported from the semi-intensive farm and the intensive farm amounted to 0.68 and 1.36 kg ha(-1)day(-1), respectively. At CH Bay, discharge effects were spatially limited and clearly restricted to periods of effluent release. The high residence time at site TE favoured the installation of a feedback system in which organic matter was not exported. Mineralization of organic matter led to the release of nutrients, which in turn, caused in an increased eutrophication of this ecosystem. The study of the pico- and nanophytoplankton assemblages showed (i) a shift in composition from picophytoplankton to nanophytoplankton from offshore towards the coast and (ii) a shift within the picophytoplankton with the disappearance of Prochlorococcus and the increase of picoeucaryotes towards the shoreline. These community changes may partially be related to a nitrogen enrichment of the environment by shrimp farm discharges. Thus, in view of the recent addition of the New Caledonian lagoon to the UNESCO World Heritage list, the data presented here could be a first approach to quantify farm discharges and evaluate their impact on the lagoon.
Collapse
Affiliation(s)
- Yoann Thomas
- IFREMER, LEAD, BP 2059, 98846 Nouméa, New Caledonia
| | | | | | | | | |
Collapse
|
15
|
Impedance spectroscopy and optical analysis of single biological cells and organisms in microsystems. Methods Mol Biol 2010; 583:149-82. [PMID: 19763464 DOI: 10.1007/978-1-60327-106-6_7] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/06/2022]
Abstract
A novel microfabricated flow cytometer for simultaneous impedance and optical measurement of single cells and particles is described in this chapter. We discuss the sensitivity of the system with regard to the impedance sensor and describe the optical setup. The relevant parameters related to the experimental setup and sample preparation are discussed. The use of dielectrophoretic forces for particle manipulation is presented as a simple enabling technology, which allows the manipulation of particles within microfluidic devices. The fabrication processes required to produce the impedance sensor chips are described with relevance to the chip design and features. Finally, the system is used to discriminate between different marine algae populations.
Collapse
|
16
|
Debelius B, Forja JM, DelValls TA, Lubián LM. Toxicity of copper in natural marine picoplankton populations. ECOTOXICOLOGY (LONDON, ENGLAND) 2009; 18:1095-1103. [PMID: 19597988 DOI: 10.1007/s10646-009-0377-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2009] [Accepted: 06/24/2009] [Indexed: 05/28/2023]
Abstract
Standard microalgae toxicity tests should be able to establish responses in real ecosystems. Natural marine picoplankton samples collected during the months of March, June, August, October 2007 and January 2008, where exposed to 72 h copper toxicity tests. Results analysed by flow cytometry distinguished two groups, with different cytometric characteristics that can match with two of Synechococcus populations. EC(50) values for these two populations resulted low, ranging from 0.62 to 26.28 microg L(-1), this converts copper in a very powerful contaminant and Synechococcus in one of the most sensitive groups of phytoplankton. Differences in EC(50) values for a same population can be related to the month of collection including different initial cellular densities and oceanographic parameters that can affect the picoplankton's tolerance and distribution.
Collapse
Affiliation(s)
- B Debelius
- Dpto. Química-Física, Universidad de Ciencias del Mar y Ambientales, Avda. República Saharaui, s/n, 11510, Puerto Real, Cadiz, Spain.
