Literature DB >> 22469129

Comparison of Escherichia coli ST131 pulsotypes, by epidemiologic traits, 1967-2009.

James R Johnson1, Marie-Hélène Nicolas-Chanoine, Chitrita DebRoy, Mariana Castanheira, Ari Robicsek, Glen Hansen, Scott Weissman, Carl Urban, Joanne Platell, Darren Trott, George Zhanel, Connie Clabots, Brian D Johnston, Michael A Kuskowski.   

Abstract

Escherichia coli sequence type 131 (ST131), an emerging disseminated public health threat, causes multidrug-resistant extraintestinal infections. Among 579 diverse E. coli ST131 isolates from 1967-2009, we compared pulsotypes (>94% similar XbaI pulsed-field gel electrophoresis profiles) by collection year, geographic origin, source, and antimicrobial drug-resistance traits. Of 170 pulsotypes, 65 had >2 isolates and accounted for 85% of isolates. Although extensively dispersed geographically, pulsotypes were significantly source specific (e.g., had little commonality between humans vs. foods and food animals). The most prevalent pulsotypes were associated with recent isolation, humans, and antimicrobial drug resistance. Predominant pulsotype 968 was associated specifically with fluoroquinolone resistance but not with extended-spectrum β-lactamase production or bla(CTX-M-15). Thus, several highly successful antimicrobial drug-resistant lineages within E. coli ST131 have recently emerged and diffused extensively among locales while maintaining a comparatively restricted host/source range. Identification of factors contributing to this behavior of ST131 could help protect public health.

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Year:  2012        PMID: 22469129      PMCID: PMC3309662          DOI: 10.3201/eid1804.111627

Source DB:  PubMed          Journal:  Emerg Infect Dis        ISSN: 1080-6040            Impact factor:   6.883


The prevalence of resistance to fluoroquinolones and extended-spectrum cephalosporins in Escherichia coli has increased dramatically over the past decade. This increase is largely the result of the widespread emergence of a single disseminated E. coli clonal group, designated sequence type (ST) 131 according to multilocus sequence typing (MLST) (,). E. coli ST131 is characterized by serotype O25b:H4 and often produces CTX-M-15 or other extended-spectrum β-lactamases (ESBLs) (–). Unlike most other antimicrobial drug–resistant E. coli, ST131 derives from virulence-associated phylogenetic group B2 and typically exhibits multiple virulence factors, including adhesins, siderophores, toxins, and group 2 capsule (–). It thereby poses the dual threat of extensive antimicrobial drug resistance plus virulence. By definition, ST131 is homogeneous with respect to housekeeping gene sequence across the 7 MLST loci; however, within-lineage genetic variation has been noted since ST131 was first described (–). Specifically, diversity of pulsed-field gel electrophoresis (PFGE) profiles has provided insights into the ecology of ST131. For example, the presence of ST131 isolates with similar PFGE profiles in widely dispersed locales and of isolates with quite different profiles in the same locale has suggested rapid and ongoing global dissemination of ST131 (,). Likewise, recovery of ST131 isolates with similar PFGE profiles from multiple household members (–) and from food animals (or retail meats) and humans () has suggested host-to-host or foodborne transmission, respectively, as potential mechanisms for dissemination of ST131. However, relevant studies to date have included relatively few isolates, locales, and sources and limited time periods (,). In addition, the idiosyncratic nature of PFGE analysis precludes across-study comparisons. Thus, we analyzed 579 ST131 isolates from diverse sources according to a standardized PFGE protocol and then compared PFGE profiles with other characteristics, including geographic origin, time of collection, ecologic source, and antimicrobial drug–resistance traits.

Materials and Methods

Isolates

The 579 ST131 study isolates, some previously published (,–,–), were compiled as a series of convenience samples from collaborators in diverse locales. The isolates came already identified as ST131 or as generic E. coli in need of screening for ST131 status. They derived mostly from collections assembled by investigators or reference laboratories on the basis of specific resistance phenotypes, O antigens, geographic origins, and/or clinical syndromes of interest. Some isolates were from cases or case series involving infected humans or animals with distinctive signs and symptoms and/or predisposing conditions (–,,). Isolates were accompanied by data regarding date of isolation (or receipt in the reference laboratory), ecologic source (i.e., host species, food, or water), and locale of origin. For some isolates, data were available regarding resistance-associated characteristics, i.e., fluoroquinolone resistance; ESBL production; and presence of blaCTX-M-15, which encodes the CTX-M-15 ESBL variant. If not provided, this information was newly generated.

