The Ecology and Evolution of Pangenomes
Open accessAbstract
Since the first genome-scale comparisons, it has been evident that the genomes of many species are unbound by strict vertical descent: Large differences in gene content can occur among genomes belonging to the same prokaryotic species, with only a fraction of genes being universal to all genomes. These insights gave rise to the pangenome concept. The pangenome is defined as the set of all the genes present in a given species and can be subdivided into the accessory genome, present in only some of the genomes, and the core genome, present in all the genomes. Pangenomes arise due to gene gain by genomes from other species through horizontal gene transfer and differential gene loss among genomes, and have been described in both prokaryotes and eukaryotes. Our current view of pangenome variation is phenomenological and incomplete. In this review, we outline the mechanistic, ecological and evolutionary drivers of and barriers to horizontal gene transfer that are likely to structure pangenomes. We highlight the key role of conflict between the host chromosome(s) and the mobile genetic elements that mediate gene exchange. We identify shortcomings in our current models of pangenome evolution and suggest directions for future research to allow a more complete understanding of how and why pangenomes evolve.
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Pangenome variation reflects how bacterial populations adapt to different ecological niches, host interactions, and selective pressures rather than simply representing random gene-content differences.
“This supports a pan-ecological interpretation, in which pangenome variation reflects how bacterial populations adapt to different ecological niches, host interactions, and selective pressures rather than simply representing random gene-content differences. 29”
Cites
Functional profiling of the Saccharomyces cerevisiae genome
Giaever, G., Chu, A. M., Ni, L., Connelly, C., Riles, L., Véronneau, S., Dow, S., Lucau-Danila, A., Anderson, K., André, B., et al. (2002) · Nature · doi:10.1038/nature00935 · Cited by 4,316 · see citing works
Mobile Genetic Elements Associated with Antimicrobial Resistance
Partridge, S. R., Kwong, S. M., Firth, N., & Jensen, S. O. (2018) · Clinical Microbiology Reviews · doi:10.1128/cmr.00088-17 · Cited by 2,751 · see citing works
Tettelin, H., Masignani, V., Cieslewicz, M. J., Donati, C., Medini, D., Ward, N. L., Angiuoli, S. V., Crabtree, J., Jones, A. L., Durkin, A. S., et al. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0506758102 · Cited by 2,644 · see citing works
Mechanisms of, and Barriers to, Horizontal Gene Transfer between Bacteria
Thomas, C. M., & Nielsen, K. M. (2005) · Nature Reviews Microbiology · doi:10.1038/nrmicro1234 · Cited by 2,194 · see citing works
Genome sequence of enterohaemorrhagic Escherichia coli O157:H7
Perna, N. T., Plunkett, G., Burland, V., Mau, B., Glasner, J. D., Rose, D. J., Mayhew, G. F., Evans, P. S., Gregor, J., Kirkpatrick, H. A., et al. (2001) · Nature · doi:10.1038/35054089 · Cited by 2,035 · see citing works
CRISPR Interference Limits Horizontal Gene Transfer in Staphylococci by Targeting DNA
Marraffini, L. A., & Sontheimer, E. J. (2008) · Science · doi:10.1126/science.1165771 · Cited by 1,752 · see citing works
Effective population size and patterns of molecular evolution and variation
Charlesworth, B. (2009) · Nature Reviews Genetics · doi:10.1038/nrg2526 · Cited by 1,698 · see citing works
Welch, R. A., Burland, V., Plunkett, G., Redford, P., Roesch, P. L., Rasko, D. A., Buckles, E. L., Liou, S., Boutin, A., Hackett, J. D., et al. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.252529799 · Cited by 1,523 · see citing works
RNA Interference: Biology, Mechanism, and Applications
Agrawal, N., Dasaradhi, P. V. N., Mohmmed, A., Malhotra, P., Bhatnagar, R. K., & Mukherjee, S. K. (2003) · Microbiology and Molecular Biology Reviews · doi:10.1128/mmbr.67.4.657-685.2003 · Cited by 1,312 · see citing works
Systematic discovery of antiphage defense systems in the microbial pangenome
Doron, S., Melamed, S., Ofir, G., Leavitt, A., Lopatina, A., Keren, M., Amitai, G., & Sorek, R. (2018) · Science · doi:10.1126/science.aar4120 · Cited by 1,190 · see citing works
Genomic Islands in Pathogenic and Environmental Microorganisms
Dobrindt, U., Hochhut, B., Hentschel, U., & Hacker, J. (2004) · Nature Reviews Microbiology · doi:10.1038/nrmicro884 · Cited by 1,188 · see citing works
Horizontal gene transfer among genomes: The complexity hypothesis
Jain, R., Rivera, M. C., & Lake, J. A. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.7.3801 · Cited by 1,170 · see citing works
Plasmids carrying antimicrobial resistance genes in Enterobacteriaceae
Rozwandowicz, M., Brouwer, M. S. M., Fischer, J., Wagenaar, J. A., González‐Zorn, B., Guerra, B., Mevius, D. J., & Hordijk, J. (2017) · Journal of Antimicrobial Chemotherapy · doi:10.1093/jac/dkx488 · Cited by 1,027 · see citing works
Ecology drives a global network of gene exchange connecting the human microbiome
Smillie, C. S., Smith, M. B., Friedman, J., Cordero, O. X., David, L. A., & Alm, E. J. (2011) · Nature · doi:10.1038/nature10571 · Cited by 953 · see citing works
Deletional bias and the evolution of bacterial genomes.
Mira, A., Ochman, H., & Moran, N. (2001) · Trends in Genetics · doi:10.1016/s0168-9525(01)02447-7 · Cited by 850 · see citing works
Epidemiology and genetics in the coevolution of parasites and hosts
May, R. M., & Anderson, R. M. (1983) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.1983.0075 · Cited by 847 · see citing works
Bacteriophage Host Range and Bacterial Resistance
Hyman, P., & Abedon, S. T. (2010) · Advances in applied microbiology · doi:10.1016/s0065-2164(10)70007-1 · Cited by 823 · see citing works
Host receptors for bacteriophage adsorption
Silva, J. B., Storms, Z. J., & Sauvageau, D. (2016) · FEMS Microbiology Letters · doi:10.1093/femsle/fnw002 · Cited by 787 · see citing works
Bacterial transformation: distribution, shared mechanisms and divergent control
Johnston, C., Martin, B., Fichant, G. A., Polard, P., & Claverys, J. (2014) · Nature Reviews Microbiology · doi:10.1038/nrmicro3199 · Cited by 737 · see citing works
Karkman, A., Pärnänen, K., & Larsson, D. G. J. (2019) · Nature Communications · doi:10.1038/s41467-018-07992-3 · Cited by 628 · see citing works
Doolittle, W. F. (1998) · Trends in Genetics · doi:10.1016/s0168-9525(98)01494-2 · Cited by 600 · see citing works
Mutant phenotypes for thousands of bacterial genes of unknown function
Price, M. N., Wetmore, K. M., Waters, R. J., Callaghan, M., Ray, J., Liu, H., Kuehl, J. V., Melnyk, R. A., Lamson, J. S., Suh, Y., et al. (2018) · Nature · doi:10.1038/s41586-018-0124-0 · Cited by 576 · see citing works
Intercellular Nanotubes Mediate Bacterial Communication
Dubey, G. P., & Ben‐Yehuda, S. (2011) · Cell · doi:10.1016/j.cell.2011.01.015 · Cited by 567 · see citing works
Fitness Costs of Plasmids: a Limit to Plasmid Transmission
Millán, Á. S., & MacLean, R. C. (2017) · Microbiology Spectrum · doi:10.1128/microbiolspec.mtbp-0016-2017 · Cited by 560 · see citing works
H-NS Mediates the Silencing of Laterally Acquired Genes in Bacteria
Lucchini, S., Rowley, G., Goldberg, M. D., Hurd, D., Harrison, M., & Hinton, J. C. D. (2006) · PLoS Pathogens · doi:10.1371/journal.ppat.0020081 · Cited by 557 · see citing works
Genomic evidence for two functionally distinct gene classes
Rivera, M. C., Jain, R., Moore, J. E., & Lake, J. A. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.11.6239 · Cited by 544 · see citing works
The multiplicity of domains in proteins.
