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Quantification of uncultured microorganisms by fluorescence microscopy and digital image analysis

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Abstract

Traditional cultivation-based methods to quantify microbial abundance are not suitable for analyses of microbial communities in environmental or medical samples, which consist mainly of uncultured microorganisms. Recently, different cultivation-independent quantification approaches have been developed to overcome this problem. Some of these techniques use specific fluorescence markers, for example ribosomal ribonucleic acid targeted oligonucleotide probes, to label the respective target organisms. Subsequently, the detected cells are visualized by fluorescence microscopy and are quantified by direct visual cell counting or by digital image analysis. This article provides an overview of these methods and some of their applications with emphasis on (semi-)automated image analysis solutions.

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References

  • Alfreider A et al (1996) Community analysis of the bacterial assemblages in the winter cover and pelagic layers of a high mountain lake by in situ hybridization. Appl Environ Microbiol 62:2138–2144

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Amann RI, Ludwig W, Schleifer K-H (1995) Phylogenetic identification and in situ detection of individual microbial cells without cultivation. Microbiol Rev 59:143–169

    CAS  PubMed  PubMed Central  Google Scholar 

  • Amann R, Snaidr J, Wagner M, Ledwig W, Schleifer KH (1996) In situ visualization of high genetic diversity in a natural microbial community. J Bacteriol 178: 3496–3500

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Banadda EN, Smets IY, Jenne R, Van Impe JF (2005) Predicting the onset of filamentous bulking in biological wastewater treatment systems by exploiting image analysis information. Bioprocess Biosyst Eng 27:339–348

    Article  CAS  PubMed  Google Scholar 

  • Belser LW (1979) Population ecology of nitrifying bacteria. Annu Rev Microbiol 33:309–333

    Article  CAS  PubMed  Google Scholar 

  • Beyenal H, Donovan C, Lewandowski Z, Harkin G (2004) Three-dimensional biofilm structure quantification. J Microbiol Methods 59:395–413

    Article  CAS  PubMed  Google Scholar 

  • Binder BJ, Liu YC (1998) Growth rate regulation of rRNA content of a marine Synechococcus (cyanobacterium) strain. Appl Environ Microbiol 64:3346–3351

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bjerrum L, Kjaer T, Ramsing NB (2002) Enumerating ammonia-oxidizing bacteria in environmental samples using competitive PCR. J Microbiol Methods 51:227–239

    Article  CAS  PubMed  Google Scholar 

  • Blackburn N, Hagström A, Wikner J, Cuadros-Hansson R, Bjornsen PK (1998) Rapid determination of bacterial abundance, biovolume, morphology, and growth by neural network-based image analysis. Appl Environ Microbiol 64:3246–3255

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bloem J, Veninga M, Shepherd J (1995) Fully automatic determination of soil bacterium numbers, cell volumes, and frequencies of dividing cells by confocal laser scanning microscopy and image analysis. Appl Environ Microbiol 61:926–936

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Boon N, Top EM, Verstraete W, Siciliano SD (2003) Bioaugmentation as a tool to protect the structure and function of an activated-sludge microbial community against a 3-chloroaniline shock load. Appl Environ Microbiol 69:1511–1520

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bouchez T et al (2000) Ecological study of a bioaugmentation failure. Environ Microbiol 2:179–190

    Article  CAS  PubMed  Google Scholar 

  • Chi F, Shen SH, Cheng HP, Jing YX, Yanni YG, Dazzo FB (2005) Ascending migration of endophytic rhizobia, from roots to leaves, inside rice plants and assessment of benefits to rice growth physiology. Appl Environ Microbiol 71:7271–7278

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Contreras EM, Giannuzzi L, Zaritzky NE (2004) Use of image analysis in the study of competition between filamentous and non-filamentous bacteria. Water Res 38:2621–2630

    Article  CAS  PubMed  Google Scholar 

  • Coskuner G et al (2005) Agreement between theory and measurement in quantification of ammonia-oxidizing bacteria. Appl Environ Microbiol 71:6325–6334

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Costerton JW et al (1987) Bacterial biofilms in nature and disease. Annu Rev Microbiol 41:435–464

    Article  CAS  PubMed  Google Scholar 

  • Cottrell MT, Kirchman DL (2000) Community composition of marine bacterioplankton determined by 16S rRNA gene clone libraries and fluorescence in situ hybridization. Appl Environ Microbiol 66:5116–5122

