Lateral Gene Transfer in a Heavy Metal-Contaminated-Groundwater Microbial Community
Abstract
ABSTRACT Unraveling the drivers controlling the response and adaptation of biological communities to environmental change, especially anthropogenic activities, is a central but poorly understood issue in ecology and evolution. Comparative genomics studies suggest that lateral gene transfer (LGT) is a major force driving microbial genome evolution, but its role in the evolution of microbial communities remains elusive. To delineate the importance of LGT in mediating the response of a groundwater microbial community to heavy metal contamination, representativeRhodanobacterreference genomes were sequenced and compared to shotgun metagenome sequences. 16S rRNA gene-based amplicon sequence analysis indicated thatRhodanobacterpopulations were highly abundant in contaminated wells with low pHs and high levels of nitrate and heavy metals but remained rare in the uncontaminated wells. Sequence comparisons revealed that multiple geochemically important genes, including genes encoding Fe2+/Pb2+permeases, most denitrification enzymes, and cytochromec553, were native toRhodanobacterand not subjected to LGT. In contrast, theRhodanobacterpangenome contained a recombinational hot spot in which numerous metal resistance genes were subjected to LGT and/or duplication. In particular, Co2+/Zn2+/Cd2+efflux and mercuric resistance operon genes appeared to be highly mobile withinRhodanobacterpopulations. Evidence of multiple duplications of a mercuric resistance operon common to mostRhodanobacterstrains was also observed. Collectively, our analyses indicated the importance of LGT duringmore »
- Authors:
-
- Institute for Environmental Genomics, Department of Microbiology and Plant Sciences, University of Oklahoma, Norman, Oklahoma, USA, Ostrow School of Dentistry, University of Southern California, Los Angeles, California, USA
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, Illinois, USA, DNA Services Facility, University of Illinois at Chicago, Chicago, Illinois, USA
- School of Biology and Earth &, Atmospheric Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA
- National Centre for Cell Science, Ganeshkhind, Pune, Maharashtra, India
- Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
- Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
- Institute for Environmental Genomics, Department of Microbiology and Plant Sciences, University of Oklahoma, Norman, Oklahoma, USA
- School of Biology and Earth &, Atmospheric Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA, PanAmerican Bioinformatics Institute, Santa Marta, Magdalena, Colombia
- Department of Civil &, Environmental Engineering, University of Tennessee, Knoxville, Tennessee, USA, Department of Earth and Planetary Sciences, University of Tennessee, Knoxville, Tennessee, USA, Department of Microbiology, University of Tennessee, Knoxville, Tennessee, USA, Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA
- Department of Bioengineering, Lawrence Berkeley National Laboratory, Berkeley, California, USA
- Institute for Environmental Genomics, Department of Microbiology and Plant Sciences, University of Oklahoma, Norman, Oklahoma, USA, Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing, China
- Publication Date:
- Research Org.:
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER)
- OSTI Identifier:
- 1784829
- Alternate Identifier(s):
- OSTI ID: 1327748; OSTI ID: 1379276
- Grant/Contract Number:
- AC02-05CH11231; FG02-07ER64398; AC05-00OR22725
- Resource Type:
- Published Article
- Journal Name:
- mBio
- Additional Journal Information:
- Journal Name: mBio Journal Volume: 7 Journal Issue: 2; Journal ID: ISSN 2161-2129
- Publisher:
- American Society for Microbiology
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES
Citation Formats
Hemme, Christopher L., Green, Stefan J., Rishishwar, Lavanya, Prakash, Om, Pettenato, Angelica, Chakraborty, Romy, Deutschbauer, Adam M., Van Nostrand, Joy D., Wu, Liyou, He, Zhili, Jordan, I. King, Hazen, Terry C., Arkin, Adam P., Kostka, Joel E., Zhou, Jizhong, and Huffnagle, ed., Gary B. Lateral Gene Transfer in a Heavy Metal-Contaminated-Groundwater Microbial Community. United States: N. p., 2016.
Web. doi:10.1128/mBio.02234-15.