Doolittle, R. (1995) · Annual Review of Biochemistry · doi:10.1146/annurev.bi.64.070195.001443 · Cited by 540 · see citing works
Pan genome of the phytoplankton Emiliania underpins its global distribution
Emiliania huxleyi Annotation Consortium, Read, B. A., Kegel, J., Klute, M. J., Kuo, A., Lefebvre, S. C., Maumus, F., Mayer, C., Miller, J., Monier, A., et al. (2013) · Nature · doi:10.1038/nature12221 · Cited by 516 · see citing works
Self-citationAdaptive evolution of bacterial metabolic networks by horizontal gene transfer
Pál, C., Papp, B., & Lercher, M. J. (2005) · Nature Genetics · doi:10.1038/ng1686 · Cited by 505 · see citing works
Transposon insertion sequencing: a new tool for systems-level analysis of microorganisms
van Opijnen, T., & Camilli, A. (2013) · Nature Reviews Microbiology · doi:10.1038/nrmicro3033 · Cited by 495 · see citing works
Stecher, B., Denzler, R., Maier, L., Bernet, F., Sanders, M. J., Pickard, D. J., Barthel, M., Westendorf, A. M., Krogfelt, K. A., Walker, A. W., et al. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1113246109 · Cited by 492 · see citing works
Bacterial conjugative plasmids mobilize DNA transfer between bacteria and yeast
Heinemann, J. A., & Sprague, G. F. (1989) · Nature · doi:10.1038/340205a0 · Cited by 491 · see citing works
A global network of coexisting microbes from environmental and whole-genome sequence dataPreprint
Chaffron, S., Rehrauer, H., Pernthaler, J., & von Mering, C. (2010) · Genome Research · doi:10.1101/gr.104521.109 · Cited by 491 · see citing works
Biased biological functions of horizontally transferred genes in prokaryotic genomes
Nakamura, Y., Itoh, T., Matsuda, H., & Gojobori, T. (2004) · Nature Genetics · doi:10.1038/ng1381 · Cited by 480 · see citing works
The Genome of Nectria haematococca: Contribution of Supernumerary Chromosomes to Gene Expansion
Coleman, J. J., Rounsley, S., Rodriguez-Carres, M., Kuo, A., Wasmann, C. C., Grimwood, J., Schmutz, J., Taga, M., White, G. J., Zhou, S., et al. (2009) · PLoS Genetics · doi:10.1371/journal.pgen.1000618 · Cited by 468 · see citing works
The SOS Response Controls Integron Recombination
Guérin, É., Cambray, G., Sanchez-Alberola, N., Campoy, S., Erill, I., Re, S. D., González‐Zorn, B., Barbé, J., Ploy, M.-C., & Mazel, D. (2009) · Science · doi:10.1126/science.1172914 · Cited by 463 · see citing works
Broad host range plasmids can invade an unexpectedly diverse fraction of a soil bacterial community
Klümper, U., Riber, L., Dechesne, A., Sannazzaro, A. I., Hansen, L. H., Sørensen, S. J., & Smets, B. F. (2014) · The ISME Journal · doi:10.1038/ismej.2014.191 · Cited by 460 · see citing works
The genetic basis of the fitness costs of antimicrobial resistance: a meta‐analysis approach
Vogwill, T., & MacLean, R. C. (2014) · Evolutionary Applications · doi:10.1111/eva.12202 · Cited by 444 · see citing works
Multidrug-Resistant Enterococci Lack CRISPR- cas
Palmer, K. L., & Gilmore, M. S. (2010) · mBio · doi:10.1128/mbio.00227-10 · Cited by 441 · see citing works
Microbial interactions lead to rapid micro-scale successions on model marine particles
Datta, M. S., Śliwerska, E., Gore, J., Polz, M. F., & Cordero, O. X. (2016) · Nature Communications · doi:10.1038/ncomms11965 · Cited by 429 · see citing works
Genome-Wide Experimental Determination of Barriers to Horizontal Gene Transfer
Sorek, R., Zhu, Y., Creevey, C. J., Francino, M. P., Peer Bork, B., & Rubin, E. M. (2007) · Science · doi:10.1126/science.1147112 · Cited by 414 · see citing works
THE GENETICS OF HYPHAL FUSION AND VEGETATIVE INCOMPATIBILITY IN FILAMENTOUS ASCOMYCETE FUNGI
Glass, N. L., Jacobson, D. J., & Shiu, P. (2000) · Annual Review of Genetics · doi:10.1146/annurev.genet.34.1.165 · Cited by 414 · see citing works
The Bacterial Species Challenge: Making Sense of Genetic and Ecological Diversity
Fraser, C., Alm, E. J., Polz, M. F., Spratt, B. G., & Hanage, W. P. (2009) · Science · doi:10.1126/science.1159388 · Cited by 410 · see citing works
Why prokaryotes have pangenomes
McInerney, J. O., McNally, A., & O’Connell, M. J. (2017) · Nature Microbiology · doi:10.1038/nmicrobiol.2017.40 · Cited by 403 · see citing works
Self-citationExploring the costs of horizontal gene transfer
Baltrus, D. A. (2013) · Trends in Ecology & Evolution · doi:10.1016/j.tree.2013.04.002 · Cited by 398 · see citing works
Pervasive domestication of defective prophages by bacteria
Bobay, L., Touchon, M., & Rocha, E. P. C. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1405336111 · Cited by 387 · see citing works
Plasmid-mediated horizontal gene transfer is a coevolutionary process
Harrison, E., & Brockhurst, M. A. (2012) · Trends in Microbiology · doi:10.1016/j.tim.2012.04.003 · Cited by 366 · see citing works
Self-citationPersistence and reversal of plasmid-mediated antibiotic resistance
Lopatkin, A. J., Meredith, H. R., Srimani, J. K., Pfeiffer, C., Durrett, R., & You, L. (2017) · Nature Communications · doi:10.1038/s41467-017-01532-1 · Cited by 364 · see citing works
Explaining microbial genomic diversity in light of evolutionary ecology
Cordero, O. X., & Polz, M. F. (2014) · Nature Reviews Microbiology · doi:10.1038/nrmicro3218 · Cited by 344 · see citing works
Nanda, A. M., Thormann, K. M., & Frunzke, J. (2014) · Journal of Bacteriology · doi:10.1128/jb.02230-14 · Cited by 319 · see citing works
Baharoglu, Z., Bikard, D., & Mazel, D. (2010) · PLoS Genetics · doi:10.1371/journal.pgen.1001165 · Cited by 319 · see citing works
Sheppard, A. E., Stoesser, N. E., Wilson, D. J., Sebra, R., Kasarskis, A., Anson, L. W., Giess, A. P., Pankhurst, L. J., Vaughan, A., Grim, C. J., et al. (2016) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.00464-16 · Cited by 298 · see citing works
Antibiotics as a selective driver for conjugation dynamics
Lopatkin, A. J., Huang, S., Smith, R. P., Srimani, J. K., Sysoeva, T. A., Bewick, S. A., Karig, D., & You, L. (2016) · Nature Microbiology · doi:10.1038/nmicrobiol.2016.44 · Cited by 289 · see citing works
CRISPR-Cas and restriction–modification systems are compatible and increase phage resistance
Dupuis, M.-È., Villion, M., Magadán, A. H., & Moineau, S. (2013) · Nature Communications · doi:10.1038/ncomms3087 · Cited by 286 · see citing works
Conditional tolerance of temperate phages via transcription-dependent CRISPR-Cas targeting
Goldberg, G. W., Jiang, W., Bikard, D., & Marraffini, L. A. (2014) · Nature · doi:10.1038/nature13637 · Cited by 284 · see citing works
Genomic-scale exchange of mRNA between a parasitic plant and its hosts
Kim, G., LeBlanc, M. L., Wafula, E. K., dePamphilis, C. W., & Westwood, J. H. (2014) · Science · doi:10.1126/science.1253122 · Cited by 284 · see citing works