ST131 Status

Of the 579 study isolates, 34 (5.9%) came already defined as ST131 by 7-locus MLST (http://mlst.ucc.ie/mlst/dbs/Ecoli). The remaining 545 (94.1%) were presumptively identified as ST131 in the study laboratory by PCR-based screening for ST131-specific single-nucleotide polymorphisms (SNPs) in gyrB and mdh (). Full MLST was done de novo for 57 (10.5%) of these presumptive ST131 isolates, which represented diverse time periods, locales, sources, and resistance characteristics; in each instance, presumptive ST131 status was confirmed (SNP PCR specificity 100%; 95% CI 94%–100%). Thus, 91 (16%) isolates were directly confirmed by MLST to be ST131. Another 301 (52%) isolates represented pulsotypes with >1 MLST-confirmed ST131 isolate, which indirectly confirmed their ST131 status. Therefore, in total, 392 (68%) isolates were directly or indirectly confirmed by MLST to be ST131. Of the 31 earliest isolates (1967–1997), including the 5 earliest isolates (1967–1986), 32% were directly confirmed by MLST to be ST131.

PFGE Analysis

PFGE analysis of XbaI-restricted total DNA of isolates was performed according to a standardized protocol () by a single observer in 1 laboratory. Profiles were captured and analyzed digitally by using BioNumerics software version 6.6 (Applied Maths, Austin, TX, USA). Marker lanes in each gel (E. coli O157:H7 strain g5244) enabled normalization within and across gels. Band positions were assigned manually, with computer assistance. The band tolerance setting, as derived empirically from analysis of multiple same-isolate profiles, was 1.15%. Pairwise Dice similarity coefficients were used to define pulsotypes. Isolates exhibiting >94% profile similarity (≈3-band difference) to the index isolate for an established pulsotype, implying genetic similarity (), were assigned to that pulsotype; others became the index isolate for a new pulsotype. Newly encountered pulsotypes were numbered sequentially. A PFGE profile dendrogram was constructed according to the unweighted pair group method for 87 (15%) of the isolates (selected randomly after inclusion of 2 representatives of each pulsotype with >6 members) plus the earliest isolated (1967) and earliest published (1985) isolates ().

Susceptibility Testing

Disk diffusion testing for ciprofloxacin susceptibility and ESBL production was performed on isolates of unknown fluoroquinolone or ESBL phenotype as described (,). Fluoroquinolone resistance was defined as nonsusceptibility to ciprofloxacin.

Statistical Analyses

Geographic origin was categorized as United States (with 4 subregions—West, Midwest, South, and Northeast—as defined by the US Census Bureau [www.census.gov/geo/www/us_regdiv.pdf]), Canada, and other international locales combined. Ecologic source was categorized as human, companion animal, food animal, other animal, food, and water. Year of isolation/submission was assessed both continuously and categorically (e.g., pre-1990 vs. later). Comparisons of proportions were tested by using 2-tailed Fisher exact (unpaired comparisons) and McNemar (paired comparisons) tests. Comparisons involving continuous variables were tested by using the Mann-Whitney U test (2-tailed). Other variables were assessed as independent predictors of selected pulsotype categories by using multivariable logistic regression analysis. The significance criterion was p<0.05.

Results

Isolate Origins and Characteristics

The 579 ST131 study isolates were derived from humans (486 [84%]), animals (77 [13%]), environmental sources (15 [3%]), and an unknown source (n = 1). Animal uses included companion (22 [4%]), food (45 [8%]), and other (10 [2%]). Environmental sources included food (6 [1%]) and water (9 [2%]). Geographic origins included the United States (446 [77%]), Canada (53 [9%]), and other international locales (80 [14.1%]). The US isolates were from the West (59 [10%]; 9 centers, 4 states), Midwest (180 [31%] centers, 11 states), South (98 [17%] centers, 9 states), and Northeast (109 [19%] centers, 7 states). Isolates from Canada were from 9 centers in 8 provinces. Other international isolates were from 11 centers in 11 countries (Australia, Chile, France, South Korea, Lebanon, India, Italy, Peru, Portugal, Spain, Switzerland). Dates of isolation/submission ranged from 1967 through 2009 (median year 2007). Twenty (4%) isolates were isolated/submitted during 1967–1989, the 5 earliest during 1967, 1982, 1983, 1985, and 1986; 22 (4%) were isolated/submitted during 1990–1999; and 537 (93%) were isolated/submitted during 2000–2009. Overall, 462 (80%) isolates were fluoroquinolone-resistant, 272 (47%) were ESBL-producers, and 188 (33%) had blaCTX-M-15.