Hemme, Christopher L., Green, Stefan J., Rishishwar, Lavanya, Prakash, Om, Pettenato, Angelica, Chakraborty, Romy, Deutschbauer, Adam M., Van Nostrand, Joy D., Wu, Liyou, He, Zhili, Jordan, I. King, Hazen, Terry C., Arkin, Adam P., Kostka, Joel E., Zhou, Jizhong, & Huffnagle, ed., Gary B. Lateral Gene Transfer in a Heavy Metal-Contaminated-Groundwater Microbial Community. United States. https://doi.org/10.1128/mBio.02234-15
Hemme, Christopher L., Green, Stefan J., Rishishwar, Lavanya, Prakash, Om, Pettenato, Angelica, Chakraborty, Romy, Deutschbauer, Adam M., Van Nostrand, Joy D., Wu, Liyou, He, Zhili, Jordan, I. King, Hazen, Terry C., Arkin, Adam P., Kostka, Joel E., Zhou, Jizhong, and Huffnagle, ed., Gary B. Wed .
"Lateral Gene Transfer in a Heavy Metal-Contaminated-Groundwater Microbial Community". United States. https://doi.org/10.1128/mBio.02234-15.
@article{osti_1784829,
title = {Lateral Gene Transfer in a Heavy Metal-Contaminated-Groundwater Microbial Community},
author = {Hemme, Christopher L. and Green, Stefan J. and Rishishwar, Lavanya and Prakash, Om and Pettenato, Angelica and Chakraborty, Romy and Deutschbauer, Adam M. and Van Nostrand, Joy D. and Wu, Liyou and He, Zhili and Jordan, I. King and Hazen, Terry C. and Arkin, Adam P. and Kostka, Joel E. and Zhou, Jizhong and Huffnagle, ed., Gary B.},
abstractNote = {ABSTRACT Unraveling the drivers controlling the response and adaptation of biological communities to environmental change, especially anthropogenic activities, is a central but poorly understood issue in ecology and evolution. Comparative genomics studies suggest that lateral gene transfer (LGT) is a major force driving microbial genome evolution, but its role in the evolution of microbial communities remains elusive. To delineate the importance of LGT in mediating the response of a groundwater microbial community to heavy metal contamination, representativeRhodanobacterreference genomes were sequenced and compared to shotgun metagenome sequences. 16S rRNA gene-based amplicon sequence analysis indicated thatRhodanobacterpopulations were highly abundant in contaminated wells with low pHs and high levels of nitrate and heavy metals but remained rare in the uncontaminated wells. Sequence comparisons revealed that multiple geochemically important genes, including genes encoding Fe2+/Pb2+permeases, most denitrification enzymes, and cytochromec553, were native toRhodanobacterand not subjected to LGT. In contrast, theRhodanobacterpangenome contained a recombinational hot spot in which numerous metal resistance genes were subjected to LGT and/or duplication. In particular, Co2+/Zn2+/Cd2+efflux and mercuric resistance operon genes appeared to be highly mobile withinRhodanobacterpopulations. Evidence of multiple duplications of a mercuric resistance operon common to mostRhodanobacterstrains was also observed. Collectively, our analyses indicated the importance of LGT during the evolution of groundwater microbial communities in response to heavy metal contamination, and a conceptual model was developed to display such adaptive evolutionary processes for explaining the extreme dominance ofRhodanobacterpopulations in the contaminated groundwater microbiome. IMPORTANCELateral gene transfer (LGT), along with positive selection and gene duplication, are the three main mechanisms that drive adaptive evolution of microbial genomes and communities, but their relative importance is unclear. Some recent studies suggested that LGT is a major adaptive mechanism for microbial populations in response to changing environments, and hence, it could also be critical in shaping microbial community structure. However, direct evidence of LGT and its rates in extant natural microbial communities in response to changing environments is still lacking. Our results presented in this study provide explicit evidence that LGT played a crucial role in driving the evolution of a groundwater microbial community in response to extreme heavy metal contamination. It appears that acquisition of genes critical for survival, growth, and reproduction via LGT is the most rapid and effective way to enable microorganisms and associated microbial communities to quickly adapt to abrupt harsh environmental stresses.},