Fulsundar, S., Harms, K., Flaten, G. E., Johnsen, P. J., Chopade, B. A., & Nielsen, K. M. (2014) · Applied and Environmental Microbiology · doi:10.1128/aem.04248-13 · Cited by 267 · see citing works
Network analyses structure genetic diversity in independent genetic worlds
Halary, S., Leigh, J., Cheaib, B. A., Lopez, P., & Bapteste, E. P. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0908978107 · Cited by 263 · see citing works
CRISPR–Cas in mobile genetic elements: counter-defence and beyond
Faure, G., Shmakov, S., Yan, W. X., Cheng, D. R., Scott, D. A., Peters, J. E., Makarova, K. S., & Koonin, E. V. (2019) · Nature Reviews Microbiology · doi:10.1038/s41579-019-0204-7 · Cited by 262 · see citing works
Positive selection and compensatory adaptation interact to stabilize non-transmissible plasmids
Millán, Á. S., Peña‐Miller, R., Toll‐Riera, M., Halbert, Z. V., McLean, A. R., Cooper, B. S., & MacLean, R. C. (2014) · Nature Communications · doi:10.1038/ncomms6208 · Cited by 259 · see citing works
Parallel Compensatory Evolution Stabilizes Plasmids across the Parasitism-Mutualism Continuum
Harrison, E., Guymer, D., Spiers, A. J., Paterson, S., & Brockhurst, M. A. (2015) · Current Biology · doi:10.1016/j.cub.2015.06.024 · Cited by 256 · see citing works
Self-citationTrends and barriers to lateral gene transfer in prokaryotes
Popa, O., & Dagan, T. (2011) · Current Opinion in Microbiology · doi:10.1016/j.mib.2011.07.027 · Cited by 251 · see citing works
Survival and Evolution of a Large Multidrug Resistance Plasmid in New Clinical Bacterial Hosts
Porse, A., Schønning, K., Munck, C., & Sommer, M. O. A. (2016) · Molecular Biology and Evolution · doi:10.1093/molbev/msw163 · Cited by 237 · see citing works
Extreme genome reduction in Buchnera spp.: Toward the minimal genome needed for symbiotic life
Gil, R., Sabater‐Muñoz, B., Latorre, A., Silva, F. J., & Moyá, A. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.062067299 · Cited by 227 · see citing works
Complete sequence of the IncP‐9 TOL plasmid pWW0 from Pseudomonas putida
Greated, A., Lambertsen, L. M., Williams, P. A., & Thomas, C. M. (2002) · Environmental Microbiology · doi:10.1046/j.1462-2920.2002.00305.x · Cited by 217 · see citing works
Cohen, O., Gophna, U., & Pupko, T. (2010) · Molecular Biology and Evolution · doi:10.1093/molbev/msq333 · Cited by 194 · see citing works
Compensatory mutations improve general permissiveness to antibiotic resistance plasmids
Loftie‐Eaton, W., Bashford, K., Quinn, H., Dong, K., Millstein, J., Hunter, S. S., Thomason, M. K., Merrikh, H., Ponciano, J. M., & Top, E. M. (2017) · Nature Ecology & Evolution · doi:10.1038/s41559-017-0243-2 · Cited by 191 · see citing works
DNA-uptake machinery of naturally competent Vibrio cholerae
Seitz, P., & Blokesch, M. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1315647110 · Cited by 190 · see citing works
Interactions between horizontally acquired genes create a fitness cost in Pseudomonas aeruginosa
Millán, Á. S., Toll‐Riera, M., Qi, Q., & MacLean, R. C. (2015) · Nature Communications · doi:10.1038/ncomms7845 · Cited by 187 · see citing works
Source–sink plasmid transfer dynamics maintain gene mobility in soil bacterial communities
Hall, J. P. J., Wood, A. J., Harrison, E., & Brockhurst, M. A. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1600974113 · Cited by 186 · see citing works
Self-citationThe fate of laterally transferred genes: Life in the fast lane to adaptation or deathPreprint
Hao, W., & Golding, G. B. (2006) · Genome Research · doi:10.1101/gr.4746406 · Cited by 184 · see citing works
Horizontal gene transfer of an entire metabolic pathway between a eukaryotic alga and its DNA virusPreprint
Monier, A., Pagarete, A., de Vargas, C., Allen, M. J., Read, B. A., Claverie, J., & Ogata, H. (2009) · Genome Research · doi:10.1101/gr.091686.109 · Cited by 183 · see citing works
Ancestral paralogs and pseudoparalogs and their role in the emergence of the eukaryotic cell
Makarova, K. S. (2005) · Nucleic Acids Research · doi:10.1093/nar/gki775 · Cited by 181 · see citing works
Natural competence for transformation
Blokesch, M. (2016) · Current Biology · doi:10.1016/j.cub.2016.08.058 · Cited by 176 · see citing works
Gardner, A. (2009) · Biology Letters · doi:10.1098/rsbl.2009.0674 · Cited by 173 · see citing works
Theory of prokaryotic genome evolution
Sela, I., Wolf, Y. I., & Koonin, E. V. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1614083113 · Cited by 166 · see citing works
Regulation of genetic flux between bacteria by restriction–modification systems
Oliveira, P. H., Touchon, M., & Rocha, E. P. C. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1603257113 · Cited by 166 · see citing works
Parallel independent evolution of pathogenicity within the genus Yersinia
Reuter, S., Connor, T. R., Barquist, L., Walker, D., Feltwell, T., Harris, S. R., Fookes, M. C., Hall, M., Petty, N. K., Fuchs, T. M., et al. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1317161111 · Cited by 165 · see citing works
Self-citationDNA Sequence Similarity Requirements for Interspecific Recombination in Bacillus
Majewski, J., & Cohan, F. M. (1999) · Genetics · doi:10.1093/genetics/153.4.1525 · Cited by 164 · see citing works
Social behavior and decision making in bacterial conjugation
Koraimann, G., & Wagner, M. A. (2014) · Frontiers in Cellular and Infection Microbiology · doi:10.3389/fcimb.2014.00054 · Cited by 163 · see citing works
Jain, A. Y., & Srivastava, P. (2013) · FEMS Microbiology Letters · doi:10.1111/1574-6968.12241 · Cited by 162 · see citing works
Horizontal Gene Transfer in Eukaryotic Plant Pathogens
Soanes, D. M., & Richards, T. A. (2014) · Annual Review of Phytopathology · doi:10.1146/annurev-phyto-102313-050127 · Cited by 159 · see citing works
Self-citationKloesges, T., Popa, O., Martin, W. F., & Dagan, T. (2010) · Molecular Biology and Evolution · doi:10.1093/molbev/msq297 · Cited by 158 · see citing works
Lovett, S. T., Hurley, R. L., Sutera, V. A., Aubuchon, R. H., & Lebedeva, M. A. (2002) · Genetics · doi:10.1093/genetics/160.3.851 · Cited by 155 · see citing works
Factors driving effective population size and pan-genome evolution in bacteria
Bobay, L., & Ochman, H. (2018) · BMC Evolutionary Biology · doi:10.1186/s12862-018-1272-4 · Cited by 150 · see citing works
Migration and horizontal gene transfer divide microbial genomes into multiple niches
Niehus, R., Mitri, S., Fletcher, A. G., & Foster, K. R. (2015) · Nature Communications · doi:10.1038/ncomms9924 · Cited by 150 · see citing works
Rates of Lateral Gene Transfer in Prokaryotes: High but Why?
