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Lipman DJ, Cherry JL, Strain E, Agarwala R, Musser SM. Genomic perspectives on foodborne illness. Proc Natl Acad Sci U S A 2024; 121:e2411894121. [PMID: 39499629 DOI: 10.1073/pnas.2411894121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Accepted: 09/16/2024] [Indexed: 11/07/2024] Open
Abstract
Whole-genome sequencing of bacterial pathogens is used by public health agencies to link cases of food poisoning caused by the same source of contamination. The vast majority of these appear to be sporadic cases associated with small contamination episodes and do not trigger investigations. A "contamination episode" refers to one or more contamination events from a single source over a period of time. We examine clusters of sequenced clinical isolates of Salmonella, Escherichia coli, Campylobacter, and Listeria that differ by only a small number of mutations (SNPs) to identify features of the underlying contamination episodes. These analyses provide additional evidence that the youngest age groups have greater susceptibility to infection by Salmonella, E. coli, and Campylobacter than older age groups. This age bias is weaker for the common Salmonella serovar Enteritidis than Salmonella in general. A large fraction of the contamination episodes causing sickness appear to have a long duration. For example, 50% of the Salmonella cases are in clusters that persist for almost 3 y. For all four pathogen species, the majority of the cases were part of genetic clusters with illnesses in multiple states and likely to be caused by contaminated commercially distributed foods. Salmonella infections in infants under 3 mo are predominantly acquired from the same contaminated food, pet food, or environmental sources as older individuals, rather than infant formula contaminated during production.
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Affiliation(s)
- David J Lipman
- Food and Drug Administration, Center for Food Safety and Applied Nutrition, Office of Regulatory Science, College Park, MD 20740
| | - Joshua L Cherry
- National Center for Biotechnology Information, National Library of Medicine, NIH, Bethesda, MD 20892
- Division of International Epidemiology and Population Studies, Fogarty International Center, NIH, Bethesda, MD 20892
| | - Errol Strain
- Food and Drug Administration, Center for Food Safety and Applied Nutrition, Office of Regulatory Science, College Park, MD 20740
| | - Richa Agarwala
- National Center for Biotechnology Information, National Library of Medicine, NIH, Bethesda, MD 20892
| | - Steven M Musser
- Food and Drug Administration, Center for Food Safety and Applied Nutrition, Office of Regulatory Science, College Park, MD 20740
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2
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Waters EV, Lee WWY, Ismail Ahmed A, Chattaway MA, Langridge GC. From acute to persistent infection: revealing phylogenomic variations in Salmonella Agona. PLoS Pathog 2024; 20:e1012679. [PMID: 39480892 PMCID: PMC11556752 DOI: 10.1371/journal.ppat.1012679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Revised: 11/12/2024] [Accepted: 10/17/2024] [Indexed: 11/02/2024] Open
Abstract
Salmonella enterica serovar Agona (S. Agona) has been increasingly recognised as a prominent cause of gastroenteritis. This serovar is a strong biofilm former that can undergo genome rearrangement and enter a viable but non-culturable state whilst remaining metabolically active. Similar strategies are employed by S. Typhi, the cause of typhoid fever, during human infection, which are believed to assist with the transition from acute infection to chronic carriage. Here we report S. Agona's ability to persist in people and examine factors that might be contributing to chronic carriage. A review of 2233 S. Agona isolates from UK infections (2004-2020) and associated carriage was undertaken, in which 1155 had short-read sequencing data available. A subset of 207 isolates was selected from different stages of acute and persistent infections within individual patients. The subset underwent long-read sequencing and genome structure (GS) analysis, as well as phenotyping assays including carbon source utilisation and biofilm formation. Associations between genotypes and phenotypes were investigated to compare acute infections to those which progress to chronic. GS analysis revealed the conserved arrangement GS1.0 in 195 isolates, and 8 additional GSs in 12 isolates. These rearranged isolates were typically associated with early, convalescent carriage (3 weeks- 3 months). We also identified an increase in SNP variation during this period of infection. We believe this increase in genome-scale and SNP variation reflects a population expansion after acute S. Agona infection, potentially reflecting an immune evasion mechanism which enables persistent infection to become established.