| | | | | | | |
Collapse
|
17
|
Immunofluorescence flow cytometry technique for enumeration of the brown-tide alga, Aureococcus anophagefferens. Appl Environ Microbiol 2008; 74:6931-40. [PMID: 18820052 DOI: 10.1128/aem.00996-08] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
A new immunologically based flow cytometry (IFCM) technique was developed to enumerate Aureococcus anophagefferens, a small pelagophyte alga that is the cause of "brown tides" in bays and estuaries of the mid-Atlantic states along the U.S. coast. The method utilizes a monoclonal antibody conjugated to fluorescein isothiocyanate (FITC-MAb) to label the surface of A. anophagefferens cells which are then detected and enumerated by using a flow cytometer. Optimal conditions for FITC-MAb staining, including solution composition, incubation times, and FITC-MAb concentrations, were determined. The FITC-MAb method was tested for cross-reactivity with nontarget, similarly sized, photoautotrophic protists, and the method was compared to an enzyme-linked immunosorbent assay (ELISA) using the same MAb. Comparisons of the IFCM technique to traditional microscopy enumeration of cultures and spiked environmental samples showed consistent agreement over several orders of magnitude (r(2) > 0.99). Comparisons of the IFCM and ELISA techniques for enumerating cells from a predation experiment showed a substantial overestimation (up to 10 times higher) of the ELISA in the presence of consumers of A. anophagefferens, presumably due to egested cell fragments that retained antigenicity, using the ELISA method, but were not characterized as whole algal cells by the IFCM method. Application of the IFCM method to environmental "brown-tide" samples taken from the coastal bays of Maryland demonstrated its efficacy in resolving A. anophagefferens abundance levels throughout the course of a bloom and over a large range of abundance values. IFCM counts of the brown-tide alga from natural samples were consistently lower than those obtained using the ELISA method and were equivalent to those of the polyclonal immunofluorescence microscopy technique, since both methods discriminate intact cells. Overall, the IFCM approach was an accurate and relatively simple technique for the rapid enumeration of A. anophagefferens in natural samples over a wide range of abundance values (10(3) to 10(6) cells ml(-1)).
Collapse
|
18
|
Bouvier T, Del Giorgio PA, Gasol JM. A comparative study of the cytometric characteristics of high and low nucleic-acid bacterioplankton cells from different aquatic ecosystems. Environ Microbiol 2007; 9:2050-66. [PMID: 17635549 DOI: 10.1111/j.1462-2920.2007.01321.x] [Citation(s) in RCA: 108] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Flow cytometry has revealed the existence of two distinct fractions of bacterioplankton cells, characterized by high and low nucleic acid contents (HNA and LNA cells). Although these fractions seem ubiquitous in aquatic systems, little is known concerning the variation in the cytometric parameters used to characterize them. We have performed cytometric analyses of samples from a wide range of aquatic systems to determine the magnitude and variability in the cytometric characteristics of HNA/LNA. We show that neither group is associated to a fixed level of fluorescence and of light scatter. Rather, the relative position of HNA and LNA in the fluorescence versus side scatter cytograms varies greatly, both within and among ecosystems. Although the cytometric parameters of both groups tend to covary, there is often uncoupling between the two, particularly in light scatter. Our results show that, although the basic HNA/LNA configuration is present in most samples, its cytometric expression changes greatly in different ecosystems and along productivity gradients. The patterns in cytometric parameters do not support the simple, dichotomous view of HNA and LNA as active and inactive cells, or the notion of two distinct and independent communities, but rather suggest that there may be cells that are intrinsic to each fraction, as well as others that may exchange between fractions.
Collapse
Affiliation(s)
- Thierry Bouvier
- Laboratoire Ecosystèmes Lagunaires, UMR5119 CNRS-UM2, Université Montpellier 2, case 093, 34095 Montpellier cedex 05, France.
| | | | | |
Collapse
|
19
|
Ibrahim SF, van den Engh G. Flow cytometry and cell sorting. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2007; 106:19-39. [PMID: 17728993 DOI: 10.1007/10_2007_073] [Citation(s) in RCA: 63] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
Flow cytometry and cell sorting are well-established technologies in clinical diagnostics and biomedical research. Heterogeneous mixtures of cells are placed in suspension and passed single file across one or more laser interrogation points. Light signals emitted from the particles are collected and correlated to entities such as cell morphology, surface and intracellular protein expression, gene expression, and cellular physiology. Based on user-defined parameters, individual cells can then be diverted from the fluid stream and collected into viable, homogeneous fractions at exceptionally high speeds and a purity that approaches 100%. As such, the cell sorter becomes the launching point for numerous downstream studies. Flow cytometry is a cornerstone in clinical diagnostics, and cheaper, more versatile machines are finding their way into widespread and varied uses. In addition, advances in computing and optics have led to a new generation of flow cytometers capable of processing cells at orders of magnitudes faster than their predecessors, and with staggering degrees of complexity, making the cytometer a powerful discovery tool in biotechnology. This chapter will begin with a discussion of basic principles of flow cytometry and cell sorting, including a technical description of factors that contribute to the performance of these instruments. The remaining sections will then be divided into clinical- and research-based applications of flow cytometry and cell sorting, highlighting salient studies that illustrate the versatility of this indispensable technology.
