Literature DB >> 20670455

Prevalence and characterization of plasmids carrying sulfonamide resistance genes among Escherichia coli from pigs, pig carcasses and human.

Shuyu Wu1, Anders Dalsgaard, Anette M Hammerum, Lone J Porsbo, Lars B Jensen.   

Abstract

BACKGROUND: Sulfonamide resistance is very common in Escherichia coli. The aim of this study was to characterize plasmids carrying sulfonamide resistance genes (sul1, sul2 and sul3) in E. coli isolated from pigs and humans with a specific objective to assess the genetic diversity of plasmids involved in the mobility of sul genes.
METHODS: A total of 501 E. coli isolates from pig feces, pig carcasses and human stools were tested for their susceptibility to selected antimicrobial. Multiplex PCR was conducted to detect the presence of three sul genes among the sulfonamide-resistant E. coli isolates. Fifty-seven sulfonamide-resistant E. coli were selected based on presence of sul resistance genes and subjected to conjugation and/or transformation experiments. S1 nuclease digestion followed by pulsed-field gel electrophoresis was used to visualize and determine the size of plasmids. Plasmids carrying sul genes were characterized by PCR-based replicon typing to allow a comparison of the types of sul genes, the reservoir and plasmid present.
RESULTS: A total of 109/501 isolates exhibited sulfonamide resistance. The relative prevalences of sul genes from the three reservoirs (pigs, pig carcasses and humans) were 65%, 45% and 12% for sul2, sul1, and sul3, respectively. Transfer of resistance through conjugation was observed in 42/57 isolates. Resistances to streptomycin, ampicillin and trimethoprim were co-transferred in most strains. Class 1 integrons were present in 80% of sul1-carrying plasmids and 100% of sul3-carrying plasmids, but only in 5% of sul2-carrying plasmids. The sul plasmids ranged from 33 to 160-kb in size and belonged to nine different incompatibility (Inc) groups: FII, FIB, I1, FIA, B/O, FIC, N, HI1 and X1. IncFII was the dominant type in sul2-carrying plasmids (52%), while IncI1 was the most common type in sul1 and sul3-carrying plasmids (33% and 45%, respectively). Multireplicons were found associated with all three sul genes.
CONCLUSIONS: Sul genes were distributed widely in E. coli isolated from pigs and humans with sul2 being most prevalent. Sul-carrying plasmids belonged to diverse replicon types, but most of detected plasmids were conjugative enabling horizontal transfer. IncFII seems to be the dominant replicon type in sul2-carrying plasmids from all three sources.

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Year:  2010        PMID: 20670455      PMCID: PMC2922292          DOI: 10.1186/1751-0147-52-47

Source DB:  PubMed          Journal:  Acta Vet Scand        ISSN: 0044-605X            Impact factor:   1.695


Background

High prevalence of sulfonamide resistance has been observed in Gram-negative bacteria from animals and humans all over the world [1-5]. In Denmark, sulfonamides are one of the most frequently used antimicrobials to treat diseases in pigs and sulfonamide resistance prevalence in Escherichia coli is relatively high along the food chain from pigs to pork and humans [3,5,6]. In contrast to the many different resistance genes described for other classes of antimicrobials, so far there are only three genes (sul1, sul2 and sul3) which have been identified encoding sulfonamide resistance [4,7]. Sul1 has almost exclusively been found on large conjugative plasmids and on class 1 integrons [3,6,8,9]. Sul2 was previously considered to be located on small non-conjugative plasmids, but recently the gene has also been found on a wide range of large conjugative plasmids [1,8] and have been linked to the prevalence of streptomycin resistance [3]. Sul3 was originally described from pigs in Switzerland in 2003 and has since been reported in animals as well as humans in many countries. A recent publication has linked sul3 to non-classic class 1 integrons [10]. However, knowledge about the structure and circulation of plasmids carrying sul3 has yet not been well described yet [7]. Genetic localization of sul genes on efficient mobile genetic structures probably contribute to the wide spread of sulfonamides resistance. Plasmids unavoidably play an important role in carrying and mobilizing sul genes [8]. The identification of plasmids associated with specific sul genes therefore helps understanding the mobilization capability of sul-genes among different bacterial species and enables determination of how sulfonamide resistance disseminates in different environments. Currently little is known about plasmid backbones associated with various sul genes especially in different reservoirs, e.g. animals and human [1,9]. The aims of this study were therefore to investigate the prevalence of the sulfonamide resistance genes (sul1, sul2 and sul3) in E. coli through the food chain from pigs to slaughter (pig carcasses) and humans and to assess the genetic diversity of plasmid, based on size and replicon, involved in the mobility of various sul genes from the three sources.

