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Title: Dual-barcoded shotgun expression library sequencing for high-throughput characterization of functional traits in bacteria

Abstract

A major challenge in genomics is the knowledge gap between sequence and its encoded function. Gain-of-function methods based on gene overexpression are attractive avenues for phenotype-based functional screens, but are not easily applied in high-throughput across many experimental conditions. Here, we present Dual Barcoded Shotgun Expression Library Sequencing (Dub-seq), a method that greatly increases the throughput of genome-wide overexpression assays. In Dub-seq, a shotgun expression library is cloned between dual random DNA barcodes and the precise breakpoints of DNA fragments are associated to the barcode sequences prior to performing assays. To assess the fitness of individual strains carrying these plasmids, we use DNA barcode sequencing (BarSeq), which is amenable to large-scale sample multiplexing. As a demonstration of this approach, we constructed a Dub-seq library with total Escherichia coli genomic DNA, performed 155 genome-wide fitness assays in 52 experimental conditions, and identified 813 genes with high-confidence overexpression phenotypes across 4,151 genes assayed. We show that Dub-seq data is reproducible, accurately recapitulates known biology, and identifies hundreds of novel gain-of-function phenotypes for E. coli genes, a subset of which we verified with assays of individual strains. Dub-seq provides complementary information to loss-of-function approaches such as transposon site sequencing or CRISPRi and willmore » facilitate rapid and systematic functional characterization of microbial genomes.ImportanceMeasuring the phenotypic consequences of overexpressing genes is a classic genetic approach for understanding protein function; for identifying drug targets, antibiotic and metal resistance mechanisms; and for optimizing strains for metabolic engineering. In microorganisms, these gain-of-function assays are typically done using laborious protocols with individually archived strains or in low-throughput following qualitative selection for a phenotype of interest, such as antibiotic resistance. However, many microbial genes are poorly characterized and the importance of a given gene may only be apparent under certain conditions. Therefore, more scalable approaches for gain-of-function assays are needed. Here, we present Dual Barcoded Shotgun Expression Library Sequencing (Dub-seq), a strategy that couples systematic gene overexpression with DNA barcode sequencing for large-scale interrogation of gene fitness under many experimental conditions at low cost. Dub-seq can be applied to many microorganisms and is a valuable new tool for large-scale gene function characterization.« less

Authors:
ORCiD logo [1];  [1];  [1];  [1];  [1]; ORCiD logo [2];  [3]; ORCiD logo [3]
  1. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
  2. Univ. of California, Berkeley, CA (United States)
  3. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States); Univ. of California, Berkeley, CA (United States)
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
OSTI Identifier:
1508060
Alternate Identifier(s):
OSTI ID: 1581084
Grant/Contract Number:  
AC02-05CH11231; SC0008812
Resource Type:
Accepted Manuscript
Journal Name:
Nature Communications
Additional Journal Information:
Journal Volume: 10; Journal Issue: 1; Journal ID: ISSN 2041-1723
Publisher:
Nature Publishing Group
Country of Publication:
United States
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES

