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HostPhinder: A Phage Host Prediction Tool

Identifieur interne : 000B43 ( Pmc/Checkpoint ); précédent : 000B42; suivant : 000B44

HostPhinder: A Phage Host Prediction Tool

Auteurs : Julia Villarroel ; Kortine Annina Kleinheinz ; Vanessa Isabell Jurtz ; Henrike Zschach ; Ole Lund ; Morten Nielsen [Argentine] ; Mette Voldby Larsen

Source :

RBID : PMC:4885074

Abstract

The current dramatic increase of antibiotic resistant bacteria has revitalised the interest in bacteriophages as alternative antibacterial treatment. Meanwhile, the development of bioinformatics methods for analysing genomic data places high-throughput approaches for phage characterization within reach. Here, we present HostPhinder, a tool aimed at predicting the bacterial host of phages by examining the phage genome sequence. Using a reference database of 2196 phages with known hosts, HostPhinder predicts the host species of a query phage as the host of the most genomically similar reference phages. As a measure of genomic similarity the number of co-occurring k-mers (DNA sequences of length k) is used. Using an independent evaluation set, HostPhinder was able to correctly predict host genus and species for 81% and 74% of the phages respectively, giving predictions for more phages than BLAST and significantly outperforming BLAST on phages for which both had predictions. HostPhinder predictions on phage draft genomes from the INTESTI phage cocktail corresponded well with the advertised targets of the cocktail. Our study indicates that for most phages genomic similarity correlates well with related bacterial hosts. HostPhinder is available as an interactive web service [1] and as a stand alone download from the Docker registry [2].


Url:
DOI: 10.3390/v8050116
PubMed: 27153081
PubMed Central: 4885074


Affiliations:


Links toward previous steps (curation, corpus...)