Pulsotypes

XbaI PFGE analysis resolved 170 distinct pulsotypes, each accounting for 1 isolate (105 pulsotypes) to 136 isolates (1 pulsotype, type 968). The 105 single-isolate pulsotypes collectively accounted for 105 isolates (18% of total); the 65 multiple-isolate pulsotypes accounted for the remaining 474 isolates (82% of total). Among the multiple-isolate pulsotypes, 12 contained >6 isolates each (i.e., >1% of the population), collectively accounting for 327 isolates (56% of total). The multiple-isolate pulsotypes contained 62 clusters of isolates (each comprising 2–5 isolates; total 150 isolates) with indistinguishable profiles.

Temporal Patterns

Pulsotypes varied significantly by temporal occurrence. The 65 multiple-isolate pulsotypes and 12 high-prevalence pulsotypes were significantly associated with more recent dates of isolation/submission, relative to the low-prevalence and single-isolate pulsotypes (Table 1). Temporal variation was also evident among the 12 high-prevalence pulsotypes; 4 were significantly associated with later and 1 (type 955) with earlier occurrence (Table 1).
Table 1

Association of year of isolation/submission with pulsotype and other characteristics for 579 Escherichia coli sequence type isolates, 1967–2009*

Associated characteristic, specific trait†‡Characteristic absent
Characteristic present
p value†
No. isolatesYear, median (range)No. isolatesYear, median (range)
Pulsotype
High-prevalence2522007 (1967–2009)3272007 (1987–2009)<0.001
Multiple-isolate1052007 (1967–2009)4742007 (1982–2009)<0.001
9684432007 (1967–2009)1362008 (1992–2009)<0.001
8125472007 (1967–2009)322007 (2005–2009)0.03
9875682007 (1967–2009)112008 (1998–2008)0.004
9555722007 (1967–2009)72002 (1993–2005)0.001
11605732007 (1967–2009)62008 (2004–2009)0.04
Resistance
FQ1172003 (1967–2009)4622007 (2000–2009)<0.001
ESBL3072007 (1967–2009)2722007 (2000–2009)0.001
blaCTX-M-153912007 (1967–2009)1882007 (2000–2009)0.048
Source§
Human922003 (1982–2009)4862007 (1985–2009)<0.001
Pet5562007 (1982–2009)222008 (2002–2009)<0.001
Food animal5332007 (1985–2009)451997 (1982–2009)<0.001
Food/water5632007 (1982–2009)152003 (1993–2007)<0.001
Region
United States1332005 (1998–2009)4462007 (1967–2009)0.007
West5202007 (1967–2009)592007 (1982–2007)<0.001
Midwest3992007 (1967–2009)1802008 (1986–2009)<0.001
Canada5262007 (1967–2009)532004 (1998–2004)<0.001
International4992007 (1967–2009)802008 (2002–2009)<0.001

*ST, sequence type; FQ, fluoroquinolone; ESBL, extended-spectrum β-lactamase; blaCTX-M-15, gene encoding the CTX-M-15 ESBL; high-prevalence, pulsotypes with >6 isolates each; multiple-isolate, pulsotypes with >2 isolates each; international, non-US locales other than Canada.
†Characteristics shown are those that yielded p<0.05 (Mann-Whitney U test, 2-tailed).
‡High-prevalence pulsotypes 800, 905, 1202, 807, 919, 595, and 797; other animal source; and origin from the US South or US Northeast did not exhibit a significant association with year.
§Total for all source variables is 578 rather than 579 because source was unknown for 1 isolate.

