Identification of Primary Antimicrobial Resistance Drivers in Agricultural Nontyphoidal Salmonella enterica Serovars by Using Machine Learning
Identifieur interne : 002300 ( Ncbi/Merge ); précédent : 002299; suivant : 002301Identification of Primary Antimicrobial Resistance Drivers in Agricultural Nontyphoidal Salmonella enterica Serovars by Using Machine Learning
Auteurs : Finlay Maguire [Canada] ; Muhammad Attiq Rehman [Canada] ; Catherine Carrillo [Canada] ; Moussa S. Diarra [Canada] ; Robert G. Beiko [Canada]Source :
- mSystems [ 2379-5077 ] ; 2019.
Abstract
Antimicrobial resistance (AMR) represents an existential threat to the function of modern medicine. Genomics and machine learning methods are being increasingly used to analyze and predict AMR. This type of surveillance is very important to try to reduce the impact of AMR. Machine learning models are typically trained using genomic data, but the aspects of the genomes that they use to make predictions are rarely analyzed. In this work, we showed how, by using different types of machine learning models and performing this analysis, it is possible to identify the key genes underlying AMR in nontyphoidal
Url:
DOI: 10.1128/mSystems.00211-19
PubMed: 31387929
PubMed Central: 6687941
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PMC:6687941Le document en format XML
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<sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">Identification of Primary Antimicrobial Resistance Drivers in Agricultural Nontyphoidal <named-content content-type="genus-species">Salmonella enterica</named-content>
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<front><div type="abstract" xml:lang="en"><p>Antimicrobial resistance (AMR) represents an existential threat to the function of modern medicine. Genomics and machine learning methods are being increasingly used to analyze and predict AMR. This type of surveillance is very important to try to reduce the impact of AMR. Machine learning models are typically trained using genomic data, but the aspects of the genomes that they use to make predictions are rarely analyzed. In this work, we showed how, by using different types of machine learning models and performing this analysis, it is possible to identify the key genes underlying AMR in nontyphoidal <italic>Salmonella</italic>
(NTS). NTS is among the leading cause of foodborne illness globally; however, AMR in NTS has not been heavily studied within the food chain itself. Therefore, in this work we performed a broad-scale analysis of the AMR in NTS isolates from commercial chicken farms and identified some priority AMR genes for surveillance.</p>
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<back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Gardy, Jl" uniqKey="Gardy J">JL Gardy</name>
</author>
<author><name sortKey="Loman, Nj" uniqKey="Loman N">NJ Loman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Robinson, T" uniqKey="Robinson T">T Robinson</name>
</author>
<author><name sortKey="Bu, D" uniqKey="Bu D">D Bu</name>
</author>
<author><name sortKey="Carrique Mas, J" uniqKey="Carrique Mas J">J Carrique-Mas</name>
</author>
<author><name sortKey="Fevre, E" uniqKey="Fevre E">E Fèvre</name>
</author>
<author><name sortKey="Gilbert, M" uniqKey="Gilbert M">M Gilbert</name>
</author>
<author><name sortKey="Grace, D" uniqKey="Grace D">D Grace</name>
</author>
<author><name sortKey="Hay, S" uniqKey="Hay S">S Hay</name>
</author>
<author><name sortKey="Jiwakanon, J" uniqKey="Jiwakanon J">J Jiwakanon</name>
</author>
<author><name sortKey="Kakkar, M" uniqKey="Kakkar M">M Kakkar</name>
</author>
<author><name sortKey="Kariuki, S" uniqKey="Kariuki S">S Kariuki</name>
</author>
<author><name sortKey="Laxminarayan, R" uniqKey="Laxminarayan R">R Laxminarayan</name>
</author>
<author><name sortKey="Lubroth, J" uniqKey="Lubroth J">J Lubroth</name>
</author>
<author><name sortKey="Magnusson, U" uniqKey="Magnusson U">U Magnusson</name>
</author>
<author><name sortKey="Thi Ngoc, P" uniqKey="Thi Ngoc P">P Thi Ngoc</name>
</author>
<author><name sortKey="Van Boeckel, Tp" uniqKey="Van Boeckel T">TP van Boeckel</name>
</author>
<author><name sortKey="Woolhouse, M" uniqKey="Woolhouse M">M Woolhouse</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Brown, Ed" uniqKey="Brown E">ED Brown</name>
</author>
<author><name sortKey="Wright, Gd" uniqKey="Wright G">GD Wright</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bradley, P" uniqKey="Bradley P">P Bradley</name>
</author>
<author><name sortKey="Gordon, Nc" uniqKey="Gordon N">NC Gordon</name>
</author>
<author><name sortKey="Walker, Tm" uniqKey="Walker T">TM Walker</name>
</author>
<author><name sortKey="Dunn, L" uniqKey="Dunn L">L Dunn</name>
</author>
<author><name sortKey="Heys, S" uniqKey="Heys S">S Heys</name>
</author>
<author><name sortKey="Huang, B" uniqKey="Huang B">B Huang</name>
</author>
<author><name sortKey="Earle, S" uniqKey="Earle S">S Earle</name>
</author>
<author><name sortKey="Pankhurst, Lj" uniqKey="Pankhurst L">LJ Pankhurst</name>
</author>
<author><name sortKey="Anson, L" uniqKey="Anson L">L Anson</name>
</author>
<author><name sortKey="De Cesare, M" uniqKey="De Cesare M">M De Cesare</name>
</author>
<author><name sortKey="Piazza, P" uniqKey="Piazza P">P Piazza</name>
</author>
<author><name sortKey="Votintseva, A" uniqKey="Votintseva A">A Votintseva</name>
</author>
<author><name sortKey="Golubchik, T" uniqKey="Golubchik T">T Golubchik</name>
</author>
<author><name sortKey="Wilson, D" uniqKey="Wilson D">D Wilson</name>
</author>
<author><name sortKey="Wyllie, D" uniqKey="Wyllie D">D Wyllie</name>
</author>
<author><name sortKey="Diel, R" uniqKey="Diel R">R Diel</name>
</author>
<author><name sortKey="Niemann, S" uniqKey="Niemann S">S Niemann</name>
</author>
<author><name sortKey="Feuerriegel, S" uniqKey="Feuerriegel S">S Feuerriegel</name>
</author>
<author><name sortKey="Kohl, T" uniqKey="Kohl T">T Kohl</name>
</author>
<author><name sortKey="Ismail, N" uniqKey="Ismail N">N Ismail</name>
</author>
<author><name sortKey="Omar, S" uniqKey="Omar S">S Omar</name>
</author>
<author><name sortKey="Smith, E" uniqKey="Smith E">E Smith</name>
</author>
<author><name sortKey="Buck, D" uniqKey="Buck D">D Buck</name>
</author>
<author><name sortKey="Mcvean, G" uniqKey="Mcvean G">G McVean</name>
</author>
<author><name sortKey="Walker, A" uniqKey="Walker A">A Walker</name>
</author>
<author><name sortKey="Peto, T" uniqKey="Peto T">T Peto</name>
</author>
<author><name sortKey="Crook, D" uniqKey="Crook D">D Crook</name>
</author>
<author><name sortKey="Iqbal, Z" uniqKey="Iqbal Z">Z Iqbal</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jia, B" uniqKey="Jia B">B Jia</name>
</author>
<author><name sortKey="Raphenya, Ar" uniqKey="Raphenya A">AR Raphenya</name>
</author>
<author><name sortKey="Alcock, B" uniqKey="Alcock B">B Alcock</name>
</author>
<author><name sortKey="Waglechner, N" uniqKey="Waglechner N">N Waglechner</name>
</author>
<author><name sortKey="Guo, P" uniqKey="Guo P">P Guo</name>
</author>
<author><name sortKey="Tsang, Kk" uniqKey="Tsang K">KK Tsang</name>
</author>
<author><name sortKey="Lago, Ba" uniqKey="Lago B">BA Lago</name>
</author>
<author><name sortKey="Dave, Bm" uniqKey="Dave B">BM Dave</name>
</author>
<author><name sortKey="Pereira, S" uniqKey="Pereira S">S Pereira</name>
</author>
<author><name sortKey="Sharma, An" uniqKey="Sharma A">AN Sharma</name>
</author>
<author><name sortKey="Doshi, S" uniqKey="Doshi S">S Doshi</name>
</author>
<author><name sortKey="Courtot, M" uniqKey="Courtot M">M Courtot</name>
</author>
<author><name sortKey="Lo, R" uniqKey="Lo R">R Lo</name>
</author>
<author><name sortKey="Williams, Le" uniqKey="Williams L">LE Williams</name>
</author>
<author><name sortKey="Frye, Jg" uniqKey="Frye J">JG Frye</name>
</author>
<author><name sortKey="Elsayegh, T" uniqKey="Elsayegh T">T Elsayegh</name>
</author>
<author><name sortKey="Sardar, D" uniqKey="Sardar D">D Sardar</name>
</author>
<author><name sortKey="Westman, El" uniqKey="Westman E">EL Westman</name>
</author>
<author><name sortKey="Pawlowski, Ac" uniqKey="Pawlowski A">AC Pawlowski</name>
</author>
<author><name sortKey="Johnson, Ta" uniqKey="Johnson T">TA Johnson</name>
</author>
<author><name sortKey="Brinkman, Fsl" uniqKey="Brinkman F">FSL Brinkman</name>
</author>
<author><name sortKey="Wright, Gd" uniqKey="Wright G">GD Wright</name>
</author>
<author><name sortKey="Mcarthur, Ag" uniqKey="Mcarthur A">AG McArthur</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Neuert, S" uniqKey="Neuert S">S Neuert</name>
</author>
<author><name sortKey="Nair, S" uniqKey="Nair S">S Nair</name>
</author>
<author><name sortKey="Day, Mr" uniqKey="Day M">MR Day</name>
</author>
<author><name sortKey="Doumith, M" uniqKey="Doumith M">M Doumith</name>
</author>
<author><name sortKey="Ashton, Pm" uniqKey="Ashton P">PM Ashton</name>
</author>
<author><name sortKey="Mellor, Kc" uniqKey="Mellor K">KC Mellor</name>
</author>
<author><name sortKey="Jenkins, C" uniqKey="Jenkins C">C Jenkins</name>
</author>
<author><name sortKey="Hopkins, Kl" uniqKey="Hopkins K">KL Hopkins</name>
</author>
<author><name sortKey="Woodford, N" uniqKey="Woodford N">N Woodford</name>
</author>
<author><name sortKey="De Pinna, E" uniqKey="De Pinna E">E de Pinna</name>
</author>
<author><name sortKey="Godbole, G" uniqKey="Godbole G">G Godbole</name>
</author>
<author><name sortKey="Dallman, Tj" uniqKey="Dallman T">TJ Dallman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Anderson, Dj" uniqKey="Anderson D">DJ Anderson</name>
</author>
<author><name sortKey="Miller, B" uniqKey="Miller B">B Miller</name>
</author>
<author><name sortKey="Marfatia, R" uniqKey="Marfatia R">R Marfatia</name>
</author>
<author><name sortKey="Drew, R" uniqKey="Drew R">R Drew</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mcdermott, Pf" uniqKey="Mcdermott P">PF McDermott</name>
</author>
<author><name sortKey="Tyson, Gh" uniqKey="Tyson G">GH Tyson</name>
</author>
<author><name sortKey="Kabera, C" uniqKey="Kabera C">C Kabera</name>
</author>
<author><name sortKey="Chen, Y" uniqKey="Chen Y">Y Chen</name>
</author>
<author><name sortKey="Li, C" uniqKey="Li C">C Li</name>
</author>
<author><name sortKey="Folster, Jp" uniqKey="Folster J">JP Folster</name>
</author>
<author><name sortKey="Ayers, Sl" uniqKey="Ayers S">SL Ayers</name>
</author>
<author><name sortKey="Lam, C" uniqKey="Lam C">C Lam</name>
</author>
<author><name sortKey="Tate, Hp" uniqKey="Tate H">HP Tate</name>
</author>
<author><name sortKey="Zhao, S" uniqKey="Zhao S">S Zhao</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Pesesky, Mw" uniqKey="Pesesky M">MW Pesesky</name>
</author>
<author><name sortKey="Hussain, T" uniqKey="Hussain T">T Hussain</name>
</author>
<author><name sortKey="Wallace, M" uniqKey="Wallace M">M Wallace</name>
</author>
<author><name sortKey="Patel, S" uniqKey="Patel S">S Patel</name>
</author>
<author><name sortKey="Andleeb, S" uniqKey="Andleeb S">S Andleeb</name>
</author>
<author><name sortKey="Burnham, Cad" uniqKey="Burnham C">CAD Burnham</name>
</author>
<author><name sortKey="Dantas, G" uniqKey="Dantas G">G Dantas</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nguyen, M" uniqKey="Nguyen M">M Nguyen</name>
</author>
<author><name sortKey="Long, Sw" uniqKey="Long S">SW Long</name>
</author>
<author><name sortKey="Mcdermott, Pf" uniqKey="Mcdermott P">PF McDermott</name>
</author>
<author><name sortKey="Olsen, Rj" uniqKey="Olsen R">RJ Olsen</name>
</author>
<author><name sortKey="Olson, R" uniqKey="Olson R">R Olson</name>
</author>
<author><name sortKey="Stevens, Rl" uniqKey="Stevens R">RL Stevens</name>
</author>
<author><name sortKey="Tyson, Gh" uniqKey="Tyson G">GH Tyson</name>
</author>
<author><name sortKey="Zhao, S" uniqKey="Zhao S">S Zhao</name>
</author>
<author><name sortKey="Davis, Jj" uniqKey="Davis J">JJ Davis</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Davis, Jj" uniqKey="Davis J">JJ Davis</name>
</author>
<author><name sortKey="Boisvert, S" uniqKey="Boisvert S">S Boisvert</name>
</author>
<author><name sortKey="Brettin, T" uniqKey="Brettin T">T Brettin</name>
</author>
<author><name sortKey="Kenyon, Rw" uniqKey="Kenyon R">RW Kenyon</name>
</author>
<author><name sortKey="Mao, C" uniqKey="Mao C">C Mao</name>
</author>
<author><name sortKey="Olson, R" uniqKey="Olson R">R Olson</name>
</author>
<author><name sortKey="Overbeek, R" uniqKey="Overbeek R">R Overbeek</name>
</author>
<author><name sortKey="Santerre, J" uniqKey="Santerre J">J Santerre</name>
</author>
<author><name sortKey="Shukla, M" uniqKey="Shukla M">M Shukla</name>
</author>
<author><name sortKey="Wattam, Ar" uniqKey="Wattam A">AR Wattam</name>
</author>
<author><name sortKey="Will, R" uniqKey="Will R">R Will</name>
</author>
<author><name sortKey="Xia, F" uniqKey="Xia F">F Xia</name>
</author>
<author><name sortKey="Stevens, R" uniqKey="Stevens R">R Stevens</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Drouin, A" uniqKey="Drouin A">A Drouin</name>
</author>
<author><name sortKey="Giguere, S" uniqKey="Giguere S">S Giguère</name>
</author>
<author><name sortKey="Deraspe, M" uniqKey="Deraspe M">M Déraspe</name>
</author>
<author><name sortKey="Marchand, M" uniqKey="Marchand M">M Marchand</name>
</author>
<author><name sortKey="Tyers, M" uniqKey="Tyers M">M Tyers</name>
</author>
<author><name sortKey="Loo, Vg" uniqKey="Loo V">VG Loo</name>
</author>
<author><name sortKey="Bourgault, Am" uniqKey="Bourgault A">AM Bourgault</name>
</author>
<author><name sortKey="Laviolette, F" uniqKey="Laviolette F">F Laviolette</name>
</author>
<author><name sortKey="Corbeil, J" uniqKey="Corbeil J">J Corbeil</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Ao, Tt" uniqKey="Ao T">TT Ao</name>
</author>
<author><name sortKey="Feasey, Na" uniqKey="Feasey N">NA Feasey</name>
</author>
<author><name sortKey="Gordon, Ma" uniqKey="Gordon M">MA Gordon</name>
</author>
<author><name sortKey="Keddy, Kh" uniqKey="Keddy K">KH Keddy</name>
</author>
<author><name sortKey="Angulo, Fj" uniqKey="Angulo F">FJ Angulo</name>
</author>
<author><name sortKey="Crump, Ja" uniqKey="Crump J">JA Crump</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Angulo, Fj" uniqKey="Angulo F">FJ Angulo</name>
</author>
<author><name sortKey="M Lbak, K" uniqKey="M Lbak K">K Mølbak</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Krueger, Al" uniqKey="Krueger A">AL Krueger</name>
</author>
<author><name sortKey="Greene, Sa" uniqKey="Greene S">SA Greene</name>
</author>
<author><name sortKey="Barzilay, Ej" uniqKey="Barzilay E">EJ Barzilay</name>
</author>
<author><name sortKey="Henao, O" uniqKey="Henao O">O Henao</name>
</author>
<author><name sortKey="Vugia, D" uniqKey="Vugia D">D Vugia</name>
</author>
<author><name sortKey="Hanna, S" uniqKey="Hanna S">S Hanna</name>
</author>
<author><name sortKey="Meyer, S" uniqKey="Meyer S">S Meyer</name>
</author>
<author><name sortKey="Smith, K" uniqKey="Smith K">K Smith</name>
</author>
<author><name sortKey="Pecic, G" uniqKey="Pecic G">G Pecic</name>
</author>
<author><name sortKey="Hoefer, D" uniqKey="Hoefer D">D Hoefer</name>
</author>
<author><name sortKey="Griffin, P" uniqKey="Griffin P">P Griffin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Tyson, Gh" uniqKey="Tyson G">GH Tyson</name>
</author>
<author><name sortKey="Zhao, S" uniqKey="Zhao S">S Zhao</name>
</author>
<author><name sortKey="Li, C" uniqKey="Li C">C Li</name>
</author>
<author><name sortKey="Ayers, S" uniqKey="Ayers S">S Ayers</name>
</author>
<author><name sortKey="Sabo, Jl" uniqKey="Sabo J">JL Sabo</name>
</author>
<author><name sortKey="Lam, C" uniqKey="Lam C">C Lam</name>