Links to Exploration step

PMC:4885074

Le document en format XML

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<p>The current dramatic increase of antibiotic resistant bacteria has revitalised the interest in bacteriophages as alternative antibacterial treatment. Meanwhile, the development of bioinformatics methods for analysing genomic data places high-throughput approaches for phage characterization within reach. Here, we present HostPhinder, a tool aimed at predicting the bacterial host of phages by examining the phage genome sequence. Using a reference database of 2196 phages with known hosts, HostPhinder predicts the host species of a query phage as the host of the most genomically similar reference phages. As a measure of genomic similarity the number of co-occurring k-mers (DNA sequences of length k) is used. Using an independent evaluation set, HostPhinder was able to correctly predict host genus and species for 81% and 74% of the phages respectively, giving predictions for more phages than BLAST and significantly outperforming BLAST on phages for which both had predictions. HostPhinder predictions on phage draft genomes from the INTESTI phage cocktail corresponded well with the advertised targets of the cocktail. Our study indicates that for most phages genomic similarity correlates well with related bacterial hosts. HostPhinder is available as an interactive web service [
<xref rid="B1-viruses-08-00116" ref-type="bibr">1</xref>
] and as a stand alone download from the Docker registry [
<xref rid="B2-viruses-08-00116" ref-type="bibr">2</xref>
].</p>
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<listBibl>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Kapi, A" uniqKey="Kapi A">A. Kapi</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Harper, D" uniqKey="Harper D">D. Harper</name>
</author>
<author>
<name sortKey="Anderson, J" uniqKey="Anderson J">J. Anderson</name>
</author>
<author>
<name sortKey="Enright, M" uniqKey="Enright M">M. Enright</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Kutateladze, M" uniqKey="Kutateladze M">M. Kutateladze</name>
</author>
<author>
<name sortKey="Adamia, R" uniqKey="Adamia R">R. Adamia</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Kutateladze, M" uniqKey="Kutateladze M">M. Kutateladze</name>
</author>
<author>
<name sortKey="Adamia, R" uniqKey="Adamia R">R. Adamia</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Miedzybrodzki, R" uniqKey="Miedzybrodzki R">R. Miedzybrodzki</name>
</author>
<author>
<name sortKey="Borysowski, J" uniqKey="Borysowski J">J. Borysowski</name>
</author>
<author>
<name sortKey="Weber Dabrowska, B" uniqKey="Weber Dabrowska B">B. Weber-Dabrowska</name>
</author>
<author>
<name sortKey="Fortuna, W" uniqKey="Fortuna W">W. Fortuna</name>
</author>
<author>
<name sortKey="Letkiewicz, S" uniqKey="Letkiewicz S">S. Letkiewicz</name>
</author>
<author>
<name sortKey="Szufnarowski, K" uniqKey="Szufnarowski K">K. Szufnarowski</name>
</author>
<author>
<name sortKey="Pawelczyk, Z" uniqKey="Pawelczyk Z">Z. Pawelczyk</name>
</author>
<author>
<name sortKey="Rog Z, P" uniqKey="Rog Z P">P. Rogóz</name>
</author>
<author>
<name sortKey="Klak, M" uniqKey="Klak M">M. Klak</name>
</author>
<author>
<name sortKey="Wojtasik, E" uniqKey="Wojtasik E">E. Wojtasik</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Weber D Browska, B" uniqKey="Weber D Browska B">B. Weber-Dąbrowska</name>
</author>
<author>
<name sortKey="Mulczyk, M" uniqKey="Mulczyk M">M. Mulczyk</name>
</author>
<author>
<name sortKey="G Rski, A" uniqKey="G Rski A">A. Górski</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Biswas, B" uniqKey="Biswas B">B. Biswas</name>
</author>
<author>
<name sortKey="Adhya, S" uniqKey="Adhya S">S. Adhya</name>
</author>
<author>
<name sortKey="Washart, P" uniqKey="Washart P">P. Washart</name>
</author>
<author>
<name sortKey="Paul, B" uniqKey="Paul B">B. Paul</name>
</author>
<author>
<name sortKey="Trostel, A N" uniqKey="Trostel A">A.N. Trostel</name>
</author>
<author>
<name sortKey="Powell, B" uniqKey="Powell B">B. Powell</name>
</author>
<author>
<name sortKey="Carlton, R" uniqKey="Carlton R">R. Carlton</name>
</author>
<author>
<name sortKey="Merril, C R" uniqKey="Merril C">C.R. Merril</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Capparelli, R" uniqKey="Capparelli R">R. Capparelli</name>
</author>
<author>
<name sortKey="Parlato, M" uniqKey="Parlato M">M. Parlato</name>
</author>
<author>
<name sortKey="Borriello, G" uniqKey="Borriello G">G. Borriello</name>
</author>
<author>
<name sortKey="Salvatore, P" uniqKey="Salvatore P">P. Salvatore</name>
</author>
<author>
<name sortKey="Iannelli, D" uniqKey="Iannelli D">D. Iannelli</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Smith, H W" uniqKey="Smith H">H.W. Smith</name>
</author>
<author>
<name sortKey="Huggins, M" uniqKey="Huggins M">M. Huggins</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Wright, A" uniqKey="Wright A">A. Wright</name>
</author>
<author>
<name sortKey="Hawkins, C" uniqKey="Hawkins C">C. Hawkins</name>
</author>
<author>
<name sortKey=" Ngg Rd, E" uniqKey=" Ngg Rd E">E. Änggård</name>
</author>
<author>
<name sortKey="Harper, D" uniqKey="Harper D">D. Harper</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Matsuzaki, S" uniqKey="Matsuzaki S">S. Matsuzaki</name>
</author>
<author>
<name sortKey="Uchiyama, J" uniqKey="Uchiyama J">J. Uchiyama</name>
</author>
<author>
<name sortKey="Takemura Uchiyama, I" uniqKey="Takemura Uchiyama I">I. Takemura-Uchiyama</name>
</author>
<author>
<name sortKey="Daibata, M" uniqKey="Daibata M">M. Daibata</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Reardon, S" uniqKey="Reardon S">S. Reardon</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Sulakvelidze, A" uniqKey="Sulakvelidze A">A. Sulakvelidze</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Guenther, S" uniqKey="Guenther S">S. Guenther</name>
</author>
<author>
<name sortKey="Huwyler, D" uniqKey="Huwyler D">D. Huwyler</name>
</author>
<author>
<name sortKey="Richard, S" uniqKey="Richard S">S. Richard</name>
</author>
<author>
<name sortKey="Loessner, M J" uniqKey="Loessner M">M.J. Loessner</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Carrillo, C L" uniqKey="Carrillo C">C.L. Carrillo</name>
</author>
<author>
<name sortKey="Atterbury, R" uniqKey="Atterbury R">R. Atterbury</name>
</author>
<author>
<name sortKey="El Shibiny, A" uniqKey="El Shibiny A">A. El-Shibiny</name>
</author>
<author>
<name sortKey="Connerton, P" uniqKey="Connerton P">P. Connerton</name>
</author>
<author>
<name sortKey="Dillon, E" uniqKey="Dillon E">E. Dillon</name>
</author>
<author>
<name sortKey="Scott, A" uniqKey="Scott A">A. Scott</name>
</author>
<author>
<name sortKey="Connerton, I" uniqKey="Connerton I">I. Connerton</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Mclean, S K" uniqKey="Mclean S">S.K. McLean</name>
</author>
<author>
<name sortKey="Dunn, L A" uniqKey="Dunn L">L.A. Dunn</name>
</author>
<author>
<name sortKey="Palombo, E A" uniqKey="Palombo E">E.A. Palombo</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Stern, A" uniqKey="Stern A">A. Stern</name>
</author>
<author>
<name sortKey="Sorek, R" uniqKey="Sorek R">R. Sorek</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Deveau, H" uniqKey="Deveau H">H. Deveau</name>
</author>
<author>
<name sortKey="Garneau, J E" uniqKey="Garneau J">J.E. Garneau</name>
</author>
<author>
<name sortKey="Moineau, S" uniqKey="Moineau S">S. Moineau</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Fineran, P C" uniqKey="Fineran P">P.C. Fineran</name>
</author>
<author>