*ST, sequence type; FQ, fluoroquinolone; ESBL, extended-spectrum β-lactamase; blaCTX-M-15, gene encoding the CTX-M-15 ESBL; high-prevalence, pulsotypes with >6 isolates each; multiple-isolate, pulsotypes with >2 isolates each; international, non-US locales other than Canada.
†Characteristics shown are those that yielded p<0.05 (Mann-Whitney U test, 2-tailed).
‡High-prevalence pulsotypes 800, 905, 1202, 807, 919, 595, and 797; other animal source; and origin from the US South or US Northeast did not exhibit a significant association with year.
§Total for all source variables is 578 rather than 579 because source was unknown for 1 isolate. Analysis of temporal prevalence trends (Figure) showed that the 12 high-prevalence pulsotypes accounted collectively for only 5% of 20 isolates during the earliest period (1967–1989) but for 58% of isolates during subsequent years (p<0.001). Three of these pulsotypes (988, 800, 812) were the top 1, 2, or 3 most prevalent, overall and within each interval from 1990 forward. These 3 types appeared sequentially by overall pulsotype prevalence (i.e., in 1990–1999 for type 968, in 2000–2002 for type 800, and in 2005 for type 812) and, except for type 800 in 2003, were detected continuously after first appearing. After it appeared, type 968 maintained a consistently high prevalence (>19%), whereas types 800 and 812 exhibited early prevalence spikes followed by sizeable drops. In contrast, the 9 other high-prevalence types appeared intermittently, which, depending on the pulsotype, was mostly in earlier years, later years, or sporadically throughout (Figure).
Figure

Prevalence over time of 12 high-prevalence XbaI pulsotypes among 579 Escherichia coli ST131 isolates. High-prevalence pulsotypes are those with >6 isolates (>1% of population) each. Years before 2003 are combined into 3 groups because of the small numbers of isolates. On the x-axis, the number of isolates for the particular period is shown in parentheses below the dates. y-axis prevalence values are based on the total number of isolates in the particular period.

Prevalence over time of 12 high-prevalence XbaI pulsotypes among 579 Escherichia coli ST131 isolates. High-prevalence pulsotypes are those with >6 isolates (>1% of population) each. Years before 2003 are combined into 3 groups because of the small numbers of isolates. On the x-axis, the number of isolates for the particular period is shown in parentheses below the dates. y-axis prevalence values are based on the total number of isolates in the particular period. A temporal trend was also evident in the PFGE dendrogram (Figure A1), which extended to 67% similarity. The more highly similar PFGE profiles in the upper region of the tree involved mostly recent isolates and higher prevalence pulsotypes, whereas the more basal, dissimilar profiles toward the lower region of the tree involved more older isolates (including isolates from 1967, 1982, 1985, and 1986) and low-prevalence pulsotypes.
Figure A1

Pulsed-field gel electrophoresis profile dendrogram of 87 diverse isolates of Escherichia coli ST131. Isolates for the dendrogram, which represent a 15% subsample of the total population (n = 579), were selected randomly after deliberate inclusion of 2 representatives of each pulsotype with >6 members (indicated by brackets) plus the earliest previously reported isolate (from 1985) and the earliest present isolate (from 1967). YEAR, year of isolation or submission to reference laboratory; FQ-R, fluoroquinolone-resistant; ESBL, extended-spectrum β-lactamase; CTX-M-15, presence of blaCTX-M-15 (as detected by PCR); POS, positive (i.e., trait present); 2008–2009, interval during which isolate was collected. Scale is percent profile similarity.

Geographic Distribution

The pulsotypes primarily exhibited a broad geographic distribution, yet there was some geographic segregation. Table 2 shows the number of mutually exclusive geographic regions (among 6 total) in which each of the 65 multiple-isolate pulsotypes were found. Only 18 of 65 multiple-isolate pulsotypes were limited to a single geographic region (p<0.001 for occurrence in 1 vs. multiple regions, McNemar test). Moreover, these 18 pulsotypes included only 2 (13 pulsotypes), 3 (4 pulsotypes), or 4 (1 pulsotype) isolates each and represented <50% of pulsotypes within their size category. In contrast, all pulsotypes including >5 isolates were found in multiple geographic regions, and 3 of the 6 pulsotypes comprising >8 isolates spanned all 6 geographic regions (Table 2). Table 3 shows the overlap among regions by the number of shared pulsotypes and by the number of isolates in these pulsotypes. Each region overlapped partially with every other region (Table 3).
Table 2

Geographic origin and ecologic source of 65 pulsotypes among 579 Escherichia coli ST131 isolates, 1967–2009*

No. isolates per pulsotypeNo. pulsotypesNo. pulsotypes with isolate from indicated no. geographic regions†
No. pulsotypes with isolates from indicated no. ecologic sources‡
1234561234
2281315NANANANA262NANA
312480NANANA1020NA
4101351NANA9001
5302100NA1200
630002102100
730001202010
>860110131320

*ST, sequence type; NA, not applicable (no. regions or source groups exceeds no. isolates in pulsotype).
†The 6 geographic regions included the US West, Midwest, South, and Northeast; Canada; and other international sites (collectively).
‡The 5 source groups included humans, companion animals, food animals, other animals, and food and water combined.

