Genomic Signature of Multidrug-Resistant Salmonella enterica Serovar Typhi Isolates Related to a Massive Outbreak in Zambia between 2010 and 2012
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Retrospectively, we investigated the epidemiology of a massive Salmonella enterica serovar Typhi outbreak in Zambia during 2010 to 2012. Ninety-four isolates were susceptibility tested by MIC determinations. Whole-genome sequence typing (WGST) of 33 isolates and bioinformatic analysis identified the multilocus sequence type (MLST), haplotype, plasmid replicon, antimicrobial resistance genes, and genetic relatedness by single nucleotide polymorphism (SNP) analysis and genomic deletions. The outbreak affected 2,040 patients, with a fatality rate of 0.5%. Most (83.0%) isolates were multidrug resistant (MDR). The isolates belonged to MLST ST1 and a new variant of the haplotype, H58B. Most isolates contained a chromosomally translocated region containing seven antimicrobial resistance genes, catA1 , bla TEM-1 , dfrA7 , sul1 , sul2 , strA , and strB , and fragments of the incompatibility group Q1 (IncQ1) plasmid replicon, the class 1 integron, and the mer operon. The genomic analysis revealed 415 SNP differences overall and 35 deletions among 33 of the isolates subjected to whole-genome sequencing. In comparison with other genomes of H58, the Zambian isolates separated from genomes from Central Africa and India by 34 and 52 SNPs, respectively. The phylogenetic analysis indicates that 32 of the 33 isolates sequenced belonged to a tight clonal group distinct from other H58 genomes included in the study. The small numbers of SNPs identified within this group are consistent with the short-term transmission that can be expected over a period of 2 years. The phylogenetic analysis and deletions suggest that a single MDR clone was responsible for the outbreak, during which occasional other S . Typhi lineages, including sensitive ones, continued to cocirculate. The common view is that the emerging global S . Typhi haplotype, H58B, containing the MDR IncHI1 plasmid is responsible for the majority of typhoid infections in Asia and sub-Saharan Africa; we found that a new variant of the haplotype harboring a chromosomally translocated region containing the MDR islands of IncHI1 plasmid has emerged in Zambia. This could change the perception of the term “classical MDR typhoid” currently being solely associated with the IncHI1 plasmid. It might be more common than presently thought that S . Typhi haplotype H58B harbors the IncHI1 plasmid or a chromosomally translocated MDR region or both.
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Subclade 4.3.1 (previously haplotype 58) is the predominant multidrug-resistant genotype in sub-Saharan Africa, with a prevalence ranging from 60.4% to 97%.
“Subclade 4.3.1 (previously haplotype 58) is the predominant MDR genotype in SSA, 75 with a prevalence ranging from 60.4% to 97%”
From Antimicrobial Resistance Rates and Surveillance in Sub-Saharan Africa: Where Are We Now? (2022) · cites this paper as [77]
The Discussion (p. 9) describes MDR haplotype H58B as responsible for the majority of typhoid infections in Asia and sub-Saharan Africa, supporting the predominance claim. The paper does not use the designation 4.3.1 or report the stated 60.4%–97% prevalence range; its Results (p. 5) instead describe an H58B variant among the Zambian isolates. (LLM, conf=0.82)
