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Nagpala MJM, Mora JFB, Pavon RDN, Rivera WL. Genomic characterization of antimicrobial-resistant Salmonella enterica in chicken meat from wet markets in Metro Manila, Philippines. Front Microbiol 2025; 16:1496685. [PMID: 40018668 PMCID: PMC11864941 DOI: 10.3389/fmicb.2025.1496685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2024] [Accepted: 01/13/2025] [Indexed: 03/01/2025] Open
Abstract
The emergence of multidrug-resistant (MDR) Salmonella is recognized as a significant public health problem worldwide. This study investigated the occurrence of MDR Salmonella serovars in chicken meat from wet markets in Metro Manila, Philippines from February to July 2022. Using whole genome sequencing (WGS) and phenotypic antimicrobial resistance (AMR) testing, the serovar, drug resistance, and virulence profiles of Salmonella isolates were characterized. Out of 253 chicken cut samples, 95 S. enterica isolates representing 15 distinct serovars were recovered. The most common was S. enterica serovar Infantis (51.58%), followed by S. Brancaster (9.47%), S. Anatum (7.37%), S. London (7.37%), S. Uganda (6.32%), and S. Derby (4.21%). Phenotypic AMR testing revealed that 73.68% of the isolates were resistant to at least one drug class, and 45.26% were MDR. A wide array of antimicrobial resistance genes (ARGs) associated with resistance to 12 different drug classes was identified, including three β-lactamase gene variants: bla CTX-M-65, bla TEM-1, and bla TEM-176. Some of these ARGs were located on MDR plasmids, such as those on IncFIB(K)_1_Kpn3, IncFIA(HI1)_1_HI1, and IncX1_1. A total of 131 virulence genes were detected, some of which conferred pESI-like characteristics to S. Infantis. These findings highlight a potential public health risk posed by pathogenic MDR Salmonella in chicken meat and underscore the urgent need for further research and coordinated AMR surveillance in the Philippines, aiming to stimulate national efforts to combat AMR.
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Affiliation(s)
- Michael Joseph M. Nagpala
- Pathogen-Host-Environment Interactions Research Laboratory, Institute of Biology, College of Science, University of the Philippines Diliman, Quezon City, Philippines
- Microbiology Division, Institute of Biological Sciences, University of the Philippines Los Baños, College, Laguna, Philippines
| | - Jonah Feliza B. Mora
- Pathogen-Host-Environment Interactions Research Laboratory, Institute of Biology, College of Science, University of the Philippines Diliman, Quezon City, Philippines
| | - Rance Derrick N. Pavon
- Pathogen-Host-Environment Interactions Research Laboratory, Institute of Biology, College of Science, University of the Philippines Diliman, Quezon City, Philippines
| | - Windell L. Rivera
- Pathogen-Host-Environment Interactions Research Laboratory, Institute of Biology, College of Science, University of the Philippines Diliman, Quezon City, Philippines
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Mora JFB, Meclat VYB, Calayag AMB, Campino S, Hafalla JCR, Hibberd ML, Phelan JE, Clark TG, Rivera WL. Genomic analysis of Salmonella enterica from Metropolitan Manila abattoirs and markets reveals insights into circulating virulence and antimicrobial resistance genotypes. Front Microbiol 2024; 14:1304283. [PMID: 38312499 PMCID: PMC10835624 DOI: 10.3389/fmicb.2023.1304283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Accepted: 12/26/2023] [Indexed: 02/06/2024] Open
Abstract
The integration of next-generation sequencing into the identification and characterization of resistant and virulent strains as well as the routine surveillance of foodborne pathogens such as Salmonella enterica have not yet been accomplished in the Philippines. This study investigated the antimicrobial profiles, virulence, and susceptibility of the 105 S. enterica isolates from swine and chicken samples obtained from slaughterhouses and public wet markets in Metropolitan Manila using whole-genome sequence analysis. Four predominant serovars were identified in genotypic serotyping, namely, Infantis (26.7%), Anatum (19.1%), Rissen (18.1%), and London (13.3%). Phenotypic antimicrobial resistance (AMR) profiling revealed that 65% of the isolates were resistant to at least one antibiotic, 37% were multidrug resistant (MDR), and 57% were extended-spectrum β-lactamase producers. Bioinformatic analysis revealed that isolates had resistance genes and plasmids belonging to the Col and Inc plasmid families that confer resistance against tetracycline (64%), sulfonamide (56%), and streptomycin (56%). Further analyses revealed the presence of 155 virulence genes, 42 of which were serovar-specific. The virulence genes primarily code for host immune system modulators, iron acquisition enzyme complexes, host cell invasion proteins, as well as proteins that allow intracellular and intramacrophage survival. This study showed that virulent MDR S. enterica and several phenotypic and genotypic AMR patterns were present in the food chain. It serves as a foundation to understand the current AMR status in the Philippines food chain and to prompt the creation of preventative measures and efficient treatments against foodborne pathogens.