</author>
<author><name sortKey="Miller, Ra" uniqKey="Miller R">RA Miller</name>
</author>
<author><name sortKey="Mcdermott, Pf" uniqKey="Mcdermott P">PF McDermott</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Dhanani, As" uniqKey="Dhanani A">AS Dhanani</name>
</author>
<author><name sortKey="Block, G" uniqKey="Block G">G Block</name>
</author>
<author><name sortKey="Dewar, K" uniqKey="Dewar K">K Dewar</name>
</author>
<author><name sortKey="Forgetta, V" uniqKey="Forgetta V">V Forgetta</name>
</author>
<author><name sortKey="Topp, E" uniqKey="Topp E">E Topp</name>
</author>
<author><name sortKey="Beiko, Rg" uniqKey="Beiko R">RG Beiko</name>
</author>
<author><name sortKey="Diarra, Ms" uniqKey="Diarra M">MS Diarra</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Takahata, S" uniqKey="Takahata S">S Takahata</name>
</author>
<author><name sortKey="Ida, T" uniqKey="Ida T">T Ida</name>
</author>
<author><name sortKey="Hiraishi, T" uniqKey="Hiraishi T">T Hiraishi</name>
</author>
<author><name sortKey="Sakakibara, S" uniqKey="Sakakibara S">S Sakakibara</name>
</author>
<author><name sortKey="Maebashi, K" uniqKey="Maebashi K">K Maebashi</name>
</author>
<author><name sortKey="Terada, S" uniqKey="Terada S">S Terada</name>
</author>
<author><name sortKey="Muratani, T" uniqKey="Muratani T">T Muratani</name>
</author>
<author><name sortKey="Matsumoto, T" uniqKey="Matsumoto T">T Matsumoto</name>
</author>
<author><name sortKey="Nakahama, C" uniqKey="Nakahama C">C Nakahama</name>
</author>
<author><name sortKey="Tomono, K" uniqKey="Tomono K">K Tomono</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gunn, Js" uniqKey="Gunn J">JS Gunn</name>
</author>
<author><name sortKey="Lim, Kb" uniqKey="Lim K">KB Lim</name>
</author>
<author><name sortKey="Krueger, J" uniqKey="Krueger J">J Krueger</name>
</author>
<author><name sortKey="Kim, K" uniqKey="Kim K">K Kim</name>
</author>
<author><name sortKey="Guo, L" uniqKey="Guo L">L Guo</name>
</author>
<author><name sortKey="Hackett, M" uniqKey="Hackett M">M Hackett</name>
</author>
<author><name sortKey="Miller, Si" uniqKey="Miller S">SI Miller</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Misawa, K" uniqKey="Misawa K">K Misawa</name>
</author>
<author><name sortKey="Tarumoto, N" uniqKey="Tarumoto N">N Tarumoto</name>
</author>
<author><name sortKey="Tamura, S" uniqKey="Tamura S">S Tamura</name>
</author>
<author><name sortKey="Osa, M" uniqKey="Osa M">M Osa</name>
</author>
<author><name sortKey="Hamamoto, T" uniqKey="Hamamoto T">T Hamamoto</name>
</author>
<author><name sortKey="Yuki, A" uniqKey="Yuki A">A Yuki</name>
</author>
<author><name sortKey="Kouzaki, Y" uniqKey="Kouzaki Y">Y Kouzaki</name>
</author>
<author><name sortKey="Imai, K" uniqKey="Imai K">K Imai</name>
</author>
<author><name sortKey="Ronald, Rl" uniqKey="Ronald R">RL Ronald</name>
</author>
<author><name sortKey="Yamaguchi, T" uniqKey="Yamaguchi T">T Yamaguchi</name>
</author>
<author><name sortKey="Murakami, T" uniqKey="Murakami T">T Murakami</name>
</author>
<author><name sortKey="Maesaki, S" uniqKey="Maesaki S">S Maesaki</name>
</author>
<author><name sortKey="Suzuki, Y" uniqKey="Suzuki Y">Y Suzuki</name>
</author>
<author><name sortKey="Kawana, A" uniqKey="Kawana A">A Kawana</name>
</author>
<author><name sortKey="Maeda, T" uniqKey="Maeda T">T Maeda</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Shaaly, A" uniqKey="Shaaly A">A Shaaly</name>
</author>
<author><name sortKey="Kalamorz, F" uniqKey="Kalamorz F">F Kalamorz</name>
</author>
<author><name sortKey="Gebhard, S" uniqKey="Gebhard S">S Gebhard</name>
</author>
<author><name sortKey="Cook, Gm" uniqKey="Cook G">GM Cook</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nishino, K" uniqKey="Nishino K">K Nishino</name>
</author>
<author><name sortKey="Yamaguchi, A" uniqKey="Yamaguchi A">A Yamaguchi</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Srinivasan, Vb" uniqKey="Srinivasan V">VB Srinivasan</name>
</author>
<author><name sortKey="Vaidyanathan, V" uniqKey="Vaidyanathan V">V Vaidyanathan</name>
</author>
<author><name sortKey="Mondal, A" uniqKey="Mondal A">A Mondal</name>
</author>
<author><name sortKey="Rajamohan, G" uniqKey="Rajamohan G">G Rajamohan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Rahmati, S" uniqKey="Rahmati S">S Rahmati</name>
</author>
<author><name sortKey="Yang, S" uniqKey="Yang S">S Yang</name>
</author>
<author><name sortKey="Davidson, Al" uniqKey="Davidson A">AL Davidson</name>
</author>
<author><name sortKey="Zechiedrich, El" uniqKey="Zechiedrich E">EL Zechiedrich</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Alekshun, Mn" uniqKey="Alekshun M">MN Alekshun</name>
</author>
<author><name sortKey="Levy, Sb" uniqKey="Levy S">SB Levy</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="O Egan, E" uniqKey="O Egan E">E O’Regan</name>
</author>
<author><name sortKey="Quinn, T" uniqKey="Quinn T">T Quinn</name>
</author>
<author><name sortKey="Pages, Jm" uniqKey="Pages J">JM Pagès</name>
</author>
<author><name sortKey="Mccusker, M" uniqKey="Mccusker M">M McCusker</name>
</author>
<author><name sortKey="Piddock, L" uniqKey="Piddock L">L Piddock</name>
</author>
<author><name sortKey="Fanning, S" uniqKey="Fanning S">S Fanning</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Pontel, Lb" uniqKey="Pontel L">LB Pontel</name>
</author>
<author><name sortKey="Audero, Mep" uniqKey="Audero M">MEP Audero</name>
</author>
<author><name sortKey="Espariz, M" uniqKey="Espariz M">M Espariz</name>
</author>
<author><name sortKey="Checa, Sk" uniqKey="Checa S">SK Checa</name>
</author>
<author><name sortKey="Soncini, Fc" uniqKey="Soncini F">FC Soncini</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nishino, K" uniqKey="Nishino K">K Nishino</name>
</author>
<author><name sortKey="Senda, Y" uniqKey="Senda Y">Y Senda</name>
</author>
<author><name sortKey="Yamaguchi, A" uniqKey="Yamaguchi A">A Yamaguchi</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nagakubo, S" uniqKey="Nagakubo S">S Nagakubo</name>
</author>
<author><name sortKey="Nishino, K" uniqKey="Nishino K">K Nishino</name>
</author>
<author><name sortKey="Hirata, T" uniqKey="Hirata T">T Hirata</name>
</author>
<author><name sortKey="Yamaguchi, A" uniqKey="Yamaguchi A">A Yamaguchi</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nishino, K" uniqKey="Nishino K">K Nishino</name>
</author>
<author><name sortKey="Latifi, T" uniqKey="Latifi T">T Latifi</name>
</author>
<author><name sortKey="Groisman, Ea" uniqKey="Groisman E">EA Groisman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lomovskaya, O" uniqKey="Lomovskaya O">O Lomovskaya</name>
</author>
<author><name sortKey="Lewis, K" uniqKey="Lewis K">K Lewis</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lomovskaya, O" uniqKey="Lomovskaya O">O Lomovskaya</name>
</author>
<author><name sortKey="Lewis, K" uniqKey="Lewis K">K Lewis</name>
</author>
<author><name sortKey="Matin, A" uniqKey="Matin A">A Matin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Garvey, Mi" uniqKey="Garvey M">MI Garvey</name>
</author>
<author><name sortKey="Baylay, Aj" uniqKey="Baylay A">AJ Baylay</name>
</author>
<author><name sortKey="Wong, Rl" uniqKey="Wong R">RL Wong</name>
</author>
<author><name sortKey="Piddock, Lj" uniqKey="Piddock L">LJ Piddock</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hirakawa, H" uniqKey="Hirakawa H">H Hirakawa</name>
</author>
<author><name sortKey="Nishino, K" uniqKey="Nishino K">K Nishino</name>
</author>
<author><name sortKey="Hirata, T" uniqKey="Hirata T">T Hirata</name>
</author>
<author><name sortKey="Yamaguchi, A" uniqKey="Yamaguchi A">A Yamaguchi</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bohn, C" uniqKey="Bohn C">C Bohn</name>
</author>
<author><name sortKey="Bouloc, P" uniqKey="Bouloc P">P Bouloc</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Magnet, S" uniqKey="Magnet S">S Magnet</name>
</author>
<author><name sortKey="Courvalin, P" uniqKey="Courvalin P">P Courvalin</name>
</author>
<author><name sortKey="Lambert, T" uniqKey="Lambert T">T Lambert</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Coyne, S" uniqKey="Coyne S">S Coyne</name>
</author>
<author><name sortKey="Rosenfeld, N" uniqKey="Rosenfeld N">N Rosenfeld</name>
</author>
<author><name sortKey="Lambert, T" uniqKey="Lambert T">T Lambert</name>
</author>
<author><name sortKey="Courvalin, P" uniqKey="Courvalin P">P Courvalin</name>
</author>
<author><name sortKey="Perichon, B" uniqKey="Perichon B">B Périchon</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bauernfeind, A" uniqKey="Bauernfeind A">A Bauernfeind</name>
</author>
<author><name sortKey="Stemplinger, I" uniqKey="Stemplinger I">I Stemplinger</name>
</author>
<author><name sortKey="Jungwirth, R" uniqKey="Jungwirth R">R Jungwirth</name>
</author>
<author><name sortKey="Giamarellou, H" uniqKey="Giamarellou H">H Giamarellou</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Novotna, G" uniqKey="Novotna G">G Novotna</name>
</author>
<author><name sortKey="Janata, J" uniqKey="Janata J">J Janata</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Roberts, Mc" uniqKey="Roberts M">MC Roberts</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Arcangioli, Ma" uniqKey="Arcangioli M">MA Arcangioli</name>
</author>
<author><name sortKey="Leroy Setrin, S" uniqKey="Leroy Setrin S">S Leroy-Sétrin</name>
</author>
<author><name sortKey="Martel, Jl" uniqKey="Martel J">JL Martel</name>
</author>
<author><name sortKey="Chaslus Dancla, E" uniqKey="Chaslus Dancla E">E Chaslus-Dancla</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Daly, M" uniqKey="Daly M">M Daly</name>
</author>
<author><name sortKey="Villa, L" uniqKey="Villa L">L Villa</name>
</author>
<author><name sortKey="Pezzella, C" uniqKey="Pezzella C">C Pezzella</name>
</author>
<author><name sortKey="Fanning, S" uniqKey="Fanning S">S Fanning</name>
</author>
<author><name sortKey="Carattoli, A" uniqKey="Carattoli A">A Carattoli</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Abouzeed, Ym" uniqKey="Abouzeed Y">YM Abouzeed</name>
</author>
<author><name sortKey="Baucheron, S" uniqKey="Baucheron S">S Baucheron</name>
</author>
<author><name sortKey="Cloeckaert, A" uniqKey="Cloeckaert A">A Cloeckaert</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Salverda, Ml" uniqKey="Salverda M">ML Salverda</name>
</author>
<author><name sortKey="De Visser, Jag" uniqKey="De Visser J">JAG De Visser</name>
</author>
<author><name sortKey="Barlow, M" uniqKey="Barlow M">M Barlow</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mcarthur, Ag" uniqKey="Mcarthur A">AG McArthur</name>
</author>
<author><name sortKey="Waglechner, N" uniqKey="Waglechner N">N Waglechner</name>
</author>
<author><name sortKey="Nizam, F" uniqKey="Nizam F">F Nizam</name>
</author>
<author><name sortKey="Yan, A" uniqKey="Yan A">A Yan</name>
</author>
<author><name sortKey="Azad, Ma" uniqKey="Azad M">MA Azad</name>
</author>
<author><name sortKey="Baylay, Aj" uniqKey="Baylay A">AJ Baylay</name>
</author>
<author><name sortKey="Bhullar, K" uniqKey="Bhullar K">K Bhullar</name>
</author>
<author><name sortKey="Canova, Mj" uniqKey="Canova M">MJ Canova</name>
</author>
<author><name sortKey="De Pascale, G" uniqKey="De Pascale G">G De Pascale</name>
</author>
<author><name sortKey="Ejim, L" uniqKey="Ejim L">L Ejim</name>
</author>
<author><name sortKey="Kalan, L" uniqKey="Kalan L">L Kalan</name>
</author>
<author><name sortKey="King, A" uniqKey="King A">A King</name>
</author>
<author><name sortKey="Koteva, K" uniqKey="Koteva K">K Koteva</name>
</author>
<author><name sortKey="Morar, M" uniqKey="Morar M">M Morar</name>
</author>
<author><name sortKey="Mulvey, M" uniqKey="Mulvey M">M Mulvey</name>
</author>
<author><name sortKey="O Rien, J" uniqKey="O Rien J">J O’Brien</name>
</author>
<author><name sortKey="Pawlowski, A" uniqKey="Pawlowski A">A Pawlowski</name>
</author>
<author><name sortKey="Piddock, L" uniqKey="Piddock L">L Piddock</name>
</author>
<author><name sortKey="Spanogiannopoulos, P" uniqKey="Spanogiannopoulos P">P Spanogiannopoulos</name>
</author>
<author><name sortKey="Sutherland, A" uniqKey="Sutherland A">A Sutherland</name>
</author>
<author><name sortKey="Tang, I" uniqKey="Tang I">I Tang</name>
</author>
<author><name sortKey="Taylor, P" uniqKey="Taylor P">P Taylor</name>
</author>
<author><name sortKey="Thaker, M" uniqKey="Thaker M">M Thaker</name>
</author>
<author><name sortKey="Wang, W" uniqKey="Wang W">W Wang</name>
</author>
<author><name sortKey="Yan, M" uniqKey="Yan M">M Yan</name>
</author>
<author><name sortKey="T, Y" uniqKey="T Y">Y T</name>
</author>
<author><name sortKey="Wright, G" uniqKey="Wright G">G Wright</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Drouin, A" uniqKey="Drouin A">A Drouin</name>
</author>
<author><name sortKey="Giguere, S" uniqKey="Giguere S">S Giguère</name>
</author>
<author><name sortKey="Sagatovich, V" uniqKey="Sagatovich V">V Sagatovich</name>
</author>
<author><name sortKey="Deraspe, M" uniqKey="Deraspe M">M Déraspe</name>
</author>
<author><name sortKey="Laviolette, F" uniqKey="Laviolette F">F Laviolette</name>
</author>
<author><name sortKey="Marchand, M" uniqKey="Marchand M">M Marchand</name>
</author>
<author><name sortKey="Corbeil, J" uniqKey="Corbeil J">J Corbeil</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Marchand, M" uniqKey="Marchand M">M Marchand</name>
</author>
<author><name sortKey="Shawe Taylor, J" uniqKey="Shawe Taylor J">J Shawe-Taylor</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Timme, Re" uniqKey="Timme R">RE Timme</name>
</author>
<author><name sortKey="Pettengill, Jb" uniqKey="Pettengill J">JB Pettengill</name>
</author>
<author><name sortKey="Allard, Mw" uniqKey="Allard M">MW Allard</name>
</author>
<author><name sortKey="Strain, E" uniqKey="Strain E">E Strain</name>
</author>
<author><name sortKey="Barrangou, R" uniqKey="Barrangou R">R Barrangou</name>
</author>
<author><name sortKey="Wehnes, C" uniqKey="Wehnes C">C Wehnes</name>
</author>
<author><name sortKey="Van Kessel, Js" uniqKey="Van Kessel J">JS Van Kessel</name>
</author>
<author><name sortKey="Karns, Js" uniqKey="Karns J">JS Karns</name>
</author>
<author><name sortKey="Musser, Sm" uniqKey="Musser S">SM Musser</name>
</author>
<author><name sortKey="Brown, Ew" uniqKey="Brown E">EW Brown</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Drouin, A" uniqKey="Drouin A">A Drouin</name>
</author>
<author><name sortKey="Hocking, T" uniqKey="Hocking T">T Hocking</name>
</author>
<author><name sortKey="Laviolette, F" uniqKey="Laviolette F">F Laviolette</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Chung, Yj" uniqKey="Chung Y">YJ Chung</name>
</author>
<author><name sortKey="Saier, Mh" uniqKey="Saier M">MH Saier</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Giles, W" uniqKey="Giles W">W Giles</name>
</author>
<author><name sortKey="Benson, Ak" uniqKey="Benson A">AK Benson</name>
</author>
<author><name sortKey="Olson, M" uniqKey="Olson M">M Olson</name>
</author>
<author><name sortKey="Hutkins, Rw" uniqKey="Hutkins R">RW Hutkins</name>
</author>
<author><name sortKey="Whichard, J" uniqKey="Whichard J">J Whichard</name>
</author>
<author><name sortKey="Winokur, P" uniqKey="Winokur P">P Winokur</name>
</author>
<author><name sortKey="Fey, Pd" uniqKey="Fey P">PD Fey</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="El Halfawy, Om" uniqKey="El Halfawy O">OM El-Halfawy</name>
</author>
<author><name sortKey="Klett, J" uniqKey="Klett J">J Klett</name>
</author>
<author><name sortKey="Ingram, Rj" uniqKey="Ingram R">RJ Ingram</name>
</author>
<author><name sortKey="Loutet, Sa" uniqKey="Loutet S">SA Loutet</name>
</author>