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • da Motta M, Pons MN, Roche N (2003) Monitoring filamentous bulking in activated sludge systems fed by synthetic or municipal wastewater. Bioprocess Biosyst Eng 25:387–393

    Article  PubMed  CAS  Google Scholar 

  • Daims H, Brühl A, Amann R, Schleifer K-H, Wagner M (1999) The domain-specific probe EUB338 is insufficient for the detection of all Bacteria: Development and evaluation of a more comprehensive probe set. Syst Appl Microbiol 22:434–444

    Article  CAS  PubMed  Google Scholar 

  • Daims H, Nielsen JL, Nielsen PH, Schleifer KH, Wagner M (2001a) In situ characterization of Nitrospira-like nitrite-oxidizing bacteria active in wastewater treatment plants. Appl Environ Microbiol 67:5273–5284

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Daims H, Purkhold U, Bjerrum L, Arnold E, Wilderer PA, Wagner M (2001b) Nitrification in sequencing biofilm batch reactors: lessons from molecular approaches. Water Sci Technol 43:9–18

    Article  CAS  PubMed  Google Scholar 

  • Daims H, Ramsing NB, Schleifer K-H, Wagner M (2001c) Cultivation-independent, semiautomatic determination of absolute bacterial cell numbers in environmental samples by fluorescence in situ hybridization. Appl Environ Microbiol 67:5810–5818

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Daims H, Lücker S, Wagner M (2006a) daime, a novel image analysis program for microbial ecology and biofilm research. Environ Microbiol 8:200–213

    Article  CAS  PubMed  Google Scholar 

  • Daims H, Taylor MW, Wagner M (2006b) Wastewater treatment: a model system for microbial ecology. Trends Biotechnol 24:483–489

    Article  CAS  PubMed  Google Scholar 

  • DeLong EF, Wickham GS, Pace NR (1989) Phylogenetic stains: ribosomal RNA based probes for the identification of single cells. Science 243:1360–1363

    Article  CAS  PubMed  Google Scholar 

  • Egli K, Langer C, Siegrist HR, Zehnder AJ, Wagner M, van der Meer JR (2003) Community analysis of ammonia and nitrite oxidizers during start-up of nitritation reactors. Appl Environ Microbiol 69:3213–3222

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Fernandez AS et al (2000) Flexible community structure correlates with stable community function in methanogenic bioreactor communities perturbed by glucose. Appl Environ Microbiol 66:4058–4067

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Fiencke C, Bock E (2004) Genera-specific immunofluorescence labeling of ammonia oxidizers with polyclonal antibodies recognizing both subunits of the ammonia monooxygenase. Microb Ecol 47:374–384

    Article  CAS  PubMed  Google Scholar 

  • Freese HM, Karsten U, Schumann R (2006) Bacterial abundance, activity, and viability in the eutrophic River Warnow, northeast Germany. Microb Ecol 51:117–127

    Article  CAS  PubMed  Google Scholar 

  • Gans J, Wolinsky M, Dunbar J (2005) Computational improvements reveal great bacterial diversity and high metal toxicity in soil. Science 309:1387–1390

    Article  CAS  PubMed  Google Scholar 

  • Glöckner FO et al (1996) An in situ hybridization protocol for detection and identification of planctonic bacteria. Syst Appl Microbiol 19:403–406

    Article  Google Scholar 

  • Harmsen HJ, Raangs GC, He T, Degener JE, Welling GW (2002) Extensive set of 16S rRNA-based probes for detection of bacteria in human feces. Appl Environ Microbiol 68:2982–2990

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hatzinger PB, Palmer P, Smith RL, Penarrieta CT, Yoshinari T (2003) Applicability of tetrazolium salts for the measurement of respiratory activity and viability of groundwater bacteria. J Microbiol Methods 52:47–58

    Article  CAS  PubMed  Google Scholar 

  • Herndl GJ et al (2005) Contribution of Archaea to total prokaryotic production in the deep Atlantic Ocean. Appl Environ Microbiol 71:2303–2309

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Heydorn A et al (2000) Quantification of biofilm structures by the novel computer program COMSTAT. Microbiology 146:2395–2407

    Article  CAS  PubMed  Google Scholar 

  • Holland PM, Abramson RD, Watson R, Gelfand DH (1991) Detection of specific polymerase chain reaction product by utilizing the 5′->3′ exonuclease activity of Thermus aquaticus DNA polymerase. Proc Natl Acad Sci USA 88:7276–7280

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Howard CV, Reed MG (2004) Unbiased stereology, 2nd edn. Taylor & Francis, Abingdon

