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Global diversity and antimicrobial resistance of typhoid fever pathogens: Insights from a meta-analysis of 13,000 Salmonella Typhi genomes

BACKGROUND: The Global Typhoid Genomics Consortium was established to bring together the typhoid research community to aggregate and analyse Salmonella enterica serovar Typhi (Typhi) genomic data to inform public health action. This analysis, which marks 22 years since the publication of the first T...

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Autores principales: Carey, Megan E, Dyson, Zoe A, Ingle, Danielle J, Amir, Afreenish, Aworh, Mabel K, Chattaway, Marie Anne, Chew, Ka Lip, Crump, John A, Feasey, Nicholas A, Howden, Benjamin P, Keddy, Karen H, Maes, Mailis, Parry, Christopher M, Van Puyvelde, Sandra, Webb, Hattie E, Afolayan, Ayorinde Oluwatobiloba, Alexander, Anna P, Anandan, Shalini, Andrews, Jason R, Ashton, Philip M, Basnyat, Buddha, Bavdekar, Ashish, Bogoch, Isaac I, Clemens, John D, da Silva, Kesia Esther, De, Anuradha, de Ligt, Joep, Diaz Guevara, Paula Lucia, Dolecek, Christiane, Dutta, Shanta, Ehlers, Marthie M, Francois Watkins, Louise, Garrett, Denise O, Godbole, Gauri, Gordon, Melita A, Greenhill, Andrew R, Griffin, Chelsey, Gupta, Madhu, Hendriksen, Rene S, Heyderman, Robert S, Hooda, Yogesh, Hormazabal, Juan Carlos, Ikhimiukor, Odion O, Iqbal, Junaid, Jacob, Jobin John, Jenkins, Claire, Jinka, Dasaratha Ramaiah, John, Jacob, Kang, Gagandeep, Kanteh, Abdoulie, Kapil, Arti, Karkey, Abhilasha, Kariuki, Samuel, Kingsley, Robert A, Koshy, Roshine Mary, Lauer, AC, Levine, Myron M, Lingegowda, Ravikumar Kadahalli, Luby, Stephen P, Mackenzie, Grant Austin, Mashe, Tapfumanei, Msefula, Chisomo, Mutreja, Ankur, Nagaraj, Geetha, Nagaraj, Savitha, Nair, Satheesh, Naseri, Take K, Nimarota-Brown, Susana, Njamkepo, Elisabeth, Okeke, Iruka N, Perumal, Sulochana Putli Bai, Pollard, Andrew J, Pragasam, Agila Kumari, Qadri, Firdausi, Qamar, Farah N, Rahman, Sadia Isfat Ara, Rambocus, Savitra Devi, Rasko, David A, Ray, Pallab, Robins-Browne, Roy, Rongsen-Chandola, Temsunaro, Rutanga, Jean Pierre, Saha, Samir K, Saha, Senjuti, Saigal, Karnika, Sajib, Mohammad Saiful Islam, Seidman, Jessica C, Shakya, Jivan, Shamanna, Varun, Shastri, Jayanthi, Shrestha, Rajeev, Sia, Sonia, Sikorski, Michael J, Singh, Ashita, Smith, Anthony M, Tagg, Kaitlin A, Tamrakar, Dipesh, Tanmoy, Arif Mohammed, Thomas, Maria, Thomas, Mathew S, Thomsen, Robert, Thomson, Nicholas R, Tupua, Siaosi, Vaidya, Krista, Valcanis, Mary, Veeraraghavan, Balaji, Weill, François-Xavier, Wright, Jackie, Dougan, Gordon, Argimón, Silvia, Keane, Jacqueline A, Aanensen, David M, Baker, Stephen, Holt, Kathryn E
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10506625/
https://www.ncbi.nlm.nih.gov/pubmed/37697804
http://dx.doi.org/10.7554/eLife.85867
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author Carey, Megan E
Dyson, Zoe A
Ingle, Danielle J
Amir, Afreenish
Aworh, Mabel K
Chattaway, Marie Anne
Chew, Ka Lip
Crump, John A
Feasey, Nicholas A
Howden, Benjamin P
Keddy, Karen H
Maes, Mailis
Parry, Christopher M