Table 3

Segregation, by geographic region, of multiple-isolate pulsotypes and of Escherichia coli ST131 isolates from the pulsotypes, 1967–2009*

Multiple-isolate pulsotype group
No. isolates, by geographic region, from pulsotype group (474)
No. pulsotypes, by geographic region, among isolate group (65)
Source regionTotal no. pulsotypes in group (65)Total no. isolates in group (474)
US (358)W (47)MW (139)S (84)NE (88)CAN (52)INT (64)US (61)W (24)MW (38)S (23)NE (31)CAN (15)
US61463NA47 139† 848850 55‡ NA
West24348 272† NA105625841 35‡ 24NA
MW38408309 33† NA74 63‡ 4752 38† 15NA
South23350272 23‡ 108NA 57† 43 35‡ 231017NA
NE31368 287† 23‡ 10668NA43 38‡ 31121712NA
CAN15279 201† 10‡ 92† 5247NA26§1451178NA
INT20336 231‡ 17‡ 10258 54† 41NA1714148105

*Values in parentheses are n values. Boldface indicates significant associations; indicate negative associations. Blank spaces indicate duplicated comparisons (mirror image of matrix). ST, sequence type; US, United States; W, West; MW, Midwest; S, South; NE, Northeast; CAN, Canada; INT, international (non-US locales other than Canada); NA, not applicable.
†p<0.05 for indicated region vs. all other regions (Fisher exact test).
‡p<0.001 for indicated region vs. all other regions (Fisher exact test).
§p<0.01 for indicated region vs. all other regions (Fisher exact test).

*ST, sequence type; NA, not applicable (no. regions or source groups exceeds no. isolates in pulsotype).
†The 6 geographic regions included the US West, Midwest, South, and Northeast; Canada; and other international sites (collectively).
‡The 5 source groups included humans, companion animals, food animals, other animals, and food and water combined. *Values in parentheses are n values. Boldface indicates significant associations; indicate negative associations. Blank spaces indicate duplicated comparisons (mirror image of matrix). ST, sequence type; US, United States; W, West; MW, Midwest; S, South; NE, Northeast; CAN, Canada; INT, international (non-US locales other than Canada); NA, not applicable.
†p<0.05 for indicated region vs. all other regions (Fisher exact test).
‡p<0.001 for indicated region vs. all other regions (Fisher exact test).
§p<0.01 for indicated region vs. all other regions (Fisher exact test). Against this background of broad geographic distribution, substantial geographic segregation of pulsotypes was evident. For example, at the isolate level, each region was negatively associated with at least 1 other region; the US West and non-Canadian international sites exhibited the greatest number of such negative associations, suggesting somewhat locale-specific pulsotype populations in these regions (Table 3). The only positive association between nonoverlapping regions involved the US Midwest and Canada. Table 4 provides a pulsotype-level analysis of these geographic associations. For example, the high-prevalence and multiple-isolate pulsotypes were collectively significantly overrepresented in Canada, and the high-prevalence pulsotypes were also significantly underrepresented in the United States, specifically, in the US West. Among individual high-prevalence pulsotypes, 968 was overrepresented in the US Midwest and under-represented in the US West; 800 was over-represented in Canada and under-represented in the United States and the US West; 812 was over-represented in the US South; 987 was over-represented internationally (specifically in Australia, data not shown) and under-represented in the United States; and 1202 was over-represented in the US West (Table 4).
Table 4

Distribution, by geographic region, of Escherichia coli ST131 isolates from different pulsotype groups and from individual pulsotypes, 1967–2009*

RegionTotal isolates,
N = 579High-prevalence pulsotypes, n = 327Multiple-isolate pulsotypes, n = 474Individual high-prevalence pulsotypes
968, n = 136800, n = 82812, n = 32987, n = 111202, n = 8
US446 (77) 239 (73)† 358 (80)107 (79) 55 (67)‡ 25 (78)1 (9)§8 (100)
West59 (10) 22 (7)† 47 (10)4 (7)§ 3 (4)‡ 5 (16)0 4 (50)†
MW180 (31)56 (31)139 (29) 53 (39)‡ 24 (29)7 (22)1 (9)2 (25)
South98 (17)64 (20)84 (18)26 (19)17 (21) 8 (25)† 0 2 (25)
NE109 (19)53 (16)88 (19)24 (18)11 (13)5 (16)0 0
CAN53 (9)42 (13)§52 (11)§14 (10)20 (24)§00 0
INT80 (14)46 (14)64 (14)15 (11)7 (9)7 (23)10 (91)§0