<name sortKey="Blower, T R" uniqKey="Blower T">T.R. Blower</name>
</author>
<author>
<name sortKey="Foulds, I J" uniqKey="Foulds I">I.J. Foulds</name>
</author>
<author>
<name sortKey="Humphreys, D P" uniqKey="Humphreys D">D.P. Humphreys</name>
</author>
<author>
<name sortKey="Lilley, K S" uniqKey="Lilley K">K.S. Lilley</name>
</author>
<author>
<name sortKey="Salmond, G P" uniqKey="Salmond G">G.P. Salmond</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Carbone, A" uniqKey="Carbone A">A. Carbone</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Blower, T R" uniqKey="Blower T">T.R. Blower</name>
</author>
<author>
<name sortKey="Evans, T J" uniqKey="Evans T">T.J. Evans</name>
</author>
<author>
<name sortKey="Przybilski, R" uniqKey="Przybilski R">R. Przybilski</name>
</author>
<author>
<name sortKey="Fineran, P C" uniqKey="Fineran P">P.C. Fineran</name>
</author>
<author>
<name sortKey="Salmond, G P" uniqKey="Salmond G">G.P. Salmond</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Labrie, S J" uniqKey="Labrie S">S.J. Labrie</name>
</author>
<author>
<name sortKey="Samson, J E" uniqKey="Samson J">J.E. Samson</name>
</author>
<author>
<name sortKey="Moineau, S" uniqKey="Moineau S">S. Moineau</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Weitz, J S" uniqKey="Weitz J">J.S. Weitz</name>
</author>
<author>
<name sortKey="Hartman, H" uniqKey="Hartman H">H. Hartman</name>
</author>
<author>
<name sortKey="Levin, S A" uniqKey="Levin S">S.A. Levin</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Duffy, S" uniqKey="Duffy S">S. Duffy</name>
</author>
<author>
<name sortKey="Turner, P E" uniqKey="Turner P">P.E. Turner</name>
</author>
<author>
<name sortKey="Burch, C L" uniqKey="Burch C">C.L. Burch</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Amarillas, L" uniqKey="Amarillas L">L. Amarillas</name>
</author>
<author>
<name sortKey="Chaidez Quiroz, C" uniqKey="Chaidez Quiroz C">C. Cháidez-Quiroz</name>
</author>
<author>
<name sortKey="Sa Udo Barajas, A" uniqKey="Sa Udo Barajas A">A. Sañudo-Barajas</name>
</author>
<author>
<name sortKey="Le N Felix, J" uniqKey="Le N Felix J">J. León-Félix</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Loessner, M J" uniqKey="Loessner M">M.J. Loessner</name>
</author>
<author>
<name sortKey="Neugirg, E" uniqKey="Neugirg E">E. Neugirg</name>
</author>
<author>
<name sortKey="Zink, R" uniqKey="Zink R">R. Zink</name>
</author>
<author>
<name sortKey="Scherer, S" uniqKey="Scherer S">S. Scherer</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Koskella, B" uniqKey="Koskella B">B. Koskella</name>
</author>
<author>
<name sortKey="Meaden, S" uniqKey="Meaden S">S. Meaden</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Casjens, S R" uniqKey="Casjens S">S.R. Casjens</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Rohwer, F" uniqKey="Rohwer F">F. Rohwer</name>
</author>
<author>
<name sortKey="Edwards, R" uniqKey="Edwards R">R. Edwards</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Jacobs Sera, D" uniqKey="Jacobs Sera D">D. Jacobs-Sera</name>
</author>
<author>
<name sortKey="Marinelli, L J" uniqKey="Marinelli L">L.J. Marinelli</name>
</author>
<author>
<name sortKey="Bowman, C" uniqKey="Bowman C">C. Bowman</name>
</author>
<author>
<name sortKey="Broussard, G W" uniqKey="Broussard G">G.W. Broussard</name>
</author>
<author>
<name sortKey="Bustamante, C G" uniqKey="Bustamante C">C.G. Bustamante</name>
</author>
<author>
<name sortKey="Boyle, M M" uniqKey="Boyle M">M.M. Boyle</name>
</author>
<author>
<name sortKey="Petrova, Z O" uniqKey="Petrova Z">Z.O. Petrova</name>
</author>
<author>
<name sortKey="Dedrick, R M" uniqKey="Dedrick R">R.M. Dedrick</name>
</author>
<author>
<name sortKey="Pope, W H" uniqKey="Pope W">W.H. Pope</name>
</author>
<author>
<name sortKey="Advancing, S E A P H" uniqKey="Advancing S">S.E.A.P.H. Advancing</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Woese, C R" uniqKey="Woese C">C.R. Woese</name>
</author>
<author>
<name sortKey="Fox, G E" uniqKey="Fox G">G.E. Fox</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Larsen, M V" uniqKey="Larsen M">M.V. Larsen</name>
</author>
<author>
<name sortKey="Cosentino, S" uniqKey="Cosentino S">S. Cosentino</name>
</author>
<author>
<name sortKey="Lukjancenko, O" uniqKey="Lukjancenko O">O. Lukjancenko</name>
</author>
<author>
<name sortKey="Saputra, D" uniqKey="Saputra D">D. Saputra</name>
</author>
<author>
<name sortKey="Rasmussen, S" uniqKey="Rasmussen S">S. Rasmussen</name>
</author>
<author>
<name sortKey="Hasman, H" uniqKey="Hasman H">H. Hasman</name>
</author>
<author>
<name sortKey="Sicheritz Ponten, T" uniqKey="Sicheritz Ponten T">T. Sicheritz-Pontén</name>
</author>
<author>
<name sortKey="Aarestrup, F M" uniqKey="Aarestrup F">F.M. Aarestrup</name>
</author>
<author>
<name sortKey="Ussery, D W" uniqKey="Ussery D">D.W. Ussery</name>
</author>
<author>
<name sortKey="Lund, O" uniqKey="Lund O">O. Lund</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Hendrix, R W" uniqKey="Hendrix R">R.W. Hendrix</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Lawrence, J G" uniqKey="Lawrence J">J.G. Lawrence</name>
</author>
<author>
<name sortKey="Hatfull, G F" uniqKey="Hatfull G">G.F. Hatfull</name>
</author>
<author>
<name sortKey="Hendrix, R W" uniqKey="Hendrix R">R.W. Hendrix</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Zschach, H" uniqKey="Zschach H">H. Zschach</name>
</author>
<author>
<name sortKey="Joensen, K G" uniqKey="Joensen K">K.G. Joensen</name>
</author>
<author>
<name sortKey="Lindhard, B" uniqKey="Lindhard B">B. Lindhard</name>
</author>
<author>
<name sortKey="Lund, O" uniqKey="Lund O">O. Lund</name>
</author>
<author>
<name sortKey="Goderdzishvili, M" uniqKey="Goderdzishvili M">M. Goderdzishvili</name>
</author>
<author>
<name sortKey="Chkonia, I" uniqKey="Chkonia I">I. Chkonia</name>
</author>
<author>
<name sortKey="Jgenti, G" uniqKey="Jgenti G">G. Jgenti</name>
</author>
<author>
<name sortKey="Kvatadze, N" uniqKey="Kvatadze N">N. Kvatadze</name>
</author>
<author>
<name sortKey="Alavidze, Z" uniqKey="Alavidze Z">Z. Alavidze</name>
</author>
<author>
<name sortKey="Kutter, E M" uniqKey="Kutter E">E.M. Kutter</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Nielsen, H B" uniqKey="Nielsen H">H.B. Nielsen</name>
</author>
<author>
<name sortKey="Almeida, M" uniqKey="Almeida M">M. Almeida</name>
</author>
<author>
<name sortKey="Juncker, A S" uniqKey="Juncker A">A.S. Juncker</name>
</author>
<author>
<name sortKey="Rasmussen, S" uniqKey="Rasmussen S">S. Rasmussen</name>
</author>
<author>
<name sortKey="Li, J" uniqKey="Li J">J. Li</name>
</author>
<author>
<name sortKey="Sunagawa, S" uniqKey="Sunagawa S">S. Sunagawa</name>
</author>
<author>
<name sortKey="Plichta, D R" uniqKey="Plichta D">D.R. Plichta</name>
</author>
<author>
<name sortKey="Gautier, L" uniqKey="Gautier L">L. Gautier</name>
</author>
<author>
<name sortKey="Pedersen, A G" uniqKey="Pedersen A">A.G. Pedersen</name>
</author>
<author>
<name sortKey="Le Chatelier, E" uniqKey="Le Chatelier E">E. le Chatelier</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Euzeby, J P" uniqKey="Euzeby J">J.P. Euzéby</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Hobohm, U" uniqKey="Hobohm U">U. Hobohm</name>
</author>
<author>
<name sortKey="Scharf, M" uniqKey="Scharf M">M. Scharf</name>
</author>
<author>
<name sortKey="Schneider, R" uniqKey="Schneider R">R. Schneider</name>
</author>
<author>
<name sortKey="Sander, C" uniqKey="Sander C">C. Sander</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Bonferroni, C E" uniqKey="Bonferroni C">C.E. Bonferroni</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Altschul, S F" uniqKey="Altschul S">S.F. Altschul</name>