    Book  Google Scholar 

  • Hug T, Gujer W, Siegrist H (2005) Rapid quantification of bacteria in activated sludge using fluorescence in situ hybridization and epifluorescence microscopy. Water Res 39:3837–3848

    Article  CAS  PubMed  Google Scholar 

  • Jansen GJ, Wildeboer-Veloo AC, Tonk RH, Franks AH, Welling GW (1999) Development and validation of an automated, microscopy-based method for enumeration of groups of intestinal bacteria. J Microbiol Methods 37:215–221

    Article  CAS  PubMed  Google Scholar 

  • Junge K, Eicken H, Deming JW (2004) Bacterial activity at −2 to −20 degrees C in arctic wintertime sea ice. Appl Environ Microbiol 70:550–557

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Juretschko S, Loy A, Lehner A, Wagner M (2002) The microbial community composition of a nitrifying–denitrifying activated sludge from an industrial sewage treatment plant analyzed by the full-cycle rRNA approach. Syst Appl Microbiol 25:84–99

    Article  CAS  PubMed  Google Scholar 

  • Kittler J, Illingworth J, Föglein J (1985) Threshold selection based on a simple image statistic. Comput Vis Graph Image Process 30:125–147

    Article  Google Scholar 

  • Kragelund C et al (2006) Ecophysiology of different filamentous Alphaproteobacteria in industrial wastewater treatment plants. Microbiology 152:3003–3012

    Article  PubMed  Google Scholar 

  • Kuehn M, Hausner M, Bungartz H-J, Wagner M, Wilderer PA, Wuertz S (1998) Automated confocal laser scanning microscopy and semiautomated image processing for analysis of biofilms. Appl Environ Microbiol 64:4115–4127

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Lebedeva EV, Alawi M, Fiencke C, Namsaraev B, Bock E, Spieck E (2005) Moderately thermophilic nitrifying bacteria from a hot spring of the Baikal rift zone. FEMS Microbiol Ecol 54:297–306

    Article  CAS  PubMed  Google Scholar 

  • Licht TR, Tolker-Nielsen T, Holmstrom K, Krogfelt KA, Molin S (1999) Inhibition of Escherichia coli precursor-16S rRNA processing by mouse intestinal contents. Environ Microbiol 1:23–32

    Article  CAS  PubMed  Google Scholar 

  • Liu J, Dazzo FB, Glagoleva O, Yu B, Jain AK (2001) CMEIAS: A computer-aided system for the image analysis of bacterial morphotypes in microbial communities. Microb Ecol 41:173–194

    Article  PubMed  Google Scholar 

  • Lopez C, Pons MN, Morgenroth E (2005) Evaluation of microscopic techniques (epifluorescence microscopy, CLSM, TPE-LSM) as a basis for the quantitative image analysis of activated sludge. Water Res 39:456–468

    Article  CAS  PubMed  Google Scholar 

  • Ludwig W, Schleifer KH (2000) How quantitative is quantitative PCR with respect to cell counts? Syst Appl Microbiol 23:556–562

    Article  CAS  PubMed  Google Scholar 

  • Maixner F et al (2006) Nitrite concentration influences the population structure of Nitrospira-like bacteria. Environ Microbiol 8:1487–1495

    Article  CAS  PubMed  Google Scholar 

  • Manser R, Muche K, Gujer W, Siegrist H (2005) A rapid method to quantify nitrifiers in activated sludge. Water Res 39:1585–1593

    Article  CAS  PubMed  Google Scholar 

  • Manz W, Wagner M, Amann R, Schleifer K-H (1994) In situ characterization of the microbial consortia active in two wastewater treatment plants. Water Res 28:1715–1723

    Article  CAS  Google Scholar 

  • Manz W, Wendt-Potthoff K, Neu TR, Szewzyk U, Lawrence JR (1999) Phylogenetic composition, spatial structure, and dynamics of lotic bacterial biofilms investigated by fluorescent in situ hybridization and confocal laser scanning microscopy. Microb Ecol 37:225–237

    Article  CAS  PubMed  Google Scholar 

  • Morgenroth E, Obermayer A, Arnold E, Brühl A, Wagner M, Wilderer PA (2000) Effect of long-term idle periods on the performance of sequencing batch reactors. Water Sci Technol 41:105–113

    Article  CAS  Google Scholar 

  • Nielsen JL, Aquino de Muro M, Nielsen PH (2003) Evaluation of the redox dye 5-cyano-2,3-tolyl-tetrazolium chloride for activity studies by simultaneous use of microautoradiography and fluorescence in situ hybridization. Appl Environ Microbiol 69:641–643