Methods

Bacterial strain collection

A total of 501 E. coli isolates collected from three sources were included in this study: 150 isolates were obtained in 2007 from fecal samples of Danish pigs as part of the Danish Integrated Antimicrobial Resistance Monitoring and Research Program (DANMAP) [5]; 275 isolates were obtained from pig carcasses in a Danish pig slaughterhouse in November 2007 [11]; and 76 isolates were obtained from stool samples of Danish healthy humans between May and June 2008, of which only two had been travelling abroad within three months before sampling [12]. Sampling and strain isolation for E. coli from pig feces has been described previously [5,11,12]. Only one isolate was collected from each pig fecal and human stool sample. Multiple isolates were collected from each pig carcass sample, but only representative isolates with distinct pulsed-field gel electrophoresis (PFGE) patterns were included in the characterization of plasmids.

Antimicrobial susceptibility testing

Antimicrobial resistance profiles for all isolates were determined by an automated microdilution method (Trek Diagnostic Systems, East Grinstead, UK) for 17 antimicrobial agents included in DANMAP [5]. The results were interpreted in accordance with EUCAST guidelines [13], where the Minimum Inhibitory Concentration (MIC) breakpoint for sulfamethoxazole resistance is > 256 mg/L.

Detection of sul genes and integrons

Multiplex PCR was performed on boiled cell lysates of the sulfonamide-resistant isolates. Primers developed by Kerrn et al. [14] were used for detection of sul1 and sul2 and a new primer-set for sul3 was designed for this study (sul3-F: 5'-CAGATAAGGCAATTGAGCATGCTCTGC-3', sul3-R: 5'-AGAATGATTTCCGTGACACTGCAATCATT-3'). PCR was performed in a 20 μL mixture, including 2 μL template DNA, 3 μL 10× reaction buffer (Ampliqon, Herlev, Denmark); 1 μL MgCl2 (25 mM; Ampliqon); 0.25 μL dNTPs; 0.25 μL Taq Polymerase (50 mM, Ampliqon); 2.5 μL forward and reverse primer mixture (volume for sul1:sul2:sul3 = 1:1:2). Amplification was carried out by heating for 5 min at 94°C, followed by 30 cycles at 94°C for 1 min, 68°C for 1 min and 72°C for 2 min, followed by 72°C for 10 min. The sizes of the amplicon were 433 bp for sul1, 293 bp for sul2 and 569 bp for sul3. Presences of class 1 and class 2 integrons were detected by primers for integrase 1 and integrase 2 described previously [14,15]. Positive and negative controls were included in all PCR arrays.

Plasmid-mediated sulfonamide resistance transferability

A proportion of sulfonamide-resistant E. coli isolates (18 from humans, 18 from pig feces and 21 from pig carcasses) representing different sul genes were selected for further plasmid characterization. Conjugation experiments were performed at 37°C by filter mating assay using E. coli K12-J53 (nalidixic acid-resistant) as recipient and transconjugants were selected on Mueller-Hinton agar plates supplemented 256 mg/L sulfamethoxazole and 40 mg/L nalidixic acid. When donor strains were resistant to nalidixic acid or resistance plasmid transfer failed in the mating experiments or when plasmid co-transfer occurred, electroporation was done to obtain recipients with single plasmid carrying sul genes. Plasmid DNA was purified by the QIAGEN Plasmid Mini kit (Qiagen, Hilden, Germany) as described by the manufacturer. Purified plasmids were used to transform ElectroMAX™DH10B™competent cells (Invitrogen, Paisley, United Kingdom) using a Bio-Rad MicroPulser (Bio-Rad Laboratories, CA, USA) under standard conditions (1.8 kv, 180 Ω and 25 μF). Transformants were selected on Mueller-Hinton agar plates supplemented with 256 mg/L sulfamethoxazole and confirmed to harbor corresponding sul genes by multiplex PCR assay as described earlier.

