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Alanzi AR. Exploring Microbial Dark Matter for the Discovery of Novel Natural Products: Characteristics, Abundance Challenges and Methods. J Microbiol Biotechnol 2024; 35:e2407064. [PMID: 39639495 PMCID: PMC11813339 DOI: 10.4014/jmb.2407.07064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Revised: 10/22/2024] [Accepted: 10/30/2024] [Indexed: 12/07/2024]
Abstract
The objective of this review is to investigate microbial dark matter (MDM) with a focus on its potential for discovering novel natural products (NPs). This first part will examine the characteristics and abundance of these previously unexplored microbial communities, as well as the challenges faced in identifying and harnessing their unique biochemical properties and novel methods in this field. MDMs are thought to hold great potential for the discovery of novel NPs, which could have significant applications in medicine, agriculture, and industry. In recent years, there has been a growing interest in exploring MDM to unlock its potential. In fact, developments in genome-sequencing technologies and sophisticated phylogenetic procedures and metagenomic techniques have contributed to drastically make important changes in our sights on the diversity of microbial life, including the very outline of the tree of life. This has led to the development of novel technologies and methodologies for studying these elusive microorganisms, such as single-cell genomics, metagenomics, and culturomics. These approaches enable researchers to isolate and analyze individual microbial cells, as well as entire communities, providing insights into their genetic and metabolic potential. By delving into the MDM, scientists hope to uncover new compounds and biotechnological advancements that could have far-reaching impacts on various fields.
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Affiliation(s)
- Abdullah R Alanzi
- Department of Pharmacognosy, College of Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia
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2
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Persyn A, Mueller A, Goormachtig S. Drops join to make a stream: high-throughput nanoscale cultivation to grasp the lettuce root microbiome. ENVIRONMENTAL MICROBIOLOGY REPORTS 2022; 14:60-69. [PMID: 34797028 DOI: 10.1111/1758-2229.13014] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 10/02/2021] [Indexed: 06/13/2023]
Abstract
Root endospheres house complex and diverse bacterial communities, of which many strains have not been cultivated yet by means of the currently available isolation techniques. The Prospector® (General Automation Lab Technologies, San Carlos, CA, USA), an automated and high-throughput bacterial cultivation system, was applied to analyse the root endomicrobiome of lettuce (Lactuca sativa L.). By using deep sequencing, we compared the results obtained with the Prospector and the traditional solid medium culturing and extinction methods. We found that the species richness did not differ and that the amount of previously uncultured bacteria did not increase, but that the bacterial diversity isolated by the three methods varied. In addition, the tryptic soy broth and King's B media provided a lower, but different, diversity of bacteria than that of Reasoner's 2A (R2A) medium when used within the Prospector system and the number of unique bacterial strains did not weigh up against those isolated with the R2A medium. Thus, to cultivate as broad a variety of bacteria as possible, divergent isolation techniques should be used in parallel. Thanks to its speed and limited manual requirements, the Prospector is a valuable system to enlarge root microbiome culture collections.
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Affiliation(s)
- Antoine Persyn
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
| | - André Mueller
- General Automation Lab Technologies (GALT), San Carlos, CA, 94070, USA
| | - Sofie Goormachtig
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
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3
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Sysoev M, Grötzinger SW, Renn D, Eppinger J, Rueping M, Karan R. Bioprospecting of Novel Extremozymes From Prokaryotes-The Advent of Culture-Independent Methods. Front Microbiol 2021; 12:630013. [PMID: 33643258 PMCID: PMC7902512 DOI: 10.3389/fmicb.2021.630013] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 01/21/2021] [Indexed: 12/20/2022] Open
Abstract
Extremophiles are remarkable organisms that thrive in the harshest environments on Earth, such as hydrothermal vents, hypersaline lakes and pools, alkaline soda lakes, deserts, cold oceans, and volcanic areas. These organisms have developed several strategies to overcome environmental stress and nutrient limitations. Thus, they are among the best model organisms to study adaptive mechanisms that lead to stress tolerance. Genetic and structural information derived from extremophiles and extremozymes can be used for bioengineering other nontolerant enzymes. Furthermore, extremophiles can be a valuable resource for novel biotechnological and biomedical products due to their biosynthetic properties. However, understanding life under extreme conditions is challenging due to the difficulties of in vitro cultivation and observation since > 99% of organisms cannot be cultivated. Consequently, only a minor percentage of the potential extremophiles on Earth have been discovered and characterized. Herein, we present a review of culture-independent methods, sequence-based metagenomics (SBM), and single amplified genomes (SAGs) for studying enzymes from extremophiles, with a focus on prokaryotic (archaea and bacteria) microorganisms. Additionally, we provide a comprehensive list of extremozymes discovered via metagenomics and SAGs.