Citation Formats

Mutalik, Vivek K., Novichkov, Pavel S., Price, Morgan N., Owens, Trenton K., Callaghan, Mark, Carim, Sean, Deutschbauer, Adam M., and Arkin, Adam P. Dual-barcoded shotgun expression library sequencing for high-throughput characterization of functional traits in bacteria. United States: N. p., 2019. Web. doi:10.1038/s41467-018-08177-8.
Mutalik, Vivek K., Novichkov, Pavel S., Price, Morgan N., Owens, Trenton K., Callaghan, Mark, Carim, Sean, Deutschbauer, Adam M., & Arkin, Adam P. Dual-barcoded shotgun expression library sequencing for high-throughput characterization of functional traits in bacteria. United States. https://doi.org/10.1038/s41467-018-08177-8
Mutalik, Vivek K., Novichkov, Pavel S., Price, Morgan N., Owens, Trenton K., Callaghan, Mark, Carim, Sean, Deutschbauer, Adam M., and Arkin, Adam P. Fri . "Dual-barcoded shotgun expression library sequencing for high-throughput characterization of functional traits in bacteria". United States. https://doi.org/10.1038/s41467-018-08177-8. https://www.osti.gov/servlets/purl/1508060.
@article{osti_1508060,
title = {Dual-barcoded shotgun expression library sequencing for high-throughput characterization of functional traits in bacteria},
author = {Mutalik, Vivek K. and Novichkov, Pavel S. and Price, Morgan N. and Owens, Trenton K. and Callaghan, Mark and Carim, Sean and Deutschbauer, Adam M. and Arkin, Adam P.},
abstractNote = {A major challenge in genomics is the knowledge gap between sequence and its encoded function. Gain-of-function methods based on gene overexpression are attractive avenues for phenotype-based functional screens, but are not easily applied in high-throughput across many experimental conditions. Here, we present Dual Barcoded Shotgun Expression Library Sequencing (Dub-seq), a method that greatly increases the throughput of genome-wide overexpression assays. In Dub-seq, a shotgun expression library is cloned between dual random DNA barcodes and the precise breakpoints of DNA fragments are associated to the barcode sequences prior to performing assays. To assess the fitness of individual strains carrying these plasmids, we use DNA barcode sequencing (BarSeq), which is amenable to large-scale sample multiplexing. As a demonstration of this approach, we constructed a Dub-seq library with total Escherichia coli genomic DNA, performed 155 genome-wide fitness assays in 52 experimental conditions, and identified 813 genes with high-confidence overexpression phenotypes across 4,151 genes assayed. We show that Dub-seq data is reproducible, accurately recapitulates known biology, and identifies hundreds of novel gain-of-function phenotypes for E. coli genes, a subset of which we verified with assays of individual strains. Dub-seq provides complementary information to loss-of-function approaches such as transposon site sequencing or CRISPRi and will facilitate rapid and systematic functional characterization of microbial genomes.ImportanceMeasuring the phenotypic consequences of overexpressing genes is a classic genetic approach for understanding protein function; for identifying drug targets, antibiotic and metal resistance mechanisms; and for optimizing strains for metabolic engineering. In microorganisms, these gain-of-function assays are typically done using laborious protocols with individually archived strains or in low-throughput following qualitative selection for a phenotype of interest, such as antibiotic resistance. However, many microbial genes are poorly characterized and the importance of a given gene may only be apparent under certain conditions. Therefore, more scalable approaches for gain-of-function assays are needed. Here, we present Dual Barcoded Shotgun Expression Library Sequencing (Dub-seq), a strategy that couples systematic gene overexpression with DNA barcode sequencing for large-scale interrogation of gene fitness under many experimental conditions at low cost. Dub-seq can be applied to many microorganisms and is a valuable new tool for large-scale gene function characterization.},
doi = {10.1038/s41467-018-08177-8},
journal = {Nature Communications},
number = 1,
volume = 10,
place = {United States},
year = {Fri Jan 18 00:00:00 EST 2019},
month = {Fri Jan 18 00:00:00 EST 2019}
}

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Works referenced in this record:

Synthetic CRISPR-Cas gene activators for transcriptional reprogramming in bacteria
journal, June 2018


Mutant phenotypes for thousands of bacterial genes of unknown function
journal, May 2018


Gratuitous overexpression of genes in Escherichia coli leads to growth inhibition and ribosome destruction.
journal, March 1995


BglBrick vectors and datasheets: A synthetic biology platform for gene expression
journal, January 2011

  • Lee, Taek; Krupa, Rachel A.; Zhang, Fuzhong
  • Journal of Biological Engineering, Vol. 5, Issue 1
  • DOI: 10.1186/1754-1611-5-12

Multicopy Suppression Underpins Metabolic Evolvability
journal, June 2007

  • Patrick, W. M.; Quandt, E. M.; Swartzlander, D. B.
  • Molecular Biology and Evolution, Vol. 24, Issue 12
  • DOI: 10.1093/molbev/msm204

The great screen anomaly—a new frontier in product discovery through functional metagenomics
journal, December 2011