S1 nuclease digestion of plasmids and PFGE

S1 nuclease digestion followed by PFGE was performed to visualize and determine the molecular size of plasmids [14]. Agarose plugs were prepared according to the PulseNet protocol [16] except the concentration of the cells was adjusted to 0.83-0.85 on a Dade Micoscan turbidity meter (Dade Behring, CA, USA). Slices of plugs were digested with 5 U of S1 nuclease (Promega, Madison, WI, USA) for 45 min at 37°C. The plasmids were separated in a 1% SeaKem Gold agarose (Cambrex, East Rutherford, NJ, USA) gel using the CHEF DR III System (Bio-Rad, Hercules, CA) in 0.5× Tris-borate EDTA at 14°C and an angle of 120 at 6 V/cm gradient with pulse ramping from 6.8 to 38.4 s over 18 h.

Plasmid replicon type determination

Plasmids from parental and transformant/transconjugant strains were assigned to 18 incompatibility (Inc) groups by PCR-based replicon typing (PBRT) of total DNA using previously described primers and conditions [17]. IncQ was screened as described previously [18]. The presence of IncX1 was investigated using the primers (IncX1-F: 5'-GCAGATTGATTCACGTGAAG-3', IncX1-R 5'-CCTCTGAAACCGTATGGTATTC-3'). All positive results generated by multiplex PCR were confirmed using single primer pair.

Results and discussion

Prevalence of sulfonamide resistant E. coli and sul genes

A total of 109 sulfonamide resistant E. coli isolates were detected and prevalences of sulfonamide resistance were 17% for pig feces (26/150), 18% from pig carcasses (49/275) and 45% from humans stool (34/76) (Table 1). The prevalence of sul1 gene varied from 23% to 29% in E. coli from the three sources. The sul2 gene was the most prevalent sulfonamide resistance gene found in all of the three sources (> 40%). The sul3 gene was present alone in 9% of pig feces and 10% of pig carcasses, while in human isolates it was detected simultaneously with sul2 in two E. coli isolates. The presence of two sul genes was detected in E. coli from all sources (18% from pig feces, 20% from pig carcasses and 31% from humans).
Table 1

Prevalence of sul1, sul2 and sul3 genes in sulfonamide-resistant E. coli isolated from pig feces, pig carcasses and human stools

OriginNo. of isolates testedNo. of isolates with sul genes (percentage)

sul1 onlysul2 onlysul3 onlytwo sul genes
Human stool266 (23%)12 (46%)08 (31%)a
Pig carcass4913 (27%)21 (43%)5 (10%)10 (20%)b
Pig feces3410 (29%)15 (44%)3 (9%)6 (18%)c

a Six strains were positive for both sul1 and sul2; two strains contained both sul2 and sul3.

b Seven strains contained both sul1 and sul2; one strain contained sul1 and sul3; and two strains harbored sul2 and sul3.

c Six strains contained both sul1 and sul2.

Prevalence of sul1, sul2 and sul3 genes in sulfonamide-resistant E. coli isolated from pig feces, pig carcasses and human stools a Six strains were positive for both sul1 and sul2; two strains contained both sul2 and sul3. b Seven strains contained both sul1 and sul2; one strain contained sul1 and sul3; and two strains harbored sul2 and sul3. c Six strains contained both sul1 and sul2. A higher prevalence of sul2 than sul1 and sul3 in E. coli from animals and humans has been observed in previous studies in Denmark as well as in other countries [3,6,14,19,20]. In the UK, sulfonamide resistance in human E. coli persists undiminished with sul2 maintaining dominant despite that the human usage of sulfonamides had been terminated decades ago[1,2]. We found that sul3 occurred with the lowest prevalence of the three sul genes among all E. coli from the three sources, which corresponds to previous observations [3,6,9,21,22]. The higher prevalence of combined sul genes in human E. coli isolates compared with food animal isolates was also observed in earlier studies [3,6]. This is likely due to the acquisition of additional genes from different sources (animals, food and environment), as well as the selective pressure by the human's consumption of antimicrobial agents. Sulfonamides are widely used in Danish veterinary practice. Combined formulations of sulfonamide/trimethoprim have been frequently used in Danish pig production [5]. This may explain why sulfonamide resistance occurs with high prevalence in E. coli isolates from Danish pigs. From the previous epidemiological study of the human isolates included in this investigation no strong correlation between prevalence of sulfonamide resistance in isolates of human origin and human usage of sulfonamides could be found.