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Affiliation(s)
- Jonah Feliza B Mora
- Pathogen-Host-Environment Interactions Research Laboratory, Institute of Biology, College of Science, University of the Philippines Diliman, Quezon City, Philippines
| | - Vanessa Yvonne B Meclat
- Pathogen-Host-Environment Interactions Research Laboratory, Institute of Biology, College of Science, University of the Philippines Diliman, Quezon City, Philippines
| | - Alyzza Marie B Calayag
- Pathogen-Host-Environment Interactions Research Laboratory, Institute of Biology, College of Science, University of the Philippines Diliman, Quezon City, Philippines
| | - Susana Campino
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Julius C R Hafalla
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Martin L Hibberd
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Jody E Phelan
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Taane G Clark
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, London, United Kingdom
- Department of Infectious Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Windell L Rivera
- Pathogen-Host-Environment Interactions Research Laboratory, Institute of Biology, College of Science, University of the Philippines Diliman, Quezon City, Philippines
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Carey ME, Dyson ZA, Ingle DJ, Amir A, Aworh MK, Chattaway MA, Chew KL, Crump JA, Feasey NA, Howden BP, Keddy KH, Maes M, Parry CM, Van Puyvelde S, Webb HE, Afolayan AO, Alexander AP, Anandan S, Andrews JR, Ashton PM, Basnyat B, Bavdekar A, Bogoch II, Clemens JD, da Silva KE, De A, de Ligt J, Diaz Guevara PL, Dolecek C, Dutta S, Ehlers MM, Francois Watkins L, Garrett DO, Godbole G, Gordon MA, Greenhill AR, Griffin C, Gupta M, Hendriksen RS, Heyderman RS, Hooda Y, Hormazabal JC, Ikhimiukor OO, Iqbal J, Jacob JJ, Jenkins C, Jinka DR, John J, Kang G, Kanteh A, Kapil A, Karkey A, Kariuki S, Kingsley RA, Koshy RM, Lauer AC, Levine MM, Lingegowda RK, Luby SP, Mackenzie GA, Mashe T, Msefula C, Mutreja A, Nagaraj G, Nagaraj S, Nair S, Naseri TK, Nimarota-Brown S, Njamkepo E, Okeke IN, Perumal SPB, Pollard AJ, Pragasam AK, Qadri F, Qamar FN, Rahman SIA, Rambocus SD, Rasko DA, Ray P, Robins-Browne R, Rongsen-Chandola T, Rutanga JP, Saha SK, Saha S, Saigal K, Sajib MSI, Seidman JC, Shakya J, Shamanna V, Shastri J, Shrestha R, Sia S, Sikorski MJ, Singh A, Smith AM, Tagg KA, Tamrakar D, Tanmoy AM, Thomas M, Thomas MS, et alCarey ME, Dyson ZA, Ingle DJ, Amir A, Aworh MK, Chattaway MA, Chew KL, Crump JA, Feasey NA, Howden BP, Keddy KH, Maes M, Parry CM, Van Puyvelde S, Webb HE, Afolayan AO, Alexander AP, Anandan S, Andrews JR, Ashton PM, Basnyat B, Bavdekar A, Bogoch II, Clemens JD, da Silva KE, De A, de Ligt J, Diaz Guevara PL, Dolecek C, Dutta S, Ehlers MM, Francois Watkins L, Garrett DO, Godbole G, Gordon MA, Greenhill AR, Griffin C, Gupta M, Hendriksen RS, Heyderman RS, Hooda Y, Hormazabal JC, Ikhimiukor OO, Iqbal J, Jacob JJ, Jenkins C, Jinka DR, John J, Kang G, Kanteh A, Kapil A, Karkey A, Kariuki S, Kingsley RA, Koshy RM, Lauer AC, Levine MM, Lingegowda RK, Luby SP, Mackenzie GA, Mashe T, Msefula C, Mutreja A, Nagaraj G, Nagaraj S, Nair S, Naseri TK, Nimarota-Brown S, Njamkepo E, Okeke IN, Perumal SPB, Pollard AJ, Pragasam AK, Qadri F, Qamar FN, Rahman SIA, Rambocus SD, Rasko DA, Ray P, Robins-Browne R, Rongsen-Chandola T, Rutanga JP, Saha SK, Saha S, Saigal K, Sajib MSI, Seidman JC, Shakya J, Shamanna V, Shastri J, Shrestha R, Sia S, Sikorski MJ, Singh A, Smith AM, Tagg KA, Tamrakar D, Tanmoy AM, Thomas M, Thomas MS, Thomsen R, Thomson NR, Tupua S, Vaidya K, Valcanis M, Veeraraghavan B, Weill FX, Wright J, Dougan G, Argimón S, Keane JA, Aanensen DM, Baker S, Holt KE. Global diversity and antimicrobial resistance of typhoid fever pathogens: Insights from a meta-analysis of 13,000 Salmonella Typhi genomes. eLife 2023; 12:e85867. [PMID: 37697804 PMCID: PMC10506625 DOI: 10.7554/elife.85867] [Show More Authors] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Accepted: 08/02/2023] [Indexed: 09/13/2023] Open