  • Ekkers, David Matthias; Cretoiu, Mariana Silvia; Kielak, Anna Maria
  • Applied Microbiology and Biotechnology, Vol. 93, Issue 3
  • DOI: 10.1007/s00253-011-3804-3

COMBREX-DB: an experiment centered database of protein function: knowledge, predictions and knowledge gaps
journal, December 2015

  • Chang, Yi-Chien; Hu, Zhenjun; Rachlin, John
  • Nucleic Acids Research, Vol. 44, Issue D1
  • DOI: 10.1093/nar/gkv1324

The Yeast Deletion Collection: A Decade of Functional Genomics
journal, June 2014


A Comprehensive, CRISPR-based Functional Analysis of Essential Genes in Bacteria
journal, June 2016


The art and design of genetic screens: Escherichia coli
journal, June 2003

  • Shuman, Howard A.; Silhavy, Thomas J.
  • Nature Reviews Genetics, Vol. 4, Issue 6
  • DOI: 10.1038/nrg1087

Developmental dynamics of the preterm infant gut microbiota and antibiotic resistome
journal, March 2016


Proline transport and osmotic stress response in Escherichia coli K-12.
journal, April 1986


Use of bacteriophage T7 RNA polymerase to direct selective high-level expression of cloned genes
journal, May 1986


Coexisting/Coexpressing Genomic Libraries (CoGeL) identify interactions among distantly located genetic loci for developing complex microbial phenotypes
journal, October 2011

  • Nicolaou, Sergios A.; Gaida, Stefan M.; Papoutsakis, Eleftherios T.
  • Nucleic Acids Research, Vol. 39, Issue 22
  • DOI: 10.1093/nar/gkr817

SCALEs: multiscale analysis of library enrichment
journal, November 2006

  • Lynch, Michael D.; Warnecke, Tanya; Gill, Ryan T.
  • Nature Methods, Vol. 4, Issue 1
  • DOI: 10.1038/nmeth946

Gene Overexpression: Uses, Mechanisms, and Interpretation
journal, March 2012


Improving microbial fitness in the mammalian gut by in vivo temporal functional metagenomics
journal, March 2015

  • Yaung, Stephanie J.; Deng, Luxue; Li, Ning
  • Molecular Systems Biology, Vol. 11, Issue 3
  • DOI: 10.15252/msb.20145866

Effect of NlpE Overproduction on Multidrug Resistance in Escherichia coli
journal, March 2010

  • Nishino, K.; Yamasaki, S.; Hayashi-Nishino, M.
  • Antimicrobial Agents and Chemotherapy, Vol. 54, Issue 5
  • DOI: 10.1128/aac.01677-09

A universal TagModule collection for parallel genetic analysis of microorganisms
journal, May 2010

  • Oh, Julia; Fung, Eula; Price, Morgan N.
  • Nucleic Acids Research, Vol. 38, Issue 14
  • DOI: 10.1093/nar/gkq419

Functional metagenomics for enzyme discovery: challenges to efficient screening
journal, December 2009


Artificial Gene Amplification in Escherichia coli Reveals Numerous Determinants for Resistance to Metal Toxicity
journal, January 2018


Triclosan: an Instructive Tale
journal, December 2016

  • McNamara, Patrick J.; Levy, Stuart B.
  • Antimicrobial Agents and Chemotherapy, Vol. 60, Issue 12
  • DOI: 10.1128/aac.02105-16

Role of the Extracytoplasmic Function Protein Family Sigma Factor RpoE in Metal Resistance of Escherichia coli
journal, March 2005


Genomewide Overexpression Screen for Fosfomycin Resistance in Escherichia coli: MurA Confers Clinical Resistance at Low Fitness Cost
journal, February 2012

  • Couce, Alejandro; Briales, Alejandra; Rodríguez-Rojas, Alexandro
  • Antimicrobial Agents and Chemotherapy, Vol. 56, Issue 5
  • DOI: 10.1128/aac.06122-11

Artificial gene amplification reveals an abundance of promiscuous resistance determinants in Escherichia coli
journal, December 2010