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Affiliation(s)
- Emma V. Waters
- Microbes and Food Safety, Quadram Institute Bioscience, Norwich, United Kingdom
- Centre for Microbial Interactions, Norwich Research Park, Norwich, United Kingdom
| | - Winnie W. Y. Lee
- Microbes and Food Safety, Quadram Institute Bioscience, Norwich, United Kingdom
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom
| | - Amina Ismail Ahmed
- Gastrointestinal Bacteria Reference Unit, United Kingdom Health Security Agency, London, United Kingdom
| | - Marie-Anne Chattaway
- Gastrointestinal Bacteria Reference Unit, United Kingdom Health Security Agency, London, United Kingdom
- Genomic and Enabling Data Health Protection Research Unit, University of Warwick, Coventry, United Kingdom
| | - Gemma C. Langridge
- Microbes and Food Safety, Quadram Institute Bioscience, Norwich, United Kingdom
- Centre for Microbial Interactions, Norwich Research Park, Norwich, United Kingdom
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Kesby M, Jorgensen F, Willis C, Aird H, Lai S, Sadler-Reeves L, Jenkins C, Chattaway M. The microbiological quality of flour products in the UK with respect to Salmonella and Shiga-toxin-producing Escherichia coli. J Appl Microbiol 2024; 135:lxae183. [PMID: 39025805 DOI: 10.1093/jambio/lxae183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Revised: 06/27/2024] [Accepted: 07/17/2024] [Indexed: 07/20/2024]
Abstract
AIM To investigate the possible contamination of raw flour and raw flour-based products, such as pancake/batter mixes, with Salmonella, generic Escherichia coli, and Shiga-toxin-producing E. coli (STEC). Samples included flours available for sale in the UK over a period of four months (January to April 2020). The Bread and Flour regulations, 1998 state the permitted ingredients in flour and bread but it does not specify the regular monitoring of the microbiological quality of flour and flour-based products. METHODS AND RESULTS Samples of raw flour were collected by local authority sampling officers in accordance with current guidance on microbiological food sampling then transported to the laboratory for examination. Microbiological testing was performed to detect Salmonella spp., generic E. coli, and STEC characterized for the presence of STEC virulence genes: stx1, stx2, and subtypes, eae, ipah, aggR, lt, sth, and stp, using molecular methods Polymerase Chain Reaction (PCR). Of the 882 flours sampled, the incidence of Salmonella was 0.1% (a single positive sample that contained multiple ingredients such as flour, dried egg, and dried milk, milled in the UK), and 68 samples (7.7%) contained generic E. coli at a level of >20 CFU/g. Molecular characterization of flour samples revealed the presence of the Shiga-toxin (stx) gene in 10 samples (5 imported and 5 from the UK) (1.1%), from which STEC was isolated from 7 samples (0.8%). Salmonella and STEC isolates were sequenced to provide further characterization of genotypes and to compare to sequences of human clinical isolates held in the UKHSA archive. Using our interpretive criteria based on genetic similarity, none of the STEC flour isolates correlated with previously observed human cases, while the singular Salmonella serotype Newport isolate from the mixed ingredient product was similar to a human case in 2019, from the UK, of S. Newport. Although there have been no reported human cases of STEC matching the isolates from these flour samples, some of the same serotypes and stx subtypes detected are known to have caused illness in other contexts. CONCLUSION Results indicate that while the incidence was low, there is a potential for the presence of Salmonella and STEC in flour, and a genetic link was demonstrated between a Salmonella isolate from a flour-based product and a human case of salmonellosis.
