Skip to main content
Log in

Metagenomic approaches: effective tools for monitoring the structure and functionality of microbiomes in anaerobic digestion systems

  • Mini-Review
  • Published:
Applied Microbiology and Biotechnology Aims and scope Submit manuscript

A Correction to this article was published on 09 November 2019

This article has been updated

Abstract

Microbial metagenome analysis has proven its usefulness to investigate the microbiomes present in technical engineered ecosystems such as anaerobic digestion systems. The analysis of the total microbial genomic DNA allows the detailed determination of both the microbial community structure and its functionality. In addition, it enables to study the response of the microbiome to alterations in technical process parameters. Strategies of functional microbial networks to face abiotic stressors, e.g., resistance, resilience, and reorganization, can be evaluated with respect to overall process optimization. The objective of this paper is to review the main metagenomic tools used for effective studies on anaerobic digestion systems in monitoring the dynamic of the microbiomes, as well as the factors that have been identified so far as limiting the metagenomic studies in this ecosystems.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Change history

  • 09 November 2019

    The original version of this article was revised: After publication of this article, the publisher was notified that Michael Klocke has been listed as an author without his consent.

References

  • Alberti A, Belser C, Engelen S, Bertrand L, Orvain C, Brinas L, Cruaud C, Giraut L, Da Silva C, Firmo C, Aury J-M, Wincker P (2014) Comparison of library preparation methods reveals their impact on interpretation of metatranscriptomic data. BMC Genomics 15:912. https://doi.org/10.1186/1471-2164-15-912

    Article  PubMed  PubMed Central  Google Scholar 

  • Bedoya K, Coltell O, Cabarcas F, Alzate JF (2019) Metagenomic assessment of the microbial community and methanogenic pathways in biosolids from a municipal wastewater treatment plant in Medellín, Colombia. Sci Total Environ 648:572–581

    Article  CAS  PubMed  Google Scholar 

  • Bleidorn C (2016) Third generation sequencing: technology and its potential impact on evolutionary biodiversity research. Syst Biodivers 14:1–8. https://doi.org/10.1080/14772000.2015.1099575

    Article  Google Scholar 

  • Bosi E, Bacci G, Mengoni A, Fondi M (2017) Perspectives and challenges in microbial communities metabolic modeling. Front Genet 8:88

    Article  PubMed  PubMed Central  Google Scholar 

  • Buermans HPJ, den Dunnen JT (2014) Next generation sequencing technology: advances and applications. Biochim Biophys Acta Mol basis Dis 1842:1932–1941. https://doi.org/10.1016/j.bbadis.2014.06.015

    Article  CAS  Google Scholar 

  • Cabezas A, de Araujo JC, Callejas C, Galès A, Hamelin J, Marone A, Sousa DZ, Trably E, Etchebehere C (2015) How to use molecular biology tools for the study of the anaerobic digestion process? Rev Environ Sci Biotechnol 14:555–593. https://doi.org/10.1007/s11157-015-9380-8

    Article  Google Scholar 

  • Campanaro S, Treu L, Kougias PG, Luo G, Angelidaki I (2018) Metagenomic binning reveals the functional roles of core abundant microorganisms in twelve full-scale biogas plants. Water Res 140:123–134

    Article  CAS  PubMed  Google Scholar 

  • Cummings PJ, Olszewicz J, Obom KM (2017) Nanopore DNA sequencing for metagenomic soil analysis. J Vis Exp. https://doi.org/10.3791/55979

  • Dekker C (2007) Solid-state nanopores. Nat Nanotechnol 2:209–215. https://doi.org/10.1038/nnano.2007.27

    Article  CAS  PubMed  Google Scholar 

  • dela Torre R, Larkin J, Singer A, Meller A (2012) Fabrication and characterization of solid-state nanopore arrays for high throughput DNA sequencing. Nanotechnology 23:385308. https://doi.org/10.1088/0957-4484/23/38/385308