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Nunan N et al (2001) Quantification of the in situ distribution of soil bacteria by large-scale imaging of thin sections of undisturbed soil. FEMS Microbiol Ecol 36:67–77

    Article  Google Scholar 

  • Oerther DB, Pernthaler J, Schramm A, Amann R, Raskin L (2000) Monitoring precursor 16S rRNAs of Acinetobacter spp. in activated sludge wastewater treatment systems. Appl Environ Microbiol 66:2154–2165

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Pearce DA (2003) Bacterioplankton community structure in a maritime antarctic oligotrophic lake during a period of holomixis, as determined by denaturing gradient gel electrophoresis (DGGE) and fluorescence in situ hybridization (FISH). Microb Ecol 46:92–105

    Article  CAS  PubMed  Google Scholar 

  • Pernthaler J, Alfreider A, Posch T, Andreatta S, Psenner R (1997) In situ classification and image cytometry of pelagic bacteria from a high mountain lake (Gossenköllesee, Austria). Appl Environ Microbiol 63:4778–4783

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Pernthaler J, Pernthaler A, Amann R (2003) Automated enumeration of groups of marine picoplankton after fluorescence in situ hybridization. Appl Environ Microbiol 69:2631–2637

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Poppert S, Essig A, Marre R, Wagner M, Horn M (2002) Detection and differentiation of chlamydiae by fluorescence in situ hybridization. Appl Environ Microbiol 68:4081–4089

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Porter KG, Feig YS (1980) The use of DAPI for identifying and counting aquatic microflora. Limnol Oceanogr 25:943–948

    Article  Google Scholar 

  • Poulsen LK, Licht TR, Rang C, Krogfelt KA, Molin S (1995) Physiological state of Escherichia coli BJ4 growing in the large intestines of streptomycin-treated mice. J Bacteriol 177:5840–5845

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ramsing NB, Fossing H, Ferdelman TG, Andersen F, Thamdrup B (1996) Distribution of bacterial populations in a stratified fjord (Mariager Fjord, Denmark) quantified by in situ hybridization and related to chemical gradients in the water column. Appl Environ Microbiol 62:1391–1404

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Reddy CK, Dazzo FB (2004) Computer-assisted segmentation of bacteria in color micrographs. Microsc Anal 18:5–7

    Google Scholar 

  • Rizzuto R, Carrington W, Tuft RA (1998) Digital imaging microscopy of living cells. Trends Cell Biol 8:288–292

    Article  CAS  PubMed  Google Scholar 

  • Schloter M, Assmus B, Hartmann A (1995) The use of immunological methods to detect and identify bacteria in the environment. Biotechnol Adv 13:75–90

    Article  CAS  PubMed  Google Scholar 

  • Schmid M, Schmitz-Esser S, Jetten M, Wagner M (2001) 16S-23S rDNA intergenic spacer and 23S rDNA of anaerobic ammonium-oxidizing bacteria: implications for phylogeny and in situ detection. Environ Microbiol 3:450–459

    Article  CAS  PubMed  Google Scholar 

  • Schmid M et al (2003) Characterization of activated sludge flocs by confocal laser scanning microscopy and image analysis. Water Res 37:2043–2052

    Article  CAS  PubMed  Google Scholar 

  • Schmid M et al (2000) Molecular evidence for genus-level diversity of bacteria capable of catalyzing anaerobic ammonium oxidation. Syst Appl Microbiol 23:93–106

    Article  CAS  PubMed  Google Scholar 

  • Schramm A, de Beer D, van den Heuvel JC, Ottengraf S, Amann R (1999) Microscale distribution of populations and activities of Nitrosospira and Nitrospira spp. along a macroscale gradient in a nitrifying bioreactor: quantification by in situ hybridization and the use of microsensors. Appl Environ Microbiol 65:3690–3696

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Sekar R, Fuchs BM, Amann R, Pernthaler J (2004) Flow sorting of marine bacterioplankton after fluorescence in situ hybridization. Appl Environ Microbiol 70:6210–6219

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Sieracki ME, Reichenbach SE, Webb KL (1989) Evaluation of automated threshold selection methods for accurately sizing microscopic fluorescent cells by image analysis. Appl Environ Microbiol 55:2762–2772

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Sogin ML et al (2006) Microbial diversity in the deep sea and the underexplored “rare biosphere”. Proc Natl Acad Sci USA 103:12115–12120