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Affiliation(s)
- Michelle Kesby
- UK Health Security Agency (UKHSA), Food, Water and Environmental Microbiological Laboratory, Porton SP4 0JG, United Kingdom
| | - Frieda Jorgensen
- UK Health Security Agency (UKHSA), Food, Water and Environmental Microbiological Laboratory, Porton SP4 0JG, United Kingdom
| | - Caroline Willis
- UK Health Security Agency (UKHSA), Food, Water and Environmental Microbiological Laboratory, Porton SP4 0JG, United Kingdom
| | - Heather Aird
- UKHSA, Food, Water and Environmental Microbiological Laboratory, York YO41 1LZ, United Kingdom
| | - Sandra Lai
- UKHSA, Food, Water and Environmental Microbiological Laboratory, London NW9 5EQ, United Kingdom
| | - Lorraine Sadler-Reeves
- UK Health Security Agency (UKHSA), Food, Water and Environmental Microbiological Laboratory, Porton SP4 0JG, United Kingdom
| | - Claire Jenkins
- UKHSA, Gastrointestinal Bacteria Reference Unit, Colindale London NW9 5EQ, United Kingdom
| | - Marie Chattaway
- UKHSA, Gastrointestinal Bacteria Reference Unit, Colindale London NW9 5EQ, United Kingdom
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4
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Ferrer-Bustins N, Yvon C, Martín B, Leclerc V, Leblanc JC, Corominas L, Sabaté S, Tolosa-Muñoz E, Chacón-Villanueva C, Bover-Cid S, Cadel-Six S, Jofré A. Genomic insights of Salmonella isolated from dry fermented sausage production chains in Spain and France. Sci Rep 2024; 14:11660. [PMID: 38777847 PMCID: PMC11111747 DOI: 10.1038/s41598-024-62141-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Accepted: 05/14/2024] [Indexed: 05/25/2024] Open
Abstract
The presence of Salmonella in dry fermented sausages is source of recalls and outbreaks. The genomic diversity of 173 Salmonella isolates from the dry fermented sausage production chains (pig carcasses, pork, and sausages) from France and Spain were investigated through their core phylogenomic relationships and accessory genome profiles. Ten different serovars and thirteen sequence type profiles were identified. The most frequent serovar from sausages was the monophasic variant of S. Typhimurium (1,4,[5],12:i:-, 72%) while S. Derby was in pig carcasses (51%). Phylogenomic clusters found in S. 1,4,[5],12:i:-, S. Derby, S. Rissen and S. Typhimurium serovars identified closely related isolates, with less than 10 alleles and 20 SNPs of difference, displaying Salmonella persistence along the pork production chain. Most of the S. 1,4,[5],12:i:- contained the Salmonella genomic island-4 (SGI-4), Tn21 and IncFIB plasmid. More than half of S. Derby strains contained the SGI-1 and Tn7. S. 1,4,[5],12:i:- genomes carried the most multidrug resistance genes (91% of the strains), whereas extended-spectrum β-lactamase genes were found in Typhimurium and Derby serovars. Salmonella monitoring and characterization in the pork production chains, specially S. 1,4,[5],12:i:- serovar, is of special importance due to its multidrug resistance capacity and persistence in dry fermented sausages.
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Affiliation(s)
- Núria Ferrer-Bustins
- IRTA, Food Safety and Functionality Programme, Finca Camps I Armet s/n, 17121, Monells, Spain
| | - Claire Yvon
- Salmonella and Listeria Unit (SEL), Laboratory for Food Safety, ANSES, Pierre and Marie Curie Street 14, 94700, Maisons-Alfort, France
| | - Belén Martín
- IRTA, Food Safety and Functionality Programme, Finca Camps I Armet s/n, 17121, Monells, Spain
| | - Vincent Leclerc
- Salmonella and Listeria Unit (SEL), Laboratory for Food Safety, ANSES, Pierre and Marie Curie Street 14, 94700, Maisons-Alfort, France
| | - Jean-Charles Leblanc
- Salmonella and Listeria Unit (SEL), Laboratory for Food Safety, ANSES, Pierre and Marie Curie Street 14, 94700, Maisons-Alfort, France
| | - Laura Corominas
- LASPCAT_Girona, Public Health Agency, Department of Health, Government of Catalonia, Sol Street 15, 17004, Gerona, Spain
| | - Sara Sabaté
- Public Health Agency of Barcelona (ASPB), Lesseps Square 1, 08023, Barcelona, Spain
- Sant Pau Institute of Biomedical Research (IIB SANT PAU), Sant Quintí 77-79, 08041, Barcelona, Spain
| | - Eva Tolosa-Muñoz
- Surveillance Service, Food Control and Alerts Management, General Subdirectorate of Food Safety and Health Protection, Department of Health, Government of Catalonia, Roc Boronat Street 81-95, 08005, Barcelona, Spain
| | - Carme Chacón-Villanueva
- Public Health Office, Department of Health, Government of Catalonia, Roc Boronat Street 81-95, 08005, Barcelona, Spain
| | - Sara Bover-Cid
- IRTA, Food Safety and Functionality Programme, Finca Camps I Armet s/n, 17121, Monells, Spain
| | - Sabrina Cadel-Six
- Salmonella and Listeria Unit (SEL), Laboratory for Food Safety, ANSES, Pierre and Marie Curie Street 14, 94700, Maisons-Alfort, France.