<author><name sortKey="Murphy, Me" uniqKey="Murphy M">ME Murphy</name>
</author>
<author><name sortKey="Martin Santamaria, S" uniqKey="Martin Santamaria S">S Martín-Santamaría</name>
</author>
<author><name sortKey="Valvano, Ma" uniqKey="Valvano M">MA Valvano</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Naguib, Mm" uniqKey="Naguib M">MM Naguib</name>
</author>
<author><name sortKey="Valvano, Ma" uniqKey="Valvano M">MA Valvano</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Dame Korevaar, A" uniqKey="Dame Korevaar A">A Dame-Korevaar</name>
</author>
<author><name sortKey="Fischer, Ea" uniqKey="Fischer E">EA Fischer</name>
</author>
<author><name sortKey="Stegeman, A" uniqKey="Stegeman A">A Stegeman</name>
</author>
<author><name sortKey="Mevius, D" uniqKey="Mevius D">D Mevius</name>
</author>
<author><name sortKey="Van Essen Zandbergen, A" uniqKey="Van Essen Zandbergen A">A van Essen-Zandbergen</name>
</author>
<author><name sortKey="Velkers, F" uniqKey="Velkers F">F Velkers</name>
</author>
<author><name sortKey="Van Der Goot, J" uniqKey="Van Der Goot J">J van der Goot</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Martin, Lc" uniqKey="Martin L">LC Martin</name>
</author>
<author><name sortKey="Weir, Ek" uniqKey="Weir E">EK Weir</name>
</author>
<author><name sortKey="Poppe, C" uniqKey="Poppe C">C Poppe</name>
</author>
<author><name sortKey="Reid Smith, Rj" uniqKey="Reid Smith R">RJ Reid-Smith</name>
</author>
<author><name sortKey="Boerlin, P" uniqKey="Boerlin P">P Boerlin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Campos, J" uniqKey="Campos J">J Campos</name>
</author>
<author><name sortKey="Mourao, J" uniqKey="Mourao J">J Mourão</name>
</author>
<author><name sortKey="Silveira, L" uniqKey="Silveira L">L Silveira</name>
</author>
<author><name sortKey="Saraiva, M" uniqKey="Saraiva M">M Saraiva</name>
</author>
<author><name sortKey="Belo Correia, C" uniqKey="Belo Correia C">C Belo Correia</name>
</author>
<author><name sortKey="Macas, Ap" uniqKey="Macas A">AP Maçãs</name>
</author>
<author><name sortKey="Peixe, L" uniqKey="Peixe L">L Peixe</name>
</author>
<author><name sortKey="Antunes, P" uniqKey="Antunes P">P Antunes</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Campos, J" uniqKey="Campos J">J Campos</name>
</author>
<author><name sortKey="Mourao, J" uniqKey="Mourao J">J Mourão</name>
</author>
<author><name sortKey="Silveira, L" uniqKey="Silveira L">L Silveira</name>
</author>
<author><name sortKey="Saraiva, M" uniqKey="Saraiva M">M Saraiva</name>
</author>
<author><name sortKey="Correia, Cb" uniqKey="Correia C">CB Correia</name>
</author>
<author><name sortKey="Macas, Ap" uniqKey="Macas A">AP Maçãs</name>
</author>
<author><name sortKey="Peixe, L" uniqKey="Peixe L">L Peixe</name>
</author>
<author><name sortKey="Antunes, P" uniqKey="Antunes P">P Antunes</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Tiba Casas, Mr" uniqKey="Tiba Casas M">MR Tiba-Casas</name>
</author>
<author><name sortKey="Camargo, Ch" uniqKey="Camargo C">CH Camargo</name>
</author>
<author><name sortKey="Soares, Fb" uniqKey="Soares F">FB Soares</name>
</author>
<author><name sortKey="Doi, Y" uniqKey="Doi Y">Y Doi</name>
</author>
<author><name sortKey="Fernandes, Sa" uniqKey="Fernandes S">SA Fernandes</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Madec, Jy" uniqKey="Madec J">JY Madec</name>
</author>
<author><name sortKey="Haenni, M" uniqKey="Haenni M">M Haenni</name>
</author>
<author><name sortKey="Nordmann, P" uniqKey="Nordmann P">P Nordmann</name>
</author>
<author><name sortKey="Poirel, L" uniqKey="Poirel L">L Poirel</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Espinosa, Rf" uniqKey="Espinosa R">RF Espinosa</name>
</author>
<author><name sortKey="Rumi, V" uniqKey="Rumi V">V Rumi</name>
</author>
<author><name sortKey="Marchisio, M" uniqKey="Marchisio M">M Marchisio</name>
</author>
<author><name sortKey="Cejas, D" uniqKey="Cejas D">D Cejas</name>
</author>
<author><name sortKey="Radice, M" uniqKey="Radice M">M Radice</name>
</author>
<author><name sortKey="Vay, C" uniqKey="Vay C">C Vay</name>
</author>
<author><name sortKey="Barrios, R" uniqKey="Barrios R">R Barrios</name>
</author>
<author><name sortKey="Gutkind, G" uniqKey="Gutkind G">G Gutkind</name>
</author>
<author><name sortKey="Di Conza, J" uniqKey="Di Conza J">J Di Conza</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Radford, D" uniqKey="Radford D">D Radford</name>
</author>
<author><name sortKey="Strange, P" uniqKey="Strange P">P Strange</name>
</author>
<author><name sortKey="Lepp, D" uniqKey="Lepp D">D Lepp</name>
</author>
<author><name sortKey="Hernandez, M" uniqKey="Hernandez M">M Hernandez</name>
</author>
<author><name sortKey="Rehman, Ma" uniqKey="Rehman M">MA Rehman</name>
</author>
<author><name sortKey="Diarra, Ms" uniqKey="Diarra M">MS Diarra</name>
</author>
<author><name sortKey="Balamurugan, S" uniqKey="Balamurugan S">S Balamurugan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Michael, G" uniqKey="Michael G">G Michael</name>
</author>
<author><name sortKey="Schwarz, S" uniqKey="Schwarz S">S Schwarz</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Pezzella, C" uniqKey="Pezzella C">C Pezzella</name>
</author>
<author><name sortKey="Ricci, A" uniqKey="Ricci A">A Ricci</name>
</author>
<author><name sortKey="Digiannatale, E" uniqKey="Digiannatale E">E DiGiannatale</name>
</author>
<author><name sortKey="Luzzi, I" uniqKey="Luzzi I">I Luzzi</name>
</author>
<author><name sortKey="Carattoli, A" uniqKey="Carattoli A">A Carattoli</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Silverman, M" uniqKey="Silverman M">M Silverman</name>
</author>
<author><name sortKey="Zieg, J" uniqKey="Zieg J">J Zieg</name>
</author>
<author><name sortKey="Hilmen, M" uniqKey="Hilmen M">M Hilmen</name>
</author>
<author><name sortKey="Simon, M" uniqKey="Simon M">M Simon</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lucarelli, C" uniqKey="Lucarelli C">C Lucarelli</name>
</author>
<author><name sortKey="Dionisi, Am" uniqKey="Dionisi A">AM Dionisi</name>
</author>
<author><name sortKey="Filetici, E" uniqKey="Filetici E">E Filetici</name>
</author>
<author><name sortKey="Owczarek, S" uniqKey="Owczarek S">S Owczarek</name>
</author>
<author><name sortKey="Luzzi, I" uniqKey="Luzzi I">I Luzzi</name>
</author>
<author><name sortKey="Villa, L" uniqKey="Villa L">L Villa</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Maamar, E" uniqKey="Maamar E">E Maamar</name>
</author>
<author><name sortKey="Alonso, Ca" uniqKey="Alonso C">CA Alonso</name>
</author>
<author><name sortKey="Hamzaoui, Z" uniqKey="Hamzaoui Z">Z Hamzaoui</name>
</author>
<author><name sortKey="Dakhli, N" uniqKey="Dakhli N">N Dakhli</name>
</author>
<author><name sortKey="Abbassi, Ms" uniqKey="Abbassi M">MS Abbassi</name>
</author>
<author><name sortKey="Ferjani, S" uniqKey="Ferjani S">S Ferjani</name>
</author>
<author><name sortKey="Saidani, M" uniqKey="Saidani M">M Saidani</name>
</author>
<author><name sortKey="Boubaker, Ibb" uniqKey="Boubaker I">IBB Boubaker</name>
</author>
<author><name sortKey="Torres, C" uniqKey="Torres C">C Torres</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Diarra, Ms" uniqKey="Diarra M">MS Diarra</name>
</author>
<author><name sortKey="Delaquis, P" uniqKey="Delaquis P">P Delaquis</name>
</author>
<author><name sortKey="Rempel, H" uniqKey="Rempel H">H Rempel</name>
</author>
<author><name sortKey="Bach, S" uniqKey="Bach S">S Bach</name>
</author>
<author><name sortKey="Harlton, C" uniqKey="Harlton C">C Harlton</name>
</author>
<author><name sortKey="Aslam, M" uniqKey="Aslam M">M Aslam</name>
</author>
<author><name sortKey="Pritchard, J" uniqKey="Pritchard J">J Pritchard</name>
</author>
<author><name sortKey="Topp, E" uniqKey="Topp E">E Topp</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Matthews, Tc" uniqKey="Matthews T">TC Matthews</name>
</author>
<author><name sortKey="Bristow, Fr" uniqKey="Bristow F">FR Bristow</name>
</author>
<author><name sortKey="Griffiths, Ej" uniqKey="Griffiths E">EJ Griffiths</name>
</author>
<author><name sortKey="Petkau, A" uniqKey="Petkau A">A Petkau</name>
</author>
<author><name sortKey="Adam, J" uniqKey="Adam J">J Adam</name>
</author>
<author><name sortKey="Dooley, D" uniqKey="Dooley D">D Dooley</name>
</author>
<author><name sortKey="Kruczkiewicz, P" uniqKey="Kruczkiewicz P">P Kruczkiewicz</name>
</author>
<author><name sortKey="Curatcha, J" uniqKey="Curatcha J">J Curatcha</name>
</author>
<author><name sortKey="Cabral, J" uniqKey="Cabral J">J Cabral</name>
</author>
<author><name sortKey="Fornika, D" uniqKey="Fornika D">D Fornika</name>
</author>
<author><name sortKey="Winsor, G" uniqKey="Winsor G">G Winsor</name>
</author>
<author><name sortKey="Courtot, M" uniqKey="Courtot M">M Courtot</name>
</author>
<author><name sortKey="Bertelli, C" uniqKey="Bertelli C">C Bertelli</name>
</author>
<author><name sortKey="Roudgar, A" uniqKey="Roudgar A">A Roudgar</name>
</author>
<author><name sortKey="Feijao, P" uniqKey="Feijao P">P Feijao</name>
</author>
<author><name sortKey="Mabon, P" uniqKey="Mabon P">P Mabon</name>
</author>
<author><name sortKey="Enns, E" uniqKey="Enns E">E Enns</name>
</author>
<author><name sortKey="Thiessen, J" uniqKey="Thiessen J">J Thiessen</name>
</author>
<author><name sortKey="Keddy, A" uniqKey="Keddy A">A Keddy</name>
</author>
<author><name sortKey="Isaac Renton, J" uniqKey="Isaac Renton J">J Isaac-Renton</name>
</author>
<author><name sortKey="Gardy, Jl" uniqKey="Gardy J">JL Gardy</name>
</author>
<author><name sortKey="Tang, P" uniqKey="Tang P">P Tang</name>
</author>
<author><name sortKey="Consortium, I" uniqKey="Consortium I">I Consortium</name>
</author>
<author><name sortKey="Carrico, Ja" uniqKey="Carrico J">JA Carriço</name>
</author>
<author><name sortKey="Chindelevitch, L" uniqKey="Chindelevitch L">L Chindelevitch</name>
</author>
<author><name sortKey="Chauve, C" uniqKey="Chauve C">C Chauve</name>
</author>
<author><name sortKey="Graham, Mr" uniqKey="Graham M">MR Graham</name>
</author>
<author><name sortKey="Mcarthur, Ag" uniqKey="Mcarthur A">AG McArthur</name>
</author>
<author><name sortKey="Taboada, En" uniqKey="Taboada E">EN Taboada</name>
</author>
<author><name sortKey="Beiko, Rg" uniqKey="Beiko R">RG Beiko</name>
</author>
<author><name sortKey="Brinkman, Fs" uniqKey="Brinkman F">FS Brinkman</name>
</author>
<author><name sortKey="Hsiao, Ww" uniqKey="Hsiao W">WW Hsiao</name>
</author>
<author><name sortKey="Van Domselaar, G" uniqKey="Van Domselaar G">G Van Domselaar</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mago, T" uniqKey="Mago T">T Magoč</name>
</author>
<author><name sortKey="Salzberg, Sl" uniqKey="Salzberg S">SL Salzberg</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bankevich, A" uniqKey="Bankevich A">A Bankevich</name>
</author>
<author><name sortKey="Nurk, S" uniqKey="Nurk S">S Nurk</name>
</author>
<author><name sortKey="Antipov, D" uniqKey="Antipov D">D Antipov</name>
</author>
<author><name sortKey="Gurevich, Aa" uniqKey="Gurevich A">AA Gurevich</name>
</author>
<author><name sortKey="Dvorkin, M" uniqKey="Dvorkin M">M Dvorkin</name>
</author>
<author><name sortKey="Kulikov, As" uniqKey="Kulikov A">AS Kulikov</name>
</author>
<author><name sortKey="Lesin, Vm" uniqKey="Lesin V">VM Lesin</name>
</author>
<author><name sortKey="Nikolenko, Si" uniqKey="Nikolenko S">SI Nikolenko</name>
</author>
<author><name sortKey="Pham, S" uniqKey="Pham S">S Pham</name>
</author>
<author><name sortKey="Prjibelski, Ad" uniqKey="Prjibelski A">AD Prjibelski</name>
</author>
<author><name sortKey="Pyshkin, Av" uniqKey="Pyshkin A">AV Pyshkin</name>
</author>
<author><name sortKey="Sirotkin, Av" uniqKey="Sirotkin A">AV Sirotkin</name>
</author>
<author><name sortKey="Vyahhi, N" uniqKey="Vyahhi N">N Vyahhi</name>
</author>
<author><name sortKey="Tesler, G" uniqKey="Tesler G">G Tesler</name>
</author>
<author><name sortKey="Alekseyev, Ma" uniqKey="Alekseyev M">MA Alekseyev</name>
</author>
<author><name sortKey="Pevzner, Pa" uniqKey="Pevzner P">PA Pevzner</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gurevich, A" uniqKey="Gurevich A">A Gurevich</name>
</author>
<author><name sortKey="Saveliev, V" uniqKey="Saveliev V">V Saveliev</name>
</author>
<author><name sortKey="Vyahhi, N" uniqKey="Vyahhi N">N Vyahhi</name>
</author>
<author><name sortKey="Tesler, G" uniqKey="Tesler G">G Tesler</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Seemann, T" uniqKey="Seemann T">T Seemann</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Seemann, T" uniqKey="Seemann T">T Seemann</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Carattoli, A" uniqKey="Carattoli A">A Carattoli</name>
</author>
<author><name sortKey="Zankari, E" uniqKey="Zankari E">E Zankari</name>
</author>
<author><name sortKey="Garcia Fernandez, A" uniqKey="Garcia Fernandez A">A García-Fernández</name>
</author>
<author><name sortKey="Larsen, Mv" uniqKey="Larsen M">MV Larsen</name>
</author>
<author><name sortKey="Lund, O" uniqKey="Lund O">O Lund</name>
</author>
<author><name sortKey="Villa, L" uniqKey="Villa L">L Villa</name>
</author>
<author><name sortKey="Aarestrup, Fm" uniqKey="Aarestrup F">FM Aarestrup</name>
</author>
<author><name sortKey="Hasman, H" uniqKey="Hasman H">H Hasman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mckinney, W" uniqKey="Mckinney W">W McKinney</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Waskom, M" uniqKey="Waskom M">M Waskom</name>
</author>
<author><name sortKey="Botvinnik, O" uniqKey="Botvinnik O">O Botvinnik</name>
</author>
<author><name sortKey="O Ane, D" uniqKey="O Ane D">D O’Kane</name>
</author>
<author><name sortKey="Hobson, P" uniqKey="Hobson P">P Hobson</name>
</author>
<author><name sortKey="Lukauskas, S" uniqKey="Lukauskas S">S Lukauskas</name>
</author>
<author><name sortKey="Gemperline, Dc" uniqKey="Gemperline D">DC Gemperline</name>
</author>
<author><name sortKey="Augspurger, T" uniqKey="Augspurger T">T Augspurger</name>
</author>
<author><name sortKey="Halchenko, Y" uniqKey="Halchenko Y">Y Halchenko</name>
</author>
<author><name sortKey="Cole, Jb" uniqKey="Cole J">JB Cole</name>
</author>
<author><name sortKey="Warmenhoven, J" uniqKey="Warmenhoven J">J Warmenhoven</name>
</author>
<author><name sortKey="De Ruiter, J" uniqKey="De Ruiter J">J de Ruiter</name>
</author>
<author><name sortKey="Pye, C" uniqKey="Pye C">C Pye</name>
</author>
<author><name sortKey="Hoyer, S" uniqKey="Hoyer S">S Hoyer</name>
</author>
<author><name sortKey="Vanderplas, J" uniqKey="Vanderplas J">J Vanderplas</name>
</author>
<author><name sortKey="Villalba, S" uniqKey="Villalba S">S Villalba</name>
</author>
<author><name sortKey="Kunter, G" uniqKey="Kunter G">G Kunter</name>
</author>
<author><name sortKey="Quintero, E" uniqKey="Quintero E">E Quintero</name>
</author>
<author><name sortKey="Bachant, P" uniqKey="Bachant P">P Bachant</name>
</author>
<author><name sortKey="Martin, M" uniqKey="Martin M">M Martin</name>
</author>
<author><name sortKey="Meyer, K" uniqKey="Meyer K">K Meyer</name>
</author>
<author><name sortKey="Miles, A" uniqKey="Miles A">A Miles</name>
</author>
<author><name sortKey="Ram, Y" uniqKey="Ram Y">Y Ram</name>
</author>
<author><name sortKey="Yarkoni, T" uniqKey="Yarkoni T">T Yarkoni</name>
</author>
<author><name sortKey="Williams, Ml" uniqKey="Williams M">ML Williams</name>
</author>
<author><name sortKey="Evans, C" uniqKey="Evans C">C Evans</name>
</author>
<author><name sortKey="Fitzgerald, C" uniqKey="Fitzgerald C">C Fitzgerald</name>
</author>
<author><name sortKey="Brian Fonnesbeck, C" uniqKey="Brian Fonnesbeck C">C Brian Fonnesbeck</name>
</author>
<author><name sortKey="Lee, A" uniqKey="Lee A">A Lee</name>