doi = {10.1128/mBio.02234-15},
journal = {mBio},
number = 2,
volume = 7,
place = {United States},
year = {Wed May 04 00:00:00 EDT 2016},
month = {Wed May 04 00:00:00 EDT 2016}
}
https://doi.org/10.1128/mBio.02234-15
Web of Science
Works referenced in this record:
Responses of microbial community functional structures to pilot-scale uranium in situ bioremediation
journal, March 2010
- Xu, Meiying; Wu, Wei-Min; Wu, Liyou
- The ISME Journal, Vol. 4, Issue 8
Stochastic Assembly Leads to Alternative Communities with Distinct Functions in a Bioreactor Microbial Community
journal, March 2013
- Zhou, Jizhong; Liu, Wenzong; Deng, Ye
- mBio, Vol. 4, Issue 2
Btrim: A fast, lightweight adapter and quality trimming program for next-generation sequencing technologies
journal, August 2011
- Kong, Yong
- Genomics, Vol. 98, Issue 2
Facilitation of Bacterial Adaptation to Chlorothalonil-Contaminated Sites by Horizontal Transfer of the Chlorothalonil Hydrolytic Dehalogenase Gene
journal, April 2011
- Liang, Bin; Wang, Guangli; Zhao, Yanfu
- Applied and Environmental Microbiology, Vol. 77, Issue 12
A thermophilic bacterial origin and subsequent constraints by redox, light and salinity on the evolution of the microbial mercuric reductase: The natural history of the mercuric reductase
journal, November 2010
- Barkay, Tamar; Kritee, K.; Boyd, Eric
- Environmental Microbiology, Vol. 12, Issue 11
Ecology drives a global network of gene exchange connecting the human microbiome
journal, October 2011
- Smillie, Chris S.; Smith, Mark B.; Friedman, Jonathan
- Nature, Vol. 480, Issue 7376
GOHTAM: a website for 'Genomic Origin of Horizontal Transfers, Alignment and Metagenomics'
journal, March 2012
- Menigaud, S.; Mallet, L.; Picord, G.
- Bioinformatics, Vol. 28, Issue 9
A Catalog of Reference Genomes from the Human Microbiome
journal, May 2010
- Nelson, K. E.; Weinstock, G. M.; Highlander, S. K.
- Science, Vol. 328, Issue 5981
Genome Sequences for Six Rhodanobacter Strains, Isolated from Soils and the Terrestrial Subsurface, with Variable Denitrification Capabilities
journal, July 2012
- Kostka, J. E.; Green, S. J.; Rishishwar, L.
- Journal of Bacteriology, Vol. 194, Issue 16
The human microbiome: A hot spot of microbial horizontal gene transfer
journal, November 2012
- Liu, Li; Chen, Xiaowei; Skogerbø, Geir
- Genomics, Vol. 100, Issue 5
Circular genome visualization and exploration using CGView
journal, October 2004
- Stothard, P.; Wishart, D. S.
- Bioinformatics, Vol. 21, Issue 4
Horizontal gene transfer and the evolution of bacterial and archaeal population structure
journal, March 2013
- Polz, Martin F.; Alm, Eric J.; Hanage, William P.
- Trends in Genetics, Vol. 29, Issue 3
Impacts on microbial communities and cultivable isolates from groundwater contaminated with high levels of nitric acidâuranium waste
journal, August 2005
- Fields, Matthew W.; Yan, Tingfen; Rhee, Sung-Keun
- FEMS Microbiology Ecology, Vol. 53, Issue 3
Horizontal Gene Exchange in Environmental Microbiota
journal, January 2011
- Aminov, Rustam I.
- Frontiers in Microbiology, Vol. 2
The Human Oral Microbiome Database: a web accessible resource for investigating oral microbe taxonomic and genomic information
journal, January 2010
- Chen, T.; Yu, W. -H.; Izard, J.
- Database, Vol. 2010, Issue 0
The Human Microbiome Project
journal, October 2007
- Turnbaugh, Peter J.; Ley, Ruth E.; Hamady, Micah
- Nature, Vol. 449, Issue 7164
Phylogenetic beta diversity in bacterial assemblages across ecosystems: deterministic versus stochastic processes
journal, February 2013
- Wang, Jianjun; Shen, Ji; Wu, Yucheng
- The ISME Journal, Vol. 7, Issue 7
Draft Genome Sequence for Microbacterium laevaniformans Strain OR221, a Bacterium Tolerant to Metals, Nitrate, and Low pH
journal, May 2012
- Brown, S. D.; Palumbo, A. V.; Panikov, N.