| | - Anna Jofré
- IRTA, Food Safety and Functionality Programme, Finca Camps I Armet s/n, 17121, Monells, Spain.
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5
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Lipman DJ, Cherry JL, Strain E, Agarwala R, Musser SM. Genomic perspectives on foodborne illness. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.05.16.24307425. [PMID: 38903069 PMCID: PMC11188124 DOI: 10.1101/2024.05.16.24307425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/22/2024]
Abstract
Whole-genome sequencing of bacterial pathogens is used by public health agencies to link cases of food poisoning caused by the same source of contamination. The vast majority of these appear to be sporadic cases associated with small contamination episodes and do not trigger investigations. We analyzed clusters of sequenced clinical isolates of Salmonella, Escherichia coli, Campylobacter, and Listeria that differ by only a small number of mutations to provide a new understanding of the underlying contamination episodes. These analyses provide new evidence that the youngest age groups have greater susceptibility to infection from Salmonella, Escherichia coli, and Campylobacter than older age groups. This age bias is weaker for the common Salmonella serovar Enteritidis than Salmonella in general. Analysis of these clusters reveals significant regional variations in relative frequencies of Salmonella serovars across the United States. A large fraction of the contamination episodes causing sickness appear to have long duration. For example, 50% of the Salmonella cases are in clusters that persist for almost three years. For all four pathogen species, the majority of the cases were part of genetic clusters with illnesses in multiple states and likely to be caused by contaminated commercially distributed foods. The vast majority of Salmonella cases among infants < 6 months of age appear to be caused by cross-contamination from foods consumed by older age groups or by environmental bacteria rather than infant formula contaminated at production sites.
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Affiliation(s)
- David J. Lipman
- Center for Food Safety and Applied Nutrition, Office of Regulatory Science, College Park, MD, USA
| | - Joshua L. Cherry
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, Maryland, USA
- Division of International Epidemiology and Population Studies, Fogarty International Center, National Institutes of Health, Bethesda, Maryland, USA
| | - Errol Strain
- Center for Food Safety and Applied Nutrition, Office of Regulatory Science, College Park, MD, USA
| | - Richa Agarwala
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, Maryland, USA
| | - Steven M. Musser
- Center for Food Safety and Applied Nutrition, Office of Regulatory Science, College Park, MD, USA
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6
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Piccirilli A, Di Marcantonio S, Costantino V, Simonetti O, Busetti M, Luzzati R, Principe L, Di Domenico M, Rinaldi A, Cammà C, Perilli M. Identification of IncA Plasmid, Harboring blaVIM-1 Gene, in S. enterica Goldcoast ST358 and C. freundii ST62 Isolated in a Hospitalized Patient. Antibiotics (Basel) 2023; 12:1659. [PMID: 38136693 PMCID: PMC10741216 DOI: 10.3390/antibiotics12121659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Revised: 11/21/2023] [Accepted: 11/23/2023] [Indexed: 12/24/2023] Open
Abstract
In the present study, we analyzed the genome of two S. enterica strains TS1 and TS2 from stool and blood cultures, respectively, and one strain of C. freundii TS3, isolated from a single hospitalized patient with acute myeloid leukemia. The S. enterica Goldcoast ST358 (O:8 (C2-C3) serogroup), sequenced by the MiSeq Illumina system, showed the presence of β-lactamase genes (blaVIM-1, blaSHV-12 and blaOXA-10), aadA1, ant(2″)-Ia, aac(6')-Iaa, aac(6')-Ib3, aac(6')-Ib-cr, qnrVC6, parC(T57S), and several incompatibility plasmids. A wide variety of insertion sequences (ISs) and transposon elements were identified. In C. freundii TS3, these were the blaVIM-1, blaCMY-150, and blaSHV-12, aadA1, aac(6')-Ib3, aac(6')-Ib-cr, mph(A), sul1, dfrA14, ARR-2, qnrVC6, and qnrB38. IncA plasmid isolated from E.coli/K12 transconjugant and C. freundii exhibited a sequence identity >99.9%. The transfer of IncA plasmid was evaluated by conjugation experiments.