Collapse
Affiliation(s)
- Sherrif F Ibrahim
- Department of Dermatology, University of Rochester, 601 Elmwood Avenue, Rochester, NY 14642, USA.
| | | |
Collapse
|
20
|
Zamora-Ley IM, Gardinali PR, Jochem FJ. Assessing the effects of Irgarol 1051 on marine phytoplankton populations in Key Largo Harbor, Florida. MARINE POLLUTION BULLETIN 2006; 52:935-41. [PMID: 16472825 DOI: 10.1016/j.marpolbul.2005.12.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
The antifouling boosting agent Irgarol 1051 is a strong inhibitor of the photosystem II (PSII) with high efficiency/toxicity towards algae. However, because some phytoplankton species are more sensitive to Irgarol than others, its persistent release into the environment could result in adverse changes in the phytoplankton community structure at heavily impacted sites such as marinas. Continuous monitoring in the Florida Keys showed Irgarol concentrations of up to 635 ngL(-1) in the canal system leading to Key Largo Harbor Marina (KLH) with a sharp decrease in concentration at stations offshore from the mouth of the canal. Preliminary phytoplankton community assessments from surface water samples collected in KLH between February and August 2004 showed changes in several phytoplankton species in concordance with the increase of the herbicide concentrations. Typical responses include an increase in the abundance of eukaryotes and Cryptomonas sp. as Irgarol concentrations increase.
Collapse
Affiliation(s)
- Ingrid M Zamora-Ley
- Department of Environmental Studies, Florida International University, Miami, FL, USA
| | | | | |
Collapse
|
21
|
Harford AJ, O'Halloran K, Wright PFA. Flow cytometric analysis and optimisation for measuring phagocytosis in three Australian freshwater fish. FISH & SHELLFISH IMMUNOLOGY 2006; 20:562-73. [PMID: 16185897 DOI: 10.1016/j.fsi.2005.07.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2004] [Revised: 06/16/2005] [Accepted: 07/11/2005] [Indexed: 05/04/2023]
Abstract
The phagocytic activity of fish immunocytes has been measured by a wide range of methods, and has been used as a bio-indicator to assess the immunotoxicity of environmental pollutants and the efficiency of immunostimulants used in aquaculture. This study demonstrates the utilisation of a flow cytometric technique for measuring phagocytosis as an alternative to manual evaluations by light microscopy. Optimal conditions for the phagocytosis of latex beads were ascertained, including incubation period, cell:bead ratio and media components, for head kidney cells isolated from three native Australian fish that inhabit the Murray-Darling basin, i.e. silver perch (Bidyanus bidyanus), golden perch (Macquaria ambigua) and crimson-spotted rainbowfish (Melanotaenia fluviatilis). Thus, standardised protocols have now been established for future use in the immunotoxicity testing of xenobiotics in native Australian freshwater fish.
Collapse
Affiliation(s)
- Andrew J Harford
- Key Centre for Toxicology, School of Medical Sciences, RMIT-University, P.O. Box 71, Plenty Road, Bundoora, Vic. 3083, Australia
| | | | | |
Collapse
|
22
|
Gerdts G, Luedke G. FISH and chips: Marine bacterial communities analyzed by flow cytometry based on microfluidics. J Microbiol Methods 2006; 64:232-40. [PMID: 15979175 DOI: 10.1016/j.mimet.2005.05.001] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2005] [Revised: 05/02/2005] [Accepted: 05/09/2005] [Indexed: 10/25/2022]
Abstract
To unveil the structure of natural marine pelagic bacterial communities, PCR-based techniques as well as fluorescence in situ hybridizations (FISH) were successfully performed in the past. Using fluorescence microscopes or confocal laser scanning microscopes (CLSM) for the analysis of FISH experiments, it was possible to differentiate bacterial communities, but most attempts to combine flow cytometry and FISH for this purpose have failed till now. Here we present a successful analysis of FISH experiments of natural marine pelagic bacterial communities using a flow cytometer based on microfluidics (Agilent 2100 bioanalyzer). Marine water samples were enriched on polycarbonate filters and hybridized with Cy5 labeled gene probes of different phylogenetic depth. Bacteria were detached from the filters and subsequently analyzed in the Cell Chip of the Agilent 2100 Bioanalyzer. Samples were counter-stained using SYTOX. In all samples the EUB338 positive signals could be clearly differentiated from those of the NON probe. Furthermore a dominance of alpha-protebacteria (as indicated by the probes ALF968 and G rB) could be observed. Microfluidics based flow cytometry is a promising technique for the analysis of natural bacterial communities from the marine environment.