    Article  CAS  PubMed Central  Google Scholar 

  • Ducey T, Hunt PG (2013) Microbial community analysis of swine wastewater anaerobic lagoons by next generation DNA sequencing. Anaerobe 21:50–57. https://doi.org/10.1016/j.anaerobe.2013.03.005

    Article  CAS  PubMed  Google Scholar 

  • Eid J, Fehr A, Gray J, Luong K, Lyle J, Otto G, Peluso P, Rank D, Baybayan P, Bettman B, Bibillo A, Bjornson K, Chaudhuri B, Christians F, Cicero R, Clark S, Dalal R, deWinter A, Dixon J, Foquet M, Gaertner A, Hardenbol P, Heiner C, Hester K, Holden D, Kearns G, Kong X, Kuse R, Lacroix Y, Lin S, Lundquist P, Ma C, Marks P, Maxham M, Murphy D, Park I, Pham T, Phillips M, Roy J, Sebra R, Shen G, Sorenson J, Tomaney A, Travers K, Trulson M, Vieceli J, Wegener J, Wu D, Yang A, Zaccarin D, Zhao P, Zhong F, Korlach J, Turner S (2009) Real-time DNA sequencing from single polymerase molecules. Science 323:133–138. https://doi.org/10.1126/science.1162986

    Article  CAS  PubMed  Google Scholar 

  • Feng Y, Zhang Y, Ying C, Wang D, Du C (2015) Nanopore-based fourth-generation DNA sequencing technology. Genomics Proteomics Bioinformatics 13:4–16. https://doi.org/10.1016/j.gpb.2015.01.009

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Fierer N, Lennon JT (2011) The generation and maintenance of diversity in microbial communities. Am J Bot 98:439–448. https://doi.org/10.3732/ajb.1000498

    Article  PubMed  Google Scholar 

  • Flusberg BA, Webster DR, Lee JH, Travers KJ, Olivares EC, Clark TA, Korlach J, Turner SW (2010) Direct detection of DNA methylation during single-molecule, real-time sequencing. Nat Methods 7:461–465. https://doi.org/10.1038/nmeth.1459

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Gupta PK (2008) Single-molecule DNA sequencing technologies for future genomics research. Trends Biotechnol 26:602–611. https://doi.org/10.1016/j.tibtech.2008.07.003

    Article  CAS  PubMed  Google Scholar 

  • Handelsman J, Rondon MR, Brady SF, Clardy J, Goodman RM (1998) Molecular biological access to the chemistry of unknown soil microbes: a new frontier for natural products. Chem Biol 5:R245–R249. https://doi.org/10.1016/S1074-5521(98)90108-9

    Article  CAS  PubMed  Google Scholar 

  • Hao L, McIlroy SJ, Kirkegaard RH, Karst SM, Fernando WEY, Aslan H, Meyer RL, Albertsen M, Nielsen PH, Dueholm, MS (2018) Novel prosthecate bacteria from the candidate phylum Acetothermia. ISME J 12(9):2225–2237. https://doi.org/10.1038/s41396-018-0187-9

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hassa J, Maus I, Off S, Pühler A, Scherer P, Klocke M, Schlüter A (2018) Metagenome, metatranscriptome, and metaproteome approaches unraveled compositions and functional relationships of microbial communities residing in biogas plants. Appl Microbiol Biotechnol 102:5045–5063. https://doi.org/10.1007/s00253-018-8976-7

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hawley ER, Piao H, Scott NM, Malfatti S, Pagani I, Huntemann M, Chen A, Glavina del Rio T, Foster B, Copeland A, Jansson J, Pati A, Tringe S, Gilbert JA, Lorenson TD, Hess M (2014) Metagenomic analysis of microbial consortium from natural crude oil that seeps into the marine ecosystem offshore Southern California. Stand Genomic Sci 9(3):1259. https://doi.org/10.4056/sigs.5029016

    Article  PubMed  PubMed Central  Google Scholar 

  • Heather JM, Chain B (2016) The sequence of sequencers: the history of sequencing DNA. Genomics 107:1–8. https://doi.org/10.1016/j.ygeno.2015.11.003