*Values are no (%) isolates. Boldface indicates p<0.05 in comparison with all other isolates (Fisher exact test). Pulsotypes are those among the 12 high-prevalence pulsotypes that exhibited a significant association with >1 geographic region. ST, sequence type; US, United States; MW, US Midwest; NE, US Northeast; CAN, Canada; INT, international (non-US locales other than Canada).
†p<0.01 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
‡ p<0.05 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
§p<0.001 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).

*Values are no (%) isolates. Boldface indicates p<0.05 in comparison with all other isolates (Fisher exact test). Pulsotypes are those among the 12 high-prevalence pulsotypes that exhibited a significant association with >1 geographic region. ST, sequence type; US, United States; MW, US Midwest; NE, US Northeast; CAN, Canada; INT, international (non-US locales other than Canada).
†p<0.01 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
‡ p<0.05 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
§p<0.001 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).

Source Distribution

In contrast with the generally broad geographic distribution of pulsotypes, the source distribution was more restricted, and source-specific segregation predominated over across-source commonality. For example, only 13 of 65 multiple-isolate pulsotypes spanned multiple sources (p<0.001, McNemar test); most of these included only 2 sources each, and none included >4 (of 6 possible) sources (Table 2). Likewise, the by-source distribution of pulsotypes (Table 5) showed less overall commonality than did geographic distribution. Still, it showed multiple positive and negative associations at the isolate and the pulsotype level. Specifically, isolates from humans were associated positively with pulsotypes comprising isolates from water and negatively with pulsotypes comprising isolates from companion animals, food animals, or food. Isolates from companion animals were associated positively with pulsotypes containing isolates from other animals, and isolates from food animals were associated positively with pulsotypes containing isolates from food (Table 5). In addition, pulsotypes containing isolates from food animals were associated negatively with pulsotypes containing isolates from humans, but they were associated positively with pulsotypes containing isolates from food (Table 5).
Table 5

Segregation, by ecologic source, of multiple-isolate pulsotypes and of Escherichia coli ST131 isolates from the pulsotypes, 1967–2009*

Ecologic sourceNo. pulsotypes, n = 65Total no. isolates, n = 474No. isolates
No. pulsotypes comprising isolates
HU, n = 412CA, n = 21FA, n = 28OA, n = 7Food, n = 4Water, n = 2HU, n = 57CA, n = 8FA, n = 13OA, n = 2Food, n = 2
HU57453NA19 12† 7 1† 2NA
CA8216 178‡ NA86§307NA
FA1343 7† 3NA1 4† 0 5† 2NA.
OA2140118 13‡ 1† NA10211NA
Food211 1† 23§1NA0112§1NA
Water284 82† 0§ 0‡ 00NA20000

*Blank spaces indicate duplicated comparisons (mirror image of matrix). Boldface indicates significant associations; indicate negative associations. ST, sequence type; HU, human; CA, companion animal; FA, food animal; OA, other animal; NA, not applicable. 
†p<0.001 for indicated source vs. all other sources (Fisher exact test).
‡p<0.01 for indicated source vs. all other sources (Fisher exact test).
§p<0.05 for indicated source vs. all other sources (Fisher exact test).

*Blank spaces indicate duplicated comparisons (mirror image of matrix). Boldface indicates significant associations; indicate negative associations. ST, sequence type; HU, human; CA, companion animal; FA, food animal; OA, other animal; NA, not applicable. 
†p<0.001 for indicated source vs. all other sources (Fisher exact test).
‡p<0.01 for indicated source vs. all other sources (Fisher exact test).
§p<0.05 for indicated source vs. all other sources (Fisher exact test). Significant by-source segregation also was evident for individual pulsotypes (Table 6). Collectively, the multiple-isolate and high-prevalence pulsotypes were associated positively with humans and negatively with food animals and environmental sources, and high-prevalence pulsotypes were associated with companion animals. Furthermore, 5 high-prevalence pulsotypes were individually significantly distributed by source: type 968 was associated positively with pets and other animals and negatively with food animals and environmental sources, 800 was associated positively with humans and negatively with food animals, 812 was associated positively with humans, 1202 was associated negatively with humans and positively with food animals, and 955 was associated negatively with humans and positively with pets and environmental sources (Table 6). Five additional pulsotypes, comprising 2 food animal isolates each, were significantly associated with food animals (p = 0.004 for each; data not shown).
Table 6