Collapse
Affiliation(s)
- G Gerdts
- Alfred Wegener Institute Foundation for Polar and Marine Research, Marine Station Helgoland, 27498 Helgoland, Germany.
| | | |
Collapse
|
23
|
Mou X, Moran MA, Stepanauskas R, González JM, Hodson RE. Flow-cytometric cell sorting and subsequent molecular analyses for culture-independent identification of bacterioplankton involved in dimethylsulfoniopropionate transformations. Appl Environ Microbiol 2005; 71:1405-16. [PMID: 15746343 PMCID: PMC1065183 DOI: 10.1128/aem.71.3.1405-1416.2005] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Marine bacterioplankton transform dimethylsulfoniopropionate (DMSP) into the biogeochemically important and climatically active gas dimethylsulfide. In order to identify specific bacterial taxa mediating DMSP processing in a natural marine ecosystem, we amended water samples from a southeastern U.S. salt marsh with 20 microM DMSP and tracked community shifts with flow cytometry (FCM) coupled to 16S rRNA gene analyses. In two out of four seasons studied, DMSP amendments induced the formation of distinct bacterioplankton populations with elevated nucleic acid (NA) content within 24 h, indicative of cells actively utilizing DMSP. The 16S rRNA genes of the cells with and without elevated NA content were analyzed following cell sorting and PCR amplification with sequencing and terminal restriction fragment length polymorphism approaches. Compared to cells in the control FCM populations, bacteria with elevated NA content in the presence of DMSP were relatively enriched in taxa related to Loktanella, Oceanicola, and Sulfitobacter (Roseobacter lineage, alpha-Proteobacteria); Caulobacter (alpha-Proteobacteria); and Brachymonas and Xenophilus (beta-Proteobacteria) in the May-02 sample and to Ketogulonicigenium (Roseobacter lineage, alpha-Proteobacteria) and novel gamma-Proteobacteria in the Sept-02 sample. Our study suggests that diverse bacterioplankton participate in the metabolism of DMSP in coastal marine systems and that their relative importance varies temporally.
Collapse
Affiliation(s)
- Xiaozhen Mou
- Department of Marine Sciences, University of Georgia, Athens, GA 30602, USA
| | | | | | | | | |
Collapse
|
24
|
Petersen TW, van den Engh G. Stability of the breakoff point in a high-speed cell sorter. ACTA ACUST UNITED AC 2003; 56:63-70. [PMID: 14608633 DOI: 10.1002/cyto.a.10090] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
BACKGROUND High-speed jet-in-air cytometric sorting requires knowledge of the time it takes a particle to travel from the laser to the point where the jet breaks into droplets. Variations in this breakoff time will result in poorer yields and poorer sort purities. METHODS This work examined the physical mechanisms that lead to the break up of the jet into droplets and calculated the stability of the droplet breakoff time relative to physical parameters, which govern the behavior of the jet. RESULTS We derived the variations in the breakoff time and found that small variations in the drive frequency, temperature, pressure, and drive amplitude can lead to correspondingly large changes in the breakoff time. We found explicitly that the time it takes the jet to break up is not necessarily correlated with the distance to the breakoff point. CONCLUSIONS Many high-speed cell sorters use active means to control the breakoff time. A common method to monitor the breakoff time is to visually monitor the breakoff point. This technique in fact may decrease the sorting purity and efficiency by inadvertently correcting for breakoff time variations. We show explicitly the breakoff time's dependence on a number of physical parameters that can be monitored to increase the stability of the breakoff time.