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Affiliation(s)
- Maksim Sysoev
- KAUST Catalysis Center (KCC), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Stefan W. Grötzinger
- KAUST Catalysis Center (KCC), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Dominik Renn
- KAUST Catalysis Center (KCC), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Jörg Eppinger
- KAUST Catalysis Center (KCC), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
- Institute for Experimental Molecular Imaging, University Clinic, RWTH Aachen University, Aachen, Germany
| | - Magnus Rueping
- KAUST Catalysis Center (KCC), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
- Institute for Experimental Molecular Imaging, University Clinic, RWTH Aachen University, Aachen, Germany
| | - Ram Karan
- KAUST Catalysis Center (KCC), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
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4
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Bünger W, Jiang X, Müller J, Hurek T, Reinhold-Hurek B. Novel cultivated endophytic Verrucomicrobia reveal deep-rooting traits of bacteria to associate with plants. Sci Rep 2020; 10:8692. [PMID: 32457320 PMCID: PMC7251102 DOI: 10.1038/s41598-020-65277-6] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2020] [Accepted: 04/30/2020] [Indexed: 02/01/2023] Open
Abstract
Despite the relevance of complex root microbial communities for plant health, growth and productivity, the molecular basis of these plant-microbe interactions is not well understood. Verrucomicrobia are cosmopolitans in the rhizosphere, nevertheless their adaptations and functions are enigmatic since the proportion of cultured members is low. Here we report four cultivated Verrucomicrobia isolated from rice, putatively representing four novel species, and a novel subdivision. The aerobic strains were isolated from roots or rhizomes of Oryza sativa and O. longistaminata. Two of them are the first cultivated endophytes of Verrucomicrobia, as validated by confocal laser scanning microscopy inside rice roots after re-infection under sterile conditions. This extended known verrucomicrobial niche spaces. Two strains were promoting root growth of rice. Discovery of root compartment-specific Verrucomicrobia permitted an across-phylum comparison of the genomic conformance to life in soil, rhizoplane or inside roots. Genome-wide protein domain comparison with niche-specific reference bacteria from distant phyla revealed signature protein domains which differentiated lifestyles in these microhabitats. Our study enabled us to shed light into the dark microbial matter of root Verrucomicrobia, to define genetic drivers for niche adaptation of bacteria to plant roots, and provides cultured strains for revealing causal relationships in plant-microbe interactions by reductionist approaches.
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Affiliation(s)
- Wiebke Bünger
- Department of Microbe-Plant Interactions, University of Bremen, Bremen, Germany
| | - Xun Jiang
- Department of Microbe-Plant Interactions, University of Bremen, Bremen, Germany
| | - Jana Müller
- Department of Microbe-Plant Interactions, University of Bremen, Bremen, Germany.,Department of Botany, University of Bremen, Bremen, Germany
| | - Thomas Hurek
- Department of Microbe-Plant Interactions, University of Bremen, Bremen, Germany
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5
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Mwirichia R, Alam I, Rashid M, Vinu M, Ba-Alawi W, Anthony Kamau A, Kamanda Ngugi D, Göker M, Klenk HP, Bajic V, Stingl U. Metabolic traits of an uncultured archaeal lineage--MSBL1--from brine pools of the Red Sea. Sci Rep 2016; 6:19181. [PMID: 26758088 PMCID: PMC4725937 DOI: 10.1038/srep19181] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2015] [Accepted: 12/04/2015] [Indexed: 11/24/2022] Open
Abstract
The candidate Division MSBL1 (Mediterranean Sea Brine Lakes 1) comprises a monophyletic group of uncultured archaea found in different hypersaline environments. Previous studies propose methanogenesis as the main metabolism. Here, we describe a metabolic reconstruction of MSBL1 based on 32 single-cell amplified genomes from Brine Pools of the Red Sea (Atlantis II, Discovery, Nereus, Erba and Kebrit). Phylogeny based on rRNA genes as well as conserved single copy genes delineates the group as a putative novel lineage of archaea. Our analysis shows that MSBL1 may ferment glucose via the Embden-Meyerhof-Parnas pathway. However, in the absence of organic carbon, carbon dioxide may be fixed via the ribulose bisphosphate carboxylase, Wood-Ljungdahl pathway or reductive TCA cycle. Therefore, based on the occurrence of genes for glycolysis, absence of the core genes found in genomes of all sequenced methanogens and the phylogenetic position, we hypothesize that the MSBL1 are not methanogens, but probably sugar-fermenting organisms capable of autotrophic growth. Such a mixotrophic lifestyle would confer survival advantage (or possibly provide a unique narrow niche) when glucose and other fermentable sugars are not available.
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Affiliation(s)
- Romano Mwirichia
- Red Sea Research Center, King Abdullah University of Science and
Technology (KAUST), Thuwal, Saudi Arabia
| | - Intikhab Alam
- Computational Bioscience Research Center, King Abdullah
University of Science and Technology (KAUST), Thuwal,
Saudi Arabia
| | - Mamoon Rashid
- Red Sea Research Center, King Abdullah University of Science and
Technology (KAUST), Thuwal, Saudi Arabia
| | - Manikandan Vinu
- Red Sea Research Center, King Abdullah University of Science and
Technology (KAUST), Thuwal, Saudi Arabia
| | - Wail Ba-Alawi
- Computational Bioscience Research Center, King Abdullah
University of Science and Technology (KAUST), Thuwal,
Saudi Arabia
| | - Allan Anthony Kamau
- Computational Bioscience Research Center, King Abdullah
University of Science and Technology (KAUST), Thuwal,
Saudi Arabia
| | - David Kamanda Ngugi
- Red Sea Research Center, King Abdullah University of Science and