    Article  CAS  PubMed  Google Scholar 

  • Heng JB, Ho C, Kim T, Timp R, Aksimentiev A, Grinkova YV, Sligar S, Schulten K, Timp G (2004) Sizing DNA using a nanometer-diameter pore. Biophys J 87:2905–2911. https://doi.org/10.1529/biophysj.104.041814

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Heng JB, Aksimentiev A, Ho C, Marks P, Grinkova YV, Sligar S, Schulten K, Timp G (2006) The electromechanics of DNA in a synthetic nanopore. Biophys J 90:1098–1106. https://doi.org/10.1529/biophysj.105.070672

    Article  CAS  PubMed  Google Scholar 

  • Hernández-León R, Velázquez-Sepúlveda I, Orozco-Mosqueda MC, Santoyo G (2010) Metagenómica de suelos: grandes desafíos y nuevas oportunidades biotecnológicas. Phyton (Buenos Aires) 79:133–139

    Google Scholar 

  • Hori T, Haruta S, Ueno Y, Ishii M, Igarashi Y (2006) Dynamic transition of a methanogenic population in response to the concentration of volatile fatty acids in a thermophilic anaerobic digester. Appl Environ Microbiol 72(2):1623–1630

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Huse SM, Welch DM, Morrison HG, Sogin ML (2010) Ironing out the wrinkles in the rare biosphere through improved OTU clustering. Environ Microbiol 12:1889–1898

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Jiménez, J. (2015) Adición de paja de arroz y arcillas residuales a la digestión anaerobia de estiércol porcino. Efecto sobre la comunidad procariota productora de metano. PhD Thesis. University of Havana, Cuba.

  • Jiménez J, Theuerl S, Bergmann I, Klocke M, Guerra G, Romero-Romero O (2016) Prokaryote community dynamics in anaerobic co-digestion of swine manure, rice straw and industrial clay residual. Water Sci Technol 74(4):824–835. https://doi.org/10.2166/wst.2016.170 ISSN 0273-1223

    Article  CAS  PubMed  Google Scholar 

  • Jiménez J, Barrera EL, De Vrieze J, Boon N, DeMeester S, Spanjers H, Romero-Romero O, Dewulf J (2017) Microbial community dynamics reflect reactor stability during the anaerobic digestion of a very high strength and sulfate-rich vinasse. J Chem Technol Biotechnol 93:975–998. https://doi.org/10.1002/jctb.5449

    Article  CAS  Google Scholar 

  • Jünemann S, Kleinbölting N, Jaenicke S, Henke C, Hassa J, Nelkner J, Stolze Y, Albaum SP, Schlüter A, Goesmann A, Sczyrba A, Stoye J (2017) Bioinformatics for NGS-based metagenomics and the application to biogás research. J Biotechnol 261:10–23

    Article  PubMed  Google Scholar 

  • Kilianski A, Haas JL, Corriveau EJ, Liem AT, Willis KL, Kadavy DR, Rosenzweig CN, Minot SS (2015) Bacterial and viral identification and differentiation by amplicon sequencing on the MinION nanopore sequencer. Gigascience 4:12. https://doi.org/10.1186/s13742-015-0051-z

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kirkegaard RH, McIlroy SJ, Kristensen JM, Nierychlo M, Karst SM, Dueholm MS, Albertsen M, Nielsen PH (2017) The impact of immigration on microbial community composition in full-scale anaerobic digesters. Sci Rep 7. https://doi.org/10.1038/s41598-017-09303-0

  • Klindworth A, Pruesse E, Schweer T, Peplies J, Quast C, Horn M, Glöckner FO (2013) Evaluation of general 16S ribosomal RNA gene PCR primers for classical and next-generation sequencing-based diversity studies. Nucleic Acids Res 41:e1–e1. https://doi.org/10.1093/nar/gks808

    Article  CAS  PubMed  Google Scholar 

  • Klocke M, Nettmann E, Bergmann I, Mundt K, Souidi K, Mumme J, Linke B (2008) Characterization of the methanogenic Archaea within two-phase biogas reactor systems operated with plant biomass. Syst Appl Microbiol 31(3):190–205