Transferability of sul genes

A total of 57 sulfonamide-resistant E. coli isolates (18 from pig feces, 21 from pig carcasses and 18 from humans) were included for conjugation assay and plasmid analysis. Conjugative plasmids were successfully transferred from 42 isolates (82%), including 22 isolates where the sul plasmids were co-transferred with another plasmid (data not shown). Electro-transformation was conducted to ensure transconjugants containing only one plasmids encoding for sul-resistance. This was performed for the 22 isolates containing multiple conjugative plasmids, including 9 E. coli isolates with non-conjugative plasmids and 6 isolates showing resistance to nalidixic acid. The results showed, that 53/57 transconjugants/transformants obtained a single sul gene, while the remaining four isolates (all from humans) contained single plasmids of different sizes carrying both sul1 and sul2 genes (Table 2).
Table 2

Characterization of sul genes and plasmids in 57 E. coli isolates.

sul gene locatedon plasmidsStrain IDSample sourceInc groupPlasmid size(kb)Co-transferred resistanceConjugativeIntegrase
sul170-7-3pig fecesI160TET TMPYesIntI1
sul170-10-1pig fecesI178STR SPE TETYesIntI1
sul170-13-2pig fecesI1140STR SPEYesIntI1
sul170-58-1pig fecesI178SPE TETYesIntI1
sul1v3-s1-8-4pig carcassI178TET TMPYesIntI1
sul1v2-f2-2pig carcassN33TET TMPYesIntI1
sul1v2-s3-3-10pig carcassN33TET TMPYesIntI1
sul1 v2-s3-2-3pig carcassFIB105SPE STRYesIntI1
sul13847human stoolFIB80AMP SPE STRYesIntI1
sul1v4-s1-20-3pig carcassHI1160SPE STR TETYesIntI1
sul170-7-2pig fecesFII45AMPYes
sul13796human stoolFIA, FIB95AMP AUG GEN TMPNo
sul13880human stoolFIA, FIB78TMPNo
sul13849human stoolFIB, FII80STRNo
sul13846human stoolB/O55AMP AUGYes
sul170-138-3pig fecesUnknown85STR TMPNoIntI1
sul13806human stoolUnknown40AMP TET TMPYesIntI1

sul270-13-7pig fecesFII55AMPYes
sul270-165-18pig fecesFII45AMPYes
sul270-13-9pig fecesFII55AMP STRYes
sul270-56-3pig fecesFII55AMP STR TMPYes
sul270-58-2pig fecesFII40AMP STR TMPYes
sul2v2-f3-2pig carcassFII50AMPYes
sul2v2-s1-3-5pig carcassFII45AMP STRYes
sul2v3-s1-2-8pig carcassFII55AMP STRYes
sul2v4-s3-17-3pig carcassFII40AMP STRYes
sul2v2-f3-6pig carcassFII55AMP STR TET TMPYes
sul2v2-s1-1-10pig carcassFII55AMP GEN STR TMPYes
sul23783human stoolFII50AMP TMP--a
sul23816human stoolFII33AMP STR TET TMPNo
sul23837human stoolFII33AMP STR TET TMPNo
sul23859human stoolFII55STR--
sul270-141-6pig fecesFIB120TETYes
sul270-166-11pig fecesB/O80TMPYesIntI2
sul270-10-6pig fecesB/O70AMP STR TETYesIntI1
sul270-11-5pig fecesB/O78AMP STR SPE TMPYes
sul23841human stoolB/O55AMP STRYes
sul2v2-s1-1-8pig carcassI150AMP SPE STR TMP--
sul23834human stoolFIA, FIB60AMP GEN STR TET TMP--IntI1
sul2v2-s3-1-8pig carcassUnknown45AMP STRYes
sul23815human stoolUnknown80AMP SPE STRYesIntI1
sul23810human stoolUnknown95STR--IntI1

sul1+23853human stoolFIB130AMP CHL STR TET TMPNoIntI1
sul1+23823human stoolFIB139AMP STR TMP--
sul1+23872human stoolFIB, FII100STR TET TMPNo
sul1+23881human stoolFIA, FIB, FII110GEN STR TET TMPNo

sul370-13-1pig fecesI180CHLYesIntI1
sul370-11-1pig fecesI178----YesIntI1
sul3v2-s3-3-6pig carcassI178----YesIntI1
sul3 v2-s3-2-4pig carcassI178CHL SPE STR TMPYesIntI1
sul3v4-s3-3-4pig carcassI155CHLYesIntI1
sul3 V3-s3-2-4pig carcassX1115AMP NEO SPE TMPYesIntI1
sul3v4-f1-2pig carcassFII78CHLYesIntI1
sul3v4-s1-20-4pig carcassFIB, FIC65SPEYesIntI1
sul370-8-1pig fecesFIB, FIC78SPEYesIntI1
sul3v4-s1-20-6pig carcassUnknown55CHLYesIntI1
sul3v2-s1-1-9pig carcassUnknown33CHLYesIntI1

AMP: ampicillin; AUG: amoxillin + clavulanat; CHL: chloramphenicol GEN: gentamicin; SPE: spectinomycin; STR: streptomycin; NEO: neomyxin; SMX: sulfamethoxazole; TET: tetracycline; TMP: trimethoprim.

a conjugation not conducted.

