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Monitoring Microbial Diversity of Bioreactors Using Metagenomic Approaches

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Part of the book series: Subcellular Biochemistry ((SCBI,volume 64))

Abstract

With the rapid development of molecular techniques, particularly ‘omics’ technologies, the field of microbial ecology is growing rapidly. The applications of next generation sequencing have allowed researchers to produce massive amounts of genetic data on individual microbes, providing information about microbial communities and their interactions through in situ and in vitro measurements. The ability to identify novel microbes, functions, and enzymes, along with developing an understanding of microbial interactions and functions, is necessary for efficient production of useful and high value products in bioreactors. The ability to optimize bioreactors fully and understand microbial interactions and functions within these systems will establish highly efficient industrial processes for the production of bioproducts. This chapter will provide an overview of bioreactors and metagenomic technologies to help the reader understand microbial communities, interactions, and functions in bioreactors.

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Abbreviations

BLAST:

basic local alignment search tool

COG:

clusters of orthologous groups

IMG:

integrated microbial genomes

JGI:

joint genome institute

mcrA :

methyl coenzyme-M reductase

NCBI:

national center for biotechnology information

RDP10:

ribosomal database project

SAMS:

sequence analysis and management system

Y:

yield

Y p/N:

mass of bioproduct per mass of nitrogen utilized

Y p/O2 :

mass of bioproduct per mass of oxygen utilized

Y p/s:

mass of bioproduct produced per mass of carbon substrate utilized

References

  • Allgaier M, Reddy A, Park JI, Ivanova N, D’Haeseleer P, Lowry S, Sapra R, Hazen TC, Simmons BA, VanderGheynst JS, Hugenholtz P (2010) Targeted discovery of glycoside hydrolases from a switchgrass adapted compost community. PLoS One 5:e8812

    Article  PubMed  Google Scholar 

  • Angly FE, Felts B, Breitbart M, Salamon P, Edwards RA, Carlson C, Chan AM, Haynes M, Kelley S, Liu H, Mahaffy JM, Mueller JE, Nulton J, Olson R, Parsons R, Rayhawk S, Suttle CA, Rohwer F (2006) The marine viromes of four oceanic regions. Plos Biol 4:2121–2131

    Article  CAS  Google Scholar 

  • Badger JH, Olsen GJ (1999) CRITICA: coding region identification tool invoking comparative analysis. Mol Biol Evol 16:512–524

    Article  PubMed  CAS  Google Scholar 

  • Bekel T, Henckel K, Kuster H, Meyer F, Runte VM, Neuweger H, Paarmann D, Rupp O, Zakrzewski M, Puehler A, Stoye J, Goesmann A (2009) The sequence analysis and management system – SAMS-2.0: data management and sequence analysis adapted to changing requirements from traditional Sanger sequencing to ultrafast sequencing technologies. J Biotechnol 140:3–12

    Article  PubMed  CAS  Google Scholar 

  • Bernhard AE, Colbert D, McManus J, Field KG (2005) Microbial community dynamics based on 16S rRNA gene profiles in a pacific northwest estuary and its tributaries. FEMS Microbiol Ecol 52:115–128

    Article  PubMed  CAS  Google Scholar 

  • Binladen J, Gilbert MTP, Bollback JP, Panitz F, Bendixen C, Nielsen R, Willerslev E (2007) The use of coded PCR primers enables high-throughput sequencing of multiple homolog amplification products by 454 parallel sequencing. PLoS One 2:197–205

    Article  Google Scholar 

  • Bruno WJ, Socci ND, Halpern AL (2000) Weighted neighbor joining: a likelihood-based approach to distance-based phylogeny reconstruction. Mol Biol Evol 17:189–197

    Article  PubMed  CAS  Google Scholar 

  • Chen K, Pachter L (2005) Bioinformatics for whole-genome shotgun sequencing of microbial communities. PLoS Comput Biol 1:106–112

    Article  PubMed  CAS  Google Scholar 

  • Chen ZW, Liu YY, Wu JF, She Q, Jiang CY, Liu SJ (2007) Novel bacterial sulfur oxygenase reductases from bioreactors treating gold-bearing concentrates. Appl Microbiol Biot 74:688–698

    Article  CAS  Google Scholar 

  • Chistoserdova L (2010) Recent progress and new challenges in metagenomics for biotechnology. Biotechnol Lett 32:1351–1359