Van Puyvelde, Sandra
Webb, Hattie E
Afolayan, Ayorinde Oluwatobiloba
Alexander, Anna P
Anandan, Shalini
Andrews, Jason R
Ashton, Philip M
Basnyat, Buddha
Bavdekar, Ashish
Bogoch, Isaac I
Clemens, John D
da Silva, Kesia Esther
De, Anuradha
de Ligt, Joep
Diaz Guevara, Paula Lucia
Dolecek, Christiane
Dutta, Shanta
Ehlers, Marthie M
Francois Watkins, Louise
Garrett, Denise O
Godbole, Gauri
Gordon, Melita A
Greenhill, Andrew R
Griffin, Chelsey
Gupta, Madhu
Hendriksen, Rene S
Heyderman, Robert S
Hooda, Yogesh
Hormazabal, Juan Carlos
Ikhimiukor, Odion O
Iqbal, Junaid
Jacob, Jobin John
Jenkins, Claire
Jinka, Dasaratha Ramaiah
John, Jacob
Kang, Gagandeep
Kanteh, Abdoulie
Kapil, Arti
Karkey, Abhilasha
Kariuki, Samuel
Kingsley, Robert A
Koshy, Roshine Mary
Lauer, AC
Levine, Myron M
Lingegowda, Ravikumar Kadahalli
Luby, Stephen P
Mackenzie, Grant Austin
Mashe, Tapfumanei
Msefula, Chisomo
Mutreja, Ankur
Nagaraj, Geetha
Nagaraj, Savitha
Nair, Satheesh
Naseri, Take K
Nimarota-Brown, Susana
Njamkepo, Elisabeth
Okeke, Iruka N
Perumal, Sulochana Putli Bai
Pollard, Andrew J
Pragasam, Agila Kumari
Qadri, Firdausi
Qamar, Farah N
Rahman, Sadia Isfat Ara
Rambocus, Savitra Devi
Rasko, David A
Ray, Pallab
Robins-Browne, Roy
Rongsen-Chandola, Temsunaro
Rutanga, Jean Pierre
Saha, Samir K
Saha, Senjuti
Saigal, Karnika
Sajib, Mohammad Saiful Islam
Seidman, Jessica C
Shakya, Jivan
Shamanna, Varun
Shastri, Jayanthi
Shrestha, Rajeev
Sia, Sonia
Sikorski, Michael J
Singh, Ashita
Smith, Anthony M
Tagg, Kaitlin A
Tamrakar, Dipesh
Tanmoy, Arif Mohammed
Thomas, Maria
Thomas, Mathew S
Thomsen, Robert
Thomson, Nicholas R
Tupua, Siaosi
Vaidya, Krista
Valcanis, Mary
Veeraraghavan, Balaji
Weill, François-Xavier
Wright, Jackie
Dougan, Gordon
Argimón, Silvia
Keane, Jacqueline A
Aanensen, David M
Baker, Stephen
Holt, Kathryn E
author_facet Carey, Megan E
Dyson, Zoe A
Ingle, Danielle J
Amir, Afreenish
Aworh, Mabel K
Chattaway, Marie Anne
Chew, Ka Lip
Crump, John A
Feasey, Nicholas A
Howden, Benjamin P
Keddy, Karen H
Maes, Mailis
Parry, Christopher M
Van Puyvelde, Sandra
Webb, Hattie E
Afolayan, Ayorinde Oluwatobiloba
Alexander, Anna P
Anandan, Shalini
Andrews, Jason R
Ashton, Philip M
Basnyat, Buddha
Bavdekar, Ashish
Bogoch, Isaac I
Clemens, John D
da Silva, Kesia Esther
De, Anuradha
de Ligt, Joep
Diaz Guevara, Paula Lucia
Dolecek, Christiane
Dutta, Shanta
Ehlers, Marthie M
Francois Watkins, Louise
Garrett, Denise O
Godbole, Gauri
Gordon, Melita A
Greenhill, Andrew R
Griffin, Chelsey
Gupta, Madhu
Hendriksen, Rene S
Heyderman, Robert S
Hooda, Yogesh
Hormazabal, Juan Carlos
Ikhimiukor, Odion O
Iqbal, Junaid
Jacob, Jobin John
Jenkins, Claire
Jinka, Dasaratha Ramaiah
John, Jacob
Kang, Gagandeep
Kanteh, Abdoulie
Kapil, Arti
Karkey, Abhilasha
Kariuki, Samuel
Kingsley, Robert A
Koshy, Roshine Mary
Lauer, AC
Levine, Myron M
Lingegowda, Ravikumar Kadahalli
Luby, Stephen P
Mackenzie, Grant Austin
Mashe, Tapfumanei
Msefula, Chisomo
Mutreja, Ankur
Nagaraj, Geetha
Nagaraj, Savitha
Nair, Satheesh
Naseri, Take K
Nimarota-Brown, Susana
Njamkepo, Elisabeth
Okeke, Iruka N
Perumal, Sulochana Putli Bai
Pollard, Andrew J
Pragasam, Agila Kumari