</author>
<author>
<name sortKey="Gish, W" uniqKey="Gish W">W. Gish</name>
</author>
<author>
<name sortKey="Miller, W" uniqKey="Miller W">W. Miller</name>
</author>
<author>
<name sortKey="Myers, E W" uniqKey="Myers E">E.W. Myers</name>
</author>
<author>
<name sortKey="Lipman, D J" uniqKey="Lipman D">D.J. Lipman</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Akhter, S" uniqKey="Akhter S">S. Akhter</name>
</author>
<author>
<name sortKey="Aziz, R K" uniqKey="Aziz R">R.K. Aziz</name>
</author>
<author>
<name sortKey="Edwards, R A" uniqKey="Edwards R">R.A. Edwards</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Dang, V T" uniqKey="Dang V">V.T. Dang</name>
</author>
<author>
<name sortKey="Sullivan, M B" uniqKey="Sullivan M">M.B. Sullivan</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Martinez Garcia, M" uniqKey="Martinez Garcia M">M. Martínez-García</name>
</author>
<author>
<name sortKey="Santos, F" uniqKey="Santos F">F. Santos</name>
</author>
<author>
<name sortKey="Moreno Paz, M" uniqKey="Moreno Paz M">M. Moreno-Paz</name>
</author>
<author>
<name sortKey="Parro, V" uniqKey="Parro V">V. Parro</name>
</author>
<author>
<name sortKey="Ant N, J" uniqKey="Ant N J">J. Antón</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Roux, S" uniqKey="Roux S">S. Roux</name>
</author>
<author>
<name sortKey="Enault, F" uniqKey="Enault F">F. Enault</name>
</author>
<author>
<name sortKey="Hurwitz, B L" uniqKey="Hurwitz B">B.L. Hurwitz</name>
</author>
<author>
<name sortKey="Sullivan, M B" uniqKey="Sullivan M">M.B. Sullivan</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Roux, S" uniqKey="Roux S">S. Roux</name>
</author>
<author>
<name sortKey="Hallam, S J" uniqKey="Hallam S">S.J. Hallam</name>
</author>
<author>
<name sortKey="Woyke, T" uniqKey="Woyke T">T. Woyke</name>
</author>
<author>
<name sortKey="Sullivan, M B" uniqKey="Sullivan M">M.B. Sullivan</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Williamson, S J" uniqKey="Williamson S">S.J. Williamson</name>
</author>
<author>
<name sortKey="Allen, L Z" uniqKey="Allen L">L.Z. Allen</name>
</author>
<author>
<name sortKey="Lorenzi, H A" uniqKey="Lorenzi H">H.A. Lorenzi</name>
</author>
<author>
<name sortKey="Fadrosh, D W" uniqKey="Fadrosh D">D.W. Fadrosh</name>
</author>
<author>
<name sortKey="Brami, D" uniqKey="Brami D">D. Brami</name>
</author>
<author>
<name sortKey="Thiagarajan, M" uniqKey="Thiagarajan M">M. Thiagarajan</name>
</author>
<author>
<name sortKey="Mccrow, J P" uniqKey="Mccrow J">J.P. McCrow</name>
</author>
<author>
<name sortKey="Tovchigrechko, A" uniqKey="Tovchigrechko A">A. Tovchigrechko</name>
</author>
<author>
<name sortKey="Yooseph, S" uniqKey="Yooseph S">S. Yooseph</name>
</author>
<author>
<name sortKey="Venter, J C" uniqKey="Venter J">J.C. Venter</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Edwards, R A" uniqKey="Edwards R">R.A. Edwards</name>
</author>
<author>
<name sortKey="Mcnair, K" uniqKey="Mcnair K">K. McNair</name>
</author>
<author>
<name sortKey="Faust, K" uniqKey="Faust K">K. Faust</name>
</author>
<author>
<name sortKey="Raes, J" uniqKey="Raes J">J. Raes</name>
</author>
<author>
<name sortKey="Dutilh, B E" uniqKey="Dutilh B">B.E. Dutilh</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Marcais, G" uniqKey="Marcais G">G. Marçais</name>
</author>
<author>
<name sortKey="Kingsford, C" uniqKey="Kingsford C">C. Kingsford</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Kawulok, J" uniqKey="Kawulok J">J. Kawulok</name>
</author>
<author>
<name sortKey="Deorowicz, S" uniqKey="Deorowicz S">S. Deorowicz</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Wood, D E" uniqKey="Wood D">D.E. Wood</name>
</author>
<author>
<name sortKey="Salzberg, S L" uniqKey="Salzberg S">S.L. Salzberg</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Edwards, R A" uniqKey="Edwards R">R.A. Edwards</name>
</author>
<author>
<name sortKey="Olson, R" uniqKey="Olson R">R. Olson</name>
</author>
<author>
<name sortKey="Disz, T" uniqKey="Disz T">T. Disz</name>
</author>
<author>
<name sortKey="Pusch, G D" uniqKey="Pusch G">G.D. Pusch</name>
</author>
<author>
<name sortKey="Vonstein, V" uniqKey="Vonstein V">V. Vonstein</name>
</author>
<author>
<name sortKey="Stevens, R" uniqKey="Stevens R">R. Stevens</name>
</author>
<author>
<name sortKey="Overbeek, R" uniqKey="Overbeek R">R. Overbeek</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Marinelli, L J" uniqKey="Marinelli L">L.J. Marinelli</name>
</author>
<author>
<name sortKey="Fitz Gibbon, S" uniqKey="Fitz Gibbon S">S. Fitz-Gibbon</name>
</author>
<author>
<name sortKey="Hayes, C" uniqKey="Hayes C">C. Hayes</name>
</author>
<author>
<name sortKey="Bowman, C" uniqKey="Bowman C">C. Bowman</name>
</author>
<author>
<name sortKey="Inkeles, M" uniqKey="Inkeles M">M. Inkeles</name>
</author>
<author>
<name sortKey="Loncaric, A" uniqKey="Loncaric A">A. Loncaric</name>
</author>
<author>
<name sortKey="Russell, D A" uniqKey="Russell D">D.A. Russell</name>
</author>
<author>
<name sortKey="Jacobs Sera, D" uniqKey="Jacobs Sera D">D. Jacobs-Sera</name>
</author>
<author>
<name sortKey="Cokus, S" uniqKey="Cokus S">S. Cokus</name>
</author>
<author>
<name sortKey="Pellegrini, M" uniqKey="Pellegrini M">M. Pellegrini</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Liu, J" uniqKey="Liu J">J. Liu</name>
</author>
<author>
<name sortKey="Yan, R" uniqKey="Yan R">R. Yan</name>
</author>
<author>
<name sortKey="Zhong, Q" uniqKey="Zhong Q">Q. Zhong</name>
</author>
<author>
<name sortKey="Ngo, S" uniqKey="Ngo S">S. Ngo</name>
</author>
<author>
<name sortKey="Bangayan, N J" uniqKey="Bangayan N">N.J. Bangayan</name>
</author>
<author>
<name sortKey="Nguyen, L" uniqKey="Nguyen L">L. Nguyen</name>
</author>
<author>
<name sortKey="Lui, T" uniqKey="Lui T">T. Lui</name>
</author>
<author>
<name sortKey="Liu, M" uniqKey="Liu M">M. Liu</name>
</author>
<author>
<name sortKey="Erfe, M C" uniqKey="Erfe M">M.C. Erfe</name>
</author>
<author>
<name sortKey="Craft, N" uniqKey="Craft N">N. Craft</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Farrar, M D" uniqKey="Farrar M">M.D. Farrar</name>
</author>
<author>
<name sortKey="Howson, K M" uniqKey="Howson K">K.M. Howson</name>
</author>
<author>
<name sortKey="Bojar, R A" uniqKey="Bojar R">R.A. Bojar</name>
</author>
<author>
<name sortKey="West, D" uniqKey="West D">D. West</name>
</author>
<author>
<name sortKey="Towler, J C" uniqKey="Towler J">J.C. Towler</name>
</author>
<author>
<name sortKey="Parry, J" uniqKey="Parry J">J. Parry</name>
</author>
<author>
<name sortKey="Pelton, K" uniqKey="Pelton K">K. Pelton</name>
</author>
<author>
<name sortKey="Holland, K T" uniqKey="Holland K">K.T. Holland</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Kuhn, J" uniqKey="Kuhn J">J. Kuhn</name>
</author>
<author>
<name sortKey="Suissa, M" uniqKey="Suissa M">M. Suissa</name>
</author>
<author>
<name sortKey="Chiswell, D" uniqKey="Chiswell D">D. Chiswell</name>
</author>
<author>
<name sortKey="Azriel, A" uniqKey="Azriel A">A. Azriel</name>
</author>
<author>
<name sortKey="Berman, B" uniqKey="Berman B">B. Berman</name>
</author>
<author>
<name sortKey="Shahar, D" uniqKey="Shahar D">D. Shahar</name>
</author>
<author>
<name sortKey="Reznick, S" uniqKey="Reznick S">S. Reznick</name>
</author>
<author>
<name sortKey="Sharf, R" uniqKey="Sharf R">R. Sharf</name>
</author>
<author>
<name sortKey="Wyse, J" uniqKey="Wyse J">J. Wyse</name>
</author>
<author>
<name sortKey="Bar On, T" uniqKey="Bar On T">T. Bar-On</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Ford, M E" uniqKey="Ford M">M.E. Ford</name>