- Journal of Bacteriology, Vol. 194, Issue 12
Horizontal Gene Transfer in Metal and Radionuclide Contaminated Soils
book, January 2009
- Sobecky, Patricia A.; Coombs, Jonna M.
- Horizontal Gene Transfer
Gapped BLAST and PSI-BLAST: a new generation of protein database search programs
journal, September 1997
- Altschul, Stephen F.; Madden, Thomas L.; Schäffer, Alejandro A.
- Nucleic Acids Research, Vol. 25, Issue 17, p. 3389-3402
Stochastic and deterministic assembly processes in subsurface microbial communities
journal, March 2012
- Stegen, James C.; Lin, Xueju; Konopka, Allan E.
- The ISME Journal, Vol. 6, Issue 9
The impact of transposable elements in environmental adaptation
journal, January 2013
- Casacuberta, Elena; González, Josefa
- Molecular Ecology, Vol. 22, Issue 6
Inferring Correlation Networks from Genomic Survey Data
journal, September 2012
- Friedman, Jonathan; Alm, Eric J.
- PLoS Computational Biology, Vol. 8, Issue 9
Genomic Encyclopedia of Type Strains, Phase I: The one thousand microbial genomes (KMG-I) project
journal, December 2013
- Kyrpides, Nikos C.; Woyke, Tanja; Eisen, Jonathan A.
- Standards in Genomic Sciences, Vol. 9, Issue 3
IMG: the integrated microbial genomes database and comparative analysis system
journal, December 2011
- Markowitz, V. M.; Chen, I. -M. A.; Palaniappan, K.
- Nucleic Acids Research, Vol. 40, Issue D1
The integrated microbial genomes system: an expanding comparative analysis resource
journal, October 2009
- Markowitz, Victor M.; Chen, I-Min A.; Palaniappan, Krishna
- Nucleic Acids Research, Vol. 38, Issue suppl_1
Interpolated variable order motifs for identification of horizontally acquired DNA: revisiting the Salmonella pathogenicity islands
journal, July 2006
- Vernikos, Georgios S.; Parkhill, Julian
- Bioinformatics, Vol. 22, Issue 18
Exploring the costs of horizontal gene transfer
journal, August 2013
- Baltrus, David A.
- Trends in Ecology & Evolution, Vol. 28, Issue 8
Enzyme activities as a component of soil biodiversity: A review
journal, November 2005
- Caldwell, Bruce A.
- Pedobiologia, Vol. 49, Issue 6
Dynamics of Microbial Community Composition and Function during In Situ Bioremediation of a Uranium-Contaminated Aquifer
journal, April 2011
- Van Nostrand, Joy D.; Wu, Liyou; Wu, Wei-Min
- Applied and Environmental Microbiology, Vol. 77, Issue 11
Metagenomic insights into evolution of a heavy metal-contaminated groundwater microbial community
journal, February 2010
- Hemme, Christopher L.; Deng, Ye; Gentry, Terry J.
- The ISME Journal, Vol. 4, Issue 5
MAFFT Multiple Sequence Alignment Software Version 7: Improvements in Performance and Usability
journal, January 2013
- Katoh, K.; Standley, D. M.
- Molecular Biology and Evolution, Vol. 30, Issue 4
Identification and Isolation of a Castellaniella Species Important during Biostimulation of an Acidic Nitrate- and Uranium-Contaminated Aquifer
journal, June 2007
- Spain, Anne M.; Peacock, Aaron D.; Istok, Jonathan D.
- Applied and Environmental Microbiology, Vol. 73, Issue 15
Rhodanobacter denitrificans sp. nov., isolated from nitrate-rich zones of a contaminated aquifer
journal, October 2012
- Prakash, Om; Green, Stefan J.; Jasrotia, Puja
- International Journal of Systematic and Evolutionary Microbiology, Vol. 62, Issue Pt_10
Horizontal Gene Transfer of PIB-Type ATPases among Bacteria Isolated from Radionuclide- and Metal-Contaminated Subsurface Soils
journal, May 2006
- Martinez, R. J.; Wang, Y.; Raimondo, M. A.