Qadri, Firdausi
Qamar, Farah N
Rahman, Sadia Isfat Ara
Rambocus, Savitra Devi
Rasko, David A
Ray, Pallab
Robins-Browne, Roy
Rongsen-Chandola, Temsunaro
Rutanga, Jean Pierre
Saha, Samir K
Saha, Senjuti
Saigal, Karnika
Sajib, Mohammad Saiful Islam
Seidman, Jessica C
Shakya, Jivan
Shamanna, Varun
Shastri, Jayanthi
Shrestha, Rajeev
Sia, Sonia
Sikorski, Michael J
Singh, Ashita
Smith, Anthony M
Tagg, Kaitlin A
Tamrakar, Dipesh
Tanmoy, Arif Mohammed
Thomas, Maria
Thomas, Mathew S
Thomsen, Robert
Thomson, Nicholas R
Tupua, Siaosi
Vaidya, Krista
Valcanis, Mary
Veeraraghavan, Balaji
Weill, François-Xavier
Wright, Jackie
Dougan, Gordon
Argimón, Silvia
Keane, Jacqueline A
Aanensen, David M
Baker, Stephen
Holt, Kathryn E
author_sort Carey, Megan E
collection PubMed
description BACKGROUND: The Global Typhoid Genomics Consortium was established to bring together the typhoid research community to aggregate and analyse Salmonella enterica serovar Typhi (Typhi) genomic data to inform public health action. This analysis, which marks 22 years since the publication of the first Typhi genome, represents the largest Typhi genome sequence collection to date (n=13,000). METHODS: This is a meta-analysis of global genotype and antimicrobial resistance (AMR) determinants extracted from previously sequenced genome data and analysed using consistent methods implemented in open analysis platforms GenoTyphi and Pathogenwatch. RESULTS: Compared with previous global snapshots, the data highlight that genotype 4.3.1 (H58) has not spread beyond Asia and Eastern/Southern Africa; in other regions, distinct genotypes dominate and have independently evolved AMR. Data gaps remain in many parts of the world, and we show the potential of travel-associated sequences to provide informal ‘sentinel’ surveillance for such locations. The data indicate that ciprofloxacin non-susceptibility (>1 resistance determinant) is widespread across geographies and genotypes, with high-level ciprofloxacin resistance (≥3 determinants) reaching 20% prevalence in South Asia. Extensively drug-resistant (XDR) typhoid has become dominant in Pakistan (70% in 2020) but has not yet become established elsewhere. Ceftriaxone resistance has emerged in eight non-XDR genotypes, including a ciprofloxacin-resistant lineage (4.3.1.2.1) in India. Azithromycin resistance mutations were detected at low prevalence in South Asia, including in two common ciprofloxacin-resistant genotypes. CONCLUSIONS: The consortium’s aim is to encourage continued data sharing and collaboration to monitor the emergence and global spread of AMR Typhi, and to inform decision-making around the introduction of typhoid conjugate vaccines (TCVs) and other prevention and control strategies. FUNDING: No specific funding was awarded for this meta-analysis. Coordinators were supported by fellowships from the European Union (ZAD received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant agreement No 845681), the Wellcome Trust (SB, Wellcome Trust Senior Fellowship), and the National Health and Medical Research Council (DJI is supported by an NHMRC Investigator Grant [GNT1195210]).