</author>
<author><name sortKey="Qalieh, A" uniqKey="Qalieh A">A Qalieh</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Yoshida, Ce" uniqKey="Yoshida C">CE Yoshida</name>
</author>
<author><name sortKey="Kruczkiewicz, P" uniqKey="Kruczkiewicz P">P Kruczkiewicz</name>
</author>
<author><name sortKey="Laing, Cr" uniqKey="Laing C">CR Laing</name>
</author>
<author><name sortKey="Lingohr, Ej" uniqKey="Lingohr E">EJ Lingohr</name>
</author>
<author><name sortKey="Gannon, Vp" uniqKey="Gannon V">VP Gannon</name>
</author>
<author><name sortKey="Nash, Jh" uniqKey="Nash J">JH Nash</name>
</author>
<author><name sortKey="Taboada, En" uniqKey="Taboada E">EN Taboada</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kluyver, T" uniqKey="Kluyver T">T Kluyver</name>
</author>
<author><name sortKey="Ragan Kelley, B" uniqKey="Ragan Kelley B">B Ragan-Kelley</name>
</author>
<author><name sortKey="Perez, F" uniqKey="Perez F">F Pérez</name>
</author>
<author><name sortKey="Granger, Be" uniqKey="Granger B">BE Granger</name>
</author>
<author><name sortKey="Bussonnier, M" uniqKey="Bussonnier M">M Bussonnier</name>
</author>
<author><name sortKey="Frederic, J" uniqKey="Frederic J">J Frederic</name>
</author>
<author><name sortKey="Kelley, K" uniqKey="Kelley K">K Kelley</name>
</author>
<author><name sortKey="Hamrick, Jb" uniqKey="Hamrick J">JB Hamrick</name>
</author>
<author><name sortKey="Grout, J" uniqKey="Grout J">J Grout</name>
</author>
<author><name sortKey="Corlay, S" uniqKey="Corlay S">S Corlay</name>
</author>
<author><name sortKey="Ivanov, P" uniqKey="Ivanov P">P Ivanov</name>
</author>
<author><name sortKey="Avila, D" uniqKey="Avila D">D Avila</name>
</author>
<author><name sortKey="Abdalla, S" uniqKey="Abdalla S">S Abdalla</name>
</author>
<author><name sortKey="Willing, C" uniqKey="Willing C">C Willing</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Torvalds, L" uniqKey="Torvalds L">L Torvalds</name>
</author>
<author><name sortKey="Hamano, J" uniqKey="Hamano J">J Hamano</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Page, Aj" uniqKey="Page A">AJ Page</name>
</author>
<author><name sortKey="Cummins, Ca" uniqKey="Cummins C">CA Cummins</name>
</author>
<author><name sortKey="Hunt, M" uniqKey="Hunt M">M Hunt</name>
</author>
<author><name sortKey="Wong, Vk" uniqKey="Wong V">VK Wong</name>
</author>
<author><name sortKey="Reuter, S" uniqKey="Reuter S">S Reuter</name>
</author>
<author><name sortKey="Holden, Mt" uniqKey="Holden M">MT Holden</name>
</author>
<author><name sortKey="Fookes, M" uniqKey="Fookes M">M Fookes</name>
</author>
<author><name sortKey="Falush, D" uniqKey="Falush D">D Falush</name>
</author>
<author><name sortKey="Keane, Ja" uniqKey="Keane J">JA Keane</name>
</author>
<author><name sortKey="Parkhill, J" uniqKey="Parkhill J">J Parkhill</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Page, Aj" uniqKey="Page A">AJ Page</name>
</author>
<author><name sortKey="Taylor, B" uniqKey="Taylor B">B Taylor</name>
</author>
<author><name sortKey="Delaney, Aj" uniqKey="Delaney A">AJ Delaney</name>
</author>
<author><name sortKey="Soares, J" uniqKey="Soares J">J Soares</name>
</author>
<author><name sortKey="Seemann, T" uniqKey="Seemann T">T Seemann</name>
</author>
<author><name sortKey="Keane, Ja" uniqKey="Keane J">JA Keane</name>
</author>
<author><name sortKey="Harris, Sr" uniqKey="Harris S">SR Harris</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nguyen, Lt" uniqKey="Nguyen L">LT Nguyen</name>
</author>
<author><name sortKey="Schmidt, Ha" uniqKey="Schmidt H">HA Schmidt</name>
</author>
<author><name sortKey="Von Haeseler, A" uniqKey="Von Haeseler A">A von Haeseler</name>
</author>
<author><name sortKey="Minh, Bq" uniqKey="Minh B">BQ Minh</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Trifinopoulos, J" uniqKey="Trifinopoulos J">J Trifinopoulos</name>
</author>
<author><name sortKey="Nguyen, Lt" uniqKey="Nguyen L">LT Nguyen</name>
</author>
<author><name sortKey="Von Haeseler, A" uniqKey="Von Haeseler A">A von Haeseler</name>
</author>
<author><name sortKey="Minh, Bq" uniqKey="Minh B">BQ Minh</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kalyaanamoorthy, S" uniqKey="Kalyaanamoorthy S">S Kalyaanamoorthy</name>
</author>
<author><name sortKey="Minh, Bq" uniqKey="Minh B">BQ Minh</name>
</author>
<author><name sortKey="Wong, Tk" uniqKey="Wong T">TK Wong</name>
</author>
<author><name sortKey="Von Haeseler, A" uniqKey="Von Haeseler A">A von Haeseler</name>
</author>
<author><name sortKey="Jermiin, Ls" uniqKey="Jermiin L">LS Jermiin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Huerta Cepas, J" uniqKey="Huerta Cepas J">J Huerta-Cepas</name>
</author>
<author><name sortKey="Serra, F" uniqKey="Serra F">F Serra</name>
</author>
<author><name sortKey="Bork, P" uniqKey="Bork P">P Bork</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hyatt, D" uniqKey="Hyatt D">D Hyatt</name>
</author>
<author><name sortKey="Chen, Gl" uniqKey="Chen G">GL Chen</name>
</author>
<author><name sortKey="Locascio, Pf" uniqKey="Locascio P">PF LoCascio</name>
</author>
<author><name sortKey="Land, Ml" uniqKey="Land M">ML Land</name>
</author>
<author><name sortKey="Larimer, Fw" uniqKey="Larimer F">FW Larimer</name>
</author>
<author><name sortKey="Hauser, Lj" uniqKey="Hauser L">LJ Hauser</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Buchfink, B" uniqKey="Buchfink B">B Buchfink</name>
</author>
<author><name sortKey="Xie, C" uniqKey="Xie C">C Xie</name>
</author>
<author><name sortKey="Huson, Dh" uniqKey="Huson D">DH Huson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Pedregosa, F" uniqKey="Pedregosa F">F Pedregosa</name>
</author>
<author><name sortKey="Varoquaux, G" uniqKey="Varoquaux G">G Varoquaux</name>
</author>
<author><name sortKey="Gramfort, A" uniqKey="Gramfort A">A Gramfort</name>
</author>
<author><name sortKey="Michel, V" uniqKey="Michel V">V Michel</name>
</author>
<author><name sortKey="Thirion, B" uniqKey="Thirion B">B Thirion</name>
</author>
<author><name sortKey="Grisel, O" uniqKey="Grisel O">O Grisel</name>
</author>
<author><name sortKey="Blondel, M" uniqKey="Blondel M">M Blondel</name>
</author>
<author><name sortKey="Prettenhofer, P" uniqKey="Prettenhofer P">P Prettenhofer</name>
</author>
<author><name sortKey="Weiss, R" uniqKey="Weiss R">R Weiss</name>
</author>
<author><name sortKey="Dubourg, V" uniqKey="Dubourg V">V Dubourg</name>
</author>
<author><name sortKey="Vanderplas, J" uniqKey="Vanderplas J">J Vanderplas</name>
</author>
<author><name sortKey="Passos, A" uniqKey="Passos A">A Passos</name>
</author>
<author><name sortKey="Cournapeau, D" uniqKey="Cournapeau D">D Cournapeau</name>
</author>
<author><name sortKey="Brucher, M" uniqKey="Brucher M">M Brucher</name>
</author>
<author><name sortKey="Perrot, M" uniqKey="Perrot M">M Perrot</name>
</author>
<author><name sortKey="Duchesnay, E" uniqKey="Duchesnay E">É Duchesnay</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lemaitre, G" uniqKey="Lemaitre G">G Lemaître</name>
</author>
<author><name sortKey="Nogueira, F" uniqKey="Nogueira F">F Nogueira</name>
</author>
<author><name sortKey="Aridas, Ck" uniqKey="Aridas C">CK Aridas</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Li, H" uniqKey="Li H">H Li</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Aziz, Rk" uniqKey="Aziz R">RK Aziz</name>
</author>
<author><name sortKey="Bartels, D" uniqKey="Bartels D">D Bartels</name>
</author>
<author><name sortKey="Best, Aa" uniqKey="Best A">AA Best</name>
</author>
<author><name sortKey="Dejongh, M" uniqKey="Dejongh M">M DeJongh</name>
</author>
<author><name sortKey="Disz, T" uniqKey="Disz T">T Disz</name>
</author>
<author><name sortKey="Edwards, Ra" uniqKey="Edwards R">RA Edwards</name>
</author>
<author><name sortKey="Formsma, K" uniqKey="Formsma K">K Formsma</name>
</author>
<author><name sortKey="Gerdes, S" uniqKey="Gerdes S">S Gerdes</name>
</author>
<author><name sortKey="Glass, Em" uniqKey="Glass E">EM Glass</name>
</author>
<author><name sortKey="Kubal, M" uniqKey="Kubal M">M Kubal</name>
</author>
<author><name sortKey="Meyer, F" uniqKey="Meyer F">F Meyer</name>
</author>
<author><name sortKey="Olsen, G" uniqKey="Olsen G">G Olsen</name>
</author>
<author><name sortKey="Olson, R" uniqKey="Olson R">R Olson</name>
</author>
<author><name sortKey="Osterman, A" uniqKey="Osterman A">A Osterman</name>
</author>
<author><name sortKey="Overbeek, R" uniqKey="Overbeek R">R Overbeek</name>
</author>
<author><name sortKey="Mcneil, L" uniqKey="Mcneil L">L McNeil</name>
</author>
<author><name sortKey="Paarmann, D" uniqKey="Paarmann D">D Paarmann</name>
</author>
<author><name sortKey="Paczian, T" uniqKey="Paczian T">T Paczian</name>
</author>
<author><name sortKey="Parrello, B" uniqKey="Parrello B">B Parrello</name>
</author>
<author><name sortKey="Pusch, G" uniqKey="Pusch G">G Pusch</name>
</author>
<author><name sortKey="Reich, C" uniqKey="Reich C">C Reich</name>
</author>
<author><name sortKey="Stevens, R" uniqKey="Stevens R">R Stevens</name>
</author>
<author><name sortKey="Vassieva, O" uniqKey="Vassieva O">O Vassieva</name>
</author>
<author><name sortKey="Vonstein, V" uniqKey="Vonstein V">V Vonstein</name>
</author>
<author><name sortKey="Wilke, A" uniqKey="Wilke A">A Wilke</name>
</author>
<author><name sortKey="Zagnitko, O" uniqKey="Zagnitko O">O Zagnitko</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Overbeek, R" uniqKey="Overbeek R">R Overbeek</name>
</author>
<author><name sortKey="Olson, R" uniqKey="Olson R">R Olson</name>
</author>
<author><name sortKey="Pusch, Gd" uniqKey="Pusch G">GD Pusch</name>
</author>
<author><name sortKey="Olsen, Gj" uniqKey="Olsen G">GJ Olsen</name>
</author>
<author><name sortKey="Davis, Jj" uniqKey="Davis J">JJ Davis</name>
</author>
<author><name sortKey="Disz, T" uniqKey="Disz T">T Disz</name>
</author>
<author><name sortKey="Edwards, Ra" uniqKey="Edwards R">RA Edwards</name>
</author>
<author><name sortKey="Gerdes, S" uniqKey="Gerdes S">S Gerdes</name>
</author>
<author><name sortKey="Parrello, B" uniqKey="Parrello B">B Parrello</name>
</author>
<author><name sortKey="Shukla, M" uniqKey="Shukla M">M Shukla</name>
</author>
<author><name sortKey="Vonstein, V" uniqKey="Vonstein V">V Vonstein</name>
</author>
<author><name sortKey="Wattam, A" uniqKey="Wattam A">A Wattam</name>
</author>
<author><name sortKey="Xia, F" uniqKey="Xia F">F Xia</name>
</author>
<author><name sortKey="Stevens, R" uniqKey="Stevens R">R Stevens</name>
</author>
</analytic>
</biblStruct>
</listBibl>
</div1>
</back>
</TEI>
<double pmid="31387929"><pmc><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Identification of Primary Antimicrobial Resistance Drivers in Agricultural Nontyphoidal <named-content content-type="genus-species">Salmonella enterica</named-content>
Serovars by Using Machine Learning</title>
<author><name sortKey="Maguire, Finlay" sort="Maguire, Finlay" uniqKey="Maguire F" first="Finlay" last="Maguire">Finlay Maguire</name>
<affiliation wicri:level="1"><nlm:aff id="aff1"><addr-line>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada</addr-line>
</nlm:aff>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia</wicri:regionArea>
<wicri:noRegion>Nova Scotia</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Rehman, Muhammad Attiq" sort="Rehman, Muhammad Attiq" uniqKey="Rehman M" first="Muhammad Attiq" last="Rehman">Muhammad Attiq Rehman</name>
<affiliation wicri:level="1"><nlm:aff id="aff2"><addr-line>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario, Canada</addr-line>
</nlm:aff>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario</wicri:regionArea>
<wicri:noRegion>Ontario</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Carrillo, Catherine" sort="Carrillo, Catherine" uniqKey="Carrillo C" first="Catherine" last="Carrillo">Catherine Carrillo</name>
<affiliation wicri:level="1"><nlm:aff id="aff3"><addr-line>Canadian Food Inspection Agency (CFIA), Ottawa, Ontario, Canada</addr-line>
</nlm:aff>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Canadian Food Inspection Agency (CFIA), Ottawa, Ontario</wicri:regionArea>
<wicri:noRegion>Ontario</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Diarra, Moussa S" sort="Diarra, Moussa S" uniqKey="Diarra M" first="Moussa S." last="Diarra">Moussa S. Diarra</name>
<affiliation wicri:level="1"><nlm:aff id="aff2"><addr-line>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario, Canada</addr-line>
</nlm:aff>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario</wicri:regionArea>
<wicri:noRegion>Ontario</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Beiko, Robert G" sort="Beiko, Robert G" uniqKey="Beiko R" first="Robert G." last="Beiko">Robert G. Beiko</name>
<affiliation wicri:level="1"><nlm:aff id="aff1"><addr-line>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada</addr-line>
</nlm:aff>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia</wicri:regionArea>
<wicri:noRegion>Nova Scotia</wicri:noRegion>
</affiliation>
</author>
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<idno type="pmid">31387929</idno>
<idno type="pmc">6687941</idno>
<idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6687941</idno>
<idno type="RBID">PMC:6687941</idno>
<idno type="doi">10.1128/mSystems.00211-19</idno>
<date when="2019">2019</date>
<idno type="wicri:Area/Pmc/Corpus">001256</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Corpus" wicri:corpus="PMC">001256</idno>
<idno type="wicri:Area/Pmc/Curation">001256</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Curation">001256</idno>
<idno type="wicri:Area/Pmc/Checkpoint">000282</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Checkpoint">000282</idno>
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<sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">Identification of Primary Antimicrobial Resistance Drivers in Agricultural Nontyphoidal <named-content content-type="genus-species">Salmonella enterica</named-content>
Serovars by Using Machine Learning</title>
<author><name sortKey="Maguire, Finlay" sort="Maguire, Finlay" uniqKey="Maguire F" first="Finlay" last="Maguire">Finlay Maguire</name>
<affiliation wicri:level="1"><nlm:aff id="aff1"><addr-line>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada</addr-line>
</nlm:aff>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia</wicri:regionArea>
<wicri:noRegion>Nova Scotia</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Rehman, Muhammad Attiq" sort="Rehman, Muhammad Attiq" uniqKey="Rehman M" first="Muhammad Attiq" last="Rehman">Muhammad Attiq Rehman</name>
<affiliation wicri:level="1"><nlm:aff id="aff2"><addr-line>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario, Canada</addr-line>
</nlm:aff>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario</wicri:regionArea>
<wicri:noRegion>Ontario</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Carrillo, Catherine" sort="Carrillo, Catherine" uniqKey="Carrillo C" first="Catherine" last="Carrillo">Catherine Carrillo</name>
<affiliation wicri:level="1"><nlm:aff id="aff3"><addr-line>Canadian Food Inspection Agency (CFIA), Ottawa, Ontario, Canada</addr-line>
</nlm:aff>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Canadian Food Inspection Agency (CFIA), Ottawa, Ontario</wicri:regionArea>
<wicri:noRegion>Ontario</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Diarra, Moussa S" sort="Diarra, Moussa S" uniqKey="Diarra M" first="Moussa S." last="Diarra">Moussa S. Diarra</name>
<affiliation wicri:level="1"><nlm:aff id="aff2"><addr-line>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario, Canada</addr-line>
</nlm:aff>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario</wicri:regionArea>