Distribution, by ecologic source, of Escherichia coli ST131 isolates among different pulsotype groups and individual pulsotypes, 1967–2009*

Ecologic sourceNo. (%) isolates
Total isolates, N = 579High-prevalence pulsotypes, n = 327Multiple-isolate pulsotypes, n = 474Individual high-prevalence pulsotypes
968, n = 136800, n = 82812, n = 321202, n = 8955, n = 7
Human486 (84) 290 (89)† 412 (87)† 117 (86) 81 (99)† 31 (97)‡ 1 (13)† 0
Comp. animal22 (4) 19 (6)# 21 (4) 13 (10)† 0 1 (3)1 (8)2 (29)§
Food animal45 (8) 8 (2)† 28 (6)† 0 † 0 † 0 6 (75)† 2 (29)
Other animal10 (1.7)6 (2)7 (1.5)6 (4)§0 0 0 0
Food/water15 (2.6) 4 (1)‡ 6 (1)† 0 ‡ 1 (1)0 0 3 (43)
Food6 (1.0)3 (0.9)4 (0.8)0 0 0 0 3 (43)†
Water9 (1.6)1 (0.3)§ 2 (0.4)† 0 1 (1)0 0 0

*Boldface indicates p<0.05 in comparison with all other isolates. Pulsotypes are those, among the 12 high-prevalence pulsotypes, that exhibited a significant association with >1 source group. ST, sequence type; comp., companion. 
†p<0.001 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
‡p<0.05 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
§p<0.01 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).

*Boldface indicates p<0.05 in comparison with all other isolates. Pulsotypes are those, among the 12 high-prevalence pulsotypes, that exhibited a significant association with >1 source group. ST, sequence type; comp., companion. 
†p<0.001 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
‡p<0.05 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
§p<0.01 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).

Antimicrobial Drug Resistance

Fluoroquinolone resistance, ESBL production, and blaCTX-M-15 also segregated significantly by pulsotype in varied patterns (Table 7). The high-prevalence and multiple-isolate pulsotypes collectively and type 968 were associated positively with fluoroquinolone resistance but indifferently with ESBL production and blaCTX-M-15. In contrast, type 800 was associated positively with fluoroquinolone resistance but negatively with ESBL production and blaCTX-M-15, whereas types 905, 812, and 919 were associated positively with all 3 traits, and type 987 was associated negatively with all 3 traits (Table 7).
Table 7

Distribution, by antimicrobial drug resistance trait, of Escherichia coli ST131 isolates among different pulsotype groups and individual pulsotypes, 1967–2009*

Antimicrobial drug resistance traitNo. (%) isolates
Total no. isolates, N = 579High-prevalence pulsotypes, n = 327Multiple-isolate pulsotypes, n = 474Individual high-prevalence pulsotypes
968, n = 136800, n = 82812, n = 32905, n = 19987, n = 111202, n = 8919, n = 7955, n = 7797, n = 6
FQ-R462 (80)293 (90)†401 (85) 133 (98)† 81 (99)† 32 (100)† 19 (100)‡ 0† 1 (13)† 7 (100)§ 1 (14)† 0 †
ESBL272 (47)144 (44)219 (46)62 (46) 12 (15)† 30 (94)† 17 (90)† 0† 3 (38)7 (100)§2 (29)§ 0 ‡
bla CTX-M-15 188 (33)102 (31)156 (33)38 (28) 5 (6)† 28 (88)† 16 (84)† 0‡ 0 ‡ 6 (86)§0 0

*Boldface indicates p <0.05 in comparison with all other isolates. Pulsotypes shown are those, among the 12 high-prevalence pulsotypes, that exhibited a significant association with >1 resistance trait. ST, sequence type; FQ-R, fluoroquinolone resistance; ESBL, extended-spectrum β-lactamase production; blaCTX-M-15, gene encoding CTX-M-15. †p<0.001 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
‡p<0.05 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
§p<0.01 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).