Technology (KAUST), Thuwal, Saudi Arabia
| | - Markus Göker
- German Collection for Microorganisms and Cell Cultures GmbH
(DSMZ), Inhoffenstraße 7b, 38124
Braunschweig, Germany
| | - Hans-Peter Klenk
- School of Biology, Newcastle University, Newcastle
upon Tyne, United Kingdom
| | - Vladimir Bajic
- Computational Bioscience Research Center, King Abdullah
University of Science and Technology (KAUST), Thuwal,
Saudi Arabia
| | - Ulrich Stingl
- Red Sea Research Center, King Abdullah University of Science and
Technology (KAUST), Thuwal, Saudi Arabia
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6
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Juste-Poinapen NMS, Turner MS, Rabaey K, Virdis B, Batstone DJ. Evaluating the potential impact of proton carriers on syntrophic propionate oxidation. Sci Rep 2015; 5:18364. [PMID: 26670292 PMCID: PMC4680937 DOI: 10.1038/srep18364] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2015] [Accepted: 11/16/2015] [Indexed: 01/08/2023] Open
Abstract
Anaerobic propionic acid degradation relies on interspecies electron transfer (IET) between propionate oxidisers and electron acceptor microorganisms, via either molecular hydrogen, formate or direct transfers. We evaluated the possibility of stimulating direct IET, hence enhancing propionate oxidation, by increasing availability of proton carriers to decrease solution resistance and reduce pH gradients. Phosphate was used as a proton carrying anion, and chloride as control ion together with potassium as counter ion. Propionic acid consumption in anaerobic granules was assessed in a square factorial design with ratios (1:0, 2:1, 1:1, 1:2 and 0:1) of total phosphate (TP) to Cl(-), at 1X, 10X, and 30X native conductivity (1.5 mS.cm(-1)). Maximum specific uptake rate, half saturation, and time delay were estimated using model-based analysis. Community profiles were analysed by fluorescent in situ hybridisation and 16S rRNA gene pyrosequencing. The strongest performance was at balanced (1:1) ratios at 10X conductivity where presumptive propionate oxidisers namely Syntrophobacter and Candidatus Cloacamonas were more abundant. There was a shift from Methanobacteriales at high phosphate, to Methanosaeta at low TP:Cl ratios and low conductivity. A lack of response to TP, and low percentage of presumptive electroactive organisms suggested that DIET was not favoured under the current experimental conditions.
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Affiliation(s)
| | - Mark S. Turner
- The University of Queensland, School of Agriculture and Food Sciences, St. Lucia, QLD 4072, Australia
| | - Korneel Rabaey
- Ghent University, Laboratory of Microbial Ecology and Technology (LabMET), 9000 Ghent, Belgium
| | - Bernardino Virdis
- The University of Queensland, Advanced Water Management Centre, St. Lucia, QLD 4072, Australia
- The University of Queensland, Centre for Microbial Electrochemical Systems, St. Lucia, QLD 4072, Australia
| | - Damien J. Batstone
- The University of Queensland, Advanced Water Management Centre, St. Lucia, QLD 4072, Australia
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7
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Single-Cell-Genomics-Facilitated Read Binning of Candidate Phylum EM19 Genomes from Geothermal Spring Metagenomes. Appl Environ Microbiol 2015; 82:992-1003. [PMID: 26637598 DOI: 10.1128/aem.03140-15] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2015] [Accepted: 11/12/2015] [Indexed: 12/17/2022] Open
Abstract
The vast majority of microbial life remains uncatalogued due to the inability to cultivate these organisms in the laboratory. This "microbial dark matter" represents a substantial portion of the tree of life and of the populations that contribute to chemical cycling in many ecosystems. In this work, we leveraged an existing single-cell genomic data set representing the candidate bacterial phylum "Calescamantes" (EM19) to calibrate machine learning algorithms and define metagenomic bins directly from pyrosequencing reads derived from Great Boiling Spring in the U.S. Great Basin. Compared to other assembly-based methods, taxonomic binning with a read-based machine learning approach yielded final assemblies with the highest predicted genome completeness of any method tested. Read-first binning subsequently was used to extract Calescamantes bins from all metagenomes with abundant Calescamantes populations, including metagenomes from Octopus Spring and Bison Pool in Yellowstone National Park and Gongxiaoshe Spring in Yunnan Province, China. Metabolic reconstruction suggests that Calescamantes are heterotrophic, facultative anaerobes, which can utilize oxidized nitrogen sources as terminal electron acceptors for respiration in the absence of oxygen and use proteins as their primary carbon source. Despite their phylogenetic divergence, the geographically separate Calescamantes populations were highly similar in their predicted metabolic capabilities and core gene content, respiring O2, or oxidized nitrogen species for energy conservation in distant but chemically similar hot springs.
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Gasc C, Ribière C, Parisot N, Beugnot R, Defois C, Petit-Biderre C, Boucher D, Peyretaillade E, Peyret P. Capturing prokaryotic dark matter genomes. Res Microbiol 2015; 166:814-30. [PMID: 26100932 DOI: 10.1016/j.resmic.2015.06.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2015] [Revised: 06/02/2015] [Accepted: 06/03/2015] [Indexed: 11/18/2022]
Abstract
Prokaryotes are the most diverse and abundant cellular life forms on Earth. Most of them, identified by indirect molecular approaches, belong to microbial dark matter. The advent of metagenomic and single-cell genomic approaches has highlighted the metabolic capabilities of numerous members of this dark matter through genome reconstruction. Thus, linking functions back to the species has revolutionized our understanding of how ecosystem function is sustained by the microbial world. This review will present discoveries acquired through the illumination of prokaryotic dark matter genomes by these innovative approaches.