Vos, M., Hesselman, M. C., Beek, T. A. H. T., van Passel, M. W. J., & Eyre‐Walker, A. (2015) · Trends in Microbiology · doi:10.1016/j.tim.2015.07.006 · Cited by 147 · see citing works
'Add, stir and reduce': Yersinia spp. as model bacteria for pathogen evolution
McNally, A., Thomson, N. R., Reuter, S., & Wren, B. W. (2016) · Nature Reviews Microbiology · doi:10.1038/nrmicro.2015.29 · Cited by 145 · see citing works
Self-citationThe Infinitely Many Genes Model for the Distributed Genome of Bacteria
Baumdicker, F., Hess, W. R., & Pfaffelhuber, P. (2012) · Genome Biology and Evolution · doi:10.1093/gbe/evs016 · Cited by 144 · see citing works
He, C., Rusu, A. G., Poplawski, A. M., Irwin, J. A. G., & Manners, J. M. (1998) · Genetics · doi:10.1093/genetics/150.4.1459 · Cited by 142 · see citing works
CRISPR-Cas-Mediated Phage Resistance Enhances Horizontal Gene Transfer by Transduction
Watson, B. N. J., Staals, R. H. J., & Fineran, P. C. (2018) · mBio · doi:10.1128/mbio.02406-17 · Cited by 140 · see citing works
Martin, W. F. (2017) · BioEssays · doi:10.1002/bies.201700115 · Cited by 136 · see citing works
Association between translation efficiency and horizontal gene transfer within microbial communities
Tuller, T., Girshovich, Y., Sella, Y., Kreimer, A., Freilich, S., Kupiec, M., Gophna, U., & Ruppin, E. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr054 · Cited by 129 · see citing works
Pan-genome analyses of model fungal species
McCarthy, C. G. P., & Fitzpatrick, D. A. (2019) · Microbial Genomics · doi:10.1099/mgen.0.000243 · Cited by 122 · see citing works
No evidence of inhibition of horizontal gene transfer by CRISPR–Cas on evolutionary timescales
Gophna, U., Kristensen, D. M., Wolf, Y. I., Popa, O., Drevet, C., & Koonin, E. V. (2015) · The ISME Journal · doi:10.1038/ismej.2015.20 · Cited by 119 · see citing works
Testing the Infinitely Many Genes Model for the Evolution of the Bacterial Core Genome and Pangenome
Collins, R. E., & Higgs, P. G. (2012) · Molecular Biology and Evolution · doi:10.1093/molbev/mss163 · Cited by 116 · see citing works
Spatial structure and nutrients promote invasion of IncP-1 plasmids in bacterial populations
Fox, R., Zhong, X., Krone, S. M., & Top, E. M. (2008) · The ISME Journal · doi:10.1038/ismej.2008.53 · Cited by 115 · see citing works
Gene mobility promotes the spread of resistance in bacterial populations
Stevenson, C., Hall, J. P. J., Harrison, E., Wood, A. J., & Brockhurst, M. A. (2017) · The ISME Journal · doi:10.1038/ismej.2017.42 · Cited by 112 · see citing works
Self-citationNeutral Theory, Microbial Practice: Challenges in Bacterial Population Genetics
Rocha, E. P. C. (2018) · Molecular Biology and Evolution · doi:10.1093/molbev/msy078 · Cited by 110 · see citing works
Prokaryote genome fluidity is dependent on effective population size
Andreani, N. A., Hesse, E., & Vos, M. (2017) · The ISME Journal · doi:10.1038/ismej.2017.36 · Cited by 103 · see citing works
Twiss, E., Coros, A. M., Tavakoli, N. P., & Derbyshire, K. M. (2005) · Molecular Microbiology · doi:10.1111/j.1365-2958.2005.04794.x · Cited by 102 · see citing works
Adaptive modulation of antibiotic resistance through intragenomic coevolution
Bottery, M. J., Wood, A. J., & Brockhurst, M. A. (2017) · Nature Ecology & Evolution · doi:10.1038/s41559-017-0242-3 · Cited by 92 · see citing works
Self-citationTemporini, E. D., & VanEtten, H. D. (2004) · Current Genetics · doi:10.1007/s00294-004-0506-8 · Cited by 91 · see citing works
The role of laterally transferred genes in adaptive evolution
Marri, P. R., Hao, W., & Golding, G. B. (2007) · BMC Evolutionary Biology · doi:10.1186/1471-2148-7-s1-s8 · Cited by 84 · see citing works
Principles of Population Genetics, 4th edition
Wills, C. J. (2007) · Journal of Heredity · doi:10.1093/jhered/esm035 · Cited by 82 · see citing works
Demystifying Eukaryote Lateral Gene Transfer (Response to Martin 2017 DOI: 10.1002/bies.201700115)
Leger, M. M., Eme, L., Stairs, C. W., & Roger, A. J. (2018) · BioEssays · doi:10.1002/bies.201700242 · Cited by 81 · see citing works
CRISPR–Cas: Complex Functional Networks and Multiple Roles beyond Adaptive Immunity
Faure, G., Makarova, K. S., & Koonin, E. V. (2018) · Journal of Molecular Biology · doi:10.1016/j.jmb.2018.08.030 · Cited by 81 · see citing works
Inhibition of Superinfection and the Evolution of Viral Latency
Berngruber, T. W., Weissing, F. J., & Gandon, S. (2010) · Journal of Virology · doi:10.1128/jvi.00865-10 · Cited by 81 · see citing works
Efficient Gene Transfer in Bacterial Cell Chains
Babic, A., Berkmen, M. B., Lee, C. A., & Grossman, A. D. (2011) · mBio · doi:10.1128/mbio.00027-11 · Cited by 81 · see citing works
MVP: a microbe–phage interaction database
Gao, N., Zhang, C., Zhang, Z., Hu, S., Lercher, M. J., Zhao, X., Peer Bork, B., Liu, Z., & Chen, W.-H. (2017) · Nucleic Acids Research · doi:10.1093/nar/gkx1124 · Cited by 79 · see citing works
Variable plasmid fitness effects and mobile genetic element dynamics across Pseudomonas species
Kottara, A., Hall, J. P. J., Harrison, E., & Brockhurst, M. A. (2017) · FEMS Microbiology Ecology · doi:10.1093/femsec/fix172 · Cited by 78 · see citing works
Self-citationGene Loss Dominates As a Source of Genetic Variation within Clonal Pathogenic Bacterial Species
Bolotin, E., & Hershberg, R. (2015) · Genome Biology and Evolution · doi:10.1093/gbe/evv135 · Cited by 76 · see citing works
A Glimpse of Nucleo-Cytoplasmic Large DNA Virus Biodiversity through the Eukaryotic Genomics Window
Gallot-Lavallée, L., & Blanc, G. (2017) · Viruses · doi:10.3390/v9010017 · Cited by 76 · see citing works
The rise and fall of the Mycobacterium tuberculosis genome
Veyrier, F. J., Dufort, A., & Behr, M. A. (2011) · Trends in Microbiology · doi:10.1016/j.tim.2010.12.008 · Cited by 75 · see citing works
Evolved plasmid‐host interactions reduce plasmid interference cost
Yano, H., Wegrzyn, K. E., Loftie‐Eaton, W., Johnson, J., Deckert, G. E., Rogers, L. M., Konieczny, I., & Top, E. M. (2016) · Molecular Microbiology · doi:10.1111/mmi.13407 · Cited by 74 · see citing works