Abstract
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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Affiliation(s)
- Megan E Carey
- Cambridge Institute of Therapeutic Immunology and Infectious Disease (CITIID), University of Cambridge School of Clinical Medicine, Cambridge Biomedical CampusCambridgeUnited Kingdom
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene & Tropical MedicineLondonUnited Kingdom
- IAVI, Chelsea & Westminster HospitalLondonUnited Kingdom
| | - Zoe A Dyson
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene & Tropical MedicineLondonUnited Kingdom
- Department of Infectious Diseases, Central Clinical School, Monash UniversityMelbourneAustralia
- Wellcome Sanger Institute, Wellcome Genome CampusHinxtonUnited Kingdom
| | - Danielle J Ingle
- Department of Microbiology and Immunology at the Peter Doherty Institute for Infection and Immunity, The University of MelbourneMelbourneAustralia
| | | | - Mabel K Aworh
- Nigeria Field Epidemiology and Laboratory Training ProgrammeAbujaNigeria
- College of Veterinary Medicine, North Carolina State UniversityRaleighUnited States
| | | | - Ka Lip Chew
- National University HospitalSingaporeSingapore
| | - John A Crump
- Centre for International Health, University of OtagoDunedinNew Zealand
| | - Nicholas A Feasey
- Department of Clinical Sciences, Liverpool School of Tropical MedicineLiverpoolUnited Kingdom
- Malawi-Liverpool Wellcome Programme, Kamuzu University of Health SciencesBlantyreMalawi
| | - Benjamin P Howden
- Centre for Pathogen Genomics, Department of Microbiology and Immunology, University of Melbourne at Doherty Institute for Infection and ImmunityMelbourneAustralia
- Microbiological Diagnostic Unit Public Health Laboratory, The University of Melbourne at the Peter Doherty Institute for Infection and ImmunityMelbourneAustralia
| | | | - Mailis Maes
- Cambridge Institute of Therapeutic Immunology and Infectious Disease (CITIID), University of Cambridge School of Clinical Medicine, Cambridge Biomedical CampusCambridgeUnited Kingdom
| | - Christopher M Parry
- Department of Clinical Sciences, Liverpool School of Tropical MedicineLiverpoolUnited Kingdom
| | - Sandra Van Puyvelde
- Cambridge Institute of Therapeutic Immunology and Infectious Disease (CITIID), University of Cambridge School of Clinical Medicine, Cambridge Biomedical CampusCambridgeUnited Kingdom
- University of AntwerpAntwerpBelgium
| | - Hattie E Webb
- Centers for Disease Control and PreventionAtlantaUnited States
| | - Ayorinde Oluwatobiloba Afolayan
- Global Health Research Unit (GHRU) for the Genomic Surveillance of Antimicrobial Resistance, Faculty of Pharmacy, University of IbadanIbadanNigeria
| | | | - Shalini Anandan
- Department of Clinical Microbiology, Christian Medical CollegeVelloreIndia
| | - Jason R Andrews
- Division of Infectious Diseases and Geographic Medicine, Stanford UniversityStanfordUnited States
| | - Philip M Ashton
- Malawi-Liverpool Wellcome ProgrammeBlantyreMalawi
- Institute of Infection, Veterinary and Ecological Sciences, University of LiverpoolLiverpoolUnited Kingdom
| | - Buddha Basnyat
- Oxford University Clinical Research Unit NepalKathmanduNepal
| | | | - Isaac I Bogoch
- Department of Medicine, Division of Infectious Diseases, University of TorontoTorontoCanada
| | - John D Clemens
- International Vaccine InstituteSeoulRepublic of Korea
- International Centre for Diarrhoeal Disease ResearchDhakaBangladesh
- UCLA Fielding School of Public HealthLos AngelesUnited States
- Korea UniversitySeoulRepublic of Korea
| | - Kesia Esther da Silva
- Division of Infectious Diseases and Geographic Medicine, Stanford UniversityStanfordUnited States
| | - Anuradha De
- Topiwala National Medical CollegeMumbaiIndia
| | - Joep de Ligt
- ESR, Institute of Environmental Science and Research Ltd., PoriruaWellingtonNew Zealand