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Affiliation(s)
- Cyrielle Gasc
- Clermont Université, Université d'Auvergne, EA 4678 CIDAM, BP 10448, F-63001 Clermont-Ferrand, France.
| | - Céline Ribière
- Clermont Université, Université d'Auvergne, EA 4678 CIDAM, BP 10448, F-63001 Clermont-Ferrand, France.
| | - Nicolas Parisot
- Biologie Fonctionnelle Insectes et Interactions, UMR203 BF2I, INRA, INSA-Lyon, Université de Lyon, Villeurbanne, France.
| | - Réjane Beugnot
- Clermont Université, Université d'Auvergne, EA 4678 CIDAM, BP 10448, F-63001 Clermont-Ferrand, France.
| | - Clémence Defois
- Clermont Université, Université d'Auvergne, EA 4678 CIDAM, BP 10448, F-63001 Clermont-Ferrand, France.
| | - Corinne Petit-Biderre
- Université Blaise Pascal, Laboratoire Microorganismes, Génome et Environnement, Centre National de la Recherche Scientifique (CNRS), Unité Mixte de Recherche (UMR) 6023, F-63171 Aubière, France.
| | - Delphine Boucher
- Clermont Université, Université d'Auvergne, EA 4678 CIDAM, BP 10448, F-63001 Clermont-Ferrand, France.
| | - Eric Peyretaillade
- Clermont Université, Université d'Auvergne, EA 4678 CIDAM, BP 10448, F-63001 Clermont-Ferrand, France.
| | - Pierre Peyret
- Clermont Université, Université d'Auvergne, EA 4678 CIDAM, BP 10448, F-63001 Clermont-Ferrand, France.
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Abstract
Despite recent advances in metagenomic and single-cell genomic sequencing to investigate uncultivated microbial diversity and metabolic potential, fundamental questions related to population structure, interactions, and biogeochemical roles of candidate divisions remain. Numerous molecular surveys suggest that stratified ecosystems manifesting anoxic, sulfidic, and/or methane-rich conditions are enriched in these enigmatic microbes. Here we describe diversity, abundance, and cooccurrence patterns of uncultivated microbial communities inhabiting the permanently stratified waters of meromictic Sakinaw Lake, British Columbia, Canada, using 454 sequencing of the small-subunit rRNA gene with three-domain resolution. Operational taxonomic units (OTUs) were affiliated with 64 phyla, including more than 25 candidate divisions. Pronounced trends in community structure were observed for all three domains with eukaryotic sequences vanishing almost completely below the mixolimnion, followed by a rapid and sustained increase in methanogen-affiliated (∼10%) and unassigned (∼60%) archaeal sequences as well as bacterial OTUs affiliated with Chloroflexi (∼22%) and candidate divisions (∼28%). Network analysis revealed highly correlated, depth-dependent cooccurrence patterns between Chloroflexi, candidate divisions WWE1, OP9/JS1, OP8, and OD1, methanogens, and unassigned archaeal OTUs indicating niche partitioning and putative syntrophic growth modes. Indeed, pathway reconstruction using recently published Sakinaw Lake single-cell genomes affiliated with OP9/JS1 and OP8 revealed complete coverage of the Wood-Ljungdahl pathway with potential to drive syntrophic acetate oxidation to hydrogen and carbon dioxide under methanogenic conditions. Taken together, these observations point to previously unrecognized syntrophic networks in meromictic lake ecosystems with the potential to inform design and operation of anaerobic methanogenic bioreactors.
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10
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Kyrpides NC, Hugenholtz P, Eisen JA, Woyke T, Göker M, Parker CT, Amann R, Beck BJ, Chain PSG, Chun J, Colwell RR, Danchin A, Dawyndt P, Dedeurwaerdere T, DeLong EF, Detter JC, De Vos P, Donohue TJ, Dong XZ, Ehrlich DS, Fraser C, Gibbs R, Gilbert J, Gilna P, Glöckner FO, Jansson JK, Keasling JD, Knight R, Labeda D, Lapidus A, Lee JS, Li WJ, MA J, Markowitz V, Moore ERB, Morrison M, Meyer F, Nelson KE, Ohkuma M, Ouzounis CA, Pace N, Parkhill J, Qin N, Rossello-Mora R, Sikorski J, Smith D, Sogin M, Stevens R, Stingl U, Suzuki KI, Taylor D, Tiedje JM, Tindall B, Wagner M, Weinstock G, Weissenbach J, White O, Wang J, Zhang L, Zhou YG, Field D, Whitman WB, Garrity GM, Klenk HP. Genomic encyclopedia of bacteria and archaea: sequencing a myriad of type strains. PLoS Biol 2014; 12:e1001920. [PMID: 25093819 PMCID: PMC4122341 DOI: 10.1371/journal.pbio.1001920] [Citation(s) in RCA: 138] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
This manuscript calls for an international effort to generate a comprehensive catalog from genome sequences of all the archaeal and bacterial type strains. Microbes hold the key to life. They hold the secrets to our past (as the descendants of the earliest forms of life) and the prospects for our future (as we mine their genes for solutions to some of the planet's most pressing problems, from global warming to antibiotic resistance). However, the piecemeal approach that has defined efforts to study microbial genetic diversity for over 20 years and in over 30,000 genome projects risks squandering that promise. These efforts have covered less than 20% of the diversity of the cultured archaeal and bacterial species, which represent just 15% of the overall known prokaryotic diversity. Here we call for the funding of a systematic effort to produce a comprehensive genomic catalog of all cultured Bacteria and Archaea by sequencing, where available, the type strain of each species with a validly published name (currently∼11,000). This effort will provide an unprecedented level of coverage of our planet's genetic diversity, allow for the large-scale discovery of novel genes and functions, and lead to an improved understanding of microbial evolution and function in the environment.