  • Soo, V. W. C.; Hanson-Manful, P.; Patrick, W. M.
  • Proceedings of the National Academy of Sciences, Vol. 108, Issue 4
  • DOI: 10.1073/pnas.1012108108

Sigma70 Promoters in Escherichia coli: Specific Transcription in Dense Regions of Overlapping Promoter-like Signals
journal, October 2003


Programming cells by multiplex genome engineering and accelerated evolution
journal, July 2009

  • Wang, Harris H.; Isaacs, Farren J.; Carr, Peter A.
  • Nature, Vol. 460, Issue 7257, p. 894-898
  • DOI: 10.1038/nature08187

An integrated platform of genomic assays reveals small-molecule bioactivities
journal, July 2008

  • Hoon, Shawn; M. Smith, Andrew; Wallace, Iain M.
  • Nature Chemical Biology, Vol. 4, Issue 8
  • DOI: 10.1038/nchembio.100

MicL, a new  E-dependent sRNA, combats envelope stress by repressing synthesis of Lpp, the major outer membrane lipoprotein
journal, July 2014

  • Guo, M. S.; Updegrove, T. B.; Gogol, E. B.
  • Genes & Development, Vol. 28, Issue 14
  • DOI: 10.1101/gad.243485.114

Engineering microbial biofuel tolerance and export using efflux pumps
journal, January 2011

  • Dunlop, Mary J.; Dossani, Zain Y.; Szmidt, Heather L.
  • Molecular Systems Biology, Vol. 7, Issue 1
  • DOI: 10.1038/msb.2011.21

TnAraOut, A transposon-based approach to identify and characterize essential bacterial genes
journal, July 2000

  • Judson, Nicholas; Mekalanos, John J.
  • Nature Biotechnology, Vol. 18, Issue 7
  • DOI: 10.1038/77305

Tn-seq: high-throughput parallel sequencing for fitness and genetic interaction studies in microorganisms
journal, September 2009

  • van Opijnen, Tim; Bodi, Kip L.; Camilli, Andrew
  • Nature Methods, Vol. 6, Issue 10
  • DOI: 10.1038/nmeth.1377

Bacterial gene amplification: implications for the evolution of antibiotic resistance
journal, August 2009

  • Sandegren, Linus; Andersson, Dan I.
  • Nature Reviews Microbiology, Vol. 7, Issue 8
  • DOI: 10.1038/nrmicro2174

Multicopy Suppressors for Novel Antibacterial Compounds Reveal Targets and Drug Efflux Susceptibility
journal, October 2004


Sigma70 Promoters in Escherichia coli: Specific Transcription in Dense Regions of Overlapping Promoter-like Signals
journal, October 2003


Genome-Wide Tuning of Protein Expression Levels to Rapidly Engineer Microbial Traits
journal, November 2015

  • Freed, Emily F.; Winkler, James D.; Weiss, Sophie J.
  • ACS Synthetic Biology, Vol. 4, Issue 11
  • DOI: 10.1021/acssynbio.5b00133

Fosfomycin: Mechanism and Resistance
journal, January 2017


Limited dissemination of the wastewater treatment plant core resistome
journal, September 2015

  • Munck, Christian; Albertsen, Mads; Telke, Amar
  • Nature Communications, Vol. 6, Issue 1
  • DOI: 10.1038/ncomms9452

Expression of heterologous sigma factors enables functional screening of metagenomic and heterologous genomic libraries
journal, May 2015

  • Gaida, Stefan M.; Sandoval, Nicholas R.; Nicolaou, Sergios A.
  • Nature Communications, Vol. 6, Issue 1
  • DOI: 10.1038/ncomms8045

Outer membrane proteomics of kanamycin-resistant Escherichia coli identified MipA as a novel antibiotic resistance-related protein
journal, May 2015

  • Zhang, Dan-feng; Li, Hui; Lin, Xiang-min
  • FEMS Microbiology Letters, Vol. 362, Issue 11
  • DOI: 10.1093/femsle/fnv074

Gene Overexpression: Uses, Mechanisms, and Interpretation
journal, March 2012


Identification and Characterization of a Novel FosA7 Member from Fosfomycin-Resistant Escherichia coli Clinical Isolates from Canadian Hospitals
journal, December 2020