Collapse
|
25
|
Desai MJ, Armstrong DW. Separation, identification, and characterization of microorganisms by capillary electrophoresis. Microbiol Mol Biol Rev 2003; 67:38-51, table of contents. [PMID: 12626682 PMCID: PMC150517 DOI: 10.1128/mmbr.67.1.38-51.2003] [Citation(s) in RCA: 97] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The use of capillary electrophoresis (CE) for the analysis, identification, and characterization of microorganisms has been gaining in popularity. The advantages of CE, such as small sample requirements, minimal sample preparation, rapid and simultaneous analysis, ease of quantitation and identification, and viability assessment, make it an attractive technique for the analysis of microbial analytes. As this instrumental method has evolved, higher peak efficiencies have been achieved by optimizing CE conditions, such as pH, ionic strength, and polymer additive concentration. Experimental improvements have allowed better quantitation and more accurate results. Many practical applications of this technique have been investigated. Viability and identification of microbes can be accomplished in a single analysis. This is useful for evaluation of microbial analytes in consumer products. Diagnosis of microbe-based diseases is now possible, in some cases, without the need for culture methods. Microbe-molecule, virus-antibody, or bacteria-antibiotic interactions can be monitored using CE, allowing for the screening of possible drug candidates. Fermentation can be monitored using this system. This instrumental approach can be adapted to many different applications, including assessing the viability of sperm cells. Progress has been made in the development of microelectrophoresis instrumentation. These advances will eventually allow the development of small, dedicated devices for the rapid, repetitive analyses of specific microbial samples. Although these methods may never fully replace traditional approaches, they are proving to be a valuable addition to the collection of techniques used to analyze, quantitate, and characterize microbes. This review outlines the recent developments in this rapidly growing field.
Collapse
Affiliation(s)
- Meera J Desai
- Department of Chemistry, Gilman Hall, Iowa State University, Ames, Iowa 50011, USA
| | | |
Collapse
|
26
|
Abstract
Cell sorters have undergone dramatic technological improvements in recent years. Driven by the increased ability to differentiate between cell types, modern advances have yielded a new generation of cytometers, known as high-speed cell sorters. These instruments are capable of higher throughput than traditional sorters and can distinguish subtler differences between particles by measuring and processing more optical parameters in parallel. These advances have expanded their use to facilitate genomic and proteomic discovery, and as vehicles for many emerging cell-based therapies. High-speed cell sorting is becoming established as an essential research tool across a broad range of scientific fields and is poised to play a pivotal role in the latest therapeutic modalities.
Collapse
Affiliation(s)
- Sherrif F Ibrahim
- Institute for Systems Biology, 1441 North 34th Street, Seattle, WA 98103, USA.
| | | |
Collapse
|
27
|
Becker A, Meister A, Wilhelm C. Flow cytometric discrimination of various phycobilin-containing phytoplankton groups in a hypertrophic reservoir. CYTOMETRY 2002; 48:45-57. [PMID: 12116380 DOI: 10.1002/cyto.10104] [Citation(s) in RCA: 39] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
BACKGROUND Knowledge of phytoplankton structure is important information in water quality control. Lake restoration and sanitation measures in particular must be evaluated on the organismic level to valuate biological effects and assess the risk of potentially toxic Cyanobacteria blooms. We used and comparatively tested three independent methods for phytoplankton analysis in a hypertrophic reservoir under restoration. METHODS Nine unialgal cultures and outdoor samples were examined by high-performance liquid chromatography pigment analysis, microscopical cell counting, and flow cytometric (FCM) light scatter and fluorescence analysis to measure the percentage contribution of the major algal groups to chlorophyll a and biovolume. The FCM instrument settings and identification criteria were developed using a single excitation wavelength at 514 nm to differentiate nine algal species representing the major groups of algae. Fluorescence was detected at 585, 620, 650, and 680 nm. RESULTS The results show that FCM is the only method for determining changes in the phytoplankton composition on both a chlorophyll a and biovolume basis. CONCLUSIONS Each of the three methods has specific advantages and disadvantages, and should be chosen depending on the experimental problem. FCM sorting allows the combination of all three and offers further new perspectives.
Collapse
Affiliation(s)
- Annette Becker
- Institut für Botanik, 04103 Universität Leipzig, Leipzig, Germany.
| | | | | |
Collapse
|