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Affiliation(s)
- Nikos C. Kyrpides
- DOE-Joint Genome Institute, Walnut Creek, California, United States of America
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University, Jeddah, Saudi Arabia
- * E-mail: (NCK); (HPK)
| | - Philip Hugenholtz
- Australian Centre for Ecogenomics Research, School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Jonathan A. Eisen
- University of California, Davis, Davis, California, United States of America
| | - Tanja Woyke
- DOE-Joint Genome Institute, Walnut Creek, California, United States of America
| | - Markus Göker
- DSMZ - German Collection of Microorganisms and Cell Cultures GmbH, Braunschweig, Germany
| | | | - Rudolf Amann
- Max Planck Institute for Marine Microbiology, Bremen, Germany
| | - Brian J. Beck
- American Type Culture Collection (ATCC), Manassas, Virginia, United States of America
| | - Patrick S. G. Chain
- Los Alamos National Laboratory, Bioscience Division, Los Alamos, New Mexico, United States of America
| | - Jongsik Chun
- School of Biological Sciences and Chunlab Inc., Seoul National University, Seoul, Korea
| | - Rita R. Colwell
- University of Maryland, College Park, College Park, Maryland, United States of America
- Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, United States of America
| | | | - Peter Dawyndt
- Ghent University, Department of Applied Mathematics and Computer Science, Ghent, Belgium
| | - Tom Dedeurwaerdere
- Centre for Philosophy of Law, Université catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Edward F. DeLong
- Department of Civil and Environmental Engineering and Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - John C. Detter
- Los Alamos National Laboratory, Bioscience Division, Los Alamos, New Mexico, United States of America
| | - Paul De Vos
- Ghent University, Department of Applied Mathematics and Computer Science, Ghent, Belgium
- Ghent University, BCCM/LMG Bacteria collection, Laboratory of Microbiology, Ghent, Belgium
| | - Timothy J. Donohue
- University of Wisconsin-Madison, Great Lakes Bioenergy Research Center, Madison, Wisconsin, United States of America
| | - Xiu-Zhu Dong
- Bioresource Center (BRC) of Institute of Microbiology, Chinese Academy of Sciences, P. R. China
| | - Dusko S. Ehrlich
- Institut National de la Recherche Agronomique, Jouy en Josas, France
| | - Claire Fraser
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Richard Gibbs
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas, United States of America
| | - Jack Gilbert
- Institute for Genomics and Systems Biology, Argonne National Laboratory, Argonne, Illinois, United States of America
| | - Paul Gilna
- BioEnergy Science Center (BESC), Oak Ridge National Laboratory, Knoxville, Tennessee, United States of America
| | - Frank Oliver Glöckner
- Max Planck Institute for Marine Microbiology, Bremen, Germany
- Jacobs University Bremen gGmbH, Bremen, Germany
| | - Janet K. Jansson
- Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
| | - Jay D. Keasling
- Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
- Joint BioEnergy Institute (JBEI), Berkeley, California, United States of America
| | - Rob Knight
- Howard Hughes Medical Institute and Department of Chemistry and Biochemistry, University of Colorado, Boulder, Colorado, United States of America
| | - David Labeda
- ARS, USDA, National Center for Agricultural Utilization Research, Peoria, Illinois, United States of America
| | - Alla Lapidus
- Theodosius Dobzhansky Center for Genome Bioinformatics, St. Petersburg State University, St. Petersburg, Russia
- Algorithmic Biology Lab, St. Petersburg Academic University, St. Petersburg, Russia
| | - Jung-Sook Lee
- Korean Collection for Type Cultures (KCTC), Korea Research Institute of Bioscience and Biotechnology (KRIBB), 111 Gwahangno, Yuseong-gu, Daejeon, Korea
| | - Wen-Jun Li
- The Key Laboratory for Microbial Resources of the Ministry of Education, Kunming, People's Republic of China
| | - Juncai MA
- China General Microbiological Culture Collection Center (CGMCC), Institute of Microbiology, Chinese Academy of Sciences, Beijing, P. R. China
| | - Victor Markowitz
- DOE-Joint Genome Institute, Walnut Creek, California, United States of America
- Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
| | - Edward R. B. Moore
- CCUG - Culture Collection University of Gothenburg, Sahlgrenska Academy of the University of Gothenburg, Gothenburg, Sweden
| | - Mark Morrison
- Diamantina Institute, The University of Queensland, St Lucia, Queensland, Australia
| | - Folker Meyer
- Mathematics and Computer Science Division, Argonne National Laboratory, Argonne, Illinois, United States of America
| | - Karen E. Nelson
- The J. Craig Venter Institute, Rockville, Maryland, United States of America
| | - Moriya Ohkuma
- Riken Bioresource Center, Japan Collection of Microorganisms, Hirosawa, Wako, Saitama, Japan
| | - Christos A. Ouzounis
- Chemical Process & Energy Resources Institute, Centre for Research & Technology, Thessalonica, Greece
- Donnelly Centre for Cellular & Biomolecular Research, University of Toronto, Toronto, Ontario, Canada
| | - Norman Pace
- Department of Molecular, Cellular and Developmental Biology, University of Colorado, Boulder, Colorado, United States of America
| | - Julian Parkhill
- The Pathogen Genomics, The Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Nan Qin
- State Key Laboratory for Diagnosis and Treatment of Infectious Disease, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Ramon Rossello-Mora
- Institut Mediterrani d'Estudis Avançats (IMEDEA, CSIC-UIB), Esporles, Illes Balears, Spain
| | - Johannes Sikorski
- DSMZ - German Collection of Microorganisms and Cell Cultures GmbH, Braunschweig, Germany
| | - David Smith
- CABI, Bakeham Lane, Egham, Surrey, United Kingdom
| | - Mitch Sogin
- Josephine Bay Paul Center for Comparative Evolution and Molecular Biology, MBL, Woods Hole, Massachusetts, United States of America
| | - Rick Stevens
- Mathematics and Computer Science Division, Argonne National Laboratory, Argonne, Illinois, United States of America
| | - Uli Stingl
- Red Sea Research Center, King Abdullah University of Science and Technology (KAUST), Thuwal, Kingdom of Saudi Arabia
| | | | - Dorothea Taylor
- NamesforLife, LLC, East Lansing, Michigan, United States of America
| | - Jim M. Tiedje
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, United States of America
| | - Brian Tindall
- DSMZ - German Collection of Microorganisms and Cell Cultures GmbH, Braunschweig, Germany
| | - Michael Wagner
- Department of Microbial Ecology, University of Vienna, Vienna, Austria
| | - George Weinstock
- The Jackson Laboratory for Genomic Medicine, Farmington, Connecticut
| | - Jean Weissenbach