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- [1]1. Parry CM, Hien TT, Dougan G, White NJ, Farrar JJ. 2002. Typhoid fever. N Engl J Med 347: 1770-1782. http://dx.doi.org/10.1056/NEJMra 020201. · DOI
- [3]3. Crump JA, Mintz ED. 2010. Global trends in typhoid and paratyphoid fever. Clin Infect Dis 50: 241-246. http://dx.doi.org/10.1086/649541. · DOI
- [4]4. Hendriksen RS, Vieira AR, Karlsmose S, Lo Fo Wong DM, Jensen AB, Wegener HC, Aarestrup FM. 14 April 2011, posting date. Global monitoring of Salmonella serovar distribution from the World Health Organization Global Foodborne Infections Network Country Data Bank: results of quality assured laboratories from 2001 to 2007. Foodborne Pathog Dis http://dx.doi.org/10.1089/fpd.2010.0787. · DOI
- [5]5. Mogasale V, Maskery B, Ochiai RL, Lee JS, Mogasale VV, Ramani E, Kim YE, Park JK, Wierzba TF. 2014. Burden of typhoid fever in lowincome and middle-income countries: a systematic, literature-based update with risk-factor adjustment. Lancet Glob Health 2: e570-e580. http: //dx.doi.org/10.1016/S2214-109X(14)70301-8. · DOI
- [6]6. Morpeth SC, Ramadhani HO, Crump JA. 2009. Invasive non-Typhi Salmonella disease in Africa. Clin Infect Dis 49: 606-611.http://dx.doi.org /10.1086/603553. · DOI
- [8]8. Lunguya O, Phoba MF, Mundeke SA, Bonebe E, Mukadi P, Muyembe JJ, Verhaegen J, Jacobs J. 2012. The diagnosis of typhoid fever in the Democratic Republic of the Congo. Trans R Soc Trop Med Hyg 106: 348355. http://dx.doi.org/10.1016/j.trstmh.2012.03.006. · DOI
- [9]9. Mtove G, Amos B, von Seidlein L, Hendriksen I, Mwambuli A, Kimera J, Mallahiyo R, Kim DR, Ochiai RL, Clemens JD, Reyburn H, Magesa S, Deen JL. 2010. Invasive salmonellosis among children admitted to a rural Tanzanian hospital and a comparison with previous studies. PLoS One 5: e9244. http://dx.doi.org/10.1371/journal.pone.0009244. · DOI
- [10]10. Neil KP, Sodha SV, Lukwago L, Tipo S, Mikoleit M, Simington SD, Mukobi P, Balinandi S, Majalija S, Ayers J, Kagirita A, Wefula E, Asiimwe F, Kweyamba V, Talkington D, Shieh WJ, Adem P, Batten BC, Zaki SR, Mintz E. 2012. A large outbreak of typhoid fever associated with a high rate of intestinal perforation in Kasese District, Uganda, 20082009. Clin Infect Dis 54: 1091-1099. http://dx.doi.org/10.1093/cid/cis025. · DOI
- [12]12. Levy H, Diallo S, Tennant SM, Livio S, Sow SO, Tapia M, Fields PI, Mikoleit M, Tamboura B, Kotloff KL, Lagos R, Nataro JP, Galen JE, Levine MM. 2008. PCR method to identify Salmonella enterica serovars Typhi, Paratyphi A, and Paratyphi B among Salmonella isolates from the blood of patients with clinical enteric fever. J Clin Microbiol 46: 18611866. http://dx.doi.org/10.1128/JCM.00109-08. · DOI
- [15]15. Carattoli A, Zankari E, Garcia-Fernandez A, Volby LM, Lund O, Villa L, Aarestrup FM, Hasman H. 28 April 2014. PlasmidFinder and pMLST: in silico detection and typing of plasmids. Antimicrob Agents Chemother http://dx.doi.org/10.1128/AAC.02412-14. · DOI · Paper page
- [16]16. Larsen MV, Cosentino S, Rasmussen S, Friis C, Hasman H, Marvig RL, Jelsbak L, Sicheritz-Ponten T, Ussery DW, Aarestrup FM, Lund O. 2012. Multilocus sequence typing of total-genome-sequenced bacteria. J Clin Microbiol 50: 1355-1361. http://dx.doi.org/10.1128/JCM.06094-11. · DOI
- [17]17. Zankari E, Hasman H, Cosentino S, Vestergaard M, Rasmussen S, Lund O, Aarestrup FM, Larsen MV. 2012. Identification of acquired antimicrobial resistance genes. J Antimicrob Chemother 67: 2640-2644. http: //dx.doi.org/10.1093/jac/dks261. · DOI · Paper page