    Article  PubMed  CAS  Google Scholar 

  • Committee on Metagenomics (2007) The new science of metagenomics: revealing the secrets of our microbial planet. The National Academy Press, Washington, DC, pp 40–75

    Google Scholar 

  • Dafale N, Agrawal L, Kapley A, Meshram S, Purohit H, Wate S (2010) Selection of indicator bacteria based on screening of 16 S rDNA metagenomic library from a two-stage anoxic-oxic bioreactor system degrading azo dyes. Bioresour Technol 101:476–484

    Article  PubMed  CAS  Google Scholar 

  • Daniel R (2004) The soil metagenome – a rich resource for the discovery of novel natural products. Curr Opin Biotech 15:199–204

    Article  PubMed  CAS  Google Scholar 

  • DeLong EF, Preston CM, Mincer T, Rich V, Hallam SJ, Frigaard NU, Martinez A, Sullivan MB, Edwards R, Brito BR, Chisholm SW, Karl DM (2006) Community genomics among stratified microbial assemblages in the ocean’s interior. Science 311:496–503

    Article  PubMed  CAS  Google Scholar 

  • Ellis JT, Hengge NN, Sims RC, Miller CD (2012) Acetone, butanol, and ethanol production from wastewater algae. Bioresour Technol 111:491–495

    Article  PubMed  CAS  Google Scholar 

  • Friedrich MW (2006) Stable-isotope probing of DNA: insights into the function of uncultivated microorganisms from isotopically labeled metagenomes. Curr Opin Biotech 17:59–66

    Article  PubMed  CAS  Google Scholar 

  • Frishman D, Mironov A, Mewes HW, Gelfand M (1998) Combining diverse evidence for gene recognition in completely sequenced bacterial genomes. Nucleic Acids Res 26:2941–2947

    Article  PubMed  CAS  Google Scholar 

  • Furuta S, Matsuhashi H, Arata K (2006) Biodiesel fuel production with solid amorphous-zirconia catalysis in fixed bed reactor. Biomass Bioenerg 30:870–873

    Article  CAS  Google Scholar 

  • Garcia Martin H, Ivanova N, Kunin V, Warnecke F, Barry KW, McHardy AC, Yeates C, He S, Salamov AA, Szeto E, Dalin E, Putnam NH, Shapiro HJ, Pangilinan JL, Rigoutsos I, Kyrpides NC, Blackall LL, McMahon KD, Hugenholtz P (2006) Metagenomic analysis of two enhanced biological phosphorus removal (EBPR) sludge communities. Nat Biotechnol 24:1263–1269

    Article  PubMed  Google Scholar 

  • Gómez E, Máximo MF, Montiel MC, Gómez M, Murcia MD, Ortega S (2012) Continuous tank reactors in series: an improved alternative in the removal of phenolic compounds with immobilized peroxidase. Environ Technol 33:103–111

    Article  PubMed  Google Scholar 

  • Guillard F, Tragardh C (1999) Modeling of the performance of industrial bioreactors with a dynamic microenvironmental approach: a critical review. Chem Eng Technol 22:187–195

    Article  CAS  Google Scholar 

  • Hallam SJ, Girguis PR, Preston CM, Richardson PM, DeLong EF (2003) Identification of methyl coenzyme M reductase a (mcrA) genes associated with methane-oxidizing archaea. Appl Environ Microbiol 69:5483–5491

    Article  PubMed  CAS  Google Scholar 

  • Han W, Wang B, Zhou Y, Wang DX, Wang Y, Yue LR, Li YF, Ren NQ (2012) Fermentative hydrogen production from molasses wastewater in a continuous mixed immobilized sludge reactor. Bioresour Technol 110:219–223

    Article  PubMed  CAS  Google Scholar 

  • Handelsman J (2004) Metagenomics: application of genomics to uncultured microorganisms. Microbiol Mol Biol Rev 68:669–685

    Article  PubMed  CAS  Google Scholar 

  • Horner DS, Pavesi G, Castrignano T, De Meo PD, Liuni S, Sammeth M, Picardi E, Pesole G (2010) Bioinformatics approaches for genomics and post genomics applications of next-generation sequencing. Br Bioinform 11:181–197

    Article  CAS  Google Scholar 

  • Huang Y, Gilna P, Li WZ (2009) Identification of ribosomal RNA genes in metagenomic fragments. Bioinformatics 25:1338–1340

    Article  PubMed  CAS  Google Scholar 

  • Huson DH, Rupp R, Scornavacca C (2010) Phylogenetic networks: concepts, algorithms and applications. Cambridge University Press, Cambridge/New York, pp 23–30