    Article  CAS  PubMed  Google Scholar 

  • Krause L, Diaz NN, Edwards RA, Gartemann KH, Kromeke H, Neuweger H, Puhler A, Runte KJ, Schluter A, Stoye J, Szczepanowski R, Tauch A, Goesmann A (2008) Taxonomic composition and gene content of a methane-producing microbial community isolated from a biogas reactor. J Biotechnol 136(1-2):91–101

    Article  CAS  PubMed  Google Scholar 

  • Kuroda K, Nobu MK, Mei R, Narihiro T, Bocher BTW, Yamaguchi T, Liu W-T (2016) A single-granule-level approach reveals ecological heterogeneity in an upflow anaerobic sludge blanket reactor. PLoS One 11:e0167788. https://doi.org/10.1371/journal.pone.0167788

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Lagier J-C, Hugon P, Khelaifia S, Fournier P-E, Scola BL, Raoult D (2015) The rebirth of culture in microbiology through the example of culturomics to study human gut microbiota. Clin Microbiol Rev 28:237–264. https://doi.org/10.1128/CMR.00014-14

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Lagier J-C, Dubourg G, Million M, Cadoret F, Bilen M, Fenollar F, Levasseur A, Rolain J-M, Fournier P-E, Raoult D (2018) Culturing the human microbiota and culturomics. Nat Rev Microbiol 16:540–550. https://doi.org/10.1038/s41579-018-0041-0

    Article  CAS  PubMed  Google Scholar 

  • Lazarevic V, Whiteson K, Huse S, Hernandez D, Farinelli L, Østerås M, Schrenzel J, François P (2009) Metagenomic study of the oral microbiota by Illumina high-throughput sequencing. J Microbiol Methods 79:266–271. https://doi.org/10.1016/j.mimet.2009.09.012

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Lee C, Kim J, Shin SG, Hwang S (2008) Monitoring bacterial and archaeal community shifts in a mesophilic anaerobic batch reactor treating a high-strength organic wastewater. FEMS Microbiol Ecol 65(3):544–554

    Article  CAS  PubMed  Google Scholar 

  • Louca S, Polz MF, Mazel F, Albright MBN, Huber JA, O’Connor MI, Ackermann M, Hahn AS, Srivastava DS, Crowe SA, Doebeli M, Parfrey LW (2018) Function and functional redundancy in microbial systems. Nat Ecol Evol 2:936–943

    Article  PubMed  Google Scholar 

  • Madigan MT, Martinko JM, Stahl D, Clark DP (2010) Brock: biology of microorganisms San Francisco. USA, Benjamin Cummings

    Google Scholar 

  • Malin C, Illmer P (2008) Ability of DNA content and DGGE analysis to reflect the performance condition of an anaerobic biowaste fermenter. Microbiol Res 163(5):503–511

    Article  CAS  PubMed  Google Scholar 

  • Margulies M, Egholm M, Altman WE, Attiya S, Bader JS, Bemben LA, Berka J, Braverman MS, Chen Y-J, Chen Z, Dewell SB, Du L, Fierro JM, Gomes XV, Godwin BC, He W, Helgesen S, Ho CH, Irzyk GP, Jando SC, Alenquer MLI, Jarvie TP, Jirage KB, Kim J-B, Knight JR, Lanza JR, Leamon JH, Lefkowitz SM, Lei M, Li J, Lohman KL, Lu H, Makhijani VB, McDade KE, McKenna MP, Myers EW, Nickerson E, Nobile JR, Plant R, Puc BP, Ronan MT, Roth GT, Sarkis GJ, Simons JF, Simpson JW, Srinivasan M, Tartaro KR, Tomasz A, Vogt KA, Volkmer GA, Wang SH, Wang Y, Weiner MP, Yu P, Begley RF, Rothberg JM (2005) Genome sequencing in microfabricated high-density picolitre reactors. Nature 437:376–380. https://doi.org/10.1038/nature03959