<wicri:noRegion>Ontario</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Beiko, Robert G" sort="Beiko, Robert G" uniqKey="Beiko R" first="Robert G." last="Beiko">Robert G. Beiko</name>
<affiliation wicri:level="1"><nlm:aff id="aff1"><addr-line>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada</addr-line>
</nlm:aff>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia</wicri:regionArea>
<wicri:noRegion>Nova Scotia</wicri:noRegion>
</affiliation>
</author>
</analytic>
<series><title level="j">mSystems</title>
<idno type="eISSN">2379-5077</idno>
<imprint><date when="2019">2019</date>
</imprint>
</series>
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<front><div type="abstract" xml:lang="en"><p>Antimicrobial resistance (AMR) represents an existential threat to the function of modern medicine. Genomics and machine learning methods are being increasingly used to analyze and predict AMR. This type of surveillance is very important to try to reduce the impact of AMR. Machine learning models are typically trained using genomic data, but the aspects of the genomes that they use to make predictions are rarely analyzed. In this work, we showed how, by using different types of machine learning models and performing this analysis, it is possible to identify the key genes underlying AMR in nontyphoidal <italic>Salmonella</italic>
(NTS). NTS is among the leading cause of foodborne illness globally; however, AMR in NTS has not been heavily studied within the food chain itself. Therefore, in this work we performed a broad-scale analysis of the AMR in NTS isolates from commercial chicken farms and identified some priority AMR genes for surveillance.</p>
</div>
</front>
<back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Gardy, Jl" uniqKey="Gardy J">JL Gardy</name>
</author>
<author><name sortKey="Loman, Nj" uniqKey="Loman N">NJ Loman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Robinson, T" uniqKey="Robinson T">T Robinson</name>
</author>
<author><name sortKey="Bu, D" uniqKey="Bu D">D Bu</name>
</author>
<author><name sortKey="Carrique Mas, J" uniqKey="Carrique Mas J">J Carrique-Mas</name>
</author>
<author><name sortKey="Fevre, E" uniqKey="Fevre E">E Fèvre</name>
</author>
<author><name sortKey="Gilbert, M" uniqKey="Gilbert M">M Gilbert</name>
</author>
<author><name sortKey="Grace, D" uniqKey="Grace D">D Grace</name>
</author>
<author><name sortKey="Hay, S" uniqKey="Hay S">S Hay</name>
</author>
<author><name sortKey="Jiwakanon, J" uniqKey="Jiwakanon J">J Jiwakanon</name>
</author>
<author><name sortKey="Kakkar, M" uniqKey="Kakkar M">M Kakkar</name>
</author>
<author><name sortKey="Kariuki, S" uniqKey="Kariuki S">S Kariuki</name>
</author>
<author><name sortKey="Laxminarayan, R" uniqKey="Laxminarayan R">R Laxminarayan</name>
</author>
<author><name sortKey="Lubroth, J" uniqKey="Lubroth J">J Lubroth</name>
</author>
<author><name sortKey="Magnusson, U" uniqKey="Magnusson U">U Magnusson</name>
</author>
<author><name sortKey="Thi Ngoc, P" uniqKey="Thi Ngoc P">P Thi Ngoc</name>
</author>
<author><name sortKey="Van Boeckel, Tp" uniqKey="Van Boeckel T">TP van Boeckel</name>
</author>
<author><name sortKey="Woolhouse, M" uniqKey="Woolhouse M">M Woolhouse</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Brown, Ed" uniqKey="Brown E">ED Brown</name>
</author>
<author><name sortKey="Wright, Gd" uniqKey="Wright G">GD Wright</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bradley, P" uniqKey="Bradley P">P Bradley</name>
</author>
<author><name sortKey="Gordon, Nc" uniqKey="Gordon N">NC Gordon</name>
</author>
<author><name sortKey="Walker, Tm" uniqKey="Walker T">TM Walker</name>
</author>
<author><name sortKey="Dunn, L" uniqKey="Dunn L">L Dunn</name>
</author>
<author><name sortKey="Heys, S" uniqKey="Heys S">S Heys</name>
</author>
<author><name sortKey="Huang, B" uniqKey="Huang B">B Huang</name>
</author>
<author><name sortKey="Earle, S" uniqKey="Earle S">S Earle</name>
</author>
<author><name sortKey="Pankhurst, Lj" uniqKey="Pankhurst L">LJ Pankhurst</name>
</author>
<author><name sortKey="Anson, L" uniqKey="Anson L">L Anson</name>
</author>
<author><name sortKey="De Cesare, M" uniqKey="De Cesare M">M De Cesare</name>
</author>
<author><name sortKey="Piazza, P" uniqKey="Piazza P">P Piazza</name>
</author>
<author><name sortKey="Votintseva, A" uniqKey="Votintseva A">A Votintseva</name>
</author>
<author><name sortKey="Golubchik, T" uniqKey="Golubchik T">T Golubchik</name>
</author>
<author><name sortKey="Wilson, D" uniqKey="Wilson D">D Wilson</name>
</author>
<author><name sortKey="Wyllie, D" uniqKey="Wyllie D">D Wyllie</name>
</author>
<author><name sortKey="Diel, R" uniqKey="Diel R">R Diel</name>
</author>
<author><name sortKey="Niemann, S" uniqKey="Niemann S">S Niemann</name>
</author>
<author><name sortKey="Feuerriegel, S" uniqKey="Feuerriegel S">S Feuerriegel</name>
</author>
<author><name sortKey="Kohl, T" uniqKey="Kohl T">T Kohl</name>
</author>
<author><name sortKey="Ismail, N" uniqKey="Ismail N">N Ismail</name>
</author>
<author><name sortKey="Omar, S" uniqKey="Omar S">S Omar</name>
</author>
<author><name sortKey="Smith, E" uniqKey="Smith E">E Smith</name>
</author>
<author><name sortKey="Buck, D" uniqKey="Buck D">D Buck</name>
</author>
<author><name sortKey="Mcvean, G" uniqKey="Mcvean G">G McVean</name>
</author>
<author><name sortKey="Walker, A" uniqKey="Walker A">A Walker</name>
</author>
<author><name sortKey="Peto, T" uniqKey="Peto T">T Peto</name>
</author>
<author><name sortKey="Crook, D" uniqKey="Crook D">D Crook</name>
</author>
<author><name sortKey="Iqbal, Z" uniqKey="Iqbal Z">Z Iqbal</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jia, B" uniqKey="Jia B">B Jia</name>
</author>
<author><name sortKey="Raphenya, Ar" uniqKey="Raphenya A">AR Raphenya</name>
</author>
<author><name sortKey="Alcock, B" uniqKey="Alcock B">B Alcock</name>
</author>
<author><name sortKey="Waglechner, N" uniqKey="Waglechner N">N Waglechner</name>
</author>
<author><name sortKey="Guo, P" uniqKey="Guo P">P Guo</name>
</author>
<author><name sortKey="Tsang, Kk" uniqKey="Tsang K">KK Tsang</name>
</author>
<author><name sortKey="Lago, Ba" uniqKey="Lago B">BA Lago</name>
</author>
<author><name sortKey="Dave, Bm" uniqKey="Dave B">BM Dave</name>
</author>
<author><name sortKey="Pereira, S" uniqKey="Pereira S">S Pereira</name>
</author>
<author><name sortKey="Sharma, An" uniqKey="Sharma A">AN Sharma</name>
</author>
<author><name sortKey="Doshi, S" uniqKey="Doshi S">S Doshi</name>
</author>
<author><name sortKey="Courtot, M" uniqKey="Courtot M">M Courtot</name>
</author>
<author><name sortKey="Lo, R" uniqKey="Lo R">R Lo</name>
</author>
<author><name sortKey="Williams, Le" uniqKey="Williams L">LE Williams</name>
</author>
<author><name sortKey="Frye, Jg" uniqKey="Frye J">JG Frye</name>
</author>
<author><name sortKey="Elsayegh, T" uniqKey="Elsayegh T">T Elsayegh</name>
</author>
<author><name sortKey="Sardar, D" uniqKey="Sardar D">D Sardar</name>
</author>
<author><name sortKey="Westman, El" uniqKey="Westman E">EL Westman</name>
</author>
<author><name sortKey="Pawlowski, Ac" uniqKey="Pawlowski A">AC Pawlowski</name>
</author>
<author><name sortKey="Johnson, Ta" uniqKey="Johnson T">TA Johnson</name>
</author>
<author><name sortKey="Brinkman, Fsl" uniqKey="Brinkman F">FSL Brinkman</name>
</author>
<author><name sortKey="Wright, Gd" uniqKey="Wright G">GD Wright</name>
</author>
<author><name sortKey="Mcarthur, Ag" uniqKey="Mcarthur A">AG McArthur</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Neuert, S" uniqKey="Neuert S">S Neuert</name>
</author>
<author><name sortKey="Nair, S" uniqKey="Nair S">S Nair</name>
</author>
<author><name sortKey="Day, Mr" uniqKey="Day M">MR Day</name>
</author>
<author><name sortKey="Doumith, M" uniqKey="Doumith M">M Doumith</name>
</author>
<author><name sortKey="Ashton, Pm" uniqKey="Ashton P">PM Ashton</name>
</author>
<author><name sortKey="Mellor, Kc" uniqKey="Mellor K">KC Mellor</name>
</author>
<author><name sortKey="Jenkins, C" uniqKey="Jenkins C">C Jenkins</name>
</author>
<author><name sortKey="Hopkins, Kl" uniqKey="Hopkins K">KL Hopkins</name>
</author>
<author><name sortKey="Woodford, N" uniqKey="Woodford N">N Woodford</name>
</author>
<author><name sortKey="De Pinna, E" uniqKey="De Pinna E">E de Pinna</name>
</author>
<author><name sortKey="Godbole, G" uniqKey="Godbole G">G Godbole</name>
</author>
<author><name sortKey="Dallman, Tj" uniqKey="Dallman T">TJ Dallman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Anderson, Dj" uniqKey="Anderson D">DJ Anderson</name>
</author>
<author><name sortKey="Miller, B" uniqKey="Miller B">B Miller</name>
</author>
<author><name sortKey="Marfatia, R" uniqKey="Marfatia R">R Marfatia</name>
</author>
<author><name sortKey="Drew, R" uniqKey="Drew R">R Drew</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mcdermott, Pf" uniqKey="Mcdermott P">PF McDermott</name>
</author>
<author><name sortKey="Tyson, Gh" uniqKey="Tyson G">GH Tyson</name>
</author>
<author><name sortKey="Kabera, C" uniqKey="Kabera C">C Kabera</name>
</author>
<author><name sortKey="Chen, Y" uniqKey="Chen Y">Y Chen</name>
</author>
<author><name sortKey="Li, C" uniqKey="Li C">C Li</name>
</author>
<author><name sortKey="Folster, Jp" uniqKey="Folster J">JP Folster</name>
</author>
<author><name sortKey="Ayers, Sl" uniqKey="Ayers S">SL Ayers</name>
</author>
<author><name sortKey="Lam, C" uniqKey="Lam C">C Lam</name>
</author>
<author><name sortKey="Tate, Hp" uniqKey="Tate H">HP Tate</name>
</author>
<author><name sortKey="Zhao, S" uniqKey="Zhao S">S Zhao</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Pesesky, Mw" uniqKey="Pesesky M">MW Pesesky</name>
</author>
<author><name sortKey="Hussain, T" uniqKey="Hussain T">T Hussain</name>
</author>
<author><name sortKey="Wallace, M" uniqKey="Wallace M">M Wallace</name>
</author>
<author><name sortKey="Patel, S" uniqKey="Patel S">S Patel</name>
</author>
<author><name sortKey="Andleeb, S" uniqKey="Andleeb S">S Andleeb</name>
</author>
<author><name sortKey="Burnham, Cad" uniqKey="Burnham C">CAD Burnham</name>
</author>
<author><name sortKey="Dantas, G" uniqKey="Dantas G">G Dantas</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nguyen, M" uniqKey="Nguyen M">M Nguyen</name>
</author>
<author><name sortKey="Long, Sw" uniqKey="Long S">SW Long</name>
</author>
<author><name sortKey="Mcdermott, Pf" uniqKey="Mcdermott P">PF McDermott</name>
</author>
<author><name sortKey="Olsen, Rj" uniqKey="Olsen R">RJ Olsen</name>
</author>
<author><name sortKey="Olson, R" uniqKey="Olson R">R Olson</name>
</author>
<author><name sortKey="Stevens, Rl" uniqKey="Stevens R">RL Stevens</name>
</author>
<author><name sortKey="Tyson, Gh" uniqKey="Tyson G">GH Tyson</name>
</author>
<author><name sortKey="Zhao, S" uniqKey="Zhao S">S Zhao</name>
</author>
<author><name sortKey="Davis, Jj" uniqKey="Davis J">JJ Davis</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Davis, Jj" uniqKey="Davis J">JJ Davis</name>
</author>
<author><name sortKey="Boisvert, S" uniqKey="Boisvert S">S Boisvert</name>
</author>
<author><name sortKey="Brettin, T" uniqKey="Brettin T">T Brettin</name>
</author>
<author><name sortKey="Kenyon, Rw" uniqKey="Kenyon R">RW Kenyon</name>
</author>
<author><name sortKey="Mao, C" uniqKey="Mao C">C Mao</name>
</author>
<author><name sortKey="Olson, R" uniqKey="Olson R">R Olson</name>
</author>
<author><name sortKey="Overbeek, R" uniqKey="Overbeek R">R Overbeek</name>
</author>
<author><name sortKey="Santerre, J" uniqKey="Santerre J">J Santerre</name>
</author>
<author><name sortKey="Shukla, M" uniqKey="Shukla M">M Shukla</name>
</author>
<author><name sortKey="Wattam, Ar" uniqKey="Wattam A">AR Wattam</name>
</author>
<author><name sortKey="Will, R" uniqKey="Will R">R Will</name>
</author>
<author><name sortKey="Xia, F" uniqKey="Xia F">F Xia</name>
</author>
<author><name sortKey="Stevens, R" uniqKey="Stevens R">R Stevens</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Drouin, A" uniqKey="Drouin A">A Drouin</name>
</author>
<author><name sortKey="Giguere, S" uniqKey="Giguere S">S Giguère</name>
</author>
<author><name sortKey="Deraspe, M" uniqKey="Deraspe M">M Déraspe</name>
</author>
<author><name sortKey="Marchand, M" uniqKey="Marchand M">M Marchand</name>
</author>
<author><name sortKey="Tyers, M" uniqKey="Tyers M">M Tyers</name>
</author>
<author><name sortKey="Loo, Vg" uniqKey="Loo V">VG Loo</name>
</author>
<author><name sortKey="Bourgault, Am" uniqKey="Bourgault A">AM Bourgault</name>
</author>
<author><name sortKey="Laviolette, F" uniqKey="Laviolette F">F Laviolette</name>
</author>
<author><name sortKey="Corbeil, J" uniqKey="Corbeil J">J Corbeil</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Ao, Tt" uniqKey="Ao T">TT Ao</name>
</author>
<author><name sortKey="Feasey, Na" uniqKey="Feasey N">NA Feasey</name>
</author>
<author><name sortKey="Gordon, Ma" uniqKey="Gordon M">MA Gordon</name>
</author>
<author><name sortKey="Keddy, Kh" uniqKey="Keddy K">KH Keddy</name>
</author>
<author><name sortKey="Angulo, Fj" uniqKey="Angulo F">FJ Angulo</name>
</author>
<author><name sortKey="Crump, Ja" uniqKey="Crump J">JA Crump</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Angulo, Fj" uniqKey="Angulo F">FJ Angulo</name>
</author>
<author><name sortKey="M Lbak, K" uniqKey="M Lbak K">K Mølbak</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Krueger, Al" uniqKey="Krueger A">AL Krueger</name>
</author>
<author><name sortKey="Greene, Sa" uniqKey="Greene S">SA Greene</name>
</author>
<author><name sortKey="Barzilay, Ej" uniqKey="Barzilay E">EJ Barzilay</name>
</author>
<author><name sortKey="Henao, O" uniqKey="Henao O">O Henao</name>
</author>
<author><name sortKey="Vugia, D" uniqKey="Vugia D">D Vugia</name>
</author>
<author><name sortKey="Hanna, S" uniqKey="Hanna S">S Hanna</name>
</author>
<author><name sortKey="Meyer, S" uniqKey="Meyer S">S Meyer</name>
</author>
<author><name sortKey="Smith, K" uniqKey="Smith K">K Smith</name>
</author>
<author><name sortKey="Pecic, G" uniqKey="Pecic G">G Pecic</name>
</author>
<author><name sortKey="Hoefer, D" uniqKey="Hoefer D">D Hoefer</name>
</author>
<author><name sortKey="Griffin, P" uniqKey="Griffin P">P Griffin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Tyson, Gh" uniqKey="Tyson G">GH Tyson</name>
</author>
<author><name sortKey="Zhao, S" uniqKey="Zhao S">S Zhao</name>
</author>
<author><name sortKey="Li, C" uniqKey="Li C">C Li</name>
</author>
<author><name sortKey="Ayers, S" uniqKey="Ayers S">S Ayers</name>
</author>
<author><name sortKey="Sabo, Jl" uniqKey="Sabo J">JL Sabo</name>
</author>
<author><name sortKey="Lam, C" uniqKey="Lam C">C Lam</name>
</author>
<author><name sortKey="Miller, Ra" uniqKey="Miller R">RA Miller</name>
</author>
<author><name sortKey="Mcdermott, Pf" uniqKey="Mcdermott P">PF McDermott</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Dhanani, As" uniqKey="Dhanani A">AS Dhanani</name>
</author>
<author><name sortKey="Block, G" uniqKey="Block G">G Block</name>
</author>
<author><name sortKey="Dewar, K" uniqKey="Dewar K">K Dewar</name>
</author>
<author><name sortKey="Forgetta, V" uniqKey="Forgetta V">V Forgetta</name>
</author>
<author><name sortKey="Topp, E" uniqKey="Topp E">E Topp</name>
</author>
<author><name sortKey="Beiko, Rg" uniqKey="Beiko R">RG Beiko</name>
</author>
<author><name sortKey="Diarra, Ms" uniqKey="Diarra M">MS Diarra</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Takahata, S" uniqKey="Takahata S">S Takahata</name>
</author>
<author><name sortKey="Ida, T" uniqKey="Ida T">T Ida</name>
</author>
<author><name sortKey="Hiraishi, T" uniqKey="Hiraishi T">T Hiraishi</name>
</author>
<author><name sortKey="Sakakibara, S" uniqKey="Sakakibara S">S Sakakibara</name>