</author>
<author>
<name sortKey="Sarkis, G J" uniqKey="Sarkis G">G.J. Sarkis</name>
</author>
<author>
<name sortKey="Belanger, A E" uniqKey="Belanger A">A.E. Belanger</name>
</author>
<author>
<name sortKey="Hendrix, R W" uniqKey="Hendrix R">R.W. Hendrix</name>
</author>
<author>
<name sortKey="Hatfull, G F" uniqKey="Hatfull G">G.F. Hatfull</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Schwudke, D" uniqKey="Schwudke D">D. Schwudke</name>
</author>
<author>
<name sortKey="Ergin, A" uniqKey="Ergin A">A. Ergin</name>
</author>
<author>
<name sortKey="Michael, K" uniqKey="Michael K">K. Michael</name>
</author>
<author>
<name sortKey="Volkmar, S" uniqKey="Volkmar S">S. Volkmar</name>
</author>
<author>
<name sortKey="Appel, B" uniqKey="Appel B">B. Appel</name>
</author>
<author>
<name sortKey="Knabner, D" uniqKey="Knabner D">D. Knabner</name>
</author>
<author>
<name sortKey="Konietzny, A" uniqKey="Konietzny A">A. Konietzny</name>
</author>
<author>
<name sortKey="Strauch, E" uniqKey="Strauch E">E. Strauch</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Garcia, E" uniqKey="Garcia E">E. Garcia</name>
</author>
<author>
<name sortKey="Elliott, J M" uniqKey="Elliott J">J.M. Elliott</name>
</author>
<author>
<name sortKey="Ramanculov, E" uniqKey="Ramanculov E">E. Ramanculov</name>
</author>
<author>
<name sortKey="Chain, P S" uniqKey="Chain P">P.S. Chain</name>
</author>
<author>
<name sortKey="Chu, M C" uniqKey="Chu M">M.C. Chu</name>
</author>
<author>
<name sortKey="Molineux, I J" uniqKey="Molineux I">I.J. Molineux</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Zhao, X" uniqKey="Zhao X">X. Zhao</name>
</author>
<author>
<name sortKey="Cui, Y" uniqKey="Cui Y">Y. Cui</name>
</author>
<author>
<name sortKey="Yan, Y" uniqKey="Yan Y">Y. Yan</name>
</author>
<author>
<name sortKey="Du, Z" uniqKey="Du Z">Z. Du</name>
</author>
<author>
<name sortKey="Tan, Y" uniqKey="Tan Y">Y. Tan</name>
</author>
<author>
<name sortKey="Yang, H" uniqKey="Yang H">H. Yang</name>
</author>
<author>
<name sortKey="Bi, Y" uniqKey="Bi Y">Y. Bi</name>
</author>
<author>
<name sortKey="Zhang, P" uniqKey="Zhang P">P. Zhang</name>
</author>
<author>
<name sortKey="Zhou, L" uniqKey="Zhou L">L. Zhou</name>
</author>
<author>
<name sortKey="Zhou, D" uniqKey="Zhou D">D. Zhou</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Chang, H W" uniqKey="Chang H">H.W. Chang</name>
</author>
<author>
<name sortKey="Kim, K H" uniqKey="Kim K">K.H. Kim</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="De Lappe, N" uniqKey="De Lappe N">N. De Lappe</name>
</author>
<author>
<name sortKey="Doran, G" uniqKey="Doran G">G. Doran</name>
</author>
<author>
<name sortKey="O Onnor, J" uniqKey="O Onnor J">J. O’Connor</name>
</author>
<author>
<name sortKey="O Are, C" uniqKey="O Are C">C. O’Hare</name>
</author>
<author>
<name sortKey="Cormican, M" uniqKey="Cormican M">M. Cormican</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Hood, A" uniqKey="Hood A">A. Hood</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Bielke, L" uniqKey="Bielke L">L. Bielke</name>
</author>
<author>
<name sortKey="Higgins, S" uniqKey="Higgins S">S. Higgins</name>
</author>
<author>
<name sortKey="Donoghue, A" uniqKey="Donoghue A">A. Donoghue</name>
</author>
<author>
<name sortKey="Donoghue, D" uniqKey="Donoghue D">D. Donoghue</name>
</author>
<author>
<name sortKey="Hargis, B" uniqKey="Hargis B">B. Hargis</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Jensen, E C" uniqKey="Jensen E">E.C. Jensen</name>
</author>
<author>
<name sortKey="Schrader, H S" uniqKey="Schrader H">H.S. Schrader</name>
</author>
<author>
<name sortKey="Rieland, B" uniqKey="Rieland B">B. Rieland</name>
</author>
<author>
<name sortKey="Thompson, T L" uniqKey="Thompson T">T.L. Thompson</name>
</author>
<author>
<name sortKey="Lee, K W" uniqKey="Lee K">K.W. Lee</name>
</author>
<author>
<name sortKey="Nickerson, K W" uniqKey="Nickerson K">K.W. Nickerson</name>
</author>
<author>
<name sortKey="Kokjohn, T A" uniqKey="Kokjohn T">T.A. Kokjohn</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Olsen, R H" uniqKey="Olsen R">R.H. Olsen</name>
</author>
<author>
<name sortKey="Siak, J S" uniqKey="Siak J">J.S. Siak</name>
</author>
<author>
<name sortKey="Gray, R H" uniqKey="Gray R">R.H. Gray</name>
</author>
</analytic>
</biblStruct>
<biblStruct>
<analytic>
<author>
<name sortKey="Carson, L" uniqKey="Carson L">L. Carson</name>
</author>
<author>
<name sortKey="Gorman, S P" uniqKey="Gorman S">S.P. Gorman</name>
</author>
<author>
<name sortKey="Gilmore, B F" uniqKey="Gilmore B">B.F. Gilmore</name>
</author>
</analytic>
</biblStruct>
</listBibl>
</div1>
</back>
</TEI>
<pmc article-type="research-article">
<pmc-dir>properties open_access</pmc-dir>
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Viruses</journal-id>
<journal-id journal-id-type="iso-abbrev">Viruses</journal-id>
<journal-id journal-id-type="publisher-id">viruses</journal-id>
<journal-title-group>
<journal-title>Viruses</journal-title>
</journal-title-group>
<issn pub-type="epub">1999-4915</issn>
<publisher>
<publisher-name>MDPI</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="pmid">27153081</article-id>
<article-id pub-id-type="pmc">4885074</article-id>
<article-id pub-id-type="doi">10.3390/v8050116</article-id>
<article-id pub-id-type="publisher-id">viruses-08-00116</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>HostPhinder: A Phage Host Prediction Tool</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Villarroel</surname>
<given-names>Julia</given-names>
</name>
<xref ref-type="aff" rid="af1-viruses-08-00116">1</xref>
<xref rid="c1-viruses-08-00116" ref-type="corresp">*</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kleinheinz</surname>
<given-names>Kortine Annina</given-names>
</name>
<xref ref-type="aff" rid="af1-viruses-08-00116">1</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jurtz</surname>
<given-names>Vanessa Isabell</given-names>
</name>
<xref ref-type="aff" rid="af1-viruses-08-00116">1</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zschach</surname>
<given-names>Henrike</given-names>
</name>
<xref ref-type="aff" rid="af1-viruses-08-00116">1</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lund</surname>
<given-names>Ole</given-names>
</name>
<xref ref-type="aff" rid="af1-viruses-08-00116">1</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nielsen</surname>
<given-names>Morten</given-names>
</name>
<xref ref-type="aff" rid="af1-viruses-08-00116">1</xref>
<xref ref-type="aff" rid="af2-viruses-08-00116">2</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Larsen</surname>
<given-names>Mette Voldby</given-names>
</name>
<xref ref-type="aff" rid="af1-viruses-08-00116">1</xref>
<xref rid="c1-viruses-08-00116" ref-type="corresp">*</xref>
</contrib>
</contrib-group>
<contrib-group>
<contrib contrib-type="editor">
<name>
<surname>Lavigne</surname>
<given-names>Rob</given-names>
</name>
<role>Academic Editor</role>
</contrib>
</contrib-group>
<aff id="af1-viruses-08-00116">
<label>1</label>
Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark;
<email>kortinekleinheinz@gmx.de</email>
(K.A.K.);
<email>vanessa@cbs.dtu.dk</email>
(V.I.J.);
<email>henrike@cbs.dtu.dk</email>
(H.Z.);
<email>lund@cbs.dtu.dk</email>
(O.L.);
<email>mniel@cbs.dtu.dk</email>
(M.N.)</aff>
<aff id="af2-viruses-08-00116">
<label>2</label>
Instituto de Investigaciones Biotecnológicas, Universidad de San Martín, CP(1650) San Martín, Prov. de Buenos Aires, Argentina</aff>
<author-notes>
<corresp id="c1-viruses-08-00116">
<label>*</label>
Correspondence:
<email>juliavi@cbs.dtu.dk</email>