| | | | - Christiane Dolecek
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of OxfordOxfordUnited Kingdom
- Mahidol Oxford Tropical Medicine Research Unit, Mahidol UniversityBangkokThailand
| | - Shanta Dutta
- ICMR - National Institute of Cholera & Enteric DiseasesKolkataIndia
| | - Marthie M Ehlers
- Department of Medical Microbiology, Faculty of Health Sciences, University of PretoriaPretoriaSouth Africa
- Department of Medical Microbiology, Tshwane Academic Division, National Health Laboratory ServicePretoriaSouth Africa
| | | | | | - Gauri Godbole
- United Kingdom Health Security AgencyLondonUnited Kingdom
| | - Melita A Gordon
- Institute of Infection, Veterinary and Ecological Sciences, University of LiverpoolLiverpoolUnited Kingdom
| | - Andrew R Greenhill
- Federation University AustraliaChurchillAustralia
- Papua New Guinea Institute of Medical ResearchGorokaPapua New Guinea
| | - Chelsey Griffin
- Centers for Disease Control and PreventionAtlantaUnited States
| | - Madhu Gupta
- Post Graduate Institute of Medical Education and ResearchChandigarhIndia
| | | | - Robert S Heyderman
- Research Department of Infection, Division of Infection and Immunity, University College LondonLondonUnited Kingdom
| | | | - Juan Carlos Hormazabal
- Bacteriologia, Subdepartamento de Enfermedades Infecciosas, Departamento de Laboratorio Biomedico, Instituto de Salud Publica de Chile (ISP)SantiagoChile
| | - Odion O Ikhimiukor
- Global Health Research Unit (GHRU) for the Genomic Surveillance of Antimicrobial Resistance, Faculty of Pharmacy, University of IbadanIbadanNigeria
| | - Junaid Iqbal
- Department of Pediatrics and Child Health, Aga Khan UniversityKarachiPakistan
| | - Jobin John Jacob
- Department of Clinical Microbiology, Christian Medical CollegeVelloreIndia
| | - Claire Jenkins
- United Kingdom Health Security AgencyLondonUnited Kingdom
| | | | - Jacob John
- Department of Community Health, Christian Medical CollegeVelloreIndia
| | - Gagandeep Kang
- Department of Community Health, Christian Medical CollegeVelloreIndia
| | - Abdoulie Kanteh
- Medical Research Council Unit The Gambia at London School Hygiene & Tropical MedicineFajaraGambia
| | - Arti Kapil
- All India Institute of Medical SciencesDelhiIndia
| | | | - Samuel Kariuki
- Centre for Microbiology Research, Kenya Medical Research InstituteNairobiKenya
| | | | | | - AC Lauer
- Centers for Disease Control and PreventionAtlantaUnited States
| | - Myron M Levine
- Center for Vaccine Development and Global Health (CVD), University of Maryland School of Medicine, Baltimore, Maryland, USABaltimoreUnited States
| | | | - Stephen P Luby
- Division of Infectious Diseases and Geographic Medicine, Stanford UniversityStanfordUnited States
| | - Grant Austin Mackenzie
- Medical Research Council Unit The Gambia at London School Hygiene & Tropical MedicineFajaraGambia
| | - Tapfumanei Mashe
- National Microbiology Reference LaboratoryHarareZimbabwe
- World Health OrganizationHarareZimbabwe
| | | | - Ankur Mutreja
- Cambridge Institute of Therapeutic Immunology and Infectious Disease (CITIID), University of Cambridge School of Clinical Medicine, Cambridge Biomedical CampusCambridgeUnited Kingdom
| | - Geetha Nagaraj
- Central Research Laboratory, Kempegowda Institute of Medical SciencesBengaluruIndia
| | | | - Satheesh Nair
- United Kingdom Health Security AgencyLondonUnited Kingdom
| | | | | | | | - Iruka N Okeke
- Global Health Research Unit (GHRU) for the Genomic Surveillance of Antimicrobial Resistance, Faculty of Pharmacy, University of IbadanIbadanNigeria
| | | | - Andrew J Pollard
- Oxford Vaccine Group, Department of Paediatrics, University of OxfordOxfordUnited Kingdom
- The NIHR Oxford Biomedical Research CentreOxfordUnited Kingdom
| | | | - Firdausi Qadri
- International Centre for Diarrhoeal Disease ResearchDhakaBangladesh
| | - Farah N Qamar
- Department of Pediatrics and Child Health, Aga Khan UniversityKarachiPakistan