  • Milner, Kieran A.; Bay, Denice C.; Alexander, David
  • Antimicrobial Agents and Chemotherapy, Vol. 65, Issue 1
  • DOI: 10.1128/aac.00865-20

Targeted selection of recombinant clones through gene dosage effects.
journal, November 1983

  • Rine, J.; Hansen, W.; Hardeman, E.
  • Proceedings of the National Academy of Sciences, Vol. 80, Issue 22
  • DOI: 10.1073/pnas.80.22.6750

High-throughput approaches to understanding gene function and mapping network architecture in bacteria
journal, April 2013


Rapid profiling of a microbial genome using mixtures of barcoded oligonucleotides
journal, July 2010

  • Warner, Joseph R.; Reeder, Philippa J.; Karimpour-Fard, Anis
  • Nature Biotechnology, Vol. 28, Issue 8, p. 856-862
  • DOI: 10.1038/nbt.1653

Genome-scale promoter engineering by coselection MAGE
journal, April 2012

  • Wang, Harris H.; Kim, Hwangbeom; Cong, Le
  • Nature Methods, Vol. 9, Issue 6, p. 591-593
  • DOI: 10.1038/nmeth.1971

A molecular barcoded yeast ORF library enables mode-of-action analysis of bioactive compounds
journal, April 2009

  • Ho, Cheuk Hei; Magtanong, Leslie; Barker, Sarah L.
  • Nature Biotechnology, Vol. 27, Issue 4
  • DOI: 10.1038/nbt.1534

RegulonDB v 10.5: tackling challenges to unify classic and high throughput knowledge of gene regulation in E. coli K-12
journal, November 2018

  • Santos-Zavaleta, Alberto; Salgado, Heladia; Gama-Castro, Socorro
  • Nucleic Acids Research, Vol. 47, Issue D1
  • DOI: 10.1093/nar/gky1077

Genomewide screens for Escherichia coli genes affecting growth of T7 bacteriophage
journal, November 2006

  • Qimron, U.; Marintcheva, B.; Tabor, S.
  • Proceedings of the National Academy of Sciences, Vol. 103, Issue 50
  • DOI: 10.1073/pnas.0609428103

RNase III Controls the Degradation of corA mRNA in Escherichia coli
journal, February 2012

  • Lim, B.; Sim, S. -H.; Sim, M.
  • Journal of Bacteriology, Vol. 194, Issue 9
  • DOI: 10.1128/jb.00099-12

The EcoCyc database: reflecting new knowledge about Escherichia coli K-12
journal, November 2016

  • Keseler, Ingrid M.; Mackie, Amanda; Santos-Zavaleta, Alberto
  • Nucleic Acids Research, Vol. 45, Issue D1
  • DOI: 10.1093/nar/gkw1003

Envelope Stress Responses: An Interconnected Safety Net
journal, March 2017


Overexpression of fetA ( ybbL ) and fetB ( ybbM ), Encoding an Iron Exporter, Enhances Resistance to Oxidative Stress in Escherichia coli
journal, September 2013

  • Nicolaou, Sergios A.; Fast, Alan G.; Nakamaru-Ogiso, Eiko
  • Applied and Environmental Microbiology, Vol. 79, Issue 23
  • DOI: 10.1128/AEM.02322-13

Gratuitous overexpression of genes in Escherichia coli leads to growth inhibition and ribosome destruction.
journal, March 1995


Identification of rcnA (yohM), a Nickel and Cobalt Resistance Gene in Escherichia coli
journal, April 2005


Mutant phenotypes for thousands of bacterial genes of unknown function
journal, May 2018


Coexisting/Coexpressing Genomic Libraries (CoGeL) identify interactions among distantly located genetic loci for developing complex microbial phenotypes
journal, October 2011

  • Nicolaou, Sergios A.; Gaida, Stefan M.; Papoutsakis, Eleftherios T.
  • Nucleic Acids Research, Vol. 39, Issue 22
  • DOI: 10.1093/nar/gkr817