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Affiliation(s)
- Alessandra Piccirilli
- Department of Biotechnological and Applied Clinical Sciences, University of L’Aquila, 67100 L’Aquila, Italy; (S.D.M.); (M.P.)
| | - Sascia Di Marcantonio
- Department of Biotechnological and Applied Clinical Sciences, University of L’Aquila, 67100 L’Aquila, Italy; (S.D.M.); (M.P.)
| | - Venera Costantino
- Microbiology Unit, Trieste University Hospital (ASUGI), 34125 Trieste, Italy; (V.C.); (M.B.)
| | - Omar Simonetti
- Infectious Diseases Unit, Trieste University Hospital (ASUGI), 34125 Trieste, Italy; (O.S.); (R.L.)
| | - Marina Busetti
- Microbiology Unit, Trieste University Hospital (ASUGI), 34125 Trieste, Italy; (V.C.); (M.B.)
| | - Roberto Luzzati
- Infectious Diseases Unit, Trieste University Hospital (ASUGI), 34125 Trieste, Italy; (O.S.); (R.L.)
| | - Luigi Principe
- Clinical Pathology and Microbiology Unit, “S. Giovanni di Dio” Hospital, 88900 Crotone, Italy;
| | - Marco Di Domenico
- Istituto Zooprofilattico Sperimentale dell’Abruzzo e del Molise, Campo Boario, 64100 Teramo, Italy; (M.D.D.); (A.R.); (C.C.)
| | - Antonio Rinaldi
- Istituto Zooprofilattico Sperimentale dell’Abruzzo e del Molise, Campo Boario, 64100 Teramo, Italy; (M.D.D.); (A.R.); (C.C.)
| | - Cesare Cammà
- Istituto Zooprofilattico Sperimentale dell’Abruzzo e del Molise, Campo Boario, 64100 Teramo, Italy; (M.D.D.); (A.R.); (C.C.)
| | - Mariagrazia Perilli
- Department of Biotechnological and Applied Clinical Sciences, University of L’Aquila, 67100 L’Aquila, Italy; (S.D.M.); (M.P.)