- Commissariat à l'Energie Atomique (CEA), Genoscope, Evry, France
| | - Owen White
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Jun Wang
- State Key Laboratory for Diagnosis and Treatment of Infectious Disease, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
- Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Lixin Zhang
- Bioresource Center (BRC) of Institute of Microbiology, Chinese Academy of Sciences, P. R. China
- Chinese Academy of Sciences Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, P. R. China
| | - Yu-Guang Zhou
- China General Microbiological Culture Collection Center (CGMCC), Institute of Microbiology, Chinese Academy of Sciences, Beijing, P. R. China
| | - Dawn Field
- U.K. Natural Environment Research Council (NERC), Environmental Bioinformatics Centre, Oxford, United Kingdom
| | - William B. Whitman
- Department of Microbiology, University of Georgia, Athens, Georgia, United States of America
| | - George M. Garrity
- NamesforLife, LLC, East Lansing, Michigan, United States of America
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, United States of America
| | - Hans-Peter Klenk
- DSMZ - German Collection of Microorganisms and Cell Cultures GmbH, Braunschweig, Germany
- * E-mail: (NCK); (HPK)
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11
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Angly FE, Dennis PG, Skarshewski A, Vanwonterghem I, Hugenholtz P, Tyson GW. CopyRighter: a rapid tool for improving the accuracy of microbial community profiles through lineage-specific gene copy number correction. MICROBIOME 2014; 2:11. [PMID: 24708850 PMCID: PMC4021573 DOI: 10.1186/2049-2618-2-11] [Citation(s) in RCA: 166] [Impact Index Per Article: 15.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2013] [Accepted: 02/17/2014] [Indexed: 05/13/2023]
Abstract
BACKGROUND Culture-independent molecular surveys targeting conserved marker genes, most notably 16S rRNA, to assess microbial diversity remain semi-quantitative due to variations in the number of gene copies between species. RESULTS Based on 2,900 sequenced reference genomes, we show that 16S rRNA gene copy number (GCN) is strongly linked to microbial phylogenetic taxonomy, potentially under-representing Archaea in amplicon microbial profiles. Using this relationship, we inferred the GCN of all bacterial and archaeal lineages in the Greengenes database within a phylogenetic framework. We created CopyRighter, new software which uses these estimates to correct 16S rRNA amplicon microbial profiles and associated quantitative (q)PCR total abundance. CopyRighter parses microbial profiles and, because GCN estimates are pre-computed for all taxa in the reference taxonomy, rapidly corrects GCN bias. Software validation with in silico and in vitro mock communities indicated that GCN correction results in more accurate estimates of microbial relative abundance and improves the agreement between metagenomic and amplicon profiles. Analyses of human-associated and anaerobic digester microbiomes illustrate that correction makes tangible changes to estimates of qPCR total abundance, α and β diversity, and can significantly change biological interpretation. For example, human gut microbiomes from twins were reclassified into three rather than two enterotypes after GCN correction. CONCLUSIONS The CopyRighter bioinformatic tools permits rapid correction of GCN in microbial surveys, resulting in improved estimates of microbial abundance, α and β diversity.
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Affiliation(s)
- Florent E Angly
- Australian Centre for Ecogenomics/School of Chemistry and Molecular Biosciences/The University of Queensland, St Lucia, Brisbane, QLD 4072, Australia
| | - Paul G Dennis
- Australian Centre for Ecogenomics/School of Chemistry and Molecular Biosciences/The University of Queensland, St Lucia, Brisbane, QLD 4072, Australia
- Current affiliation: School of Agriculture and Food Sciences, Level 3, Hartley Teakle Building (83), The University of Queensland, St Lucia, Brisbane, QLD 4072, Australia
| | - Adam Skarshewski
- Australian Centre for Ecogenomics/School of Chemistry and Molecular Biosciences/The University of Queensland, St Lucia, Brisbane, QLD 4072, Australia
| | - Inka Vanwonterghem
- Australian Centre for Ecogenomics/School of Chemistry and Molecular Biosciences/The University of Queensland, St Lucia, Brisbane, QLD 4072, Australia
- Advanced Water Management Center, Level 4, Gehrmann Laboratories Building (60), The University of Queensland, St Lucia, Brisbane, QLD 4072, Australia
| | - Philip Hugenholtz
- Australian Centre for Ecogenomics/School of Chemistry and Molecular Biosciences/The University of Queensland, St Lucia, Brisbane, QLD 4072, Australia
| | - Gene W Tyson
- Australian Centre for Ecogenomics/School of Chemistry and Molecular Biosciences/The University of Queensland, St Lucia, Brisbane, QLD 4072, Australia
- Advanced Water Management Center, Level 4, Gehrmann Laboratories Building (60), The University of Queensland, St Lucia, Brisbane, QLD 4072, Australia
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12
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Microbial diversity in the era of omic technologies. BIOMED RESEARCH INTERNATIONAL 2013; 2013:958719. [PMID: 24260747 PMCID: PMC3821902 DOI: 10.1155/2013/958719] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Revised: 08/26/2013] [Accepted: 08/26/2013] [Indexed: 11/17/2022]
Abstract
Human life and activity depends on microorganisms, as they are responsible for providing basic elements of life. Although microbes have such a key role in sustaining basic functions for all living organisms, very little is known about their biology since only a small fraction (average 1%) can be cultured under laboratory conditions. This is even more evident when considering that >88% of all bacterial isolates belong to four bacterial phyla, the Proteobacteria, Firmicutes, Actinobacteria, and Bacteroidetes. Advanced technologies, developed in the last years, promise to revolutionise the way that we characterize, identify, and study microbial communities. In this review, we present the most advanced tools that microbial ecologists can use for the study of microbial communities. Innovative microbial ecological DNA microarrays such as PhyloChip and GeoChip that have been developed for investigating the composition and function of microbial communities are presented, along with an overview of the next generation sequencing technologies. Finally, the Single Cell Genomics approach, which can be used for obtaining genomes from uncultured phyla, is outlined. This tool enables the amplification and sequencing of DNA from single cells obtained directly from environmental samples and is promising to revolutionise microbiology.