Multicopy Suppression Underpins Metabolic Evolvability
journal, June 2007

  • Patrick, W. M.; Quandt, E. M.; Swartzlander, D. B.
  • Molecular Biology and Evolution, Vol. 24, Issue 12
  • DOI: 10.1093/molbev/msm204

COMBREX-DB: an experiment centered database of protein function: knowledge, predictions and knowledge gaps
journal, December 2015

  • Chang, Yi-Chien; Hu, Zhenjun; Rachlin, John
  • Nucleic Acids Research, Vol. 44, Issue D1
  • DOI: 10.1093/nar/gkv1324

Quantitative phenotyping via deep barcode sequencing
journal, July 2009


Use of bacteriophage T7 RNA polymerase to direct selective high-level expression of cloned genes
journal, May 1986


An integrated platform of genomic assays reveals small-molecule bioactivities
journal, July 2008

  • Hoon, Shawn; M. Smith, Andrew; Wallace, Iain M.
  • Nature Chemical Biology, Vol. 4, Issue 8
  • DOI: 10.1038/nchembio.100

Rapid Quantification of Mutant Fitness in Diverse Bacteria by Sequencing Randomly Bar-Coded Transposons
journal, May 2015

  • Wetmore, Kelly M.; Price, Morgan N.; Waters, Robert J.
  • mBio, Vol. 6, Issue 3, Article No. e00306-15
  • DOI: 10.1128/mbio.00306-15

Genome-Wide Experimental Determination of Barriers to Horizontal Gene Transfer
journal, November 2007


Selection for Unequal Densities of σ70 Promoter-Like Signals in Different Regions of Large Bacterial Genomes
journal, January 2006


Construction of Escherichia coli K-12 in-frame, single-gene knockout mutants the Keio collection
journal, February 2006

  • Baba, Tomoya; Ara, Takeshi; Hasegawa, Miki
  • Molecular Systems Biology, Vol. 2, Article No. 2006.0008
  • DOI: 10.1038/msb4100050

The Yeast Deletion Collection: A Decade of Functional Genomics
journal, June 2014


Auxotrophic and prototrophic conditional genetic networks reveal the rewiring of transcription factors in Escherichia coli
journal, July 2022

  • Gagarinova, Alla; Hosseinnia, Ali; Rahmatbakhsh, Matineh
  • Nature Communications, Vol. 13, Issue 1
  • DOI: 10.1038/s41467-022-31819-x

A Comprehensive, CRISPR-based Functional Analysis of Essential Genes in Bacteria
journal, June 2016


Programming cells by multiplex genome engineering and accelerated evolution
journal, July 2009

  • Wang, Harris H.; Isaacs, Farren J.; Carr, Peter A.
  • Nature, Vol. 460, Issue 7257, p. 894-898
  • DOI: 10.1038/nature08187

Quantitative nature of overexpression experiments
journal, November 2015


Gene Amplification and Genomic Plasticity in Prokaryotes
journal, December 1997


Functional Characterization of the Antibiotic Resistance Reservoir in the Human Microflora
journal, August 2009


Genomewide screens for Escherichia coli genes affecting growth of T7 bacteriophage
journal, November 2006

  • Qimron, U.; Marintcheva, B.; Tabor, S.
  • Proceedings of the National Academy of Sciences, Vol. 103, Issue 50
  • DOI: 10.1073/pnas.0609428103

The great screen anomaly—a new frontier in product discovery through functional metagenomics
journal, December 2011

  • Ekkers, David Matthias; Cretoiu, Mariana Silvia; Kielak, Anna Maria
  • Applied Microbiology and Biotechnology, Vol. 93, Issue 3
  • DOI: 10.1007/s00253-011-3804-3

BglBrick vectors and datasheets: A synthetic biology platform for gene expression
journal, January 2011

  • Lee, Taek; Krupa, Rachel A.; Zhang, Fuzhong
  • Journal of Biological Engineering, Vol. 5, Issue 1
  • DOI: 10.1186/1754-1611-5-12