    Book  Google Scholar 

  • Jenkins RO, Leach CK, Mijnbeek G (1992) Bioreactor design and product yield. Butterworth-Heinemann, Oxford/Boston, pp 71–140

    Google Scholar 

  • Jiang C, Wu LL, Zhao GC, Shen PH, Jin K, Hao ZY, Li SX, Ma GF, Luo FF, Hu GQ, Kang WL, Qin XM, Bi YL, Tang XL, Wu B (2010) Identification and characterization of a novel fumarase gene by metagenome expression cloning from marine microorganisms. Microb Cell Fact 9:91

    Article  PubMed  CAS  Google Scholar 

  • Jiang X, Xu X, Huo Y, Wu Y, Zhu X, Zhang X, Wu M (2012) Identification and characterization of novel esterases from a deep-sea sediment metagenome. Arch Microbiol 194:207–214

    Article  PubMed  CAS  Google Scholar 

  • Kaiser O, Bartels D, Bekel T, Goesmann A, Kespohl S, Puhler A, Meyer F (2003) Whole genome shotgun sequencing guided-by bioinformatics pipelines – an optimized approach for an established technique. J Biotechnol 106:121–133

    Article  PubMed  CAS  Google Scholar 

  • Kanokratana P, Uengwetwanit T, Rattanachomsri U, Bunterngsook B, Nimchua T, Tangphatsornruang S, Plengvidhya V, Champreda V, Eurwilaichitr L (2011) Insights into the phylogeny and metabolic potential of a primary tropical peat swamp forest microbial community by metagenomic analysis. Microb Ecol 61:518–528

    Article  PubMed  Google Scholar 

  • Kembel SW, Eisen JA, Pollard KS, Green JL (2011) The phylogenetic diversity of metagenomes. PLoS One 6:e23214

    Article  PubMed  CAS  Google Scholar 

  • Kolios G, Frauhammer J, Eigenberger G (2000) Autothermal fixed-bed reactor concepts. Chem Eng Sci 55:5945–5967

    Article  CAS  Google Scholar 

  • Koonin EV, Wolf YI (2008) Genomics of bacteria and archaea: the emerging dynamic view of the prokaryotic world. Nucleic Acids Res 36:6688–6719

    Article  PubMed  CAS  Google Scholar 

  • Krause L, Diaz NN, Bartels D, Edwards RA, Puhler A, Rohwer F, Meyer F, Stoye J (2006) Finding novel genes in bacterial communities isolated from the environment. Bioinformatics 22:E281–E289

    Article  PubMed  CAS  Google Scholar 

  • Krause L, McHardy AC, Nattkemper TW, Puhler A, Stoye J, Meyer F (2007) GISMO – gene identification using a support vector machine for ORF classification. Nucleic Acids Res 35:540–549

    Article  PubMed  CAS  Google Scholar 

  • Krober M, Bekel T, Diaz NN, Goesmann A, Jaenicke S, Krause L, Miller D, Runte KJ, Viehover P, Puhler A, Schluter A (2009) Phylogenetic characterization of a biogas plant microbial community integrating clone library 16S-rDNA sequences and metagenome sequence data obtained by 454-pyrosequencing. J Biotechnol 142:38–49

    Article  PubMed  Google Scholar 

  • Kunin V, Copeland A, Lapidus A, Mavromatis K, Hugenholtz P (2008) A bioinformatician’s guide to metagenomics. Microbiol Mol Biol Rev 72:557–578

    Article  PubMed  CAS  Google Scholar 

  • Kuystermans D, Krampe B, Swiderek H, Al-Rubeai M (2007) Using cell engineering and omic tools for the improvement of cell culture processes. Cytotechnology 53:3–22

    Article  PubMed  Google Scholar 

  • Lee T, D’Amore T (2011) Membrane separation theoretical and applicable considerations for optimum industrial bioprocessing. J Bioprocess Biotechques 01. doi:10.4172/2155-9821.1000101e

  • Linke B, McHardy AC, Neuweger H, Krause L, Meyer F (2006) REGANOR: a gene prediction server for prokaryotic genomes and a database of high quality gene predictions for prokaryotes. Appl Bioinformatics 5:193–198

    Article  PubMed  CAS  Google Scholar 

  • Luo C, Tsementzi D, Kyrpides N, Read T, Konstantinidis KT (2012) Direct comparisons of illumina vs. Roche 454 sequencing technologies on the same microbial community DNA sample. PLoS One 7:e30087