</author>
<author><name sortKey="Maebashi, K" uniqKey="Maebashi K">K Maebashi</name>
</author>
<author><name sortKey="Terada, S" uniqKey="Terada S">S Terada</name>
</author>
<author><name sortKey="Muratani, T" uniqKey="Muratani T">T Muratani</name>
</author>
<author><name sortKey="Matsumoto, T" uniqKey="Matsumoto T">T Matsumoto</name>
</author>
<author><name sortKey="Nakahama, C" uniqKey="Nakahama C">C Nakahama</name>
</author>
<author><name sortKey="Tomono, K" uniqKey="Tomono K">K Tomono</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gunn, Js" uniqKey="Gunn J">JS Gunn</name>
</author>
<author><name sortKey="Lim, Kb" uniqKey="Lim K">KB Lim</name>
</author>
<author><name sortKey="Krueger, J" uniqKey="Krueger J">J Krueger</name>
</author>
<author><name sortKey="Kim, K" uniqKey="Kim K">K Kim</name>
</author>
<author><name sortKey="Guo, L" uniqKey="Guo L">L Guo</name>
</author>
<author><name sortKey="Hackett, M" uniqKey="Hackett M">M Hackett</name>
</author>
<author><name sortKey="Miller, Si" uniqKey="Miller S">SI Miller</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Misawa, K" uniqKey="Misawa K">K Misawa</name>
</author>
<author><name sortKey="Tarumoto, N" uniqKey="Tarumoto N">N Tarumoto</name>
</author>
<author><name sortKey="Tamura, S" uniqKey="Tamura S">S Tamura</name>
</author>
<author><name sortKey="Osa, M" uniqKey="Osa M">M Osa</name>
</author>
<author><name sortKey="Hamamoto, T" uniqKey="Hamamoto T">T Hamamoto</name>
</author>
<author><name sortKey="Yuki, A" uniqKey="Yuki A">A Yuki</name>
</author>
<author><name sortKey="Kouzaki, Y" uniqKey="Kouzaki Y">Y Kouzaki</name>
</author>
<author><name sortKey="Imai, K" uniqKey="Imai K">K Imai</name>
</author>
<author><name sortKey="Ronald, Rl" uniqKey="Ronald R">RL Ronald</name>
</author>
<author><name sortKey="Yamaguchi, T" uniqKey="Yamaguchi T">T Yamaguchi</name>
</author>
<author><name sortKey="Murakami, T" uniqKey="Murakami T">T Murakami</name>
</author>
<author><name sortKey="Maesaki, S" uniqKey="Maesaki S">S Maesaki</name>
</author>
<author><name sortKey="Suzuki, Y" uniqKey="Suzuki Y">Y Suzuki</name>
</author>
<author><name sortKey="Kawana, A" uniqKey="Kawana A">A Kawana</name>
</author>
<author><name sortKey="Maeda, T" uniqKey="Maeda T">T Maeda</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Shaaly, A" uniqKey="Shaaly A">A Shaaly</name>
</author>
<author><name sortKey="Kalamorz, F" uniqKey="Kalamorz F">F Kalamorz</name>
</author>
<author><name sortKey="Gebhard, S" uniqKey="Gebhard S">S Gebhard</name>
</author>
<author><name sortKey="Cook, Gm" uniqKey="Cook G">GM Cook</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nishino, K" uniqKey="Nishino K">K Nishino</name>
</author>
<author><name sortKey="Yamaguchi, A" uniqKey="Yamaguchi A">A Yamaguchi</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Srinivasan, Vb" uniqKey="Srinivasan V">VB Srinivasan</name>
</author>
<author><name sortKey="Vaidyanathan, V" uniqKey="Vaidyanathan V">V Vaidyanathan</name>
</author>
<author><name sortKey="Mondal, A" uniqKey="Mondal A">A Mondal</name>
</author>
<author><name sortKey="Rajamohan, G" uniqKey="Rajamohan G">G Rajamohan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Rahmati, S" uniqKey="Rahmati S">S Rahmati</name>
</author>
<author><name sortKey="Yang, S" uniqKey="Yang S">S Yang</name>
</author>
<author><name sortKey="Davidson, Al" uniqKey="Davidson A">AL Davidson</name>
</author>
<author><name sortKey="Zechiedrich, El" uniqKey="Zechiedrich E">EL Zechiedrich</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Alekshun, Mn" uniqKey="Alekshun M">MN Alekshun</name>
</author>
<author><name sortKey="Levy, Sb" uniqKey="Levy S">SB Levy</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="O Egan, E" uniqKey="O Egan E">E O’Regan</name>
</author>
<author><name sortKey="Quinn, T" uniqKey="Quinn T">T Quinn</name>
</author>
<author><name sortKey="Pages, Jm" uniqKey="Pages J">JM Pagès</name>
</author>
<author><name sortKey="Mccusker, M" uniqKey="Mccusker M">M McCusker</name>
</author>
<author><name sortKey="Piddock, L" uniqKey="Piddock L">L Piddock</name>
</author>
<author><name sortKey="Fanning, S" uniqKey="Fanning S">S Fanning</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Pontel, Lb" uniqKey="Pontel L">LB Pontel</name>
</author>
<author><name sortKey="Audero, Mep" uniqKey="Audero M">MEP Audero</name>
</author>
<author><name sortKey="Espariz, M" uniqKey="Espariz M">M Espariz</name>
</author>
<author><name sortKey="Checa, Sk" uniqKey="Checa S">SK Checa</name>
</author>
<author><name sortKey="Soncini, Fc" uniqKey="Soncini F">FC Soncini</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nishino, K" uniqKey="Nishino K">K Nishino</name>
</author>
<author><name sortKey="Senda, Y" uniqKey="Senda Y">Y Senda</name>
</author>
<author><name sortKey="Yamaguchi, A" uniqKey="Yamaguchi A">A Yamaguchi</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nagakubo, S" uniqKey="Nagakubo S">S Nagakubo</name>
</author>
<author><name sortKey="Nishino, K" uniqKey="Nishino K">K Nishino</name>
</author>
<author><name sortKey="Hirata, T" uniqKey="Hirata T">T Hirata</name>
</author>
<author><name sortKey="Yamaguchi, A" uniqKey="Yamaguchi A">A Yamaguchi</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nishino, K" uniqKey="Nishino K">K Nishino</name>
</author>
<author><name sortKey="Latifi, T" uniqKey="Latifi T">T Latifi</name>
</author>
<author><name sortKey="Groisman, Ea" uniqKey="Groisman E">EA Groisman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lomovskaya, O" uniqKey="Lomovskaya O">O Lomovskaya</name>
</author>
<author><name sortKey="Lewis, K" uniqKey="Lewis K">K Lewis</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lomovskaya, O" uniqKey="Lomovskaya O">O Lomovskaya</name>
</author>
<author><name sortKey="Lewis, K" uniqKey="Lewis K">K Lewis</name>
</author>
<author><name sortKey="Matin, A" uniqKey="Matin A">A Matin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Garvey, Mi" uniqKey="Garvey M">MI Garvey</name>
</author>
<author><name sortKey="Baylay, Aj" uniqKey="Baylay A">AJ Baylay</name>
</author>
<author><name sortKey="Wong, Rl" uniqKey="Wong R">RL Wong</name>
</author>
<author><name sortKey="Piddock, Lj" uniqKey="Piddock L">LJ Piddock</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hirakawa, H" uniqKey="Hirakawa H">H Hirakawa</name>
</author>
<author><name sortKey="Nishino, K" uniqKey="Nishino K">K Nishino</name>
</author>
<author><name sortKey="Hirata, T" uniqKey="Hirata T">T Hirata</name>
</author>
<author><name sortKey="Yamaguchi, A" uniqKey="Yamaguchi A">A Yamaguchi</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bohn, C" uniqKey="Bohn C">C Bohn</name>
</author>
<author><name sortKey="Bouloc, P" uniqKey="Bouloc P">P Bouloc</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Magnet, S" uniqKey="Magnet S">S Magnet</name>
</author>
<author><name sortKey="Courvalin, P" uniqKey="Courvalin P">P Courvalin</name>
</author>
<author><name sortKey="Lambert, T" uniqKey="Lambert T">T Lambert</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Coyne, S" uniqKey="Coyne S">S Coyne</name>
</author>
<author><name sortKey="Rosenfeld, N" uniqKey="Rosenfeld N">N Rosenfeld</name>
</author>
<author><name sortKey="Lambert, T" uniqKey="Lambert T">T Lambert</name>
</author>
<author><name sortKey="Courvalin, P" uniqKey="Courvalin P">P Courvalin</name>
</author>
<author><name sortKey="Perichon, B" uniqKey="Perichon B">B Périchon</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bauernfeind, A" uniqKey="Bauernfeind A">A Bauernfeind</name>
</author>
<author><name sortKey="Stemplinger, I" uniqKey="Stemplinger I">I Stemplinger</name>
</author>
<author><name sortKey="Jungwirth, R" uniqKey="Jungwirth R">R Jungwirth</name>
</author>
<author><name sortKey="Giamarellou, H" uniqKey="Giamarellou H">H Giamarellou</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Novotna, G" uniqKey="Novotna G">G Novotna</name>
</author>
<author><name sortKey="Janata, J" uniqKey="Janata J">J Janata</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Roberts, Mc" uniqKey="Roberts M">MC Roberts</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Arcangioli, Ma" uniqKey="Arcangioli M">MA Arcangioli</name>
</author>
<author><name sortKey="Leroy Setrin, S" uniqKey="Leroy Setrin S">S Leroy-Sétrin</name>
</author>
<author><name sortKey="Martel, Jl" uniqKey="Martel J">JL Martel</name>
</author>
<author><name sortKey="Chaslus Dancla, E" uniqKey="Chaslus Dancla E">E Chaslus-Dancla</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Daly, M" uniqKey="Daly M">M Daly</name>
</author>
<author><name sortKey="Villa, L" uniqKey="Villa L">L Villa</name>
</author>
<author><name sortKey="Pezzella, C" uniqKey="Pezzella C">C Pezzella</name>
</author>
<author><name sortKey="Fanning, S" uniqKey="Fanning S">S Fanning</name>
</author>
<author><name sortKey="Carattoli, A" uniqKey="Carattoli A">A Carattoli</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Abouzeed, Ym" uniqKey="Abouzeed Y">YM Abouzeed</name>
</author>
<author><name sortKey="Baucheron, S" uniqKey="Baucheron S">S Baucheron</name>
</author>
<author><name sortKey="Cloeckaert, A" uniqKey="Cloeckaert A">A Cloeckaert</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Salverda, Ml" uniqKey="Salverda M">ML Salverda</name>
</author>
<author><name sortKey="De Visser, Jag" uniqKey="De Visser J">JAG De Visser</name>
</author>
<author><name sortKey="Barlow, M" uniqKey="Barlow M">M Barlow</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mcarthur, Ag" uniqKey="Mcarthur A">AG McArthur</name>
</author>
<author><name sortKey="Waglechner, N" uniqKey="Waglechner N">N Waglechner</name>
</author>
<author><name sortKey="Nizam, F" uniqKey="Nizam F">F Nizam</name>
</author>
<author><name sortKey="Yan, A" uniqKey="Yan A">A Yan</name>
</author>
<author><name sortKey="Azad, Ma" uniqKey="Azad M">MA Azad</name>
</author>
<author><name sortKey="Baylay, Aj" uniqKey="Baylay A">AJ Baylay</name>
</author>
<author><name sortKey="Bhullar, K" uniqKey="Bhullar K">K Bhullar</name>
</author>
<author><name sortKey="Canova, Mj" uniqKey="Canova M">MJ Canova</name>
</author>
<author><name sortKey="De Pascale, G" uniqKey="De Pascale G">G De Pascale</name>
</author>
<author><name sortKey="Ejim, L" uniqKey="Ejim L">L Ejim</name>
</author>
<author><name sortKey="Kalan, L" uniqKey="Kalan L">L Kalan</name>
</author>
<author><name sortKey="King, A" uniqKey="King A">A King</name>
</author>
<author><name sortKey="Koteva, K" uniqKey="Koteva K">K Koteva</name>
</author>
<author><name sortKey="Morar, M" uniqKey="Morar M">M Morar</name>
</author>
<author><name sortKey="Mulvey, M" uniqKey="Mulvey M">M Mulvey</name>
</author>
<author><name sortKey="O Rien, J" uniqKey="O Rien J">J O’Brien</name>
</author>
<author><name sortKey="Pawlowski, A" uniqKey="Pawlowski A">A Pawlowski</name>
</author>
<author><name sortKey="Piddock, L" uniqKey="Piddock L">L Piddock</name>
</author>
<author><name sortKey="Spanogiannopoulos, P" uniqKey="Spanogiannopoulos P">P Spanogiannopoulos</name>
</author>
<author><name sortKey="Sutherland, A" uniqKey="Sutherland A">A Sutherland</name>
</author>
<author><name sortKey="Tang, I" uniqKey="Tang I">I Tang</name>
</author>
<author><name sortKey="Taylor, P" uniqKey="Taylor P">P Taylor</name>
</author>
<author><name sortKey="Thaker, M" uniqKey="Thaker M">M Thaker</name>
</author>
<author><name sortKey="Wang, W" uniqKey="Wang W">W Wang</name>
</author>
<author><name sortKey="Yan, M" uniqKey="Yan M">M Yan</name>
</author>
<author><name sortKey="T, Y" uniqKey="T Y">Y T</name>
</author>
<author><name sortKey="Wright, G" uniqKey="Wright G">G Wright</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Drouin, A" uniqKey="Drouin A">A Drouin</name>
</author>
<author><name sortKey="Giguere, S" uniqKey="Giguere S">S Giguère</name>
</author>
<author><name sortKey="Sagatovich, V" uniqKey="Sagatovich V">V Sagatovich</name>
</author>
<author><name sortKey="Deraspe, M" uniqKey="Deraspe M">M Déraspe</name>
</author>
<author><name sortKey="Laviolette, F" uniqKey="Laviolette F">F Laviolette</name>
</author>
<author><name sortKey="Marchand, M" uniqKey="Marchand M">M Marchand</name>
</author>
<author><name sortKey="Corbeil, J" uniqKey="Corbeil J">J Corbeil</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Marchand, M" uniqKey="Marchand M">M Marchand</name>
</author>
<author><name sortKey="Shawe Taylor, J" uniqKey="Shawe Taylor J">J Shawe-Taylor</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Timme, Re" uniqKey="Timme R">RE Timme</name>
</author>
<author><name sortKey="Pettengill, Jb" uniqKey="Pettengill J">JB Pettengill</name>
</author>
<author><name sortKey="Allard, Mw" uniqKey="Allard M">MW Allard</name>
</author>
<author><name sortKey="Strain, E" uniqKey="Strain E">E Strain</name>
</author>
<author><name sortKey="Barrangou, R" uniqKey="Barrangou R">R Barrangou</name>
</author>
<author><name sortKey="Wehnes, C" uniqKey="Wehnes C">C Wehnes</name>
</author>
<author><name sortKey="Van Kessel, Js" uniqKey="Van Kessel J">JS Van Kessel</name>
</author>
<author><name sortKey="Karns, Js" uniqKey="Karns J">JS Karns</name>
</author>
<author><name sortKey="Musser, Sm" uniqKey="Musser S">SM Musser</name>
</author>
<author><name sortKey="Brown, Ew" uniqKey="Brown E">EW Brown</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Drouin, A" uniqKey="Drouin A">A Drouin</name>
</author>
<author><name sortKey="Hocking, T" uniqKey="Hocking T">T Hocking</name>
</author>
<author><name sortKey="Laviolette, F" uniqKey="Laviolette F">F Laviolette</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Chung, Yj" uniqKey="Chung Y">YJ Chung</name>
</author>
<author><name sortKey="Saier, Mh" uniqKey="Saier M">MH Saier</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Giles, W" uniqKey="Giles W">W Giles</name>
</author>
<author><name sortKey="Benson, Ak" uniqKey="Benson A">AK Benson</name>
</author>
<author><name sortKey="Olson, M" uniqKey="Olson M">M Olson</name>
</author>
<author><name sortKey="Hutkins, Rw" uniqKey="Hutkins R">RW Hutkins</name>
</author>
<author><name sortKey="Whichard, J" uniqKey="Whichard J">J Whichard</name>
</author>
<author><name sortKey="Winokur, P" uniqKey="Winokur P">P Winokur</name>
</author>
<author><name sortKey="Fey, Pd" uniqKey="Fey P">PD Fey</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="El Halfawy, Om" uniqKey="El Halfawy O">OM El-Halfawy</name>
</author>
<author><name sortKey="Klett, J" uniqKey="Klett J">J Klett</name>
</author>
<author><name sortKey="Ingram, Rj" uniqKey="Ingram R">RJ Ingram</name>
</author>
<author><name sortKey="Loutet, Sa" uniqKey="Loutet S">SA Loutet</name>
</author>
<author><name sortKey="Murphy, Me" uniqKey="Murphy M">ME Murphy</name>
</author>
<author><name sortKey="Martin Santamaria, S" uniqKey="Martin Santamaria S">S Martín-Santamaría</name>
</author>
<author><name sortKey="Valvano, Ma" uniqKey="Valvano M">MA Valvano</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Naguib, Mm" uniqKey="Naguib M">MM Naguib</name>
</author>
<author><name sortKey="Valvano, Ma" uniqKey="Valvano M">MA Valvano</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Dame Korevaar, A" uniqKey="Dame Korevaar A">A Dame-Korevaar</name>
</author>
<author><name sortKey="Fischer, Ea" uniqKey="Fischer E">EA Fischer</name>
</author>
<author><name sortKey="Stegeman, A" uniqKey="Stegeman A">A Stegeman</name>
</author>
<author><name sortKey="Mevius, D" uniqKey="Mevius D">D Mevius</name>
</author>
<author><name sortKey="Van Essen Zandbergen, A" uniqKey="Van Essen Zandbergen A">A van Essen-Zandbergen</name>
</author>
<author><name sortKey="Velkers, F" uniqKey="Velkers F">F Velkers</name>
</author>