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7
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Alessiani A, La Bella G, Donatiello A, Occhiochiuso G, Faleo S, Didonna A, D’Attoli L, Selicato P, Pedarra C, La Salandra G, Mancini ME, Di Taranto P, Goffredo E. Occurrence of a New Variant of Salmonella Infantis Lacking Somatic Antigen. Microorganisms 2023; 11:2274. [PMID: 37764118 PMCID: PMC10538023 DOI: 10.3390/microorganisms11092274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 09/04/2023] [Accepted: 09/08/2023] [Indexed: 09/29/2023] Open
Abstract
Salmonella Infantis is one of the most frequent serovars reported in broilers and is also regularly identified in human salmonellosis cases, representing a relevant public health problem. In the laboratories of the Istituto Zooprofilattico Sperimentale della Puglia e della Basilicata (IZSPB), six Salmonella Infantis strains with antigenic formula -:r:1,5 have been isolated from the litter and carcass of broilers between 2018 and 2022. The strains were investigated to evaluate their phenotype, antibiotic resistance and genomic profiles. Genomic analysis confirmed that the isolates belonged to the Infantis serotype and to the sequence type ST32. Moreover, all strains showed a multidrug-resistant (MDR) profile and were characterised by the presence of the IncFIB plasmid incompatibility group. Three strains had the blaCTX-M-1 gene, and one of them carried IncX1. The presence of this new variant of S. Infantis is particularly relevant because it could expand the landscape of the S. Infantis population. The absence of the somatic antigen could pose a problem in both isolation and serotyping and a consequent public health concern due to the spread of Salmonella infection.
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Affiliation(s)
- Alessandra Alessiani
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
- Istituto Zooprofilattico Sperimentale dell’Abruzzo e del Molise, Via Campo Boario 1, 64100 Teramo, Italy
| | - Gianfranco La Bella
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Adelia Donatiello
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Gilda Occhiochiuso
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Simona Faleo
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Antonella Didonna
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Luigi D’Attoli
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Patrizia Selicato
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Carmine Pedarra
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Giovanna La Salandra
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Maria Emanuela Mancini
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Pietro Di Taranto
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
| | - Elisa Goffredo
- Istituto Zooprofilattico Sperimentare della Puglia e della Basilicata, Via Manfredonia 20, 71121 Foggia, Italy
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8
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Smith AM, Erasmus LK, Tau NP, Smouse SL, Ngomane HM, Disenyeng B, Whitelaw A, Lawrence CA, Sekwadi P, Thomas J. Enteric fever cluster identification in South Africa using genomic surveillance of Salmonella enterica serovar Typhi. Microb Genom 2023; 9. [PMID: 37339282 DOI: 10.1099/mgen.0.001044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/22/2023] Open
Abstract
The National Institute for Communicable Diseases in South Africa participates in national laboratory-based surveillance for human isolates of Salmonella species. Laboratory analysis includes whole-genome sequencing (WGS) of isolates. We report on WGS-based surveillance of Salmonella enterica serovar Typhi (Salmonella Typhi) in South Africa from 2020 through 2021. We describe how WGS analysis identified clusters of enteric fever in the Western Cape Province of South Africa and describe the epidemiological investigations associated with these clusters. A total of 206 Salmonella Typhi isolates were received for analysis. Genomic DNA was isolated from bacteria and WGS was performed using Illumina NextSeq technology. WGS data were investigated using multiple bioinformatics tools, including those available at the Centre for Genomic Epidemiology, EnteroBase and Pathogenwatch. Core-genome multilocus sequence typing was used to investigate the phylogeny of isolates and identify clusters. Three major clusters of enteric fever were identified in the Western Cape Province; cluster one (n=11 isolates), cluster two (n=13 isolates), and cluster three (n=14 isolates). To date, no likely source has been identified for any of the clusters. All isolates associated with the clusters, showed the same genotype (4.3.1.1.EA1) and resistome (antimicrobial resistance genes: bla TEM-1B, catA1, sul1, sul2, dfrA7). The implementation of genomic surveillance of Salmonella Typhi in South Africa has enabled rapid detection of clusters indicative of possible outbreaks. Cluster identification allows for targeted epidemiological investigations and a timely, coordinated public health response.