- [18]18. Sirichote P, Hasman H, Pulsrikarn C, Schonheyder HC, Samulioniene J, Pornruangmong S, Bangtrakulnonth A, Aarestrup FM, Hendriksen RS. 2010. Molecular characterization of extended-spectrum cephalosporinase-producing Salmonella enterica serovar Choleraesuis isolates from patients in Thailand and Denmark. J Clin Microbiol 48: 883-888. http: //dx.doi.org/10.1128/JCM.01792-09. · DOI
- [19]19. Luo R, Liu B, Xie Y, Li Z, Huang W, Yuan J, He G, Chen Y, Pan Q, Liu Y, Tang J, Wu G, Zhang H, Shi Y, Liu Y, Yu C, Wang B, Lu Y, Han C, Cheung DW, Yiu SM, Peng S, Xiaoqian Z, Liu G, Liao X, Li Y, Yang H, Wang J, Lam TW, Wang J. 2012. SOAPdenovo2: an empirically improved memory-efficient short-read de novo assembler. Gigascience 1: 18. http://dx.doi.org/10.1186/2047-217X-1-18. · DOI
- [20]20. Hyatt D, Chen GL, Locascio PF, Land ML, Larimer FW, Hauser LJ. 2010. Prodigal: prokaryotic gene recognition and translation initiation site identification. BMC Bioinformatics 11: 119. http://dx.doi.org/10.1186 /1471-2105-11-119.
- [21]21. Lukjancenko O, Thomsen MC, Volby Larsen M, Ussery DW. 2013. PanFunPro: PAN-genome analysis based on FUNctional PROfiles [v1; ref status: approved with reservations 3, http://f1000r.es/2e1]. F1000Research 2: 265. http://dx.doi.org/10.12688/f1000research.2-265.v1. · DOI
- [22]22. Song Y, Roumagnac P, Weill FX, Wain J, Dolecek C, Mazzoni CJ, Holt KE, Achtman M. 2010. A multiplex single nucleotide polymorphism typing assay for detecting mutations that result in decreased fluoroquinolone susceptibility in Salmonella enterica serovars Typhi and Paratyphi A. J Antimicrob Chemother 65: 1631-1641. http://dx.doi.org/10.1093/jac /dkq175. · DOI
- [23]23. Leekitcharoenphon P, Kaas RS, Thomsen MC, Friis C, Rasmussen S, Aarestrup FM. 2012. snpTree-a web-server to identify and construct SNP trees from whole genome sequence data. BMC Genomics 13 (Suppl 7) : S6. http://dx.doi.org/10.1186/1471-2164-13-S7-S6. · DOI
- [24]24. Delcher AL, Phillippy A, Carlton J, Salzberg SL. 2002. Fast algorithms for large-scale genome alignment and comparison. Nucleic Acids Res 30: 2478-2483. http://dx.doi.org/10.1093/nar/30.11.2478. · DOI · Paper page
- [25]25. Li H, Durbin R. 2009. Fast and accurate short read alignment with Burrows-Wheeler transform. Bioinformatics 25: 1754-1760. http://dx.doi .org/10.1093/bioinformatics/btp324. · DOI · Paper page
- [26]26. Li H, Handsaker B, Wysoker A, Fennell T, Ruan J, Homer N, Marth G, Abecasis G, Durbin R. 2009. The Sequence Alignment/Map format and SAMtools. Bioinformatics 25: 2078-2079. http://dx.doi.org/10.1093/bioinformatics /btp352. · DOI
- [27]27. Tamura K, Peterson D, Peterson N, Stecher G, Nei M, Kumar S. 2011. MEGA5: molecular evolutionary genetics analysis using maximum likelihood, evolutionary distance, and maximum parsimony methods. Mol Biol Evol 28: 2731-2739. http://dx.doi.org/10.1093/molbev/msr121. · DOI
- [28]28. Felsenstein J. 1985. Confidence limits on phylogenies: an approach using the bootstrap. Evolution 39: 783-791. http://dx.doi.org/10.2307/2408678. · DOI
- [30]30. Holt KE, Parkhill J, Mazzoni CJ, Roumagnac P, Weill FX, Goodhead I, Rance R, Baker S, Maskell DJ, Wain J, Dolecek C, Achtman M, Dougan G. 2008. High-throughput sequencing provides insights into genome variation and evolution in Salmonella Typhi. Nat Genet 40: 987-993. http: //dx.doi.org/10.1038/ng.195. · DOI
- [31]31. Rocha EP, Smith JM, Hurst LD, Holden MT, Cooper JE, Smith NH, Feil EJ. 2006. Comparisons of dN/dS are time dependent for closely related bacterial genomes. J Theor Biol 239: 226-235. http://dx.doi.org/10 .1016/j.jtbi.2005.08.037.