    Article  PubMed  CAS  Google Scholar 

  • Luscombe NM, Greenbaum D, Gerstein M (2001) What is bioinformatics? A proposed definition and overview of the field. Method Inf Med 40:346–358

    CAS  Google Scholar 

  • Mardis ER (2008) The impact of next-generation sequencing technology on genetics. Trends Genet 24:133–141

    Article  PubMed  CAS  Google Scholar 

  • Mashayekhi F, Ronaghi M (2007) Analysis of read length limiting factors in pyrosequencing chemistry. Anal Biochem 363:275–287

    Article  PubMed  CAS  Google Scholar 

  • Meilleur C, Hupe JF, Juteau P, Shareck F (2009) Isolation and characterization of a new alkali-thermostable lipase cloned from a metagenomic library. J Ind Microbiol Biotechnol 36:853–861

    Article  PubMed  CAS  Google Scholar 

  • Meyer F, Goesmann A, McHardy AC, Bartels D, Bekel T, Clausen J, Kalinowski J, Linke B, Rupp O, Giegerich R, Puhler A (2003) GenDB – an open source genome annotation system for prokaryote genomes. Nucleic Acids Res 31:2187–2195

    Article  PubMed  CAS  Google Scholar 

  • Mills DK, Entry JA, Voss JD, Gillevet PM, Mathee K (2006) An assessment of the hypervariable domains of the 16 S rRNA genes for their value in determining microbial community diversity: the paradox of traditional ecological indices. FEMS Microbiol Ecol 57:496–503

    Article  PubMed  CAS  Google Scholar 

  • Miura Y, Hiraiwa MN, Ito T, Itonaga T, Watanabe Y, Okabe S (2007) Bacterial community structures in MBRs treating municipal wastewater: relationship between community stability and reactor performance. Water Res 41:627–637

    Article  PubMed  CAS  Google Scholar 

  • Mohapatra BR, Gould WD, Dinardo O, Koren DW (2011) Tracking the prokaryotic diversity in acid mine drainage-contaminated environments: a review of molecular methods. Miner Eng 24:709–718

    Article  CAS  Google Scholar 

  • Moorthie S, Mattocks CJ, Wright CF (2011) Review of massively parallel DNA sequencing technologies. HUGO J 5:1–12

    Article  Google Scholar 

  • Morales SE, Holben WE (2011) Linking bacterial identities and ecosystem processes: can ‘omic’ analyses be more than the sum of their parts? FEMS Microbiol Ecol 75:2–16

    Article  PubMed  CAS  Google Scholar 

  • Mulder N, Apweiler R (2007) InterPro and InterProScan: tools for protein sequence classification and comparison. Method Mol Biol 396:59–70

    Article  CAS  Google Scholar 

  • Mulder NJ, Apweiler R, Attwood TK, Bairoch A, Bateman A, Binns D, Bork P, Buillard V, Cerutti L, Copley R, Courcelle E, Das U, Daugherty L, Dibley M, Finn R, Fleischmann W, Gough J, Haft D, Hulo N, Hunter S, Kahn D, Kanapin A, Kejariwal A, Labarga A, Langendijk-Genevaux PS, Lonsdale D, Lopez R, Letunic I, Madera M, Maslen J, McAnulla C, McDowall J, Mistry J, Mitchell A, Nikolskaya AN, Orchard S, Orengo C, Petryszak R, Selengut JD, Sigrist CJ, Thomas PD, Valentin F, Wilson D, Wu CH, Yeats C (2007) New developments in the InterPro database. Nucleic Acids Res 35:D224–D228

    Article  PubMed  CAS  Google Scholar 

  • Nacke H, Engelhaupt M, Brady S, Fischer C, Tautzt J, Daniel R (2012) Identification and characterization of novel cellulolytic and hemicellulolytic genes and enzymes derived from German grassland soil metagenomes. Biotechnol Lett 34:663–675

    Article  PubMed  CAS  Google Scholar 

  • Nakano K, Rischke M, Sato S, Markl H (1997) Influence of acetic acid on the growth of Escherichia coli K12 during high-cell-density cultivation in a dialysis reactor. Appl Microbiol Biot 48:597–601

    Article  CAS  Google Scholar 

  • Park JH, Lee SY (2008) Towards systems metabolic engineering of microorganisms for amino acid production. Curr Opin Biotech 19:454–460