<author><name sortKey="Van Der Goot, J" uniqKey="Van Der Goot J">J van der Goot</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Martin, Lc" uniqKey="Martin L">LC Martin</name>
</author>
<author><name sortKey="Weir, Ek" uniqKey="Weir E">EK Weir</name>
</author>
<author><name sortKey="Poppe, C" uniqKey="Poppe C">C Poppe</name>
</author>
<author><name sortKey="Reid Smith, Rj" uniqKey="Reid Smith R">RJ Reid-Smith</name>
</author>
<author><name sortKey="Boerlin, P" uniqKey="Boerlin P">P Boerlin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Campos, J" uniqKey="Campos J">J Campos</name>
</author>
<author><name sortKey="Mourao, J" uniqKey="Mourao J">J Mourão</name>
</author>
<author><name sortKey="Silveira, L" uniqKey="Silveira L">L Silveira</name>
</author>
<author><name sortKey="Saraiva, M" uniqKey="Saraiva M">M Saraiva</name>
</author>
<author><name sortKey="Belo Correia, C" uniqKey="Belo Correia C">C Belo Correia</name>
</author>
<author><name sortKey="Macas, Ap" uniqKey="Macas A">AP Maçãs</name>
</author>
<author><name sortKey="Peixe, L" uniqKey="Peixe L">L Peixe</name>
</author>
<author><name sortKey="Antunes, P" uniqKey="Antunes P">P Antunes</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Campos, J" uniqKey="Campos J">J Campos</name>
</author>
<author><name sortKey="Mourao, J" uniqKey="Mourao J">J Mourão</name>
</author>
<author><name sortKey="Silveira, L" uniqKey="Silveira L">L Silveira</name>
</author>
<author><name sortKey="Saraiva, M" uniqKey="Saraiva M">M Saraiva</name>
</author>
<author><name sortKey="Correia, Cb" uniqKey="Correia C">CB Correia</name>
</author>
<author><name sortKey="Macas, Ap" uniqKey="Macas A">AP Maçãs</name>
</author>
<author><name sortKey="Peixe, L" uniqKey="Peixe L">L Peixe</name>
</author>
<author><name sortKey="Antunes, P" uniqKey="Antunes P">P Antunes</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Tiba Casas, Mr" uniqKey="Tiba Casas M">MR Tiba-Casas</name>
</author>
<author><name sortKey="Camargo, Ch" uniqKey="Camargo C">CH Camargo</name>
</author>
<author><name sortKey="Soares, Fb" uniqKey="Soares F">FB Soares</name>
</author>
<author><name sortKey="Doi, Y" uniqKey="Doi Y">Y Doi</name>
</author>
<author><name sortKey="Fernandes, Sa" uniqKey="Fernandes S">SA Fernandes</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Madec, Jy" uniqKey="Madec J">JY Madec</name>
</author>
<author><name sortKey="Haenni, M" uniqKey="Haenni M">M Haenni</name>
</author>
<author><name sortKey="Nordmann, P" uniqKey="Nordmann P">P Nordmann</name>
</author>
<author><name sortKey="Poirel, L" uniqKey="Poirel L">L Poirel</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Espinosa, Rf" uniqKey="Espinosa R">RF Espinosa</name>
</author>
<author><name sortKey="Rumi, V" uniqKey="Rumi V">V Rumi</name>
</author>
<author><name sortKey="Marchisio, M" uniqKey="Marchisio M">M Marchisio</name>
</author>
<author><name sortKey="Cejas, D" uniqKey="Cejas D">D Cejas</name>
</author>
<author><name sortKey="Radice, M" uniqKey="Radice M">M Radice</name>
</author>
<author><name sortKey="Vay, C" uniqKey="Vay C">C Vay</name>
</author>
<author><name sortKey="Barrios, R" uniqKey="Barrios R">R Barrios</name>
</author>
<author><name sortKey="Gutkind, G" uniqKey="Gutkind G">G Gutkind</name>
</author>
<author><name sortKey="Di Conza, J" uniqKey="Di Conza J">J Di Conza</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Radford, D" uniqKey="Radford D">D Radford</name>
</author>
<author><name sortKey="Strange, P" uniqKey="Strange P">P Strange</name>
</author>
<author><name sortKey="Lepp, D" uniqKey="Lepp D">D Lepp</name>
</author>
<author><name sortKey="Hernandez, M" uniqKey="Hernandez M">M Hernandez</name>
</author>
<author><name sortKey="Rehman, Ma" uniqKey="Rehman M">MA Rehman</name>
</author>
<author><name sortKey="Diarra, Ms" uniqKey="Diarra M">MS Diarra</name>
</author>
<author><name sortKey="Balamurugan, S" uniqKey="Balamurugan S">S Balamurugan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Michael, G" uniqKey="Michael G">G Michael</name>
</author>
<author><name sortKey="Schwarz, S" uniqKey="Schwarz S">S Schwarz</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Pezzella, C" uniqKey="Pezzella C">C Pezzella</name>
</author>
<author><name sortKey="Ricci, A" uniqKey="Ricci A">A Ricci</name>
</author>
<author><name sortKey="Digiannatale, E" uniqKey="Digiannatale E">E DiGiannatale</name>
</author>
<author><name sortKey="Luzzi, I" uniqKey="Luzzi I">I Luzzi</name>
</author>
<author><name sortKey="Carattoli, A" uniqKey="Carattoli A">A Carattoli</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Silverman, M" uniqKey="Silverman M">M Silverman</name>
</author>
<author><name sortKey="Zieg, J" uniqKey="Zieg J">J Zieg</name>
</author>
<author><name sortKey="Hilmen, M" uniqKey="Hilmen M">M Hilmen</name>
</author>
<author><name sortKey="Simon, M" uniqKey="Simon M">M Simon</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lucarelli, C" uniqKey="Lucarelli C">C Lucarelli</name>
</author>
<author><name sortKey="Dionisi, Am" uniqKey="Dionisi A">AM Dionisi</name>
</author>
<author><name sortKey="Filetici, E" uniqKey="Filetici E">E Filetici</name>
</author>
<author><name sortKey="Owczarek, S" uniqKey="Owczarek S">S Owczarek</name>
</author>
<author><name sortKey="Luzzi, I" uniqKey="Luzzi I">I Luzzi</name>
</author>
<author><name sortKey="Villa, L" uniqKey="Villa L">L Villa</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Maamar, E" uniqKey="Maamar E">E Maamar</name>
</author>
<author><name sortKey="Alonso, Ca" uniqKey="Alonso C">CA Alonso</name>
</author>
<author><name sortKey="Hamzaoui, Z" uniqKey="Hamzaoui Z">Z Hamzaoui</name>
</author>
<author><name sortKey="Dakhli, N" uniqKey="Dakhli N">N Dakhli</name>
</author>
<author><name sortKey="Abbassi, Ms" uniqKey="Abbassi M">MS Abbassi</name>
</author>
<author><name sortKey="Ferjani, S" uniqKey="Ferjani S">S Ferjani</name>
</author>
<author><name sortKey="Saidani, M" uniqKey="Saidani M">M Saidani</name>
</author>
<author><name sortKey="Boubaker, Ibb" uniqKey="Boubaker I">IBB Boubaker</name>
</author>
<author><name sortKey="Torres, C" uniqKey="Torres C">C Torres</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Diarra, Ms" uniqKey="Diarra M">MS Diarra</name>
</author>
<author><name sortKey="Delaquis, P" uniqKey="Delaquis P">P Delaquis</name>
</author>
<author><name sortKey="Rempel, H" uniqKey="Rempel H">H Rempel</name>
</author>
<author><name sortKey="Bach, S" uniqKey="Bach S">S Bach</name>
</author>
<author><name sortKey="Harlton, C" uniqKey="Harlton C">C Harlton</name>
</author>
<author><name sortKey="Aslam, M" uniqKey="Aslam M">M Aslam</name>
</author>
<author><name sortKey="Pritchard, J" uniqKey="Pritchard J">J Pritchard</name>
</author>
<author><name sortKey="Topp, E" uniqKey="Topp E">E Topp</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Matthews, Tc" uniqKey="Matthews T">TC Matthews</name>
</author>
<author><name sortKey="Bristow, Fr" uniqKey="Bristow F">FR Bristow</name>
</author>
<author><name sortKey="Griffiths, Ej" uniqKey="Griffiths E">EJ Griffiths</name>
</author>
<author><name sortKey="Petkau, A" uniqKey="Petkau A">A Petkau</name>
</author>
<author><name sortKey="Adam, J" uniqKey="Adam J">J Adam</name>
</author>
<author><name sortKey="Dooley, D" uniqKey="Dooley D">D Dooley</name>
</author>
<author><name sortKey="Kruczkiewicz, P" uniqKey="Kruczkiewicz P">P Kruczkiewicz</name>
</author>
<author><name sortKey="Curatcha, J" uniqKey="Curatcha J">J Curatcha</name>
</author>
<author><name sortKey="Cabral, J" uniqKey="Cabral J">J Cabral</name>
</author>
<author><name sortKey="Fornika, D" uniqKey="Fornika D">D Fornika</name>
</author>
<author><name sortKey="Winsor, G" uniqKey="Winsor G">G Winsor</name>
</author>
<author><name sortKey="Courtot, M" uniqKey="Courtot M">M Courtot</name>
</author>
<author><name sortKey="Bertelli, C" uniqKey="Bertelli C">C Bertelli</name>
</author>
<author><name sortKey="Roudgar, A" uniqKey="Roudgar A">A Roudgar</name>
</author>
<author><name sortKey="Feijao, P" uniqKey="Feijao P">P Feijao</name>
</author>
<author><name sortKey="Mabon, P" uniqKey="Mabon P">P Mabon</name>
</author>
<author><name sortKey="Enns, E" uniqKey="Enns E">E Enns</name>
</author>
<author><name sortKey="Thiessen, J" uniqKey="Thiessen J">J Thiessen</name>
</author>
<author><name sortKey="Keddy, A" uniqKey="Keddy A">A Keddy</name>
</author>
<author><name sortKey="Isaac Renton, J" uniqKey="Isaac Renton J">J Isaac-Renton</name>
</author>
<author><name sortKey="Gardy, Jl" uniqKey="Gardy J">JL Gardy</name>
</author>
<author><name sortKey="Tang, P" uniqKey="Tang P">P Tang</name>
</author>
<author><name sortKey="Consortium, I" uniqKey="Consortium I">I Consortium</name>
</author>
<author><name sortKey="Carrico, Ja" uniqKey="Carrico J">JA Carriço</name>
</author>
<author><name sortKey="Chindelevitch, L" uniqKey="Chindelevitch L">L Chindelevitch</name>
</author>
<author><name sortKey="Chauve, C" uniqKey="Chauve C">C Chauve</name>
</author>
<author><name sortKey="Graham, Mr" uniqKey="Graham M">MR Graham</name>
</author>
<author><name sortKey="Mcarthur, Ag" uniqKey="Mcarthur A">AG McArthur</name>
</author>
<author><name sortKey="Taboada, En" uniqKey="Taboada E">EN Taboada</name>
</author>
<author><name sortKey="Beiko, Rg" uniqKey="Beiko R">RG Beiko</name>
</author>
<author><name sortKey="Brinkman, Fs" uniqKey="Brinkman F">FS Brinkman</name>
</author>
<author><name sortKey="Hsiao, Ww" uniqKey="Hsiao W">WW Hsiao</name>
</author>
<author><name sortKey="Van Domselaar, G" uniqKey="Van Domselaar G">G Van Domselaar</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mago, T" uniqKey="Mago T">T Magoč</name>
</author>
<author><name sortKey="Salzberg, Sl" uniqKey="Salzberg S">SL Salzberg</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bankevich, A" uniqKey="Bankevich A">A Bankevich</name>
</author>
<author><name sortKey="Nurk, S" uniqKey="Nurk S">S Nurk</name>
</author>
<author><name sortKey="Antipov, D" uniqKey="Antipov D">D Antipov</name>
</author>
<author><name sortKey="Gurevich, Aa" uniqKey="Gurevich A">AA Gurevich</name>
</author>
<author><name sortKey="Dvorkin, M" uniqKey="Dvorkin M">M Dvorkin</name>
</author>
<author><name sortKey="Kulikov, As" uniqKey="Kulikov A">AS Kulikov</name>
</author>
<author><name sortKey="Lesin, Vm" uniqKey="Lesin V">VM Lesin</name>
</author>
<author><name sortKey="Nikolenko, Si" uniqKey="Nikolenko S">SI Nikolenko</name>
</author>
<author><name sortKey="Pham, S" uniqKey="Pham S">S Pham</name>
</author>
<author><name sortKey="Prjibelski, Ad" uniqKey="Prjibelski A">AD Prjibelski</name>
</author>
<author><name sortKey="Pyshkin, Av" uniqKey="Pyshkin A">AV Pyshkin</name>
</author>
<author><name sortKey="Sirotkin, Av" uniqKey="Sirotkin A">AV Sirotkin</name>
</author>
<author><name sortKey="Vyahhi, N" uniqKey="Vyahhi N">N Vyahhi</name>
</author>
<author><name sortKey="Tesler, G" uniqKey="Tesler G">G Tesler</name>
</author>
<author><name sortKey="Alekseyev, Ma" uniqKey="Alekseyev M">MA Alekseyev</name>
</author>
<author><name sortKey="Pevzner, Pa" uniqKey="Pevzner P">PA Pevzner</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gurevich, A" uniqKey="Gurevich A">A Gurevich</name>
</author>
<author><name sortKey="Saveliev, V" uniqKey="Saveliev V">V Saveliev</name>
</author>
<author><name sortKey="Vyahhi, N" uniqKey="Vyahhi N">N Vyahhi</name>
</author>
<author><name sortKey="Tesler, G" uniqKey="Tesler G">G Tesler</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Seemann, T" uniqKey="Seemann T">T Seemann</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Seemann, T" uniqKey="Seemann T">T Seemann</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Carattoli, A" uniqKey="Carattoli A">A Carattoli</name>
</author>
<author><name sortKey="Zankari, E" uniqKey="Zankari E">E Zankari</name>
</author>
<author><name sortKey="Garcia Fernandez, A" uniqKey="Garcia Fernandez A">A García-Fernández</name>
</author>
<author><name sortKey="Larsen, Mv" uniqKey="Larsen M">MV Larsen</name>
</author>
<author><name sortKey="Lund, O" uniqKey="Lund O">O Lund</name>
</author>
<author><name sortKey="Villa, L" uniqKey="Villa L">L Villa</name>
</author>
<author><name sortKey="Aarestrup, Fm" uniqKey="Aarestrup F">FM Aarestrup</name>
</author>
<author><name sortKey="Hasman, H" uniqKey="Hasman H">H Hasman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mckinney, W" uniqKey="Mckinney W">W McKinney</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Waskom, M" uniqKey="Waskom M">M Waskom</name>
</author>
<author><name sortKey="Botvinnik, O" uniqKey="Botvinnik O">O Botvinnik</name>
</author>
<author><name sortKey="O Ane, D" uniqKey="O Ane D">D O’Kane</name>
</author>
<author><name sortKey="Hobson, P" uniqKey="Hobson P">P Hobson</name>
</author>
<author><name sortKey="Lukauskas, S" uniqKey="Lukauskas S">S Lukauskas</name>
</author>
<author><name sortKey="Gemperline, Dc" uniqKey="Gemperline D">DC Gemperline</name>
</author>
<author><name sortKey="Augspurger, T" uniqKey="Augspurger T">T Augspurger</name>
</author>
<author><name sortKey="Halchenko, Y" uniqKey="Halchenko Y">Y Halchenko</name>
</author>
<author><name sortKey="Cole, Jb" uniqKey="Cole J">JB Cole</name>
</author>
<author><name sortKey="Warmenhoven, J" uniqKey="Warmenhoven J">J Warmenhoven</name>
</author>
<author><name sortKey="De Ruiter, J" uniqKey="De Ruiter J">J de Ruiter</name>
</author>
<author><name sortKey="Pye, C" uniqKey="Pye C">C Pye</name>
</author>
<author><name sortKey="Hoyer, S" uniqKey="Hoyer S">S Hoyer</name>
</author>
<author><name sortKey="Vanderplas, J" uniqKey="Vanderplas J">J Vanderplas</name>
</author>
<author><name sortKey="Villalba, S" uniqKey="Villalba S">S Villalba</name>
</author>
<author><name sortKey="Kunter, G" uniqKey="Kunter G">G Kunter</name>
</author>
<author><name sortKey="Quintero, E" uniqKey="Quintero E">E Quintero</name>
</author>
<author><name sortKey="Bachant, P" uniqKey="Bachant P">P Bachant</name>
</author>
<author><name sortKey="Martin, M" uniqKey="Martin M">M Martin</name>
</author>
<author><name sortKey="Meyer, K" uniqKey="Meyer K">K Meyer</name>
</author>
<author><name sortKey="Miles, A" uniqKey="Miles A">A Miles</name>
</author>
<author><name sortKey="Ram, Y" uniqKey="Ram Y">Y Ram</name>
</author>
<author><name sortKey="Yarkoni, T" uniqKey="Yarkoni T">T Yarkoni</name>
</author>
<author><name sortKey="Williams, Ml" uniqKey="Williams M">ML Williams</name>
</author>
<author><name sortKey="Evans, C" uniqKey="Evans C">C Evans</name>
</author>
<author><name sortKey="Fitzgerald, C" uniqKey="Fitzgerald C">C Fitzgerald</name>
</author>
<author><name sortKey="Brian Fonnesbeck, C" uniqKey="Brian Fonnesbeck C">C Brian Fonnesbeck</name>
</author>
<author><name sortKey="Lee, A" uniqKey="Lee A">A Lee</name>
</author>
<author><name sortKey="Qalieh, A" uniqKey="Qalieh A">A Qalieh</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Yoshida, Ce" uniqKey="Yoshida C">CE Yoshida</name>
</author>
<author><name sortKey="Kruczkiewicz, P" uniqKey="Kruczkiewicz P">P Kruczkiewicz</name>
</author>
<author><name sortKey="Laing, Cr" uniqKey="Laing C">CR Laing</name>
</author>
<author><name sortKey="Lingohr, Ej" uniqKey="Lingohr E">EJ Lingohr</name>
</author>
<author><name sortKey="Gannon, Vp" uniqKey="Gannon V">VP Gannon</name>
</author>
<author><name sortKey="Nash, Jh" uniqKey="Nash J">JH Nash</name>
</author>
<author><name sortKey="Taboada, En" uniqKey="Taboada E">EN Taboada</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kluyver, T" uniqKey="Kluyver T">T Kluyver</name>
</author>
<author><name sortKey="Ragan Kelley, B" uniqKey="Ragan Kelley B">B Ragan-Kelley</name>
</author>
<author><name sortKey="Perez, F" uniqKey="Perez F">F Pérez</name>
</author>
<author><name sortKey="Granger, Be" uniqKey="Granger B">BE Granger</name>
</author>