(J.V.);
<email>metteb@cbs.dtu.dk</email>
(M.V.L.); Tel.: +45-4525-2425 (M.V.L.); Fax: +45-4593-1585 (M.V.L.)</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>5</month>
<year>2016</year>
</pub-date>
<pub-date pub-type="collection">
<month>5</month>
<year>2016</year>
</pub-date>
<volume>8</volume>
<issue>5</issue>
<elocation-id>116</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>12</month>
<year>2015</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>4</month>
<year>2016</year>
</date>
</history>
<permissions>
<copyright-statement>© 2016 by the authors; licensee MDPI, Basel, Switzerland.</copyright-statement>
<copyright-year>2016</copyright-year>
<license>
<license-p>
<pmc-comment>CREATIVE COMMONS</pmc-comment>
This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC-BY) license (
<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">http://creativecommons.org/licenses/by/4.0/</ext-link>
).</license-p>
</license>
</permissions>
<abstract>
<p>The current dramatic increase of antibiotic resistant bacteria has revitalised the interest in bacteriophages as alternative antibacterial treatment. Meanwhile, the development of bioinformatics methods for analysing genomic data places high-throughput approaches for phage characterization within reach. Here, we present HostPhinder, a tool aimed at predicting the bacterial host of phages by examining the phage genome sequence. Using a reference database of 2196 phages with known hosts, HostPhinder predicts the host species of a query phage as the host of the most genomically similar reference phages. As a measure of genomic similarity the number of co-occurring k-mers (DNA sequences of length k) is used. Using an independent evaluation set, HostPhinder was able to correctly predict host genus and species for 81% and 74% of the phages respectively, giving predictions for more phages than BLAST and significantly outperforming BLAST on phages for which both had predictions. HostPhinder predictions on phage draft genomes from the INTESTI phage cocktail corresponded well with the advertised targets of the cocktail. Our study indicates that for most phages genomic similarity correlates well with related bacterial hosts. HostPhinder is available as an interactive web service [
<xref rid="B1-viruses-08-00116" ref-type="bibr">1</xref>
] and as a stand alone download from the Docker registry [
<xref rid="B2-viruses-08-00116" ref-type="bibr">2</xref>
].</p>
</abstract>
<kwd-group>
<kwd>“host specificity”</kwd>
<kwd>prediction</kwd>
<kwd>genome</kwd>
<kwd>k-mers</kwd>
</kwd-group>
</article-meta>
</front>
<floats-group>
<fig id="viruses-08-00116-f001" position="float">
<label>Figure 1</label>
<caption>
<p>Hosts represented in the database. Species (
<bold>a</bold>
) and genera (
<bold>b</bold>
) representations are displayed in the same genera-colour code.</p>
</caption>
<graphic xlink:href="viruses-08-00116-g001a"></graphic>
<graphic xlink:href="viruses-08-00116-g001b"></graphic>
</fig>
<fig id="viruses-08-00116-f002" position="float">
<label>Figure 2</label>
<caption>
<p>Accuracy
<italic>vs.</italic>
<italic>f</italic>
values obtained from the 4 loops of inner cross validation. Each dot represents the averaged accuracy for species (a) and genus (b) prediction over 100 bootstrap resamplings. The bars cover the range of
<italic>f</italic>
values for which the accuracy is 99% the highest accuracy in the specific tripartite set.</p>
</caption>
<graphic xlink:href="viruses-08-00116-g002"></graphic>
</fig>
<fig id="viruses-08-00116-f003" position="float">
<label>Figure 3</label>
<caption>
<p>Accuracy
<italic>vs.</italic>
<italic>α</italic>
values for prediction of species (a) and genus (b) in each tripartite set. Each dot represents the averaged accuracy over 100 bootstrap resamplings. The bars cover the range of
<italic>α</italic>
values for which the accuracy is 99% the highest accuracy.</p>
</caption>
<graphic xlink:href="viruses-08-00116-g003"></graphic>
</fig>
<fig id="viruses-08-00116-f004" position="float">
<label>Figure 4</label>
<caption>
<p>HostPhinder’s accuracy (bar) and prediction counts (line) on
<inline-formula>
<mml:math id="mm87">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mi>eval</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
at different coverage ranges. The values displayed on the
<italic>x</italic>
axis are the lower limit of that range. With exception of the last bin which includes all entries with coverage >0.9, all ranges are right-closed with upper limit
<italic>x</italic>
+ 0.1. Poorly reliable results are in grey, while reliable and highly reliable results are in green and dark green respectively. Results on HostPhinder’s web server [
<xref rid="B1-viruses-08-00116" ref-type="bibr">1</xref>
] are displayed using the same colour code.</p>
</caption>
<graphic xlink:href="viruses-08-00116-g004"></graphic>
</fig>
<fig id="viruses-08-00116-f005" position="float">
<label>Figure 5</label>
<caption>
<p>HostPhinder’s accuracy (bar) and percentages of predictions (dots) on
<inline-formula>
<mml:math id="mm88">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mi>eval</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
at different percentages of genome length from 10% to 100% of total genome length.</p>
</caption>
<graphic xlink:href="viruses-08-00116-g005"></graphic>
</fig>
<fig id="viruses-08-00116-f006" position="float">
<label>Figure 6</label>
<caption>
<p>Heatmap of annotated
<italic>vs.</italic>
predicted host species in the
<inline-formula>
<mml:math id="mm95">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mrow>
<mml:mi>eval</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>species</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
set. In this figure correct as well as mispredicted host species can be seen. Annotated host species are listed along the
<italic>y</italic>
axis, while predicted ones are on the
<italic>x</italic>
axis. The number after each species on the
<italic>y</italic>
axis and the
<italic>x</italic>
axis also indicate the occurrences of phages in the
<inline-formula>
<mml:math id="mm96">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mrow>
<mml:mi>eval</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>species</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
and in the
<inline-formula>
<mml:math id="mm97">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mrow>
<mml:mi>train-test</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
respectively. Host species are grouped according to the respective phylum, which are indicated on the left side of the figure. The colour scale indicates the fraction of phages predicted as targeting a particular host and goes from white, no phages, to red, 100% of the phages. Accordingly, the colour itself is not an indicator of correctness of the prediction, and red colours along the diagonal represent correct predictions.</p>
</caption>
<graphic xlink:href="viruses-08-00116-g006"></graphic>
</fig>
<fig id="viruses-08-00116-f007" position="float">
<label>Figure 7</label>
<caption>
<p>Heatmap of annotated
<italic>vs.</italic>
predicted host genera in the
<inline-formula>
<mml:math id="mm98">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mrow>
<mml:mi>eval</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>genera</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
set. In this figure correct as well as mispredicted host genera can be seen. Annotated host genera are listed along the
<italic>y</italic>
axis, while predicted ones are on the
<italic>x</italic>
axis. The number after each genus on the
<italic>y</italic>
axis and the