- Applied and Environmental Microbiology, Vol. 72, Issue 5
Stochasticity, succession, and environmental perturbations in a fluidic ecosystem
journal, February 2014
- Zhou, Jizhong; Deng, Ye; Zhang, Ping
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 9
IMG/M: a data management and analysis system for metagenomes
journal, December 2007
- Markowitz, V. M.; Ivanova, N. N.; Szeto, E.
- Nucleic Acids Research, Vol. 36, Issue Database
progressiveMauve: Multiple Genome Alignment with Gene Gain, Loss and Rearrangement
journal, June 2010
- Darling, Aaron E.; Mau, Bob; Perna, Nicole T.
- PLoS ONE, Vol. 5, Issue 6
Denitrifying Bacteria from the Genus Rhodanobacter Dominate Bacterial Communities in the Highly Contaminated Subsurface of a Nuclear Legacy Waste Site
journal, December 2011
- Green, Stefan J.; Prakash, Om; Jasrotia, Puja
- Applied and Environmental Microbiology, Vol. 78, Issue 4
GeoChip-based analysis of functional microbial communities during the reoxidation of a bioreduced uranium-contaminated aquifer
journal, October 2009
- Van Nostrand, Joy D.; Wu, Wei-Min; Wu, Liyou
- Environmental Microbiology, Vol. 11, Issue 10
The Ribosomal Database Project: improved alignments and new tools for rRNA analysis
journal, January 2009
- Cole, J. R.; Wang, Q.; Cardenas, E.
- Nucleic Acids Research, Vol. 37, Issue Database
Denitrifying Bacteria Isolated from Terrestrial Subsurface Sediments Exposed to Mixed-Waste Contamination
journal, March 2010
- Green, S. J.; Prakash, O.; Gihring, T. M.
- Applied and Environmental Microbiology, Vol. 76, Issue 10
Microbial community dynamics in uranium contaminated subsurface sediments under biostimulated conditions with high nitrate and nickel pressure
journal, August 2008
- Moreels, David; Crosson, Garry; Garafola, Craig
- Environmental Science and Pollution Research, Vol. 15, Issue 6
Confidence Limits on Phylogenies: An Approach Using the Bootstrap
journal, July 1985
- Felsenstein, Joseph
- Evolution, Vol. 39, Issue 4, p. 783-791
Natural Bacterial Communities Serve as Quantitative Geochemical Biosensors
journal, May 2015
- Smith, Mark B.; Rocha, Andrea M.; Smillie, Chris S.
- mBio, Vol. 6, Issue 3
The rapid generation of mutation data matrices from protein sequences
journal, January 1992
- Jones, David T.; Taylor, William R.; Thornton, Janet M.
- Bioinformatics, Vol. 8, Issue 3
Detection and characterization of horizontal transfers in prokaryotes using genomic signature
journal, January 2005
- Dufraigne, C.
- Nucleic Acids Research, Vol. 33, Issue 1
MEGA5: Molecular Evolutionary Genetics Analysis Using Maximum Likelihood, Evolutionary Distance, and Maximum Parsimony Methods
journal, May 2011
- Tamura, K.; Peterson, D.; Peterson, N.
- Molecular Biology and Evolution, Vol. 28, Issue 10
SOAPdenovo2: an empirically improved memory-efficient short-read de novo assembler
journal, December 2012
- Luo, Ruibang; Liu, Binghang; Xie, Yinlong
- GigaScience, Vol. 1, Issue 1
Significant Association between Sulfate-Reducing Bacteria and Uranium-Reducing Microbial Communities as Revealed by a Combined Massively Parallel Sequencing-Indicator Species Approach
journal, August 2010
- Cardenas, E.; Wu, W. -M.; Leigh, M. B.
- Applied and Environmental Microbiology, Vol. 76, Issue 20
MUSCLE: a multiple sequence alignment method with reduced time and space complexity
journal, August 2004
- Edgar, Robert C.
- BMC Bioinformatics, Vol. 5, Issue 1, p. 113
Isolation, Characterization, and U(VI)-Reducing Potential of a Facultatively Anaerobic, Acid-Resistant Bacterium from Low-pH, Nitrate- and U(VI)-Contaminated Subsurface Sediment and Description of Salmonella subterranea sp. nov
journal, May 2004
- Shelobolina, Evgenya S.; Sullivan, Sara A.; O'Neill, Kathleen R.