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13
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Insights into the phylogeny and coding potential of microbial dark matter. Nature 2013; 499:431-7. [PMID: 23851394 DOI: 10.1038/nature12352] [Citation(s) in RCA: 1458] [Impact Index Per Article: 121.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2013] [Accepted: 06/04/2013] [Indexed: 12/31/2022]
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14
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Godzik A. Metagenomics and the protein universe. Curr Opin Struct Biol 2011; 21:398-403. [PMID: 21497084 DOI: 10.1016/j.sbi.2011.03.010] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2011] [Revised: 03/07/2011] [Accepted: 03/24/2011] [Indexed: 02/07/2023]
Abstract
Metagenomics sequencing projects have dramatically increased our knowledge of the protein universe and provided over one-half of currently known protein sequences; they have also introduced a much broader phylogenetic diversity into the protein databases. The full analysis of metagenomic datasets is only beginning, but it has already led to the discovery of thousands of new protein families, likely representing novel functions specific to given environments. At the same time, a deeper analysis of such novel families, including experimental structure determination of some representatives, suggests that most of them represent distant homologs of already characterized protein families, and thus most of the protein diversity present in the new environments are due to functional divergence of the known protein families rather than the emergence of new ones.
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Affiliation(s)
- Adam Godzik
- Program on Bioinformatics and Systems Biology, Sanford-Burnham Medical Research Institute, 10901 North Torrey Pines Road, La Jolla, CA 92037, USA.
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15
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Yilmaz P, Gilbert JA, Knight R, Amaral-Zettler L, Karsch-Mizrachi I, Cochrane G, Nakamura Y, Sansone SA, Glöckner FO, Field D. The genomic standards consortium: bringing standards to life for microbial ecology. ISME JOURNAL 2011; 5:1565-7. [PMID: 21472015 PMCID: PMC3176512 DOI: 10.1038/ismej.2011.39] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Affiliation(s)
- Pelin Yilmaz
- Microbial Genomics and Bioinformatics Group, Max Planck Institute for Marine Microbiology, Bremen, Germany
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16
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Gilbert JA, Meyer F, Knight R, Field D, Kyrpides N, Yilmaz P, Wooley J. Meeting report: GSC M5 roundtable at the 13th International Society for Microbial Ecology meeting in Seattle, WA, USA August 22-27, 2010. Stand Genomic Sci 2010; 3:235-9. [PMID: 21304725 PMCID: PMC3035306 DOI: 10.4056/sigs.1333437] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
This report summarizes the proceedings of the Metagenomics, Metadata, Metaanalysis, Models and Metainfrastructure (M5) Roundtable at the 13th International Society for Microbial Ecology Meeting in Seattle, WA, USA August 22-27, 2010. The Genomic Standards Consortium (GSC) hosted this meeting as a community engagement exercise to describe the GSC to the microbial ecology community during this important international meeting. The roundtable included five talks given by members of the GSC, and was followed by audience participation in the form of a roundtable discussion. This report summarizes this event. Further information on the GSC and its range of activities can be found at http://www.gensc.org.
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17
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Sutcliffe IC. A phylum level perspective on bacterial cell envelope architecture. Trends Microbiol 2010; 18:464-70. [DOI: 10.1016/j.tim.2010.06.005] [Citation(s) in RCA: 167] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2010] [Revised: 05/04/2010] [Accepted: 06/18/2010] [Indexed: 01/03/2023]
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18
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En route to a genome-based classification of Archaea and Bacteria? Syst Appl Microbiol 2010; 33:175-82. [PMID: 20409658 DOI: 10.1016/j.syapm.2010.03.003] [Citation(s) in RCA: 250] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2009] [Revised: 03/10/2010] [Accepted: 03/17/2010] [Indexed: 11/23/2022]
Abstract
Given the considerable promise whole-genome sequencing offers for phylogeny and classification, it is surprising that microbial systematics and genomics have not yet been reconciled. This might be due to the intrinsic difficulties in inferring reasonable phylogenies from genomic sequences, particularly in the light of the significant amount of lateral gene transfer in prokaryotic genomes. However, recent studies indicate that the species tree and the hierarchical classification based on it are still meaningful concepts, and that state-of-the-art phylogenetic inference methods are able to provide reliable estimates of the species tree to the benefit of taxonomy. Conversely, we suspect that the current lack of completely sequenced genomes for many of the major lineages of prokaryotes and for most type strains is a major obstacle in progress towards a genome-based classification of microorganisms. We conclude that phylogeny-driven microbial genome sequencing projects such as the Genomic Encyclopaedia of Archaea and Bacteria (GEBA) project are likely to rectify this situation.