Positive selection inhibits gene mobilization and transfer in soil bacterial communities
Hall, J. P. J., Williams, D. F., Paterson, S., Harrison, E., & Brockhurst, M. A. (2017) · Nature Ecology & Evolution · doi:10.1038/s41559-017-0250-3 · Cited by 70 · see citing works
Self-citationMosaic plasmids are abundant and unevenly distributed across prokaryotic taxa
Pesesky, M. W., Tilley, R., & Beck, D. A. C. (2019) · Plasmid · doi:10.1016/j.plasmid.2019.02.003 · Cited by 70 · see citing works
Biochemical mechanisms determine the functional compatibility of heterologous genes
Porse, A., Schou, T. S., Munck, C., Ellabaan, M. M. H., & Sommer, M. O. A. (2018) · Nature Communications · doi:10.1038/s41467-018-02944-3 · Cited by 66 · see citing works
Mechanisms of Evolution in High-Consequence Drug Resistance Plasmids
He, S., Chandler, M., Varani, A. M., Hickman, A. B., Dekker, J. P., & Dyda, F. (2016) · mBio · doi:10.1128/mbio.01987-16 · Cited by 64 · see citing works
Diverse Broad-Host-Range Plasmids from Freshwater Carry Few Accessory Genes
Brown, C. J., Sen, D., Yano, H., Bauer, M. L., Rogers, L. M., der Auwera, G. A. V., & Top, E. M. (2013) · Applied and Environmental Microbiology · doi:10.1128/aem.02252-13 · Cited by 63 · see citing works
Evaluation of the CaMAL2 promoter for regulated expression of genes in Candida albicans
Backen, A. C., Broadbent, I. D., Fetherston, R., Rosamond, J., Schnell, N. F., & Stark, M. J. R. (2000) · Yeast · doi:10.1002/1097-0061(20000915)16:12 · Cited by 63 · see citing works
Rapid compensatory evolution promotes the survival of conjugative plasmids
Harrison, E., Dytham, C., Hall, J. P. J., Guymer, D., Spiers, A. J., Paterson, S., & Brockhurst, M. A. (2016) · Mobile Genetic Elements · doi:10.1080/2159256x.2016.1179074 · Cited by 57 · see citing works
Self-citationMicrobial co-habitation and lateral gene transfer: what transposases can tell us
Hooper, S. D., Mavromatis, K., & Kyrpides, N. C. (2009) · Genome biology · doi:10.1186/gb-2009-10-4-r45 · Cited by 55 · see citing works
Antibiotic resistance correlates with transmission in plasmid evolution
Turner, P. E., Williams, E. S. C. P., Okeke, C. E., Cooper, V. S., Duffy, S., & Wertz, J. E. (2014) · Evolution · doi:10.1111/evo.12537 · Cited by 54 · see citing works
Impact of conjugal transfer on the stability of IncP-1 plasmid pKJK5 in bacterial populations
Bahl, M. I., Hansen, L. H., & ̧rensen, S. ̧. J. S. (2006) · FEMS Microbiology Letters · doi:10.1111/j.1574-6968.2006.00536.x · Cited by 51 · see citing works
Identification of Operators and Promoters That Control SXT Conjugative Transfer
Beaber, J. W., & Waldor, M. K. (2004) · Journal of Bacteriology · doi:10.1128/jb.186.17.5945-5949.2004 · Cited by 50 · see citing works
Transmission in the Origins of Bacterial Diversity, From Ecotypes to Phyla
Cohan, F. M. (2017) · Microbiology Spectrum · doi:10.1128/microbiolspec.mtbp-0014-2016 · Cited by 39 · see citing works
Temporal dynamics of bacteria-plasmid coevolution under antibiotic selection
Bottery, M. J., Wood, A. J., & Brockhurst, M. A. (2018) · The ISME Journal · doi:10.1038/s41396-018-0276-9 · Cited by 37 · see citing works
Self-citationDirectional gene flow and ecological separation in Yersinia enterocolitica
Reuter, S., Corander, J., de Been, M., Harris, S. R., Cheng, L., Hall, M., Thomson, N. R., & McNally, A. (2015) · Microbial Genomics · doi:10.1099/mgen.0.000030 · Cited by 28 · see citing works
Self-citationSzabová, J., Růžička, P., Verner, Z., Hampl, V., & Lukeš, J. (2011) · Molecular Biology and Evolution · doi:10.1093/molbev/msr060 · Cited by 22 · see citing works
Prokaryotic Genome Expansion Is Facilitated by Phages and Plasmids but Impaired by CRISPR
Gao, N., Chen, J., Wang, T., Lercher, M. J., & Chen, W. (2019) · Frontiers in Microbiology · doi:10.3389/fmicb.2019.02254 · Cited by 13 · see citing works
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Population genomics of Klebsiella pneumoniae
Wyres, K. L., Lam, M. M. C., & Holt, K. E. (2020) · Nature Reviews Microbiology · doi:10.1038/s41579-019-0315-1 · Cited by 1,175 · see citing works
PPanGGOLiN: Depicting microbial diversity via a partitioned pangenome graph
Gautreau, G., Bazin, A., Gachet, M., Planel, R., Burlot, L., Dubois, M., Perrin, A., Médigue, C., Calteau, A., Cruveiller, S., et al. (2019) · bioRxiv · doi:10.1371/journal.pcbi.1007732 · Cited by 255 · see citing works
The Role of Integrative and Conjugative Elements in Antibiotic Resistance Evolution
Botelho, J., & Hinrich Schulenburg, Y. (2020) · Trends in Microbiology · doi:10.1016/j.tim.2020.05.011 · Cited by 225 · see citing works
Plant NLR diversity: the known unknowns of pan-NLRomes.
Barragan, A. C., & Weigel, D. (2020) · The Plant Cell · doi:10.1093/plcell/koaa002 · Cited by 185 · see citing works
Landscape of mobile genetic elements and their antibiotic resistance cargo in prokaryotic genomes
Khedkar, S., Smyshlyaev, G., Letunić, I., Maistrenko, O. M., Coelho, L. P., Orakov, A. N., Forslund, S. K., Hildebrand, F., Lütge, M., Schmidt, T., et al. (2022) · Nucleic Acids Research · doi:10.1093/nar/gkac163 · Cited by 180 · see citing works
A genomic catalogue of soil microbiomes boosts mining of biodiversity and genetic resources
Ma, B., Lu, C., Wang, Y., Yu, J., Zhao, K., Xue, R., Ren, H., Lv, X., Pan, R., Zhang, J., et al. (2023) · Nature Communications · doi:10.1038/s41467-023-43000-z · Cited by 176 · see citing works
Integrated Genomic Selection for Accelerating Breeding Programs of Climate-Smart Cereals
Sinha, D., Maurya, A. K., Abdi, G., Majeed, M., Agarwal, R., Mukherjee, R., Ganguly, S., Aziz, R., Bhatia, M., Majgaonkar, A., et al. (2023) · Genes · doi:10.3390/genes14071484 · Cited by 180 · see citing works
Haudiquet, M., de Sousa, J. A. M., Touchon, M., & Rocha, E. P. C. (2022) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2021.0234 · Cited by 152 · see citing works
CRISPR-Cas systems restrict horizontal gene transfer in Pseudomonas aeruginosa
Wheatley, R. M., & MacLean, R. C. (2020) · The ISME Journal · doi:10.1038/s41396-020-00860-3 · Cited by 146 · see citing works