    Article  PubMed  CAS  Google Scholar 

  • Park SJ, Lee SY, Cho J, Kim TY, Lee JW, Park JH, Han MJ (2005) Global physiological understanding and metabolic engineering of microorganisms based on omics studies. Appl Microbiol Biot 68:567–579

    Article  CAS  Google Scholar 

  • Petrosino JF, Highlander S, Luna RA, Gibbs RA, Versalovic J (2009) Metagenomic pyrosequencing and microbial identification. Clin Chem 55:856–866

    Article  PubMed  CAS  Google Scholar 

  • Pop M, Phillippy A, Delcher AL, Salzberg SL (2004) Comparative genome assembly. Brief Bioinform 5:237–248

    Article  PubMed  CAS  Google Scholar 

  • Rusch DB, Halpern AL, Sutton G, Heidelberg KB, Williamson S, Yooseph S, Wu D, Eisen JA, Hoffman JM, Remington K, Beeson K, Tran B, Smith H, Baden-Tillson H, Stewart C, Thorpe J, Freeman J, Andrews-Pfannkoch C, Venter JE, Li K, Kravitz S, Heidelberg JF, Utterback T, Rogers YH, Falcon LI, Souza V, Bonilla-Rosso G, Eguiarte LE, Karl DM, Sathyendranath S, Platt T, Bermingham E, Gallardo V, Tamayo-Castillo G, Ferrari MR, Strausberg RL, Nealson K, Friedman R, Frazier M, Venter JC (2007) The sorcerer II global ocean sampling expedition: northwest Atlantic through eastern tropical pacific. Plos Biol 5:e77

    Article  PubMed  Google Scholar 

  • Sahl JW, Gary MO, Harris JK, Spear JR (2011) A comparative molecular analysis of water-filled limestone sinkholes in north-eastern Mexico. Environ Microbiol 13:226–240

    Article  PubMed  CAS  Google Scholar 

  • Sbizzaro D, Bota GB, Borri RB, Teran FJC (2012) Electrocoagulation/flotation followed by fluidized bed anaerobic reactor applied to tannery effluent treatment. Desalin Water Treat 37:359–363

    Article  Google Scholar 

  • Schluter A, Bekel T, Diaz NN, Dondrup M, Eichenlaub R, Gartemann KH, Krahn I, Krause L, Kromeke H, Kruse O, Mussgnug JH, Neuweger H, Niehaus K, Puhler A, Runte KJ, Szczepanowski R, Tauch A, Tilker A, Viehover P, Goesmann A (2008) The metagenome of a biogas-producing microbial community of a production-scale biogas plant fermenter analysed by the 454-pyrosequencing technology. J Biotechnol 136:77–90

    Article  PubMed  Google Scholar 

  • Shi Y, Tyson GW, DeLong EF (2009) Metatranscriptomics reveals unique microbial small RNAs in the ocean’s water column. Nature 459:266–269

    Article  PubMed  CAS  Google Scholar 

  • Shin SG, Lee CS, Hwang K, Ahn JH, Hwang S (2008) Use of order-specific primers to investigate the methanogenic diversity in acetate enrichment system. J Ind Microbiol Biotechnol 35:1345–1352

    Article  PubMed  CAS  Google Scholar 

  • Shuler ML, Kargi F (2002) Bioprocess engineering: basic concepts. Prentice Hall, Upper Saddle River, pp 1–576

    Google Scholar 

  • Simon C, Daniel R (2011) Metagenomic analyses: past and future trends. Appl Environ Microbiol 77:1153–1161

    Article  PubMed  CAS  Google Scholar 

  • Singleton DR, Ramirez LG, Aitken MD (2009) Characterization of a polycyclic aromatic hydrocarbon degradation gene cluster in a phenanthrene-degrading acidovorax strain. Appl Environ Microbiol 75:2613–2620

    Article  PubMed  CAS  Google Scholar 

  • Sleator RD (2011) Phylogenetics. Arch Microbiol 193:235–239

    Article  PubMed  CAS  Google Scholar 

  • Sleator RD, Shortall C, Hill C (2008) Metagenomics. Lett Appl Microbiol 47:361–366

    Article  PubMed  CAS  Google Scholar 

  • Steinberg LM, Regan JM (2008) Phylogenetic comparison of the methanogenic communities from an acidic, oligotrophic fen and an anaerobic digester treating municipal wastewater sludge. Appl Environ Microbiol 74:6663–6671

    Article  PubMed  CAS  Google Scholar 

  • Straalen NMV, Roelofs D (2006) An introduction to ecological genomics. Oxford University Press, Oxford/New York, pp 11–146