| | | | - Savitra Devi Rambocus
- Microbiological Diagnostic Unit Public Health Laboratory, The University of Melbourne at the Peter Doherty Institute for Infection and ImmunityMelbourneAustralia
| | - David A Rasko
- Department of Microbiology and Immunology, University of Maryland School of MedicineBaltimoreUnited States
- Institute for Genome Sciences, University of Maryland School of MedicineBaltimoreUnited States
| | - Pallab Ray
- Post Graduate Institute of Medical Education and ResearchChandigarhIndia
| | - Roy Robins-Browne
- Department of Microbiology and Immunology at the Peter Doherty Institute for Infection and Immunity, The University of MelbourneMelbourneAustralia
- Murdoch Children’s Research Institute, Royal Children’s HospitalParkvilleAustralia
| | | | | | | | | | | | - Mohammad Saiful Islam Sajib
- Child Health Research FoundationDhakaBangladesh
- Institute of Biodiversity, Animal Health and Comparative Medicine, University of GlasgowGlasgowUnited Kingdom
| | | | - Jivan Shakya
- Dhulikhel HospitalDhulikhelNepal
- Institute for Research in Science and TechnologyKathmanduNepal
| | - Varun Shamanna
- Central Research Laboratory, Kempegowda Institute of Medical SciencesBengaluruIndia
| | - Jayanthi Shastri
- Topiwala National Medical CollegeMumbaiIndia
- Kasturba Hospital for Infectious DiseasesMumbaiIndia
| | - Rajeev Shrestha
- Center for Infectious Disease Research & Surveillance, Dhulikhel Hospital, Kathmandu University HospitalDhulikhelNepal
| | - Sonia Sia
- Research Institute for Tropical Medicine, Department of HealthMuntinlupa CityPhilippines
| | - Michael J Sikorski
- Center for Vaccine Development and Global Health (CVD), University of Maryland School of Medicine, Baltimore, Maryland, USABaltimoreUnited States
- Department of Microbiology and Immunology, University of Maryland School of MedicineBaltimoreUnited States
- Institute for Genome Sciences, University of Maryland School of MedicineBaltimoreUnited States
| | | | - Anthony M Smith
- Centre for Enteric Diseases, National Institute for Communicable DiseasesJohannesburgSouth Africa
| | - Kaitlin A Tagg
- Centers for Disease Control and PreventionAtlantaUnited States
| | - Dipesh Tamrakar
- Center for Infectious Disease Research & Surveillance, Dhulikhel Hospital, Kathmandu University HospitalDhulikhelNepal
| | | | - Maria Thomas
- Christian Medical College, LudhianaLudhianaIndia
| | | | | | | | - Siaosi Tupua
- Ministry of Health, Government of SamoaApiaSamoa
| | | | - Mary Valcanis
- Microbiological Diagnostic Unit Public Health Laboratory, The University of Melbourne at the Peter Doherty Institute for Infection and ImmunityMelbourneAustralia
| | | | | | - Jackie Wright
- ESR, Institute of Environmental Science and Research Ltd., PoriruaWellingtonNew Zealand
| | - Gordon Dougan
- Cambridge Institute of Therapeutic Immunology and Infectious Disease (CITIID), University of Cambridge School of Clinical Medicine, Cambridge Biomedical CampusCambridgeUnited Kingdom
| | - Silvia Argimón
- Centre for Genomic Pathogen Surveillance, Big Data Institute, University of OxfordOxfordUnited Kingdom
| | - Jacqueline A Keane
- Cambridge Institute of Therapeutic Immunology and Infectious Disease (CITIID), University of Cambridge School of Clinical Medicine, Cambridge Biomedical CampusCambridgeUnited Kingdom
| | - David M Aanensen
- Centre for Genomic Pathogen Surveillance, Big Data Institute, University of OxfordOxfordUnited Kingdom
| | - Stephen Baker
- Cambridge Institute of Therapeutic Immunology and Infectious Disease (CITIID), University of Cambridge School of Clinical Medicine, Cambridge Biomedical CampusCambridgeUnited Kingdom
- IAVI, Chelsea & Westminster HospitalLondonUnited Kingdom
| | - Kathryn E Holt
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene & Tropical MedicineLondonUnited Kingdom
- Department of Infectious Diseases, Central Clinical School, Monash UniversityMelbourneAustralia
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