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spelling pubmed-105066252023-09-19 Global diversity and antimicrobial resistance of typhoid fever pathogens: Insights from a meta-analysis of 13,000 Salmonella Typhi genomes Carey, Megan E Dyson, Zoe A Ingle, Danielle J Amir, Afreenish Aworh, Mabel K Chattaway, Marie Anne Chew, Ka Lip Crump, John A Feasey, Nicholas A Howden, Benjamin P Keddy, Karen H Maes, Mailis Parry, Christopher M Van Puyvelde, Sandra Webb, Hattie E Afolayan, Ayorinde Oluwatobiloba Alexander, Anna P Anandan, Shalini Andrews, Jason R Ashton, Philip M Basnyat, Buddha Bavdekar, Ashish Bogoch, Isaac I Clemens, John D da Silva, Kesia Esther De, Anuradha de Ligt, Joep Diaz Guevara, Paula Lucia Dolecek, Christiane Dutta, Shanta Ehlers, Marthie M Francois Watkins, Louise Garrett, Denise O Godbole, Gauri Gordon, Melita A Greenhill, Andrew R Griffin, Chelsey Gupta, Madhu Hendriksen, Rene S Heyderman, Robert S Hooda, Yogesh Hormazabal, Juan Carlos Ikhimiukor, Odion O Iqbal, Junaid Jacob, Jobin John Jenkins, Claire Jinka, Dasaratha Ramaiah John, Jacob Kang, Gagandeep Kanteh, Abdoulie Kapil, Arti Karkey, Abhilasha Kariuki, Samuel Kingsley, Robert A Koshy, Roshine Mary Lauer, AC Levine, Myron M Lingegowda, Ravikumar Kadahalli Luby, Stephen P Mackenzie, Grant Austin Mashe, Tapfumanei Msefula, Chisomo Mutreja, Ankur Nagaraj, Geetha Nagaraj, Savitha Nair, Satheesh Naseri, Take K Nimarota-Brown, Susana Njamkepo, Elisabeth Okeke, Iruka N Perumal, Sulochana Putli Bai Pollard, Andrew J Pragasam, Agila Kumari Qadri, Firdausi Qamar, Farah N Rahman, Sadia Isfat Ara Rambocus, Savitra Devi Rasko, David A Ray, Pallab Robins-Browne, Roy Rongsen-Chandola, Temsunaro Rutanga, Jean Pierre Saha, Samir K Saha, Senjuti Saigal, Karnika Sajib, Mohammad Saiful Islam Seidman, Jessica C Shakya, Jivan Shamanna, Varun Shastri, Jayanthi Shrestha, Rajeev Sia, Sonia Sikorski, Michael J Singh, Ashita Smith, Anthony M Tagg, Kaitlin A Tamrakar, Dipesh Tanmoy, Arif Mohammed Thomas, Maria Thomas, Mathew S Thomsen, Robert Thomson, Nicholas R Tupua, Siaosi Vaidya, Krista Valcanis, Mary Veeraraghavan, Balaji Weill, François-Xavier Wright, Jackie Dougan, Gordon Argimón, Silvia Keane, Jacqueline A Aanensen, David M Baker, Stephen Holt, Kathryn E eLife Epidemiology and Global Health BACKGROUND: The Global Typhoid Genomics Consortium was established to bring together the typhoid research community to aggregate and analyse Salmonella enterica serovar Typhi (Typhi) genomic data to inform public health action. This analysis, which marks 22 years since the publication of the first Typhi genome, represents the largest Typhi genome sequence collection to date (n=13,000). METHODS: This is a meta-analysis of global genotype and antimicrobial resistance (AMR) determinants extracted from previously sequenced genome data and analysed using consistent methods implemented in open analysis platforms GenoTyphi and Pathogenwatch. RESULTS: Compared with previous global snapshots, the data highlight that genotype 4.3.1 (H58) has not spread beyond Asia and Eastern/Southern Africa; in other regions, distinct genotypes dominate and have independently evolved AMR. Data gaps remain in many parts of the world, and we show the potential of travel-associated sequences to provide informal ‘sentinel’ surveillance for such locations. The data indicate that ciprofloxacin non-susceptibility (>1 resistance determinant) is widespread across geographies and genotypes, with high-level ciprofloxacin resistance (≥3 determinants) reaching 20% prevalence in South Asia. Extensively drug-resistant (XDR) typhoid has become dominant in Pakistan (70% in 2020) but has not yet become established elsewhere. Ceftriaxone resistance has emerged in eight non-XDR genotypes, including a ciprofloxacin-resistant lineage (4.3.1.2.1) in India. Azithromycin resistance mutations were detected at low prevalence in South Asia, including in two common ciprofloxacin-resistant genotypes. CONCLUSIONS: The consortium’s aim is to encourage continued data sharing and collaboration to monitor the emergence and global spread of AMR Typhi, and to inform decision-making around the introduction of typhoid conjugate vaccines (TCVs) and other prevention and control strategies. FUNDING: No specific funding was awarded for this meta-analysis. Coordinators were supported by fellowships from the European Union (ZAD received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant agreement No 845681), the Wellcome Trust (SB, Wellcome Trust Senior Fellowship), and the National Health and Medical Research Council (DJI is supported by an NHMRC Investigator Grant [GNT1195210]). eLife Sciences Publications, Ltd 2023-09-12 /pmc/articles/PMC10506625/ /pubmed/37697804 http://dx.doi.org/10.7554/eLife.85867 Text en © 2023, Carey et al https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Epidemiology and Global Health