    Google Scholar 

  • Streit WR, Schmitz RA (2004) Metagenomics – the key to the uncultured microbes. Curr Opin Microbiol 7:492–498

    Article  PubMed  CAS  Google Scholar 

  • Talbot G, Topp E, Palin MF, Masse DI (2008) Evaluation of molecular methods used for establishing the interactions and functions of microorganisms in anaerobic bioreactors. Water Res 42:513–537

    Article  PubMed  CAS  Google Scholar 

  • Tamura K, Dudley J, Nei M, Kumar S (2007) MEGA4: molecular evolutionary genetics analysis (MEGA) software version 4.0. Mol Biol Evol 24:1596–1599

    Article  PubMed  CAS  Google Scholar 

  • Tamura K, Peterson D, Peterson N, Stecher G, Nei M, Kumar S (2011) MEGA5: molecular evolutionary genetics analysis using maximum likelihood, evolutionary distance, and maximum parsimony methods. Mol Biol Evol 28:2731–2739

    Article  PubMed  CAS  Google Scholar 

  • Tatusov RL, Natale DA, Garkavtsev IV, Tatusova TA, Shankavaram UT, Rao BS, Kiryutin B, Galperin MY, Fedorova ND, Koonin EV (2001) The COG database: new developments in phylogenetic classification of proteins from complete genomes. Nucleic Acids Res 29:22–28

    Article  PubMed  CAS  Google Scholar 

  • Ullmann F (2007) Ullmann’s biotechnology and biochemical engineering. Wiley-VCH, Weinheim, pp 636–645

    Google Scholar 

  • Warnecke F, Luginbuhl P, Ivanova N, Ghassemian M, Richardson TH, Stege JT, Cayouette M, McHardy AC, Djordjevic G, Aboushadi N, Sorek R, Tringe SG, Podar M, Martin HG, Kunin V, Dalevi D, Madejska J, Kirton E, Platt D, Szeto E, Salamov A, Barry K, Mikhailova N, Kyrpides NC, Matson EG, Ottesen EA, Zhang X, Hernandez M, Murillo C, Acosta LG, Rigoutsos I, Tamayo G, Green BD, Chang C, Rubin EM, Mathur EJ, Robertson DE, Hugenholtz P, Leadbetter JR (2007) Metagenomic and functional analysis of hindgut microbiota of a wood-feeding higher termite. Nature 450:560–565

    Article  PubMed  CAS  Google Scholar 

  • Williams JA (2002) Keys to bioreactor selections. Chem Eng Prog 98:34–41

    CAS  Google Scholar 

  • Wooley JC, Godzik A, Friedberg I (2010) A primer on metagenomics. PLoS Comput Biol 6:e1000667

    Article  PubMed  Google Scholar 

  • Xie W, Wang F, Guo L, Chen Z, Sievert SM, Meng J, Huang G, Li Y, Yan Q, Wu S, Wang X, Chen S, He G, Xiao X, Xu A (2011) Comparative metagenomics of microbial communities inhabiting deep-sea hydrothermal vent chimneys with contrasting chemistries. ISME J 5:414–426

    Article  PubMed  Google Scholar 

  • Zeng SJ, Yuan XZ, Shi XS, Qiu YL (2010) Effect of inoculum/substrate ratio on methane yield and orthophosphate release from anaerobic digestion of Microcystis spp. J Hazard Mater 178:89–93

    Article  PubMed  CAS  Google Scholar 

  • Zhang B, Sun BS, Ji M, Liu HN, Liu XH (2010) Quantification and comparison of ammonia-oxidizing bacterial communities in MBRs treating various types of wastewater. Bioresour Technol 101:3054–3059

    Article  PubMed  CAS  Google Scholar 

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Acknowledgements

We thank the Utah State University Bioenergy program, the Utah Science Technology and Research (USTAR) initiative, the Sustainable Waste-to-Bioproducts Engineering Center (SWBEC), and the US Department of Energy (DOE) for financial support.

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Correspondence to Charles D. Miller .

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Ellis, J.T., Sims, R.C., Miller, C.D. (2012). Monitoring Microbial Diversity of Bioreactors Using Metagenomic Approaches. In: Wang, X., Chen, J., Quinn, P. (eds) Reprogramming Microbial Metabolic Pathways. Subcellular Biochemistry, vol 64. Springer, Dordrecht. https://doi.org/10.1007/978-94-007-5055-5_4

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