- [32]32. Yang Z. 2007. PAML 4: phylogenetic analysis by maximum likelihood. MolBiolEvol 24: 1586-1591. http://dx.doi.org/10.1093/molbev/msm088. · DOI · Paper page
- [33]33. Roumagnac P, Weill FX, Dolecek C, Baker S, Brisse S, Chinh NT, Le TA, Acosta CJ, Farrar J, Dougan G, Achtman M. 2006. Evolutionary history of Salmonella typhi. Science 314: 1301-1304. http://dx.doi.org/10 .1126/science.1134933.
- [20]20. Munyalo A, Teo YY, Holt KE, Kingsley RA, Dougan G. 2010. Typhoid in Kenya is associated with a dominant multidrug-resistant Salmonella enterica serovar Typhi haplotype that is also widespread in Southeast Asia. J Clin Microbiol 48: 2171-2176. http://dx.doi.org/10.1128/JCM.01983-09. · DOI · Paper page
- [35]35. Hallin PF, Binnewies TT, Ussery DW. 2008. The genome BLAST atlas-a GeneWiz extension for visualization of whole-genome homology. Mol Biosyst 4: 363-371. http://dx.doi.org/10.1039/b717118h. · DOI
- [36]36. Slater GS, Birney E. 2005. Automated generation of heuristics for biological sequence comparison. BMC Bioinformatics 6: 31. http://dx.doi.org /10.1186/1471-2105-6-31. · DOI
- [39]39. Izumiya H, Sekizuka T, Nakaya H, Taguchi M, Oguchi A, Ichikawa N, Nishiko R, Yamazaki S, Fujita N, Watanabe H, Ohnishi M, Kuroda M. 2011. Whole-genome analysis of Salmonella enterica serovar Typhimurium T000240 reveals the acquisition of a genomic island involved in multidrug resistance via IS1 derivatives on the chromosome. Antimicrob Agents Chemother 55: 623-630. http://dx.doi.org/10.1128/AAC.01215-10. · DOI
- [40]40. Daly M, Villa L, Pezzella C, Fanning S, Carattoli A. 2005. Comparison of multidrug resistance gene regions between two geographically unrelated Salmonella serotypes. J Antimicrob Chemother 55: 558-561. http: //dx.doi.org/10.1093/jac/dki015. · DOI
- [41]41. Miriagou V, Carattoli A, Fanning S. 2006. Antimicrobial resistance islands: resistance gene clusters in Salmonella chromosome and plasmids. Microbes Infect 8: 1923-1930. http://dx.doi.org/10.1016/j.micinf.2005.12 .027. · DOI
- [42]42. Holt KE, Phan MD, Baker S, Duy PT, Nga TV, Nair S, Turner AK, Walsh C, Fanning S, Farrell-Ward S, Dutta S, Kariuki S, Weill FX, Parkhill J, Dougan G, Wain J. 2011. Emergence of a globally dominant IncHI1 plasmid type associated with multiple drug resistant typhoid. PLoS Negl Trop Dis 5: e1245. http://dx.doi.org/10.1371/journal.pntd .0001245. · DOI
- [43]43. Ploy MC, Chainier D, Tran Thi NH, Poilane I, Cruaud P, Denis F, Collignon A, Lambert T. 2003. Integron-associated antibiotic resistance in Salmonella enterica serovar typhi from Asia. Antimicrob Agents Chemother 47: 1427-1429. http://dx.doi.org/10.1128/AAC.47.4.1427-1429.2003. · DOI