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Affiliation(s)
- Anthony Marius Smith
- Centre for Enteric Diseases, National Institute for Communicable Diseases, Division of the National Health Laboratory Service, Johannesburg, South Africa
- Department of Medical Microbiology, Faculty of Health Sciences, University of Pretoria, Pretoria, South Africa
| | - Linda Kathleen Erasmus
- Centre for Enteric Diseases, National Institute for Communicable Diseases, Division of the National Health Laboratory Service, Johannesburg, South Africa
| | - Nomsa Pauline Tau
- Centre for Enteric Diseases, National Institute for Communicable Diseases, Division of the National Health Laboratory Service, Johannesburg, South Africa
| | - Shannon Lucrecia Smouse
- Centre for Enteric Diseases, National Institute for Communicable Diseases, Division of the National Health Laboratory Service, Johannesburg, South Africa
| | - Hlengiwe Mimmy Ngomane
- Centre for Enteric Diseases, National Institute for Communicable Diseases, Division of the National Health Laboratory Service, Johannesburg, South Africa
| | - Bolele Disenyeng
- Centre for Enteric Diseases, National Institute for Communicable Diseases, Division of the National Health Laboratory Service, Johannesburg, South Africa
| | - Andrew Whitelaw
- Department of Pathology, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
- National Health Laboratory Service, Tygerberg Hospital, Cape Town, South Africa
| | - Charlene Ann Lawrence
- Communicable Disease Control, Service Priorities Coordination, Department of Health, Cape Town, South Africa
| | - Phuti Sekwadi
- Centre for Enteric Diseases, National Institute for Communicable Diseases, Division of the National Health Laboratory Service, Johannesburg, South Africa
| | - Juno Thomas
- Centre for Enteric Diseases, National Institute for Communicable Diseases, Division of the National Health Laboratory Service, Johannesburg, South Africa
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9
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Bayliss SC, Locke RK, Jenkins C, Chattaway MA, Dallman TJ, Cowley LA. Rapid geographical source attribution of Salmonella enterica serovar Enteritidis genomes using hierarchical machine learning. eLife 2023; 12:e84167. [PMID: 37042517 PMCID: PMC10147375 DOI: 10.7554/elife.84167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 04/02/2023] [Indexed: 04/13/2023] Open
Abstract
Salmonella enterica serovar Enteritidis is one of the most frequent causes of Salmonellosis globally and is commonly transmitted from animals to humans by the consumption of contaminated foodstuffs. In the UK and many other countries in the Global North, a significant proportion of cases are caused by the consumption of imported food products or contracted during foreign travel, therefore, making the rapid identification of the geographical source of new infections a requirement for robust public health outbreak investigations. Herein, we detail the development and application of a hierarchical machine learning model to rapidly identify and trace the geographical source of S. Enteritidis infections from whole genome sequencing data. 2313 S. Enteritidis genomes, collected by the UKHSA between 2014-2019, were used to train a 'local classifier per node' hierarchical classifier to attribute isolates to four continents, 11 sub-regions, and 38 countries (53 classes). The highest classification accuracy was achieved at the continental level followed by the sub-regional and country levels (macro F1: 0.954, 0.718, 0.661, respectively). A number of countries commonly visited by UK travelers were predicted with high accuracy (hF1: >0.9). Longitudinal analysis and validation with publicly accessible international samples indicated that predictions were robust to prospective external datasets. The hierarchical machine learning framework provided granular geographical source prediction directly from sequencing reads in <4 min per sample, facilitating rapid outbreak resolution and real-time genomic epidemiology. The results suggest additional application to a broader range of pathogens and other geographically structured problems, such as antimicrobial resistance prediction, is warranted.
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Affiliation(s)
- Sion C Bayliss
- Bristol Veterinary School, University of BristolBristolUnited Kingdom
| | - Rebecca K Locke
- Milner Centre for Evolution, Life Sciences Department, University of BathBathUnited Kingdom
- Genomic Laboratory Hub (GLH), Addenbrooke’s Hospital, Cambridge University Hospitals NHS Foundation TrustCambridgeUnited Kingdom
| | - Claire Jenkins
- Gastrointestinal Reference Services, UK Health Security AgencyLondonUnited Kingdom
| | - Marie Anne Chattaway
- Gastrointestinal Reference Services, UK Health Security AgencyLondonUnited Kingdom
| | - Timothy J Dallman
- Institute for Risk Assessment Sciences, Utrecht UniversityUtrechtNetherlands
| | - Lauren A Cowley
- Milner Centre for Evolution, Life Sciences Department, University of BathBathUnited Kingdom
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