Carey, Megan E
Dyson, Zoe A
Ingle, Danielle J
Amir, Afreenish
Aworh, Mabel K
Chattaway, Marie Anne
Chew, Ka Lip
Crump, John A
Feasey, Nicholas A
Howden, Benjamin P
Keddy, Karen H
Maes, Mailis
Parry, Christopher M
Van Puyvelde, Sandra
Webb, Hattie E
Afolayan, Ayorinde Oluwatobiloba
Alexander, Anna P
Anandan, Shalini
Andrews, Jason R
Ashton, Philip M
Basnyat, Buddha
Bavdekar, Ashish
Bogoch, Isaac I
Clemens, John D
da Silva, Kesia Esther
De, Anuradha
de Ligt, Joep
Diaz Guevara, Paula Lucia
Dolecek, Christiane
Dutta, Shanta
Ehlers, Marthie M
Francois Watkins, Louise
Garrett, Denise O
Godbole, Gauri
Gordon, Melita A
Greenhill, Andrew R
Griffin, Chelsey
Gupta, Madhu
Hendriksen, Rene S
Heyderman, Robert S
Hooda, Yogesh
Hormazabal, Juan Carlos
Ikhimiukor, Odion O
Iqbal, Junaid
Jacob, Jobin John
Jenkins, Claire
Jinka, Dasaratha Ramaiah
John, Jacob
Kang, Gagandeep
Kanteh, Abdoulie
Kapil, Arti
Karkey, Abhilasha
Kariuki, Samuel
Kingsley, Robert A
Koshy, Roshine Mary
Lauer, AC
Levine, Myron M
Lingegowda, Ravikumar Kadahalli
Luby, Stephen P
Mackenzie, Grant Austin
Mashe, Tapfumanei
Msefula, Chisomo
Mutreja, Ankur
Nagaraj, Geetha
Nagaraj, Savitha
Nair, Satheesh
Naseri, Take K
Nimarota-Brown, Susana
Njamkepo, Elisabeth
Okeke, Iruka N
Perumal, Sulochana Putli Bai
Pollard, Andrew J
Pragasam, Agila Kumari
Qadri, Firdausi
Qamar, Farah N
Rahman, Sadia Isfat Ara
Rambocus, Savitra Devi
Rasko, David A
Ray, Pallab
Robins-Browne, Roy
Rongsen-Chandola, Temsunaro
Rutanga, Jean Pierre
Saha, Samir K
Saha, Senjuti
Saigal, Karnika
Sajib, Mohammad Saiful Islam
Seidman, Jessica C
Shakya, Jivan
Shamanna, Varun
Shastri, Jayanthi
Shrestha, Rajeev
Sia, Sonia
Sikorski, Michael J
Singh, Ashita
Smith, Anthony M
Tagg, Kaitlin A
Tamrakar, Dipesh
Tanmoy, Arif Mohammed
Thomas, Maria
Thomas, Mathew S
Thomsen, Robert
Thomson, Nicholas R
Tupua, Siaosi
Vaidya, Krista
Valcanis, Mary
Veeraraghavan, Balaji
Weill, François-Xavier
Wright, Jackie
Dougan, Gordon
Argimón, Silvia
Keane, Jacqueline A
Aanensen, David M
Baker, Stephen
Holt, Kathryn E
Global diversity and antimicrobial resistance of typhoid fever pathogens: Insights from a meta-analysis of 13,000 Salmonella Typhi genomes
title Global diversity and antimicrobial resistance of typhoid fever pathogens: Insights from a meta-analysis of 13,000 Salmonella Typhi genomes
title_full Global diversity and antimicrobial resistance of typhoid fever pathogens: Insights from a meta-analysis of 13,000 Salmonella Typhi genomes
title_fullStr Global diversity and antimicrobial resistance of typhoid fever pathogens: Insights from a meta-analysis of 13,000 Salmonella Typhi genomes
title_full_unstemmed Global diversity and antimicrobial resistance of typhoid fever pathogens: Insights from a meta-analysis of 13,000 Salmonella Typhi genomes
title_short Global diversity and antimicrobial resistance of typhoid fever pathogens: Insights from a meta-analysis of 13,000 Salmonella Typhi genomes
title_sort global diversity and antimicrobial resistance of typhoid fever pathogens: insights from a meta-analysis of 13,000 salmonella typhi genomes
topic Epidemiology and Global Health
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10506625/
https://www.ncbi.nlm.nih.gov/pubmed/37697804
http://dx.doi.org/10.7554/eLife.85867