- [44]44. Phan MD, Kidgell C, Nair S, Holt KE, Turner AK, Hinds J, Butcher P, Cooke FJ, Thomson NR, Titball R, Bhutta ZA, Hasan R, Dougan G, Wain J. 2009. Variation in Salmonella enterica serovar typhi IncHI1 plasmids during the global spread of resistant typhoid fever. Antimicrob Agents Chemother 53: 716-727. http://dx.doi.org/10.1128/AAC.00645-08. · DOI
- [45]45. Hawkey J, Edwards DJ, Dimovski K, Hiley L, Billman-Jacobe H, Hogg G, Holt KE. 2013. Evidence of microevolution of Salmonella Typhimurium during a series of egg-associated outbreaks linked to a single chicken farm. BMC Genomics 14: 800. http://dx.doi.org/10.1186/1471-2164-14 -800. · DOI
- [46]46. Leekitcharoenphon P, Nielsen EM, Kaas RS, Lund O, Aarestrup FM. 2014. Evaluation of whole genome sequencing for outbreak detection of Salmonella enterica. PLoS One 9: e87991. http://dx.doi.org/10.1371/journal.pone.0087991. · DOI
- [47]47. Okoro CK, Kingsley RA, Connor TR, Harris SR, Parry CM, AlMashhadani MN, Kariuki S, Msefula CL, Gordon MA, de Pinna E, Wain J, Heyderman RS, Obaro S, Alonso PL, Mandomando I, MacLennan CA, Tapia MD, Levine MM, Tennant SM, Parkhill J, Dougan G. 2012. Intracontinental spread of human invasive Salmonella Typhimurium pathovariants in sub-Saharan Africa. Nat Genet 44: 1215-1221. http: //dx.doi.org/10.1038/ng.2423. · DOI
- [48]48. Wain J, Hendriksen RS, Mikoleit ML, Keddy KH, Ochiai RL. 21 October 2014. Typhoid fever. Lancet http://dx.doi.org/10.1016/S0140 -6736(13)62708-7. · DOI
- [49]49. Zaki SA, Karande S. 2011. Multidrug-resistant typhoid fever: a review. J Infect Dev Ctries 5: 324-337. http://dx.doi.org/10.3855/jidc.1405. · DOI
- [50]50. Butler T. 2011. Treatment of typhoid fever in the 21st century: promises and shortcomings. Clin Microbiol Infect 17: 959-963. http://dx.doi.org /10.1111/j.1469-0691.2011.03552.x. · DOI
- [51]51. Al Naiemi N, Zwart B, Rijnsburger MC, Roosendaal R, DebetsOssenkopp YJ, Mulder JA, Fijen CA, Maten W, Vandenbroucke-Grauls CM, Savelkoul PH. 2008. Extended-spectrum-beta-lactamase production in a Salmonella enterica serotype Typhi strain from the Philippines. J Clin Microbiol 46: 2794-2795. http://dx.doi.org/10.1128/JCM.00676-08. · DOI
- [52]52. Kumarasamy K, Krishnan P. 2012. Report of a Salmonella enterica - serovar Typhi isolate from India producing CMY-2 AmpC betalactamase. J Antimicrob Chemother 67: 775-776. http://dx.doi.org/10 .1093/jac/dkr514.