    Article  PubMed  PubMed Central  Google Scholar 

  • Maus I, Rumming M, Bergmann I, Heeg K, Pohl M, Nettmann E, Jaenicke S, Blom J, Pühler A, Schlüter A, Sczyrba A, Klocke M (2018) Characterization of Bathyarchaeota genomes assembled from metagenomes of biofilms residing in mesophilic and thermophilic biogas reactors. Biotechnol Biofuels 11:167. https://doi.org/10.1186/s13068-018-1162-4

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Militon C, Hamdi O, Michotey V, Fardeau M-L, Ollivier B, Bouallagui H, Hamdi M, Bonin P (2015) Ecological significance of Synergistetes in the biological treatment of tuna cooking wastewater by an anaerobic sequencing batch reactor. Environ Sci Pollut Res Int 22:18230–18238. https://doi.org/10.1007/s11356-015-4973-x

    Article  CAS  PubMed  Google Scholar 

  • Nanopore Store (2018) Flow Cells. In: Oxford nanopore technologies. https://store.nanoporetech.com/flowcells.html. Accessed 5 Nov 2018

  • Nazaries L, Pan Y, Bodrossy L, Baggs EM, Millard P, Murrell JC, Singh BK (2013) Evidence of microbial regulation of biogeochemical cycles from a study on methane flux and land use change. Appl Environ Microbiol 79:4031–4040. https://doi.org/10.1128/AEM.00095-13

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Nettmann E, Bergmann I, Pramschufer S, Mundt K, Plogsties V, Herrmann C, Klocke M (2010) Polyphasic Analyses of methanogenic archaeal communities in agricultural biogas plants. Appl Environ Microbiol 76(8):2540–2548

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Nobu MK, Narihiro T, Rinke C, Kamagata Y, Tringe SG, Woyke T, Liu W-T (2015) Microbial dark matter ecogenomics reveals complex synergistic networks in a methanogenic bioreactor. ISME J 9:1710–1722. https://doi.org/10.1038/ismej.2014.256

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ortiz MLA, Carrara XC (2017) Diagnóstico, tendencias en investigación y áreas de oportunidad. Yucatán, México

    Google Scholar 

  • Oulas A, Pavloudi C, Polymenakou P, Pavlopoulos GA, Papanikolaou N, Kotoulas G, Arvanitidis C, Iliopoulos I (2015) Metagenomics: tools and insights for analyzing next-generation sequencing data derived from biodiversity studies. Bioinform Biol Insights 9:75–88. https://doi.org/10.4137/BBI.S12462

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Pechtl A, Rückert C, Maus I, Koeck DE, Trushina N, Kornberger P, Schwarz WH, Schlüter A, Liebl W, Zverlov VV (2018) Complete genome sequence of the novel cellulolytic, anaerobic, thermophilic bacterium Herbivorax saccincola type strain GGR1, isolated from a lab scale biogas reactor as established by Illumina and nanopore MinION sequencing. Genome Announc 6:e01493–e01417. https://doi.org/10.1128/genomeA.01493-17

    Article  PubMed  PubMed Central  Google Scholar 

  • Pennisi E (2010) Semiconductors inspire new sequencing technologies. Science 327:1190–1190. https://doi.org/10.1126/science.327.5970.1190

    Article  CAS  PubMed  Google Scholar 

  • Poretsky R, Rodriguez-R LM, Luo C, Tsementzi D, Konstantinidis KT (2014) Strengths and limitations of 16S rRNA gene amplicon sequencing in revealing temporal microbial community dynamics. PLoS One 9(4)