<author><name sortKey="Bussonnier, M" uniqKey="Bussonnier M">M Bussonnier</name>
</author>
<author><name sortKey="Frederic, J" uniqKey="Frederic J">J Frederic</name>
</author>
<author><name sortKey="Kelley, K" uniqKey="Kelley K">K Kelley</name>
</author>
<author><name sortKey="Hamrick, Jb" uniqKey="Hamrick J">JB Hamrick</name>
</author>
<author><name sortKey="Grout, J" uniqKey="Grout J">J Grout</name>
</author>
<author><name sortKey="Corlay, S" uniqKey="Corlay S">S Corlay</name>
</author>
<author><name sortKey="Ivanov, P" uniqKey="Ivanov P">P Ivanov</name>
</author>
<author><name sortKey="Avila, D" uniqKey="Avila D">D Avila</name>
</author>
<author><name sortKey="Abdalla, S" uniqKey="Abdalla S">S Abdalla</name>
</author>
<author><name sortKey="Willing, C" uniqKey="Willing C">C Willing</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Torvalds, L" uniqKey="Torvalds L">L Torvalds</name>
</author>
<author><name sortKey="Hamano, J" uniqKey="Hamano J">J Hamano</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Page, Aj" uniqKey="Page A">AJ Page</name>
</author>
<author><name sortKey="Cummins, Ca" uniqKey="Cummins C">CA Cummins</name>
</author>
<author><name sortKey="Hunt, M" uniqKey="Hunt M">M Hunt</name>
</author>
<author><name sortKey="Wong, Vk" uniqKey="Wong V">VK Wong</name>
</author>
<author><name sortKey="Reuter, S" uniqKey="Reuter S">S Reuter</name>
</author>
<author><name sortKey="Holden, Mt" uniqKey="Holden M">MT Holden</name>
</author>
<author><name sortKey="Fookes, M" uniqKey="Fookes M">M Fookes</name>
</author>
<author><name sortKey="Falush, D" uniqKey="Falush D">D Falush</name>
</author>
<author><name sortKey="Keane, Ja" uniqKey="Keane J">JA Keane</name>
</author>
<author><name sortKey="Parkhill, J" uniqKey="Parkhill J">J Parkhill</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Page, Aj" uniqKey="Page A">AJ Page</name>
</author>
<author><name sortKey="Taylor, B" uniqKey="Taylor B">B Taylor</name>
</author>
<author><name sortKey="Delaney, Aj" uniqKey="Delaney A">AJ Delaney</name>
</author>
<author><name sortKey="Soares, J" uniqKey="Soares J">J Soares</name>
</author>
<author><name sortKey="Seemann, T" uniqKey="Seemann T">T Seemann</name>
</author>
<author><name sortKey="Keane, Ja" uniqKey="Keane J">JA Keane</name>
</author>
<author><name sortKey="Harris, Sr" uniqKey="Harris S">SR Harris</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nguyen, Lt" uniqKey="Nguyen L">LT Nguyen</name>
</author>
<author><name sortKey="Schmidt, Ha" uniqKey="Schmidt H">HA Schmidt</name>
</author>
<author><name sortKey="Von Haeseler, A" uniqKey="Von Haeseler A">A von Haeseler</name>
</author>
<author><name sortKey="Minh, Bq" uniqKey="Minh B">BQ Minh</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Trifinopoulos, J" uniqKey="Trifinopoulos J">J Trifinopoulos</name>
</author>
<author><name sortKey="Nguyen, Lt" uniqKey="Nguyen L">LT Nguyen</name>
</author>
<author><name sortKey="Von Haeseler, A" uniqKey="Von Haeseler A">A von Haeseler</name>
</author>
<author><name sortKey="Minh, Bq" uniqKey="Minh B">BQ Minh</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kalyaanamoorthy, S" uniqKey="Kalyaanamoorthy S">S Kalyaanamoorthy</name>
</author>
<author><name sortKey="Minh, Bq" uniqKey="Minh B">BQ Minh</name>
</author>
<author><name sortKey="Wong, Tk" uniqKey="Wong T">TK Wong</name>
</author>
<author><name sortKey="Von Haeseler, A" uniqKey="Von Haeseler A">A von Haeseler</name>
</author>
<author><name sortKey="Jermiin, Ls" uniqKey="Jermiin L">LS Jermiin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Huerta Cepas, J" uniqKey="Huerta Cepas J">J Huerta-Cepas</name>
</author>
<author><name sortKey="Serra, F" uniqKey="Serra F">F Serra</name>
</author>
<author><name sortKey="Bork, P" uniqKey="Bork P">P Bork</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hyatt, D" uniqKey="Hyatt D">D Hyatt</name>
</author>
<author><name sortKey="Chen, Gl" uniqKey="Chen G">GL Chen</name>
</author>
<author><name sortKey="Locascio, Pf" uniqKey="Locascio P">PF LoCascio</name>
</author>
<author><name sortKey="Land, Ml" uniqKey="Land M">ML Land</name>
</author>
<author><name sortKey="Larimer, Fw" uniqKey="Larimer F">FW Larimer</name>
</author>
<author><name sortKey="Hauser, Lj" uniqKey="Hauser L">LJ Hauser</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Buchfink, B" uniqKey="Buchfink B">B Buchfink</name>
</author>
<author><name sortKey="Xie, C" uniqKey="Xie C">C Xie</name>
</author>
<author><name sortKey="Huson, Dh" uniqKey="Huson D">DH Huson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Pedregosa, F" uniqKey="Pedregosa F">F Pedregosa</name>
</author>
<author><name sortKey="Varoquaux, G" uniqKey="Varoquaux G">G Varoquaux</name>
</author>
<author><name sortKey="Gramfort, A" uniqKey="Gramfort A">A Gramfort</name>
</author>
<author><name sortKey="Michel, V" uniqKey="Michel V">V Michel</name>
</author>
<author><name sortKey="Thirion, B" uniqKey="Thirion B">B Thirion</name>
</author>
<author><name sortKey="Grisel, O" uniqKey="Grisel O">O Grisel</name>
</author>
<author><name sortKey="Blondel, M" uniqKey="Blondel M">M Blondel</name>
</author>
<author><name sortKey="Prettenhofer, P" uniqKey="Prettenhofer P">P Prettenhofer</name>
</author>
<author><name sortKey="Weiss, R" uniqKey="Weiss R">R Weiss</name>
</author>
<author><name sortKey="Dubourg, V" uniqKey="Dubourg V">V Dubourg</name>
</author>
<author><name sortKey="Vanderplas, J" uniqKey="Vanderplas J">J Vanderplas</name>
</author>
<author><name sortKey="Passos, A" uniqKey="Passos A">A Passos</name>
</author>
<author><name sortKey="Cournapeau, D" uniqKey="Cournapeau D">D Cournapeau</name>
</author>
<author><name sortKey="Brucher, M" uniqKey="Brucher M">M Brucher</name>
</author>
<author><name sortKey="Perrot, M" uniqKey="Perrot M">M Perrot</name>
</author>
<author><name sortKey="Duchesnay, E" uniqKey="Duchesnay E">É Duchesnay</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lemaitre, G" uniqKey="Lemaitre G">G Lemaître</name>
</author>
<author><name sortKey="Nogueira, F" uniqKey="Nogueira F">F Nogueira</name>
</author>
<author><name sortKey="Aridas, Ck" uniqKey="Aridas C">CK Aridas</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Li, H" uniqKey="Li H">H Li</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Aziz, Rk" uniqKey="Aziz R">RK Aziz</name>
</author>
<author><name sortKey="Bartels, D" uniqKey="Bartels D">D Bartels</name>
</author>
<author><name sortKey="Best, Aa" uniqKey="Best A">AA Best</name>
</author>
<author><name sortKey="Dejongh, M" uniqKey="Dejongh M">M DeJongh</name>
</author>
<author><name sortKey="Disz, T" uniqKey="Disz T">T Disz</name>
</author>
<author><name sortKey="Edwards, Ra" uniqKey="Edwards R">RA Edwards</name>
</author>
<author><name sortKey="Formsma, K" uniqKey="Formsma K">K Formsma</name>
</author>
<author><name sortKey="Gerdes, S" uniqKey="Gerdes S">S Gerdes</name>
</author>
<author><name sortKey="Glass, Em" uniqKey="Glass E">EM Glass</name>
</author>
<author><name sortKey="Kubal, M" uniqKey="Kubal M">M Kubal</name>
</author>
<author><name sortKey="Meyer, F" uniqKey="Meyer F">F Meyer</name>
</author>
<author><name sortKey="Olsen, G" uniqKey="Olsen G">G Olsen</name>
</author>
<author><name sortKey="Olson, R" uniqKey="Olson R">R Olson</name>
</author>
<author><name sortKey="Osterman, A" uniqKey="Osterman A">A Osterman</name>
</author>
<author><name sortKey="Overbeek, R" uniqKey="Overbeek R">R Overbeek</name>
</author>
<author><name sortKey="Mcneil, L" uniqKey="Mcneil L">L McNeil</name>
</author>
<author><name sortKey="Paarmann, D" uniqKey="Paarmann D">D Paarmann</name>
</author>
<author><name sortKey="Paczian, T" uniqKey="Paczian T">T Paczian</name>
</author>
<author><name sortKey="Parrello, B" uniqKey="Parrello B">B Parrello</name>
</author>
<author><name sortKey="Pusch, G" uniqKey="Pusch G">G Pusch</name>
</author>
<author><name sortKey="Reich, C" uniqKey="Reich C">C Reich</name>
</author>
<author><name sortKey="Stevens, R" uniqKey="Stevens R">R Stevens</name>
</author>
<author><name sortKey="Vassieva, O" uniqKey="Vassieva O">O Vassieva</name>
</author>
<author><name sortKey="Vonstein, V" uniqKey="Vonstein V">V Vonstein</name>
</author>
<author><name sortKey="Wilke, A" uniqKey="Wilke A">A Wilke</name>
</author>
<author><name sortKey="Zagnitko, O" uniqKey="Zagnitko O">O Zagnitko</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Overbeek, R" uniqKey="Overbeek R">R Overbeek</name>
</author>
<author><name sortKey="Olson, R" uniqKey="Olson R">R Olson</name>
</author>
<author><name sortKey="Pusch, Gd" uniqKey="Pusch G">GD Pusch</name>
</author>
<author><name sortKey="Olsen, Gj" uniqKey="Olsen G">GJ Olsen</name>
</author>
<author><name sortKey="Davis, Jj" uniqKey="Davis J">JJ Davis</name>
</author>
<author><name sortKey="Disz, T" uniqKey="Disz T">T Disz</name>
</author>
<author><name sortKey="Edwards, Ra" uniqKey="Edwards R">RA Edwards</name>
</author>
<author><name sortKey="Gerdes, S" uniqKey="Gerdes S">S Gerdes</name>
</author>
<author><name sortKey="Parrello, B" uniqKey="Parrello B">B Parrello</name>
</author>
<author><name sortKey="Shukla, M" uniqKey="Shukla M">M Shukla</name>
</author>
<author><name sortKey="Vonstein, V" uniqKey="Vonstein V">V Vonstein</name>
</author>
<author><name sortKey="Wattam, A" uniqKey="Wattam A">A Wattam</name>
</author>
<author><name sortKey="Xia, F" uniqKey="Xia F">F Xia</name>
</author>
<author><name sortKey="Stevens, R" uniqKey="Stevens R">R Stevens</name>
</author>
</analytic>
</biblStruct>
</listBibl>
</div1>
</back>
</TEI>
</pmc>
<pubmed><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Identification of Primary Antimicrobial Resistance Drivers in Agricultural Nontyphoidal Salmonella enterica Serovars by Using Machine Learning.</title>
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</author>
<author><name sortKey="Diarra, Moussa S" sort="Diarra, Moussa S" uniqKey="Diarra M" first="Moussa S" last="Diarra">Moussa S. Diarra</name>
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</affiliation>
</author>
<author><name sortKey="Beiko, Robert G" sort="Beiko, Robert G" uniqKey="Beiko R" first="Robert G" last="Beiko">Robert G. Beiko</name>
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<sourceDesc><biblStruct><analytic><title xml:lang="en">Identification of Primary Antimicrobial Resistance Drivers in Agricultural Nontyphoidal Salmonella enterica Serovars by Using Machine Learning.</title>
<author><name sortKey="Maguire, Finlay" sort="Maguire, Finlay" uniqKey="Maguire F" first="Finlay" last="Maguire">Finlay Maguire</name>
<affiliation wicri:level="1"><nlm:affiliation>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada.</nlm:affiliation>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia</wicri:regionArea>
<wicri:noRegion>Nova Scotia</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Rehman, Muhammad Attiq" sort="Rehman, Muhammad Attiq" uniqKey="Rehman M" first="Muhammad Attiq" last="Rehman">Muhammad Attiq Rehman</name>
<affiliation wicri:level="1"><nlm:affiliation>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario, Canada.</nlm:affiliation>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario</wicri:regionArea>
<wicri:noRegion>Ontario</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Carrillo, Catherine" sort="Carrillo, Catherine" uniqKey="Carrillo C" first="Catherine" last="Carrillo">Catherine Carrillo</name>
<affiliation wicri:level="1"><nlm:affiliation>Canadian Food Inspection Agency (CFIA), Ottawa, Ontario, Canada.</nlm:affiliation>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Canadian Food Inspection Agency (CFIA), Ottawa, Ontario</wicri:regionArea>
<wicri:noRegion>Ontario</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Diarra, Moussa S" sort="Diarra, Moussa S" uniqKey="Diarra M" first="Moussa S" last="Diarra">Moussa S. Diarra</name>
<affiliation wicri:level="1"><nlm:affiliation>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario, Canada moussa.diarra@canada.ca.</nlm:affiliation>
<country wicri:rule="url">Canada</country>
<wicri:regionArea>Guelph Research and Development Center, Agriculture and Agri-Food Canada (AAFC), Guelph, Ontario</wicri:regionArea>
<wicri:noRegion>Ontario</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Beiko, Robert G" sort="Beiko, Robert G" uniqKey="Beiko R" first="Robert G" last="Beiko">Robert G. Beiko</name>
<affiliation wicri:level="1"><nlm:affiliation>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada.</nlm:affiliation>
<country xml:lang="fr">Canada</country>
<wicri:regionArea>Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia</wicri:regionArea>
<wicri:noRegion>Nova Scotia</wicri:noRegion>
</affiliation>
</author>
</analytic>
<series><title level="j">mSystems</title>
<idno type="ISSN">2379-5077</idno>
<imprint><date when="2019" type="published">2019</date>
</imprint>
</series>
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<front><div type="abstract" xml:lang="en">Nontyphoidal <i>Salmonella</i>
(NTS) is a leading global cause of bacterial foodborne morbidity and mortality. Our ability to treat severe NTS infections has been impaired by increasing antimicrobial resistance (AMR). To understand and mitigate the global health crisis AMR represents, we need to link the observed resistance phenotypes with their underlying genomic mechanisms. Broiler chickens represent a key reservoir and vector for NTS infections, but isolates from this setting have been characterized in only very low numbers relative to clinical isolates. In this study, we sequenced and assembled 97 genomes encompassing 7 serotypes isolated from broiler chicken in farms in British Columbia between 2005 and 2008. Through application of machine learning (ML) models to predict the observed AMR phenotype from this genomic data, we were able to generate highly (0.92 to 0.99) precise logistic regression models using known AMR gene annotations as features for 7 antibiotics (amoxicillin-clavulanic acid, ampicillin, cefoxitin, ceftiofur, ceftriaxone, streptomycin, and tetracycline). Similarly, we also trained "reference-free" k-mer-based set-covering machine phenotypic prediction models (0.91 to 1.0 precision) for these antibiotics. By combining the inferred k-mers and logistic regression weights, we identified the primary drivers of AMR for the 7 studied antibiotics in these isolates. With our research representing one of the largest studies of a diverse set of NTS isolates from broiler chicken, we can thus confirm that the <i>AmpC</i>
-like <i>CMY-2</i>
β-lactamase is a primary driver of β-lactam resistance and that the phosphotransferases <i>APH(6)-Id</i>
and <i>APH(3″-Ib)</i>
are the principal drivers of streptomycin resistance in this important ecosystem.<b>IMPORTANCE</b>
Antimicrobial resistance (AMR) represents an existential threat to the function of modern medicine. Genomics and machine learning methods are being increasingly used to analyze and predict AMR. This type of surveillance is very important to try to reduce the impact of AMR. Machine learning models are typically trained using genomic data, but the aspects of the genomes that they use to make predictions are rarely analyzed. In this work, we showed how, by using different types of machine learning models and performing this analysis, it is possible to identify the key genes underlying AMR in nontyphoidal <i>Salmonella</i>
(NTS). NTS is among the leading cause of foodborne illness globally; however, AMR in NTS has not been heavily studied within the food chain itself. Therefore, in this work we performed a broad-scale analysis of the AMR in NTS isolates from commercial chicken farms and identified some priority AMR genes for surveillance.</div>
</front>
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