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Stoecker K et al (2006) Cohn’s Crenothrix is a filamentous methane oxidizer with an unusual methane monooxygenase. Proc Natl Acad Sci USA 103:2363–2367

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Stubner S (2002) Enumeration of 16S rDNA of Desulfotomaculum lineage 1 in rice field soil by real-time PCR with SybrGreen detection. J Microbiol Methods 50:155–164

    Article  CAS  PubMed  Google Scholar 

  • Thiel R, Blaut M (2005) An improved method for the automated enumeration of fluorescently labelled bacteria in human faeces. J Microbiol Methods 61:369–379

    Article  CAS  PubMed  Google Scholar 

  • Thurnheer T, Gmür R, Giertsen E, Guggenheim B (2001) Automated fluorescent in situ hybridization for the specific detection and quantification of oral streptococci in dental plaque. J Microbiol Methods 44:39–47

    Article  CAS  PubMed  Google Scholar 

  • Tolker-Nielsen T, Molin S (2000) Spatial organization of microbial biofilm communities. Microb Ecol 40:75–84

    Article  CAS  PubMed  Google Scholar 

  • Ullrich S, Karrasch B, Hoppe H, Jeskulke K, Mehrens M (1996) Toxic effects on bacterial metabolism of the redox dye 5-cyano-2,3-ditolyl tetrazolium chloride. Appl Environ Microbiol 62:4587–4593

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Van Vliet LJ, Boddeke FR, Sudar D, Young IT (1998) Image detectors for digital image microscopy. In: Wilkinson MHF, Schut F (eds) Digital image analysis of microbes, 1st edn. Wiley, Chichester

    Google Scholar 

  • Viles CL, Sieracki ME (1992) Measurement of marine picoplankton cell size by using a cooled, charge-coupled device camera with image-analyzed fluorescence microscopy. Appl Environ Microbiol 58:584–592

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wagner M et al (1994) Development of an rRNA-targeted oligonucleotide probe specific for the genus Acinetobacter and its application for in situ monitoring in activated sludge. Appl Environ Microbiol 60:792–800

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wagner M, Rath G, Amann R, Koops H-P, Schleifer K-H (1995) In situ identification of ammonia-oxidizing bacteria. Syst Appl Microbiol 18:251–264

    Article  CAS  Google Scholar 

  • Wagner M, Horn M, Daims H (2003) Fluorescence in situ hybridization for the identification of prokaryotes. Curr Opin Microbiol 6:302–309

    Article  CAS  PubMed  Google Scholar 

  • Wallner G, Erhart R, Amann R (1995) Flow cytometric analysis of activated sludge with rRNA-targeted probes. Appl Environ Microbiol 61:1859–1866

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wallner G, Fuchs B, Spring S, Beisker W, Amann R (1997) Flow sorting of microorganisms for molecular analysis. Appl Environ Microbiol 63:4223–4231

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wilkinson MHF (1998a) Automated and manual segmentation techniques in image analysis of microbes. In: Wilkinson MHF, Schut F (eds) Digital image analysis of microbes, 1st edn. Wiley, Chichester, pp 135–171

    Google Scholar 

  • Wilkinson MHF (1998b) Optical systems for image analysed microscopy. In: Wilkinson MHF, Schut F (eds) Digital image analysis of microbes, 1st edn. Wiley, Chichester, pp 65–91

    Google Scholar 

  • Xavier JB, White DC, Almeida JS (2003) Automated biofilm morphology quantification from confocal laser scanning microscopy imaging. Water Sci Technol 47:31–37

    Article  CAS  PubMed  Google Scholar 

  • Yang X, Beyenal H, Harkin G, Lewandowski Z (2000) Quantifying biofilm structure using image analysis. J Microbiol Methods 39:109–119

    Article  CAS  PubMed  Google Scholar 

  • Yang X, Beyenal H, Harkin G, Lewandowski Z (2001) Evaluation of biofilm image thresholding methods. Water Res 35:1149–1158

    Article  CAS  PubMed  Google Scholar 

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Acknowledgments

The development of image analysis approaches and software by our group has been financially supported by the Deutsche Forschungsgemeinschaft (DFG; grant Schl 120/14-1) and the Vienna Science and Technology Fund (WWTF; grant LS 216).

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Daims, H., Wagner, M. Quantification of uncultured microorganisms by fluorescence microscopy and digital image analysis. Appl Microbiol Biotechnol 75, 237–248 (2007). https://doi.org/10.1007/s00253-007-0886-z

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