Genetic innovations in animal–microbe symbioses
Perreau, J. M., & Moran, N. A. (2021) · Nature Reviews Genetics · doi:10.1038/s41576-021-00395-z · Cited by 138 · see citing works
Maistrenko, O. M., Mende, D. R., Lütge, M., Hildebrand, F., Schmidt, T., Li, S. S., Rodrigues, J. F. M., von Mering, C., Coelho, L. P., Huerta‐Cepas, J., et al. (2020) · The ISME Journal · doi:10.1038/s41396-020-0600-z · Cited by 133 · see citing works
Shi, Y., Hirschmann, M., Shi, Y., Ahmed, S., Abebew, D., Tobias, N. J., Grün, P., Crames, J. J., Pöschel, L., Kuttenlochner, W., et al. (2022) · Nature Chemistry · doi:10.1038/s41557-022-00923-2 · Cited by 122 · see citing works
Sessitsch, A., Wakelin, S. A., Schloter, M., Maguin, E., Cernava, T., Champomier‐Vergès, M., Charles, T. C., Cotter, P. D., Ferrocino, I., Kriaa, A., et al. (2023) · Microbiology and Molecular Biology Reviews · doi:10.1128/mmbr.00212-22 · Cited by 122 · see citing works
Ellegaard, K., Suenami, S., Miyazaki, R., & Engel, P. (2020) · Current Biology · doi:10.1016/j.cub.2020.04.070 · Cited by 113 · see citing works
Giant Starship Elements Mobilize Accessory Genes in Fungal Genomes
Gluck‐Thaler, E., Ralston, T. I., Konkel, Z. M., Ocampos, C. J. G., Ganeshan, V. D., Dorrance, A. E., Niblack, T. L., Wood, C. W., Slot, J. C., Lopez-Nicora, H. D., et al. (2022) · Molecular Biology and Evolution · doi:10.1093/molbev/msac109 · Cited by 108 · see citing works
Ecogenetics of antibiotic resistance in Listeria monocytogenes
Baquero, F., Lanza, V. F., Duval, M., & Coque, T. M. (2020) · Molecular Microbiology · doi:10.1111/mmi.14454 · Cited by 108 · see citing works
Shaw, L. P., Chau, K., Kavanagh, J., AbuOun, M., Stubberfield, E. J., Gweon, H. S., Barker, L., Rodger, G., Bowes, M. J., Hubbard, A. T. M., et al. (2021) · Science Advances · doi:10.1126/sciadv.abe3868 · Cited by 106 · see citing works
A host of armor: Prokaryotic immune strategies against mobile genetic elements
Mayo-Muñoz, D., Pinilla‐Redondo, R., Birkholz, N., & Fineran, P. C. (2023) · Cell Reports · doi:10.1016/j.celrep.2023.112672 · Cited by 99 · see citing works
The rise and fall of genes: origins and functions of plant pathogen pangenomes
Badet, T., & Croll, D. (2020) · Current Opinion in Plant Biology · doi:10.1016/j.pbi.2020.04.009 · Cited by 95 · see citing works
Functional Insights into the Kelp Microbiome from Metagenome-Assembled Genomes
Weigel, B. L., Miranda, K. K., Fogarty, E. C., Watson, A. R., & Pfister, C. A. (2022) · mSystems · doi:10.1128/msystems.01422-21 · Cited by 92 · see citing works
Dynamic, adaptive sampling during nanopore sequencing using Bayesian experimental design
Weilguny, L., Maio, N. D., Munro, R., Manser, C., Birney, E., Loose, M., & Goldman, N. (2023) · Nature Biotechnology · doi:10.1038/s41587-022-01580-z · Cited by 92 · see citing works
Behzadi, P., Urbán, E. Z., Matúz, M., Benkő, R., & Gajdács, M. (2020) · Advances in experimental medicine and biology · doi:10.1007/5584_2020_566 · Cited by 87 · see citing works
Current Techniques to Study Beneficial Plant-Microbe Interactions
Gamalero, E., Bona, E., & Glick, B. R. (2022) · Microorganisms · doi:10.3390/microorganisms10071380 · Cited by 80 · see citing works
Coinfinder: detecting significant associations and dissociations in pangenomes
Whelan, F. J., Rusilowicz, M., & McInerney, J. O. (2020) · Microbial Genomics · doi:10.1099/mgen.0.000338 · Cited by 71 · see citing works
Mechanisms That Shape Microbial Pangenomes
Domingo-Sananes, M. R., & McInerney, J. O. (2021) · Trends in Microbiology · doi:10.1016/j.tim.2020.12.004 · Cited by 74 · see citing works
Zhang, D., Zhang, J., Kalimuthu, S., Liu, J., Song, Z.-M., He, B.-B., Cai, P., Zhong, Z., Feng, C., Neelakantan, P., et al. (2023) · Microbiome · doi:10.1186/s40168-023-01540-y · Cited by 72 · see citing works
“In RiPPs terms, other subtypes of BGCs and hybrid BGCs are clustered into “Others”. rSAM‑Modified RiPPs consist of RaS‑RiPP, ranthipeptide and sactipeptide enhancing niche adaptation or host fitness [27].”
Ecological dynamics of plasmid transfer and persistence in microbial communities
Bottery, M. J. (2022) · Current Opinion in Microbiology · doi:10.1016/j.mib.2022.102152 · Cited by 72 · see citing works
Techniques in bacterial strain typing: past, present, and future
Simar, S. R., Hanson, B., & Arias, C. A. (2021) · Current Opinion in Infectious Diseases · doi:10.1097/qco.0000000000000743 · Cited by 71 · see citing works
Pandora: nucleotide-resolution bacterial pan-genomics with reference graphs
Colquhoun, R., Hall, M. B., Lima, L., Roberts, L. W., Malone, K. M., Hunt, M., Letcher, B., Hawkey, J., George, S. A., Pankhurst, L. J., et al. (2021) · Genome biology · doi:10.1186/s13059-021-02473-1 · Cited by 69 · see citing works
The Ingenuity of Bacterial Genomes
Kirchberger, P. C., Schmidt, M. L., & Ochman, H. (2020) · Annual Review of Microbiology · doi:10.1146/annurev-micro-020518-115822 · Cited by 68 · see citing works
Stable antibiotic resistance and rapid human adaptation in livestock-associated MRSA
Matuszewska, M., Murray, G. G. R., Ba, X., Wood, R. M., Holmes, M. A., & Weinert, L. A. (2022) · eLife · doi:10.7554/elife.74819 · Cited by 67 · see citing works
Drivers of methicillin-resistant Staphylococcus aureus (MRSA) lineage replacement in China
Chen, H., Yin, Y., van Dorp, L., Shaw, L. P., Gao, H., Acman, M., Yuan, J., Chen, F., Sun, S., Wang, X., et al. (2021) · Genome Medicine · doi:10.1186/s13073-021-00992-x · Cited by 65 · see citing works
Dimitriu, T., Kurilovich, E., Łapińska, U., Severinov, K., Pagliara, S., Szczelkun, M. D., & Westra, E. R. (2021) · Cell Host & Microbe · doi:10.1016/j.chom.2021.11.014 · Cited by 63 · see citing works
Robust analysis of prokaryotic pangenome gene gain and loss rates with PanstripePreprint
Tonkin‐Hill, G. Q., Gladstone, R. A., Pöntinen, A. K., Arredondo-Alonso, S., Bentley, S. D., & Corander, J. (2023) · Genome Research · doi:10.1101/gr.277340.122 · Cited by 63 · see citing works
Why do plasmids manipulate the expression of bacterial phenotypes?