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AT kantehabdoulie globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT kapilarti globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT karkeyabhilasha globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT kariukisamuel globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT kingsleyroberta globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT koshyroshinemary globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT lauerac globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT levinemyronm globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT lingegowdaravikumarkadahalli globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT lubystephenp globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT mackenziegrantaustin globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT mashetapfumanei globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT msefulachisomo globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT mutrejaankur globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT nagarajgeetha globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT nagarajsavitha globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT nairsatheesh globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT naseritakek globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT nimarotabrownsusana globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT njamkepoelisabeth globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT okekeirukan globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT perumalsulochanaputlibai globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT pollardandrewj globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT pragasamagilakumari globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT qadrifirdausi globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT qamarfarahn globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT rahmansadiaisfatara globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT rambocussavitradevi globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT raskodavida globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT raypallab globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT robinsbrowneroy globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT rongsenchandolatemsunaro globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT rutangajeanpierre globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT sahasamirk globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT sahasenjuti globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT saigalkarnika globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT sajibmohammadsaifulislam globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT seidmanjessicac globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT shakyajivan globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT shamannavarun globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT shastrijayanthi globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT shrestharajeev globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT siasonia globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT sikorskimichaelj globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT singhashita globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT smithanthonym globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT taggkaitlina globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT tamrakardipesh globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT tanmoyarifmohammed globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT thomasmaria globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT thomasmathews globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT thomsenrobert globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT thomsonnicholasr globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT tupuasiaosi globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT vaidyakrista globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT valcanismary globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT veeraraghavanbalaji globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT weillfrancoisxavier globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT wrightjackie globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT dougangordon globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT argimonsilvia globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT keanejacquelinea globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT aanensendavidm globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT bakerstephen globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT holtkathryne globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes
AT globaldiversityandantimicrobialresistanceoftyphoidfeverpathogensinsightsfromametaanalysisof13000salmonellatyphigenomes