Characterization of sul genes and plasmids in 57 E. coli isolates. AMP: ampicillin; AUG: amoxillin + clavulanat; CHL: chloramphenicol GEN: gentamicin; SPE: spectinomycin; STR: streptomycin; NEO: neomyxin; SMX: sulfamethoxazole; TET: tetracycline; TMP: trimethoprim. a conjugation not conducted. Additional phenotypically expressed resistances were co-transferred with sulfonamide resistance by 55 plasmids (96%), resulting in diverse resistance patterns (Table 2) indicating possible co-selection for all three tested sulfonamide resistance genes. Overall, the most frequently co-transferred resistances were to streptomycin (54%), ampicillin (51%) and trimethoprim (46%). These three resistances were co-transferred more frequently by sul2 plasmids than those by sul1 and sul3 plasmids with highest frequency for streptomycin and ampicillin resistance (both 79%), indicating that the use of these antimicrobials possibly contribute to the predominance of the sul2 gene via co-selection, which corroborates previous studies by Bean et al. [1,2]. Tetracycline resistance was co-transferred in 16 plasmids carrying sul1 and/or sul2 genes. Chloramphenicol resistance was found to be co-transferred in 7 plasmids with 6 of them being sul3 associated. The strong link between chloramphenicol resistance and sul3 presence has already been reported for Salmonella and E. coli [9,23]. The presence of intI1 was detected in sul1 (71%), sul2 (17%) and sul3 (100%) -carrying plasmids from all three sample reservoirs (Table 2). Two out of 28 intI1-carrying plasmids could not be transferred by conjugation. Only one of 57 isolates carrying the sul2 plasmid contained intI2. It is interesting to note, that all sul3 plasmids were conjugative and harbored intI1 as recently detected [9]. The association of sul3-carrying conjugative plasmids with integrons in E. coli isolates from pigs (carcass or feces) could probably facilitate the further spread of this gene to other bacteria and reservoirs via food chain.