Billane, K. C., Harrison, E., Cameron, D. D., & Brockhurst, M. A. (2021) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2020.0461 · Cited by 62 · see citing works
Self-citationDrott, M. T., Rush, T. A., Satterlee, T. R., Giannone, R. J., Abraham, P. E., Greco, C., Venkatesh, N., Skerker, J. M., Glass, N. L., Labbé, J., et al. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2021683118 · Cited by 59 · see citing works
Large-scale phylogenomics of aquatic bacteria reveal molecular mechanisms for adaptation to salinity
Jurdzinski, K. T., Mehrshad, M., Delgado, L. F., Deng, Z., Bertilsson, S., & Andersson, A. F. (2023) · Science Advances · doi:10.1126/sciadv.adg2059 · Cited by 56 · see citing works
Coluzzi, C., & Rocha, E. P. C. (2025) · Molecular Biology and Evolution · doi:10.1093/molbev/msaf060 · Cited by 56 · see citing works
The relevance of pedigrees in the conservation genomics era
Galla, S. J., Brown, L., Couch‐Lewis, Y., Cubrinovska, I., Eason, D., Gooley, R. M., Hamilton, J. A., Heath, J. A., Hauser, S. S., Latch, E. K., et al. (2021) · Molecular Ecology · doi:10.1111/mec.16192 · Cited by 56 · see citing works
Bacterial lifestyle shapes pangenomes
Dewar, A. E., Hao, C., Belcher, L. J., Ghoul, M., & West, S. A. (2024) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2320170121 · Cited by 57 · see citing works
Toward a high-quality pan-genome landscape ofBacillus subtilisby removal of confounding strains
Wu, H., Wang, D., & Gao, F. (2020) · Briefings in Bioinformatics · doi:10.1093/bib/bbaa013 · Cited by 53 · see citing works
Gabrielaitė, M., Johansen, H. K., Molin, S., Nielsen, F. C., & Marvig, R. L. (2020) · mBio · doi:10.1128/mbio.02359-20 · Cited by 52 · see citing works
Prokaryote pangenomes are dynamic entities
Cummins, E., Hall, R. J., McInerney, J. O., & McNally, A. (2022) · Current Opinion in Microbiology · doi:10.1016/j.mib.2022.01.005 · Cited by 47 · see citing works
Self-citationBotelho, J., Tüeffers, L., Fuß, J., Buchholz, F., Utpatel, C., Klockgether, J., Niemann, S., Tümmler, B., & Hinrich Schulenburg, Y. (2023) · EBioMedicine · doi:10.1016/j.ebiom.2023.104532 · Cited by 45 · see citing works
Pangenomics reveals alternative environmental lifestyles among chlamydiae
Köstlbacher, S., Collingro, A., Halter, T., Schulz, F., Jungbluth, S. P., & Horn, M. (2021) · Nature Communications · doi:10.1038/s41467-021-24294-3 · Cited by 45 · see citing works
Defence systems and horizontal gene transfer in bacteria
Kogay, R., Wolf, Y. I., & Koonin, E. V. (2024) · Environmental Microbiology · doi:10.1111/1462-2920.16630 · Cited by 43 · see citing works
Distinct evolutionary trajectories in the Escherichia coli pangenome occur within sequence types
Cummins, E., Hall, R. J., Connor, C. H., McInerney, J. O., & McNally, A. (2022) · Microbial Genomics · doi:10.1099/mgen.0.000903 · Cited by 41 · see citing works
Self-citationRenaissance for Phage-Based Bacterial Control
Schwarz, C., Mathieu, J., Gomez, J. A. L., Yu, P., & Alvarez, P. J. J. (2021) · Environmental Science & Technology · doi:10.1021/acs.est.1c06232 · Cited by 41 · see citing works
A spectrum of verticality across genes
Nagies, F. S. P., Brueckner, J., Tria, F. D. K., & Martin, W. F. (2020) · PLoS Genetics · doi:10.1371/journal.pgen.1009200 · Cited by 40 · see citing works
Different evolutionary trends form the twilight zone of the bacterial pan-genome
Horesh, G., Taylor–Brown, A., McGimpsey, S., Lassalle, F., Corander, J., Heinz, E., & Thomson, N. R. (2021) · Microbial Genomics · doi:10.1099/mgen.0.000670 · Cited by 41 · see citing works
Machine learning enables prediction of metabolic system evolution in bacteria
Konno, N., & Iwasaki, W. (2023) · Science Advances · doi:10.1126/sciadv.adc9130 · Cited by 40 · see citing works
Dmitrijeva, M., Ruscheweyh, H., Feer, L., Li, K., Miravet‐Verde, S., Sintsova, A., Mende, D. R., Zeller, G., & Sunagawa, S. (2024) · Nucleic Acids Research · doi:10.1093/nar/gkae1004 · Cited by 40 · see citing works
Dunn, S. J., Carrilero, L., Brockhurst, M. A., & McNally, A. (2021) · mSystems · doi:10.1128/msystems.00083-21 · Cited by 40 · see citing works
Self-citationThe extended mobility of plasmids
Garcillán-Barcia, M. P., de la Cruz, F., & Rocha, E. P. C. (2025) · Nucleic Acids Research · doi:10.1093/nar/gkaf652 · Cited by 39 · see citing works
Chibani, C. M., Roth, O., Liesegang, H., & Wendling, C. C. (2020) · BMC Genomics · doi:10.1186/s12864-020-6735-5 · Cited by 39 · see citing works
Buck, M., Mehrshad, M., & Bertilsson, S. (2022) · NAR Genomics and Bioinformatics · doi:10.1093/nargab/lqac060 · Cited by 39 · see citing works
LoVis4u: a locus visualization tool for comparative genomics and coverage profiles
Egorov, A. A., & Atkinson, G. C. (2025) · NAR Genomics and Bioinformatics · doi:10.1093/nargab/lqaf009 · Cited by 38 · see citing works
Gene-gene relationships in an Escherichia coli accessory genome are linked to function and mobility
Hall, R. J., Whelan, F. J., Cummins, E. A., Connor, C., McNally, A., & McInerney, J. O. (2021) · Microbial Genomics · doi:10.1099/mgen.0.000650 · Cited by 36 · see citing works
Self-citationRamsay, J. P., Bastholm, T. R., Verdonk, C. J., Tambalo, D. D., Sullivan, J. T., Harold, L. K., Panganiban, B. A., Colombi, E., Perry, B. J., Jowsey, W. J., et al. (2021) · Nucleic Acids Research · doi:10.1093/nar/gkab1217 · Cited by 36 · see citing works
Progress and opportunities through use of genomics in animal production
Jones, H. E., & Wilson, P. (2022) · Trends in Genetics · doi:10.1016/j.tig.2022.06.014 · Cited by 38 · see citing works
Gill, J. L., Hedge, J., Wilson, D. J., & MacLean, R. C. (2021) · mBio · doi:10.1128/mbio.02168-21 · Cited by 33 · see citing works
Hijackers, hitchhikers, or co-drivers? The mysteries of mobilizable genetic elements
Ares-Arroyo, M., Coluzzi, C., de Sousa, J. A. M., & Rocha, E. P. C. (2024) · PLoS Biology · doi:10.1371/journal.pbio.3002796 · Cited by 33 · see citing works
Interspecific competition can drive plasmid loss from a focal species in a microbial community
Sünderhauf, D., Klümper, U., Gaze, W. H., Westra, E. R., & van Houte, S. (2023) · The ISME Journal · doi:10.1038/s41396-023-01487-w · Cited by 32 · see citing works
Genomic diversity of genus Limosilactobacillus
Ksiezarek, M., Grosso, F., Ribeiro, T. G., & Peixe, L. M. S. V. (2022) · Microbial Genomics · doi:10.1099/mgen.0.000847 · Cited by 31 · see citing works
CRISPR-Cas System: The Powerful Modulator of Accessory Genomes in Prokaryotes
Butiuc-Keul, A. L., Farkas, A., Carpa, R., & Iordache, D. (2021) · Microbial Physiology · doi:10.1159/000516643 · Cited by 31 · see citing works
Matteoli, F. P., Pedrosa‐Silva, F., Silva, L. D., & Giachini, A. J. (2021) · Genomics · doi:10.1016/j.ygeno.2021.08.009 · Cited by 29 · see citing works
Williams, T., Davín, A. A., Szánthó, L. L., Stamatakis, A., Wahl, N. A., Woodcroft, B., Soo, R. M., Eme, L., Sheridan, P. O., Gubry-Rangin, C., et al. (2024) · The ISME Journal · doi:10.1093/ismejo/wrae129 · Cited by 30 · see citing works
Genic Selection Within Prokaryotic Pangenomes
Douglas, G. M., & Shapiro, B. J. (2021) · Genome Biology and Evolution · doi:10.1093/gbe/evab234 · Cited by 27 · see citing works
Horizontal gene transfer in yeasts
Gonçalves, P. M., & Gonçalves, C. (2022) · Current Opinion in Genetics & Development · doi:10.1016/j.gde.2022.101950 · Cited by 29 · see citing works
Hall, J. P. J., Harrison, E., Pärnänen, K. M. M., Virta, M., & Brockhurst, M. A. (2020) · Frontiers in Microbiology · doi:10.3389/fmicb.2020.01846 · Cited by 28 · see citing works