Chemical Genomic Approaches to Study Model Microbes
journal, June 2010


A Genome-Wide Screen for Bacterial Envelope Biogenesis Mutants Identifies a Novel Factor Involved in Cell Wall Precursor Metabolism
journal, January 2014


Proline transport and osmotic stress response in Escherichia coli K-12.
journal, April 1986


Copy number change: evolving views on gene amplification
journal, July 2013

  • Elliott, Kathryn T.; Cuff, Laura E.; Neidle, Ellen L.
  • Future Microbiology, Vol. 8, Issue 7
  • DOI: 10.2217/fmb.13.53

MicL, a new  E-dependent sRNA, combats envelope stress by repressing synthesis of Lpp, the major outer membrane lipoprotein
journal, July 2014

  • Guo, M. S.; Updegrove, T. B.; Gogol, E. B.
  • Genes & Development, Vol. 28, Issue 14
  • DOI: 10.1101/gad.243485.114

Toward a Predictive Understanding of Earth’s Microbiomes to Address 21st Century Challenges
journal, May 2016


Bacterial gene amplification: implications for the evolution of antibiotic resistance
journal, August 2009

  • Sandegren, Linus; Andersson, Dan I.
  • Nature Reviews Microbiology, Vol. 7, Issue 8
  • DOI: 10.1038/nrmicro2174

Multicopy Suppressors for Novel Antibacterial Compounds Reveal Targets and Drug Efflux Susceptibility
journal, October 2004


Genome-scale promoter engineering by coselection MAGE
journal, April 2012

  • Wang, Harris H.; Kim, Hwangbeom; Cong, Le
  • Nature Methods, Vol. 9, Issue 6, p. 591-593
  • DOI: 10.1038/nmeth.1971

Rapid profiling of a microbial genome using mixtures of barcoded oligonucleotides
journal, July 2010

  • Warner, Joseph R.; Reeder, Philippa J.; Karimpour-Fard, Anis
  • Nature Biotechnology, Vol. 28, Issue 8, p. 856-862
  • DOI: 10.1038/nbt.1653

A molecular barcoded yeast ORF library enables mode-of-action analysis of bioactive compounds
journal, April 2009

  • Ho, Cheuk Hei; Magtanong, Leslie; Barker, Sarah L.
  • Nature Biotechnology, Vol. 27, Issue 4
  • DOI: 10.1038/nbt.1534

Development of CRISPR-Cas13a-based antimicrobials capable of sequence-specific killing of target bacteria
journal, June 2020


 E Regulates and Is Regulated by a Small RNA in Escherichia coli
journal, April 2007

  • Thompson, K. M.; Rhodius, V. A.; Gottesman, S.
  • Journal of Bacteriology, Vol. 189, Issue 11
  • DOI: 10.1128/jb.00020-07

Envelope Stress Responses: An Interconnected Safety Net
journal, March 2017


Chemical Genomic Approaches to Study Model Microbes
journal, June 2010


SCALEs: multiscale analysis of library enrichment
journal, November 2006

  • Lynch, Michael D.; Warnecke, Tanya; Gill, Ryan T.
  • Nature Methods, Vol. 4, Issue 1
  • DOI: 10.1038/nmeth946

Improving microbial fitness in the mammalian gut by in vivo temporal functional metagenomics
journal, March 2015

  • Yaung, Stephanie J.; Deng, Luxue; Li, Ning
  • Molecular Systems Biology, Vol. 11, Issue 3
  • DOI: 10.15252/msb.20145866

Expression of heterologous sigma factors enables functional screening of metagenomic and heterologous genomic libraries
journal, May 2015

  • Gaida, Stefan M.; Sandoval, Nicholas R.; Nicolaou, Sergios A.
  • Nature Communications, Vol. 6, Issue 1
  • DOI: 10.1038/ncomms8045

Limited dissemination of the wastewater treatment plant core resistome
journal, September 2015

  • Munck, Christian; Albertsen, Mads; Telke, Amar
  • Nature Communications, Vol. 6, Issue 1
  • DOI: 10.1038/ncomms9452

High-throughput approaches to understanding gene function and mapping network architecture in bacteria
journal, April 2013