- Applied and Environmental Microbiology, Vol. 70, Issue 5
Lateral gene transfer of an ABC transporter complex between major constituents of the human gut microbiome
journal, January 2012
- Meehan, Conor J.; Beiko, Robert G.
- BMC Microbiology, Vol. 12, Issue 1
Nitrate-Reducing Bacteria at the Nitrate and Radionuclide Contaminated Oak Ridge Integrated Field Research Challenge Site: A Review
journal, June 2011
- Spain, Anne M.; Krumholz, Lee R.
- Geomicrobiology Journal, Vol. 28, Issue 5-6
Isolation and Physiology of Bacteria from Contaminated Subsurface Sediments
journal, September 2010
- Bollmann, A.; Palumbo, A. V.; Lewis, K.
- Applied and Environmental Microbiology, Vol. 76, Issue 22
The human microbiome harbors a diverse reservoir of antibiotic resistance genes
journal, July 2010
- Sommer, Morten O. A.; Church, George M.; Dantas, Gautam
- Virulence, Vol. 1, Issue 4
The Mercury Resistance Operon: From an Origin in a Geothermal Environment to an Efficient Detoxification Machine
journal, January 2012
- Boyd, Eric S.; Barkay, Tamar
- Frontiers in Microbiology, Vol. 3
Multiple Phenotypic Changes Associated with Large-Scale Horizontal Gene Transfer
journal, July 2014
- Dougherty, Kevin; Smith, Brian A.; Moore, Autumn F.
- PLoS ONE, Vol. 9, Issue 7
Evolutionary Analysis and Lateral Gene Transfer of Two-Component Regulatory Systems Associated with Heavy-Metal Tolerance in Bacteria
journal, April 2013
- Bouzat, Juan L.; Hoostal, Matthew J.
- Journal of Molecular Evolution, Vol. 76, Issue 5
Interactive Tree Of Life v2: online annotation and display of phylogenetic trees made easy
journal, April 2011
- Letunic, I.; Bork, P.
- Nucleic Acids Research, Vol. 39, Issue suppl
Ultra-high-throughput microbial community analysis on the Illumina HiSeq and MiSeq platforms
journal, March 2012
- Caporaso, J. Gregory; Lauber, Christian L.; Walters, William A.
- The ISME Journal, Vol. 6, Issue 8
Occurrence of Horizontal Gene Transfer of PIB-type ATPase Genes among Bacteria Isolated from the Uranium Rich Deposit of Domiasiat in North East India
journal, October 2012
- Nongkhlaw, Macmillan; Kumar, Rakshak; Acharya, Celin
- PLoS ONE, Vol. 7, Issue 10
R: A Language for Data Analysis and Graphics
journal, September 1996
- Ihaka, Ross; Gentleman, Robert
- Journal of Computational and Graphical Statistics, Vol. 5, Issue 3
Denitrification at pH 4 by a soil-derived Rhodanobacter-dominated community: Denitrification at pH 4
journal, December 2010
- Van Den Heuvel, R. N.; Van Der Biezen, E.; Jetten, M. S. M.
- Environmental Microbiology, Vol. 12, Issue 12
The impact of horizontal gene transfer on the adaptive ability of the human oral microbiome
journal, September 2014
- Roberts, Adam P.; Kreth, Jens
- Frontiers in Cellular and Infection Microbiology, Vol. 4
IMG ER: a system for microbial genome annotation expert review and curation
journal, June 2009
- Markowitz, Victor M.; Mavromatis, Konstantinos; Ivanova, Natalia N.
- Bioinformatics, Vol. 25, Issue 17
A phylogeny-driven genomic encyclopaedia of Bacteria and Archaea
journal, December 2009
- Wu, Dongying; Hugenholtz, Philip; Mavromatis, Konstantinos
- Nature, Vol. 462, Issue 7276
Comparative metagenomics reveals impact of contaminants on groundwater microbiomes
journal, October 2015
- Hemme, Christopher L.; Tu, Qichao; Shi, Zhou
- Frontiers in Microbiology, Vol. 6