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Kottara, A., Carrilero, L., Harrison, E., Hall, J. P. J., & Brockhurst, M. A. (2021) · Microbiology · doi:10.1099/mic.0.001086 · Cited by 28 · see citing works
Self-citationJiao, J., Zhang, B., Li, M., Zhang, Z., & Tian, C. F. (2021) · The ISME Journal · doi:10.1038/s41396-021-01118-2 · Cited by 28 · see citing works
A Genome-Based Model to Predict the Virulence of Pseudomonas aeruginosa Isolates
Pincus, N. B., Ozer, E. A., Allen, J. P., Nguyen, M., Davis, J. J., Winter, D. R., Chuang, C.-H., Chiu, C., Zamorano, L., Oliver, A., et al. (2020) · mBio · doi:10.1128/mbio.01527-20 · Cited by 26 · see citing works
Sezmis, A. L., Woods, L. C., Peleg, A. Y., & McDonald, M. J. (2023) · Molecular Biology and Evolution · doi:10.1093/molbev/msad028 · Cited by 26 · see citing works
Impact of key parameters involved with plant-microbe interaction in context to global climate change
Shree, B., Jayakrishnan, U., & Bhushan, S. (2022) · Frontiers in Microbiology · doi:10.3389/fmicb.2022.1008451 · Cited by 25 · see citing works
Origins and evolution of biological novelty
Carscadden, K. A., Batstone, R. T., & Hauser, F. E. (2023) · Biological reviews/Biological reviews of the Cambridge Philosophical Society · doi:10.1111/brv.12963 · Cited by 25 · see citing works
Vakirlis, N., & Kupczok, A. (2024) · Genome Research · doi:10.1101/gr.278977.124 · Cited by 25 · see citing works
Huang, Z., Yu, K., Xiao, Y., Wang, Y., Xiao, D., & Wang, D. (2022) · Microbiology Spectrum · doi:10.1128/spectrum.02468-21 · Cited by 24 · see citing works
Geng, R., Cheng, L., Cao, C., Liu, Z., Liu, D., Xiao, Z., Wu, X., Huang, Z., Feng, Q., Luo, C., et al. (2022) · Frontiers in Microbiology · doi:10.3389/fmicb.2022.854792 · Cited by 24 · see citing works
Jeffery, N. W., Lehnert, S. J., Kess, T., Layton, K. K. S., Wringe, B. F., & Stanley, R. R. E. (2022) · Frontiers in Genetics · doi:10.3389/fgene.2022.886494 · Cited by 24 · see citing works
Blázquez, B., León, D. S., Rojas, A., Tortajada, M., & Nogales, J. (2023) · International Journal of Molecular Sciences · doi:10.3390/ijms24087091 · Cited by 20 · see citing works
Positive Selection Inhibits Plasmid Coexistence in Bacterial Genomes
Carrilero, L., Kottara, A., Guymer, D., Harrison, E., Hall, J. P. J., & Brockhurst, M. A. (2021) · mBio · doi:10.1128/mbio.00558-21 · Cited by 23 · see citing works
Self-citationCao, H., Xu, D., Zhang, T., Ren, Q., Li, X., Ning, C., Zhang, Y., & Gao, R. (2022) · Harmful Algae · doi:10.1016/j.hal.2022.102186 · Cited by 23 · see citing works
Ceres, K., Stanhope, M. J., & Grohn, Y. T. (2022) · Microbial Genomics · doi:10.1099/mgen.0.000839 · Cited by 23 · see citing works
Uceda-Campos, G., Feitosa-Junior, O. R., Santiago, C. R. N., Pierry, P. M., Zaini, P. A., de Santana, W. O., Martins, J., Barbosa, D., Digiampietri, L. A., Setúbal, J. C., et al. (2022) · Microorganisms · doi:10.3390/microorganisms10050914 · Cited by 22 · see citing works
ProPan: a comprehensive database for profiling prokaryotic pan-genome dynamics
Zhang, Y., Zhang, H., Zhang, Z., Qian, Q., Zhang, Z., & Xiao, J. (2022) · Nucleic Acids Research · doi:10.1093/nar/gkac832 · Cited by 22 · see citing works
Kurushima, J., Campo, N., van Raaphorst, R., Cerckel, G., Polard, P., & Veening, J. (2020) · eLife · doi:10.7554/elife.58771 · Cited by 22 · see citing works
The proficiency of the original host species determines community-level plasmid dynamics
Kottara, A., Hall, J. P. J., & Brockhurst, M. A. (2021) · FEMS Microbiology Ecology · doi:10.1093/femsec/fiab026 · Cited by 21 · see citing works
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Fàbregas, N., Pérez, D., Viñes, J., Cuscó, A., Migura‐García, L., Ferrer, L., & Francino, O. (2023) · Microbiology Spectrum · doi:10.1128/spectrum.03393-22 · Cited by 21 · see citing works
Assessment of assumptions underlying models of prokaryotic pangenome evolution
Sela, I., Wolf, Y. I., & Koonin, E. V. (2021) · BMC Biology · doi:10.1186/s12915-021-00960-2 · Cited by 20 · see citing works
McMullen, J. G., Bueno, E., Blow, F., & Douglas, A. E. (2021) · Genome Biology and Evolution · doi:10.1093/gbe/evab127 · Cited by 18 · see citing works
de Korne-Elenbaas, J., Bruisten, S. M., van Dam, A. P., Maiden, M. C. J., & Harrison, O. B. (2022) · Microbiology Spectrum · doi:10.1128/spectrum.02654-21 · Cited by 20 · see citing works
Raimondeau, P., Bianconi, M. E., Pereira, L., Parisod, C., Christin, P., & Dunning, L. T. (2023) · New Phytologist · doi:10.1111/nph.19272 · Cited by 20 · see citing works
Rodrigues, R. A. L., Queiroz, V. F., Ghosh, J. S., Dunigan, D. D., & Etten, J. L. V. (2021) · Journal of Virology · doi:10.1128/jvi.01367-21 · Cited by 19 · see citing works
Orsini, M., Ianni, A., & Zinzula, L. (2022) · MicrobiologyOpen · doi:10.1002/mbo3.1329 · Cited by 19 · see citing works
Moiseenko, K. V., Бегунова, А. В., Savinova, О. S., Glazunova, O. A., Рожкова, И. В., & Федорова, Т. В. (2023) · Foods · doi:10.3390/foods12010223 · Cited by 21 · see citing works
Elucidating the functional roles of prokaryotic proteins using big data and artificial intelligence
Ardern, Z., Chakraborty, S., Lenk, F., & Kaster, A. (2023) · FEMS Microbiology Reviews · doi:10.1093/femsre/fuad003 · Cited by 16 · see citing works
Transfer dynamics of antimicrobial resistance among gram-negative bacteria
Wang, B., Farhan, M. H. R., Yuan, L., Sui, Y., Chu, J., Yang, X., Li, Y., Huang, L., & Cheng, G. (2024) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2024.176347 · Cited by 19 · see citing works
Bai, X.-N., Ylinen, E., Zhang, J., Salmenlinna, S., Halkilahti, J., Saxén, H., Narayanan, A., Jahnukainen, T., & Matussek, A. (2022) · Microbiology spectrum · doi:10.1128/spectrum.00660-22 · Cited by 22 · see citing works
Butaitė, E., Kramer, J., & Kümmerli, R. (2021) · Journal of Evolutionary Biology · doi:10.1111/jeb.13883 · Cited by 18 · see citing works
- Authors
- Brockhurst, M. A., Harrison, E., Hall, J. P. J., Richards, T., McNally, A., & MacLean, C.
- Affiliations
- University of Sheffield (GB)
- University of Liverpool (GB)
- University of Exeter (GB)
- University of Birmingham (GB)
- Corresponding author
- Brockhurst, Michael A.
- Venue
- Current Biology
- Publisher
- Elsevier BV
- Published
- 2019-10
- Volume
- 29
- Issue
- 20
- Pages
- R1094-R1103
- ISSN
- 0960-9822 (ISSN-L)
- OpenAlex
- W2982249296
- Cited by
- 385
- References
- 131
- Citations by year
- 2026: 58 · 2025: 84 · 2024: 54 · 2023: 48 · 2022: 58 · 2021: 55 · 2020: 28
- FWCI
- 3.16
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Current Biology (publishedVersion)
- PubMed (publishedVersion)
- Research Explorer (The University of Manchester) (publishedVersion, other-oa)
- White Rose Research Online (University of Leeds, The University of Sheffield, University of York) (acceptedVersion)
- University of Birmingham Research Portal (University of Birmingham) (submittedVersion, cc-by-nc-nd)
- University of Birmingham Research Portal (University of Birmingham) (submittedVersion, other-oa)
- Funders
- Natural Environment Research Council
- Biotechnology and Biological Sciences Research Council
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Chromosomal and Genetic Variations
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Bacterial Genetics and Biotechnology
- Keywords
- pan-genome, accessory genome, core genome, horizontal gene transfer, gene loss, mobile genetic elements, prokaryotic genomes, eukaryotic genomes, gene content variation
- MeSH terms
- Biological Evolution, Phylogeny, Genome, Bacterial, Evolution, Molecular, Metagenome
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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