Plasmid analysis and replicon typing

S1 nuclease digestion followed by PFGE showed that the 15 plasmids carrying single sul1 genes ranged from 33-160 kb in size. Replicon typing demonstrated seven different incompatibility groups (I1, N, FIB, FIA, HI1, FII and B/O) for the plasmids (Table 2). IncI1 was the most common group, accounting for 5 intI1-containing conjugative plasmids (from pig feces and carcasses). Out of the six sul1 plasmids originating from human specimens, four belonged to FI or FII type (three plasmids had multireplicons FIA-FIB or FII-FIB), one plasmid belonged to B/O and one plasmid could not be assigned. This replicon profile in human E. coli isolates seems different from those found in E. coli from pigs which mostly belonged to I1 and N. Due to the limited number of strains obtained from each source, a firm conclusion on whether specific replicon profiles are associated with pigs or humans would require the testing of additional strains. The 25 sul2-carrying plasmids ranged from 33-120 kb in size. Five different incompatibility groups (FII, B/O, FIB, I1 and FIA) were demonstrated (Table 2). Among them FII was the predominant replicon type (52%) and distributed equally in E. coli from the three sources. This is in contrast to a study in the UK where the FII replicon was not detected in 33 sul2-carrying plasmids in E. coli isolated from hospitals [1]. The 15 FII plasmids were similar in size (33-55 kb) and none contained intI1. However, the plasmids were associated with various resistance phenotypes and conjugation capabilities. It is possible that they represent the same plasmid backbone circulating in pigs and humans. The B/O replicon type was found in plasmids from E. coli isolated from both human and pig, but with different resistance profiles, indicating they are different plasmids sharing the same backbone. FIA, FIB, and I1 replicons were also found to be associated with sul2 genes. Three sul2-carrying plasmids were negative for all the tested Inc groups. For the four plasmids carrying both sul1 and sul2 genes, two harbored the FIB replicon alone, one harbored FIB-FII and one had FIA-FIB-FII multireplicons. Overall, IncF (FIA, FIB, FIC and FII) seemed to be the most common replicon associated with sul2, accounting for 72% sul2-carrying plasmids (21/29). IncF plasmids, which are considered having a narrow host range and being conjugative, seemed to be well adapted to E. coli as it was found in more than 50% of E. coli strains from different sources (especially FIB and FII) [24,25]. Localization on common plasmids such as IncF could indicate transmission between the three reservoirs studied. The 11 sul3-carrying plasmids ranged from 33-115 kb in size. Replicon typing detected five different incompatibility groups: I1, FII, FIB, FIC and X1 (Table 2). IncI1 was found to be the most prevalent (45%) and all were conjugative and associated with class 1 integrons. The IncI1 plasmids had similar sizes, but differed in the resistance profiles. FII, X1 and FIB-FIC were also found to be associated with the sul3 gene. Two sul3-carrying plasmids were negative for all the tested Inc groups. When comparing plasmid size and the resistance phenotype, we found that E. coli isolates with larger sized plasmids did not always show resistance to a higher number of different antimicrobials. For instance, the 120 kb-sized plasmid contained in isolate 70-141-6 was only associated with resistance to tetracycline (Table 2). However, isolates with smaller plasmids of only 33-kb size (isolates 3816 and 3837) showed resistance to ampicillin, streptomycin, tetracycline and trimethoprim. This indicates that resistance genes only account for a small part of the plasmid gene sequence and more studies are needed to determine the contents and function of such plasmids. The findings of diverse incompatibility groups among various sul genes indicate that sul genes have been able to transfer into multiple plasmid backbones on multiple occasions, or that the plasmid backbones have diversified extensively since the acquisition of sul genes [1]. The IncF in our study was the most prevalent, carrying FII alone or in combination with FIA or/and FIB or/and FIC (multireplicon). This suggests that these plasmids are evolving through replicon sequence divergence, mosaicism and replicon co-integration in resolution process [26]. As human stays on the top of the food chain, the sul plasmids from healthy human reflects a more mixed population compared with pig or pork (partly represented by pig carcasses) also reflecting other reservoirs that connected to the farm to fork chain. Sul-carrying plasmids in pig feces and on pig carcasses represent a pool of resistance genes that may transfer to human via the food chain, the most important non-human reservoir for transmission of antimicrobial resistance to humans. In fact, the colonization of sulfonamide-resistant E. coli from animal sources (chicken or pig) into the human gut has been successfully demonstrated in both in vitro and in vivo studies [27,28]. The transfer of the sul2 gene from an E. coli strain of a pig origin to a sulfonamide-sensitive E. coli strain of human origin was demonstrated in the intestine of mice and transfer of sul2 has also been detected among E. coli in the human intestine [15]. By combining all these date it could be speculated that consumption of pork contaminated with sulfonamide-resistant E. coli could result in the transfer of sul genes from pigs to humans.

Conclusions

To our knowledge, this is the first study to assess the plasmid replicons involved in various sul genes from different reservoirs. The diverse replicon profiles indicate no clear association between the replicon types and specific sul genes or sample sources. However, the localization of sul genes on wide spread replicons such as IncF is very likely to contribute to the dissemination of sulfonamide resistance. In addition, all sul3-carrying plasmids were found to be conjugative and associated with class 1 integrons. This underscores the potential of sul3 to become more widespread in the future.

Competing interests

The authors declare that they have no competing interests.

Authors' contributions

WS performed the experiment and was responsible for the data analysis and writing the manuscript. AD and LJE were involved in the study design and preparation of the manuscript. AMH and LJP participated in the study design and data analysis. All authors read and approved the final manuscript.
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Journal:  Infect Ecol Epidemiol       Date:  2015-09-08

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Journal:  Front Microbiol       Date:  2014-08-12       Impact factor: 5.640

Review 9.  Genomic Microbial Epidemiology Is Needed to Comprehend the Global Problem of Antibiotic Resistance and to Improve Pathogen Diagnosis.

Authors:  Ethan R Wyrsch; Piklu Roy Chowdhury; Toni A Chapman; Ian G Charles; Jeffrey M Hammond; Steven P Djordjevic
Journal:  Front Microbiol       Date:  2016-06-15       Impact factor: 5.640

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Authors:  Magaly Toro; Patricio Retamal; Sherry Ayers; Marlen Barreto; Marc Allard; Eric W Brown; Narjol Gonzalez-Escalona
Journal:  Appl Environ Microbiol       Date:  2016-09-30       Impact factor: 4.792

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