- [53]53. Morita M, Takai N, Terajima J, Watanabe H, Kurokawa M, Sagara H, Ohnishi K, Izumiya H. 2010. Plasmid-mediated resistance to cephalosporins in Salmonella enterica serovar Typhi. Antimicrob Agents Chemother 54: 3991-3992. http://dx.doi.org/10.1128/AAC.00225-10. · DOI
- [54]54. Pfeifer Y, Matten J, Rabsch W. 2009. Salmonella enterica serovar Typhi with CTX-M beta-lactamase, Germany. Emerg Infect Dis 15: 1533-1535. http://dx.doi.org/10.3201/eid1509.090567. · DOI
- [55]55. Rotimi VO, Jamal W, Pal T, Sovenned A, Albert MJ. 2008. Emergence of CTX-M-15 type extended-spectrum beta-lactamase-producing Salmonella spp. in Kuwait and the United Arab Emirates. J Med Microbiol 57: 881-886. http://dx.doi.org/10.1099/jmm.0.47509-0. · DOI
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- Authors
- Hendriksen, R. S., Leekitcharoenphon, P., Lukjancenko, O., Lukwesa-Musyani, C., Tambatamba, B., Mwaba, J., Kalonda, A., Nakazwe, R., Kwenda, G., Jensen, J. D., Svendsen, C. A., Dittmann, K. K., Kaas, R. S., Cavaco, L. M., Aarestrup, F. M., Hasman, H., & Mwansa, J. C. L.
- Affiliations
- WHO Collaborating Centre for Antimicrobial Resistance in Foodborne Pathogens and European Union Reference Laboratory for Antimicrobial Resistance, National Food Institute, Technical University of Denmark, Kongens Lyngby, Denmark
- Technical University of Denmark (DK)
- Department of Pathology and Microbiology, University Teaching Hospital, Lusaka, Zambia
- Ministry of Health (ZM)
- University Teaching Hospital (ZM)
- University of Zambia (ZM)
- ORCID
- Venue
- Journal of Clinical Microbiology
- Publisher
- American Society for Microbiology
- Published
- 2015-01
- Volume
- 53
- Issue
- 1
- Pages
- 262-272
- ISSN
- 0095-1137 (ISSN-L)
- 1098-660X
- PMC
- PMC4290967
- OpenAlex
- W1998020486
- Cited by
- 90
- References
- 0
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- 2026: 2 · 2025: 6 · 2024: 4 · 2023: 14 · 2022: 7 · 2021: 6 · 2020: 9 · 2019: 14 · 2018: 10 · 2017: 7 · 2016: 6 · 2015: 5
- FWCI
- 8.60
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Clinical Microbiology (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU) (submittedVersion)
- Topics
- Life Sciences › Agricultural and Biological Sciences › Food Science › Salmonella and Campylobacter epidemiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Medicine › Antibiotic Resistance in Bacteria
- Health Sciences › Medicine › Infectious Diseases › Antimicrobial Resistance in Staphylococcus
- Keywords
- Salmonella typhi, multidrug resistance, typhoid fever outbreak, chromosomal translocation, antimicrobial resistance genes, class 1 integron, mer operon, IncHI1 plasmids, ST1, clonal outbreak, genomic deletions, single nucleotide polymorphisms, phylogenetic analysis
- MeSH terms
- Anti-Bacterial Agents, Child, Child, Preschool, Chromosomes, Bacterial, Conjugation, Genetic, Disease Outbreaks, Female, Genes, Bacterial, Haplotypes, Humans, Male, Microbial Sensitivity Tests, Molecular Sequence Data, Mutation, Phylogeny, Plasmids, Salmonella typhi, Translocation, Genetic, Typhoid Fever, Zambia, Genome, Bacterial, Sequence Deletion, Evolution, Molecular, Polymorphism, Single Nucleotide, Gene Order, Genomics, Drug Resistance, Multiple, Bacterial, History, 21st Century, Multilocus Sequence Typing
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