    Article  PubMed  PubMed Central  Google Scholar 

  • Qin J, Li R, Raes J, Arumugam M, Burgdorf KS, Manichanh C, Nielsen T, Pons N, Levenez F, Yamada T, Mende DR, Li J, Xu J, Li S, Li D, Cao J, Wang B, Liang H, Zheng H, Xie Y, Tap J, Lepage P, Bertalan M, Batto J-M, Hansen T, Paslier DL, Linneberg A, Nielsen HB, Pelletier E, Renault P, Sicheritz-Ponten T, Turner K, Zhu H, Yu C, Li S, Jian M, Zhou Y, Li Y, Zhang X, Li S, Qin N, Yang H, Wang J, Brunak S, Doré J, Guarner F, Kristiansen K, Pedersen O, Parkhill J, Weissenbach J, Consortium M, Antolin M, Artiguenave F, Blottiere H, Borruel N, Bruls T, Casellas F, Chervaux C, Cultrone A, Delorme C, Denariaz G, Dervyn R, Forte M, Friss C, van de Guchte M, Guedon E, Haimet F, Jamet A, Juste C, Kaci G, Kleerebezem M, Knol J, Kristensen M, Layec S, Roux KL, Leclerc M, Maguin E, Minardi RM, Oozeer R, Rescigno M, Sanchez N, Tims S, Torrejon T, Varela E, de Vos W, Winogradsky Y, Zoetendal E, Bork P, Ehrlich SD, Wang J (2010) A human gut microbial gene catalogue established by metagenomic sequencing. Nature 464:59–65. https://doi.org/10.1038/nature08821

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Quince C, Lanzen A, Curtis TP, Davenport RJ, Hall N, Head IM, Read LF, Sloan WT (2009) Accurate determination of microbial diversity from 454 pyrosequencing data. Nat Methods 6:639–641

    Article  CAS  PubMed  Google Scholar 

  • Quince C, Lanzen A, Davenport RJ, Turnbaugh PJ (2011) Removing noise from pyrosequenced amplicons BMC Bioinformatics 12

  • Rhee M, Burns MA (2006) Nanopore sequencing technology: research trends and applications. Trends Biotechnol 24:580–586. https://doi.org/10.1016/j.tibtech.2006.10.005

    Article  CAS  PubMed  Google Scholar 

  • Rhoads A, Au KF (2015) PacBio sequencing and its applications. Genomics, Proteomics Bioinformatics 13:278–289. https://doi.org/10.1016/j.gpb.2015.08.002

    Article  PubMed  PubMed Central  Google Scholar 

  • Rincon B, Borja R, Gonzalez JM, Portillo MC, Saiz-Jimenez C (2008) Influence of organic loading rate and hydraulic retention time on the performance, stability and microbial communities of one-stage anaerobic digestion of two-phase olive mill solid residue. Biochem Eng J 40(2):253–261

    Article  CAS  Google Scholar 

  • Rinke C, Schwientek P, Sczyrba A, Ivanova NN, Anderson IJ, Cheng J-F, Darling A, Malfatti S, Swan BK, Gies EA, Dodsworth JA, Hedlund BP, Tsiamis G, Sievert SM, Liu W-T, Eisen JA, Hallam SJ, Kyrpides NC, Stepanauskas R, Rubin EM, Hugenholtz P, Woyke T (2013) Insights into the phylogeny and coding potential of microbial dark matter. Nature 499:431–437. https://doi.org/10.1038/nature12352

    Article  CAS  PubMed  Google Scholar 

  • Ronaghi M, Karamohamed S, Pettersson B, Uhlén M, Nyrén P (1996) Real-time DNA sequencing using detection of pyrophosphate release. Anal Biochem 242:84–89. https://doi.org/10.1006/abio.1996.0432

    Article  CAS  PubMed  Google Scholar 

  • Saw JH, Spang A, Zaremba-Niedzwiedzka K, Juzokaite L, Dodsworth JA, Murugapiran SK, Colman DR, Takacs-Vesbach C, Hedlund BP, Guy L, Ettema TJG (2015) Exploring microbial dark matter to resolve the deep archaeal ancestry of eukaryotes. Philos Trans R Soc B 370:20140328. https://doi.org/10.1098/rstb.2014.0328

    Article  Google Scholar 

  • Schneider GF, Dekker C (2012) DNA sequencing with nanopores. Nat Biotechnol 30:326–328. https://doi.org/10.1038/nbt.2181