<italic>x</italic>
axis indicate the number of occurrences of phages in the
<inline-formula>
<mml:math id="mm99">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mrow>
<mml:mi>eval</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>genus</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
and
<inline-formula>
<mml:math id="mm100">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mrow>
<mml:mi>train-test,genus</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
respectively. Host genera are grouped according to the respective phylum, which are indicated on the left side of the figure. The colour scale indicates the fraction of phages predicted as targeting a particular host and goes from white, no phages, to intense red, 100% of the phages. Accordingly, the colour is in itself not an indicator of correctness of the prediction, and red colours along the diagonal represent correct predictions.</p>
</caption>
<graphic xlink:href="viruses-08-00116-g007"></graphic>
</fig>
<fig id="viruses-08-00116-f008" position="float">
<label>Figure 8</label>
<caption>
<p>HostPhinder’s accuracy (bar) and prediction counts (line) on prophages predicted by PhySpy, upper panels, and manually verified prophages, lower panels, at different coverage ranges. The values displayed on the
<italic>x</italic>
axis are the lower limit of that range. With exception of the last bin which includes all entries with coverage >0.9, all ranges are right-closed with upper limit
<italic>x</italic>
+ 0.1. Poorly reliable results are in grey, while reliable and highly reliable results are in green and dark green respectively.</p>
</caption>
<graphic xlink:href="viruses-08-00116-g008"></graphic>
</fig>
<table-wrap id="viruses-08-00116-t001" position="float">
<object-id pub-id-type="pii">viruses-08-00116-t001_Table 1</object-id>
<label>Table 1</label>
<caption>
<p>Overall performance of different similarity measures on
<inline-formula>
<mml:math id="mm53">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mrow>
<mml:mtext>train-test</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1"></th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Score</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">z</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">frac
<inline-formula>
<mml:math id="mm54">
<mml:msub>
<mml:mrow></mml:mrow>
<mml:mi>q</mml:mi>
</mml:msub>
</mml:math>
</inline-formula>
</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">frac
<inline-formula>
<mml:math id="mm55">
<mml:msub>
<mml:mrow></mml:mrow>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:math>
</inline-formula>
</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Coverage</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center" valign="middle" rowspan="1" colspan="1">Species (%)</td>
<td align="center" valign="middle" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm56">
<mml:mrow>
<mml:mn>77</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>03</mml:mn>
<mml:mo>±</mml:mo>
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<mml:mo>.</mml:mo>
<mml:mn>112</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm57">
<mml:mrow>
<mml:mn>77</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>81</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>111</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm58">
<mml:mrow>
<mml:mn>77</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>24</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>111</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm59">
<mml:mrow>
<mml:mn>78</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>43</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>111</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm60">
<mml:mrow>
<mml:mn mathvariant="bold">78</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn mathvariant="bold">76</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn mathvariant="bold">0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn mathvariant="bold">108</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
<tr>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">Genus (%)</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm61">
<mml:mrow>
<mml:mn>81</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>43</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>096</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm62">
<mml:mrow>
<mml:mn>82</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>02</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>094</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm63">
<mml:mrow>
<mml:mn>81</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>78</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>094</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm64">
<mml:mrow>
<mml:mn mathvariant="bold">83</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn mathvariant="bold">07</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn mathvariant="bold">0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn mathvariant="bold">09</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm65">
<mml:mrow>
<mml:mn>82</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>84</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>092</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="viruses-08-00116-t002" position="float">
<object-id pub-id-type="pii">viruses-08-00116-t002_Table 2</object-id>
<label>Table 2</label>
<caption>
<p>Average and mean standard error of the overall HostPhinder performance over 100
<inline-formula>
<mml:math id="mm72">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mrow>
<mml:mi>train-test</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
set resamplings with replacement.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Method</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Criterion 1
<break></break>
(First Host)</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Criterion 2 (Majority Host among Top-10)</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Criterion 3 (Coverage Threshold,
<inline-formula>
<mml:math id="mm73">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>8</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
)</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Criterion 4 (Summing up Normalized Coverage Values,
<inline-formula>
<mml:math id="mm74">
<mml:mrow>
<mml:mi>α</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>6</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">Accuracy, Species (%)</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm75">
<mml:mrow>
<mml:mn>78</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>76</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>108</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm76">
<mml:mrow>
<mml:mn>74</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>79</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>102</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm77">
<mml:mrow>
<mml:mn>79</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>104</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm78">
<mml:mrow>
<mml:mn mathvariant="bold">79</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn mathvariant="bold">13</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn mathvariant="bold">0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn mathvariant="bold">105</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
<tr>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">Accuracy, Genus (%)</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm79">
<mml:mrow>