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19
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Sahl JW, Fairfield N, Harris JK, Wettergreen D, Stone WC, Spear JR. Novel microbial diversity retrieved by autonomous robotic exploration of the world's deepest vertical phreatic sinkhole. ASTROBIOLOGY 2010; 10:201-213. [PMID: 20298146 DOI: 10.1089/ast.2009.0378] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
The deep phreatic thermal explorer (DEPTHX) is an autonomous underwater vehicle designed to navigate an unexplored environment, generate high-resolution three-dimensional (3-D) maps, collect biological samples based on an autonomous sampling decision, and return to its origin. In the spring of 2007, DEPTHX was deployed in Zacatón, a deep (approximately 318 m), limestone, phreatic sinkhole (cenote) in northeastern Mexico. As DEPTHX descended, it generated a 3-D map based on the processing of range data from 54 onboard sonars. The vehicle collected water column samples and wall biomat samples throughout the depth profile of the cenote. Post-expedition sample analysis via comparative analysis of 16S rRNA gene sequences revealed a wealth of microbial diversity. Traditional Sanger gene sequencing combined with a barcoded-amplicon pyrosequencing approach revealed novel, phylum-level lineages from the domains Bacteria and Archaea; in addition, several novel subphylum lineages were also identified. Overall, DEPTHX successfully navigated and mapped Zacatón, and collected biological samples based on an autonomous decision, which revealed novel microbial diversity in a previously unexplored environment.
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Affiliation(s)
- Jason W Sahl
- Environmental Science and Engineering, Colorado School of Mines, Golden, CO 80401, USA
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20
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Wu D, Hugenholtz P, Mavromatis K, Pukall R, Dalin E, Ivanova NN, Kunin V, Goodwin L, Wu M, Tindall BJ, Hooper SD, Pati A, Lykidis A, Spring S, Anderson IJ, D'haeseleer P, Zemla A, Singer M, Lapidus A, Nolan M, Copeland A, Han C, Chen F, Cheng JF, Lucas S, Kerfeld C, Lang E, Gronow S, Chain P, Bruce D, Rubin EM, Kyrpides NC, Klenk HP, Eisen JA. A phylogeny-driven genomic encyclopaedia of Bacteria and Archaea. Nature 2010; 462:1056-60. [PMID: 20033048 DOI: 10.1038/nature08656] [Citation(s) in RCA: 716] [Impact Index Per Article: 47.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2009] [Accepted: 10/30/2009] [Indexed: 02/01/2023]
Abstract
Sequencing of bacterial and archaeal genomes has revolutionized our understanding of the many roles played by microorganisms. There are now nearly 1,000 completed bacterial and archaeal genomes available, most of which were chosen for sequencing on the basis of their physiology. As a result, the perspective provided by the currently available genomes is limited by a highly biased phylogenetic distribution. To explore the value added by choosing microbial genomes for sequencing on the basis of their evolutionary relationships, we have sequenced and analysed the genomes of 56 culturable species of Bacteria and Archaea selected to maximize phylogenetic coverage. Analysis of these genomes demonstrated pronounced benefits (compared to an equivalent set of genomes randomly selected from the existing database) in diverse areas including the reconstruction of phylogenetic history, the discovery of new protein families and biological properties, and the prediction of functions for known genes from other organisms. Our results strongly support the need for systematic 'phylogenomic' efforts to compile a phylogeny-driven 'Genomic Encyclopedia of Bacteria and Archaea' in order to derive maximum knowledge from existing microbial genome data as well as from genome sequences to come.
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Affiliation(s)
- Dongying Wu
- DOE Joint Genome Institute, Walnut Creek, California 94598, USA
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21
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Microbial community genomics in eastern Mediterranean Sea surface waters. ISME JOURNAL 2009; 4:78-87. [PMID: 19693100 DOI: 10.1038/ismej.2009.92] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Offshore waters of the eastern Mediterranean Sea are one of the most oligotrophic regions on Earth in which the primary productivity is phosphorus limited. To study the unexplored function and physiology of microbes inhabiting this system, we have analyzed a genomic library from the eastern Mediterranean Sea surface waters by sequencing both termini of nearly 5000 clones. Genome recruitment strategies showed that the majority of high-scoring pairs corresponded to genomes from the Alphaproteobacteria (SAR11-like and Rhodobacterales), Cyanobacteria (Synechococcus and high-light adapted Prochlorococcus) and diverse uncultured Gammaproteobacteria. The community structure observed, as evaluated by both protein similarity scores or metabolic potential, was similar to that found in the euphotic zone of the ALOHA station off Hawaii but very different from that of deep aphotic zones in both the Mediterranean Sea and the Pacific Ocean. In addition, a strong enrichment toward phosphate and phosphonate uptake and utilization metabolism was also observed.
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22
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Kyrpides NC. Fifteen years of microbial genomics: meeting the challenges and fulfilling the dream. Nat Biotechnol 2009; 27:627-32. [DOI: 10.1038/nbt.1552] [Citation(s) in RCA: 72] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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