    Article  CAS  PubMed  Google Scholar 

  • Shi X, Zhao J, Chen L, Zuo J, Yang Y, Zhang Q, Qin Z, Zhou J (2019) Genomic dynamics of full-scale temperature-phased anaerobic digestión treating waste activated sludge: focusing on temperature differentiation. Waste Manag 87:621–628

    Article  CAS  PubMed  Google Scholar 

  • Storm AJ, Chen JH, Ling XS, Zandbergen HW, Dekker C (2003) Fabrication of solid-state nanopores with single-nanometre precision. Nat Mater 2:537–540. https://doi.org/10.1038/nmat941

    Article  CAS  PubMed  Google Scholar 

  • Suárez Silva YA (2010) Análisis de la funcionalidad y diversidad microbiana en suelos dedicados al cultivo de papa criolla (Solanum phureja) mediante una aproximación metagenómica. Masters, Universidad Nacional de Colombia

  • Szabó E, Liébana R, Hermansson M, Modin O, Persson F, Wilén B-M (2017) Microbial population dynamics and ecosystem functions of anoxic/aerobic granular sludge in sequencing batch reactors operated at different organic loading rates. Front Microbiol 8:8. https://doi.org/10.3389/fmicb.2017.00770

    Article  Google Scholar 

  • Vélez DU (2009) Metagenómica ¿Una oportunidad para el estudio de la diversidad microbiana en Colombia? Rev Colomb Biotecnol 11:4–7

    Google Scholar 

  • Venkatesan BM, Dorvel B, Yemenicioglu S, Watkins N, Petrov I, Bashir R (2009) Highly sensitive, mechanically stable nanopore sensors for DNA analysis. Adv Mater Weinheim 21:2771–2776. https://doi.org/10.1002/adma.200803786

    Article  CAS  Google Scholar 

  • Verstraete W, Morgan-Sagastume F, Aiyuk S, Waweru M, Rabaey K, Lissens G (2005) Anaerobic digestion as a core technology in sustainable management of organic matter. Water Sci Technol 52(1-2):59–66

    Article  CAS  PubMed  Google Scholar 

  • Wang T, Cai G, Qiu Y, Fei N, Zhang M, Pang X, Jia W, Cai S, Zhao L (2012) Structural segregation of gut microbiota between colorectal cancer patients and healthy volunteers. The ISME Journal 6:320–329. https://doi.org/10.1038/ismej.2011.109

    Article  CAS  PubMed  Google Scholar 

  • Wang P, Wang H, Qiu Y, Ren L, Jiang B (2018) Microbial characteristics in anaerobic digestion process of food waste for methane production-a review. Bioresour Technol 248:29–36

    Article  CAS  PubMed  Google Scholar 

  • Xia Y, Li A-D, Deng Y, Jiang X-T, Li L-G, Zhang T (2017) MinION nanopore sequencing enables correlation between resistome phenotype and genotype of coliform bacteria in municipal sewage. Front Microbiol 8:2105. https://doi.org/10.3389/fmicb.2017.02105

    Article  PubMed  PubMed Central  Google Scholar 

  • Zoetendal E, Rajilić-Stojanović M, De Vos W (2008) High-throughput diversity and functionality analysis of the gastrointestinal tract microbiota. Gut 57:1605–1615

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgments

This paper is a result of cooperation between the Cuban and German institutions involved, and it was supported by the postdoctoral fellowship grant of Janet Jiménez (Grant No: 91663901), provided by the German Academic Exchange Service (DAAD).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Janet Jiménez-Hernández.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Ethical approval

This article does not contain any studies with human participants or animals performed by any of the authors.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

The original version of this article was revised: After publication of this article, the publisher was notified that Michael Klocke has been listed as an author without his consent.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Carabeo-Pérez, A., Guerra-Rivera, G., Ramos-Leal, M. et al. Metagenomic approaches: effective tools for monitoring the structure and functionality of microbiomes in anaerobic digestion systems. Appl Microbiol Biotechnol 103, 9379–9390 (2019). https://doi.org/10.1007/s00253-019-10052-5

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00253-019-10052-5

Keywords

Navigation