<mml:mn>82</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>84</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>092</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm80">
<mml:mrow>
<mml:mn>80</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>41</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>099</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm81">
<mml:mrow>
<mml:mn>83</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>61</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn>092</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<inline-formula>
<mml:math id="mm82">
<mml:mrow>
<mml:mn mathvariant="bold">83</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn mathvariant="bold">72</mml:mn>
<mml:mo>±</mml:mo>
<mml:mn mathvariant="bold">0</mml:mn>
<mml:mo>.</mml:mo>
<mml:mn mathvariant="bold">092</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="viruses-08-00116-t003" position="float">
<object-id pub-id-type="pii">viruses-08-00116-t003_Table 3</object-id>
<label>Table 3</label>
<caption>
<p>List of host species (left) and genera (right), which HostPhinder predicts correctly.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Species</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Representation in
<inline-formula>
<mml:math id="mm91">
<mml:msub>
<mml:mi mathvariant="bold">phages</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold">train-test,species</mml:mi>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>
</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Genus</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">Representation in
<inline-formula>
<mml:math id="mm92">
<mml:msub>
<mml:mi mathvariant="bold">phages</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold">train-test,genus</mml:mi>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center" valign="middle" rowspan="1" colspan="1">
<italic>Enterococcus faecalis</italic>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">15</td>
<td align="center" valign="middle" rowspan="1" colspan="1">
<italic>Acinetobacter</italic>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">16</td>
</tr>
<tr>
<td align="center" valign="middle" rowspan="1" colspan="1">
<italic>Listeria monocytogenes</italic>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">21</td>
<td align="center" valign="middle" rowspan="1" colspan="1">
<italic>Listeria</italic>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">26</td>
</tr>
<tr>
<td align="center" valign="middle" rowspan="1" colspan="1">
<italic>Propionibacterium acnes</italic>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">21</td>
<td align="center" valign="middle" rowspan="1" colspan="1">
<italic>Propionibacterium</italic>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">24</td>
</tr>
<tr>
<td align="center" valign="middle" rowspan="1" colspan="1">
<italic>Vibrio cholerae</italic>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">35</td>
<td align="center" valign="middle" rowspan="1" colspan="1">
<italic>Streptococcus</italic>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">39</td>
</tr>
<tr>
<td align="center" valign="middle" rowspan="1" colspan="1"></td>
<td align="center" valign="middle" rowspan="1" colspan="1"></td>
<td align="center" valign="middle" rowspan="1" colspan="1">
<italic>Streptomyces</italic>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">11</td>
</tr>
<tr>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1"></td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1"></td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">
<italic>Thermus</italic>
</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">5</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="viruses-08-00116-t004" position="float">
<object-id pub-id-type="pii">viruses-08-00116-t004_Table 4</object-id>
<label>Table 4</label>
<caption>
<p>HostPhinder and BLAST performance comparison on the
<inline-formula>
<mml:math id="mm103">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mi>eval</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
set.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1"></th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">BLAST</th>
<th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin" rowspan="1" colspan="1">HostPhinder</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="1" colspan="1">No. of predictions, training on
<inline-formula>
<mml:math id="mm104">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mrow>
<mml:mi>train-test</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>genus</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">90%</td>
<td align="center" valign="middle" rowspan="1" colspan="1">97%</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="1" colspan="1">No. of predictions, training on
<inline-formula>
<mml:math id="mm105">
<mml:mrow>
<mml:msub>
<mml:mi>phages</mml:mi>
<mml:mrow>
<mml:mi>train-test</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>species</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center" valign="middle" rowspan="1" colspan="1">91%</td>
<td align="center" valign="middle" rowspan="1" colspan="1">96%</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="1" colspan="1">Accuracy on common predictions (GENERA) (%)</td>
<td align="center" valign="middle" rowspan="1" colspan="1">84.66 ± 0.188</td>
<td align="center" valign="middle" rowspan="1" colspan="1">85.13 ± 0.176</td>
</tr>
<tr>
<td align="left" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">Accuracy on common predictions (SPECIES) (%)</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">76.92 ± 0.252</td>
<td align="center" valign="middle" style="border-bottom:solid thin" rowspan="1" colspan="1">78.69 ± 0.237</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="viruses-08-00116-t005" position="float">
<object-id pub-id-type="pii">viruses-08-00116-t005_Table 5</object-id>
<label>Table 5</label>
<caption>
<p>Overview of the results of HostPhinder predicting the hosts of 19 phage draft genomes (name starts with a “D” and
<italic>Proteus</italic>
) and 4 phage genome fragments (name starts with an “F”) from the INTESTI phage cocktail.</p>
</caption>
<table frame="hsides" rules="groups" style="border-top: hidden; border-bottom: hidden">
<tbody>
<tr>
<td rowspan="1" colspan="1">
<inline-graphic xlink:href="viruses-08-00116-i001.jpg"></inline-graphic>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</floats-group>
</pmc>
<affiliations>
<list>
<country>
<li>Argentine</li>
</country>
</list>
<tree>
<noCountry>
<name sortKey="Jurtz, Vanessa Isabell" sort="Jurtz, Vanessa Isabell" uniqKey="Jurtz V" first="Vanessa Isabell" last="Jurtz">Vanessa Isabell Jurtz</name>
<name sortKey="Kleinheinz, Kortine Annina" sort="Kleinheinz, Kortine Annina" uniqKey="Kleinheinz K" first="Kortine Annina" last="Kleinheinz">Kortine Annina Kleinheinz</name>
<name sortKey="Larsen, Mette Voldby" sort="Larsen, Mette Voldby" uniqKey="Larsen M" first="Mette Voldby" last="Larsen">Mette Voldby Larsen</name>
<name sortKey="Lund, Ole" sort="Lund, Ole" uniqKey="Lund O" first="Ole" last="Lund">Ole Lund</name>
<name sortKey="Villarroel, Julia" sort="Villarroel, Julia" uniqKey="Villarroel J" first="Julia" last="Villarroel">Julia Villarroel</name>
<name sortKey="Zschach, Henrike" sort="Zschach, Henrike" uniqKey="Zschach H" first="Henrike" last="Zschach">Henrike Zschach</name>
</noCountry>
<country name="Argentine">
<noRegion>
<name sortKey="Nielsen, Morten" sort="Nielsen, Morten" uniqKey="Nielsen M" first="Morten" last="Nielsen">Morten Nielsen</name>
</noRegion>
</country>
</tree>
</affiliations>
</record>

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