Artificial Gene Amplification in Escherichia coli Reveals Numerous Determinants for Resistance to Metal Toxicity
journal, January 2018


Artificial gene amplification reveals an abundance of promiscuous resistance determinants in Escherichia coli
journal, December 2010

  • Soo, V. W. C.; Hanson-Manful, P.; Patrick, W. M.
  • Proceedings of the National Academy of Sciences, Vol. 108, Issue 4
  • DOI: 10.1073/pnas.1012108108

Gene Amplification and Genomic Plasticity in Prokaryotes
journal, December 1997


Nickel and Cobalt Resistance Engineered in Escherichia coli by Overexpression of Serine Acetyltransferase from the Nickel Hyperaccumulator Plant Thlaspi goesingense
journal, December 2005


IMG/M v.5.0: an integrated data management and comparative analysis system for microbial genomes and microbiomes
journal, October 2018

  • Chen, I-Min A.; Chu, Ken; Palaniappan, Krishna
  • Nucleic Acids Research, Vol. 47, Issue D1
  • DOI: 10.1093/nar/gky901

Copy number change: evolving views on gene amplification
journal, July 2013

  • Elliott, Kathryn T.; Cuff, Laura E.; Neidle, Ellen L.
  • Future Microbiology, Vol. 8, Issue 7
  • DOI: 10.2217/fmb.13.53

Tn-seq: high-throughput parallel sequencing for fitness and genetic interaction studies in microorganisms
journal, September 2009

  • van Opijnen, Tim; Bodi, Kip L.; Camilli, Andrew
  • Nature Methods, Vol. 6, Issue 10
  • DOI: 10.1038/nmeth.1377

The art and design of genetic screens: Escherichia coli
journal, June 2003

  • Shuman, Howard A.; Silhavy, Thomas J.
  • Nature Reviews Genetics, Vol. 4, Issue 6
  • DOI: 10.1038/nrg1087

Functional Characterization of the Antibiotic Resistance Reservoir in the Human Microflora
journal, August 2009


Construction and Analysis of Two Genome-Scale Deletion Libraries for Bacillus subtilis
journal, March 2017


Functional metagenomics for enzyme discovery: challenges to efficient screening
journal, December 2009


Developmental dynamics of the preterm infant gut microbiota and antibiotic resistome
journal, March 2016


TnAraOut, A transposon-based approach to identify and characterize essential bacterial genes
journal, July 2000

  • Judson, Nicholas; Mekalanos, John J.
  • Nature Biotechnology, Vol. 18, Issue 7
  • DOI: 10.1038/77305

Annotation Error in Public Databases: Misannotation of Molecular Function in Enzyme Superfamilies
journal, December 2009


The Complete Genome Sequence of Escherichia coli DH10B: Insights into the Biology of a Laboratory Workhorse
journal, February 2008

  • Durfee, T.; Nelson, R.; Baldwin, S.
  • Journal of Bacteriology, Vol. 190, Issue 7
  • DOI: 10.1128/jb.01695-07

Directional Cloning into Plasmid Vectors
journal, June 2006

  • Sambrook, Joseph; Russell, David W.
  • Cold Spring Harbor Protocols, Vol. 2006, Issue 1
  • DOI: 10.1101/pdb.prot3919

Works referencing / citing this record:

High-throughput mapping of the phage resistance landscape in E. coli
journal, October 2020


A Novel pH-Regulated, Unusual 603 bp Overlapping Protein Coding Gene pop Is Encoded Antisense to ompA in Escherichia coli O157:H7 (EHEC)
journal, March 2020

  • Zehentner, Barbara; Ardern, Zachary; Kreitmeier, Michaela
  • Frontiers in Microbiology, Vol. 11
  • DOI: 10.3389/fmicb.2020.00377

Evolutionary Approaches for Engineering Industrially Relevant Phenotypes in Bacterial Cell Factories
journal, June 2019

  • Fernández‐Cabezón, Lorena; Cros, Antonin; Nikel, Pablo I.
  • Biotechnology Journal, Vol. 14, Issue 9
  • DOI: 10.1002/biot.201800439