*Boldface indicates p <0.05 in comparison with all other isolates. Pulsotypes shown are those, among the 12 high-prevalence pulsotypes, that exhibited a significant association with >1 resistance trait. ST, sequence type; FQ-R, fluoroquinolone resistance; ESBL, extended-spectrum β-lactamase production; blaCTX-M-15, gene encoding CTX-M-15. †p<0.001 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
‡p<0.05 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).
§p<0.01 for indicated pulsotype group or pulsotype vs. all others (Fisher exact test).

Multivariable Analysis

All 3 resistance traits, plus several source groups and geographic regions, exhibited significant associations with year of isolation/submission (Table 1), suggesting possible confounding by temporal correlations among variables. Thus, we used multivariable logistic regression analysis to assess for independent associations of selected predictor variables with pulsotype. Separate models were constructed for the 3 most prevalent pulsotypes, the high-frequency pulsotypes, and the multiple-isolate pulsotypes, by using as candidate predictor variables 1 representative from each epidemiologic or resistance category (year, ecologic source, locale, fluoroquinolone phenotype, and ESBL status). ESBL status was a significant predictor in all 5 resulting models, as was fluoroquinolone resistance in 4 models (fluoroquinolone resistance was excluded from the fifth model because of its 100% prevalence in pulsotype 812), year in 3 models, and human source in 2 models (Table 8). In contrast, US origin (the representative geographic variable) was not a significant predictor in any model.
Table 8

Results of multivariable logistic regression analysis for predictors of selected pulsotype categories among 579 Escherichia coli ST131 isolates, 1967–2009*

Outcome variable, significant predictor variables†Odds ratio (95% CI)p valueNagelkerke R2 for model‡
Pulsotype 9680.18
Human source0.20 (0.09–0.46)<0.001
FQ-R55.04 (10.63–285.03)<0.001
ESBL production0.63 (0.41–0.90)0.03
Pulsotype 8000.31
Human source10.61 (1.32–85.48)0.03
FQ-R46.50 (3.75–576.74).003
ESBL production0.10 (0.05–0.19)<0.001
Pulsotype 8120.21
Year of isolation/submission1.47 (1.07–2.03)0.02
ESBL production17.53 (4.02–76.07)<0.001
High-prevalence pulsotypes0.16
Year of isolation/submission1.09 (1.03–1.55)0.003
FQ-R4.04 (2.22–7.34)<0.001
ESBL production0.47 (0.32–0.70)<0.001
Multiple-isolate pulsotypes0.13
Year of isolation/submission1.07 (1.02–1.13)0.009
FQ-R3.42 (1.76–6.66)<0.001
ESBL production0.42 (0.24–0.71)0.001

*ST, sequence type; FQ-R, fluoroquinolone resistance/resistant; ESBL, extended-spectrum β-lactamase; high-prevalence pulsotypes, 12 pulsotypes that contained >6 isolates (>1% of population) each; multiple-isolate pulsotypes, 65 pulsotypes that contained >1 isolate each.
†Variables shown are those that yielded p values of <0.05. With 1 exception, each model included the following candidate predictor variables: human source (vs. other sources), US origin (vs. Canada or other international locale origin), year of isolation/submission, FQ-R, and ESBL production. All pulsotype 812 isolates were FQ-R; thus, FQ-R could not be included in that model.
‡Nagelkerke R2 provides an estimate of the total amount of variance accounted for by the model, i.e., the model's explanatory power. Values range from 0 (no explanatory power) to 1.0 (complete prediction).

*ST, sequence type; FQ-R, fluoroquinolone resistance/resistant; ESBL, extended-spectrum β-lactamase; high-prevalence pulsotypes, 12 pulsotypes that contained >6 isolates (>1% of population) each; multiple-isolate pulsotypes, 65 pulsotypes that contained >1 isolate each.
†Variables shown are those that yielded p values of <0.05. With 1 exception, each model included the following candidate predictor variables: human source (vs. other sources), US origin (vs. Canada or other international locale origin), year of isolation/submission, FQ-R, and ESBL production. All pulsotype 812 isolates were FQ-R; thus, FQ-R could not be included in that model.
‡Nagelkerke R2 provides an estimate of the total amount of variance accounted for by the model, i.e., the model's explanatory power. Values range from 0 (no explanatory power) to 1.0 (complete prediction).

Indistinguishable PFGE Profile Isolates

We also assessed associations with other variables for the 7 largest clusters of isolates with indistinguishable PFGE profiles; each cluster contained 4–5 isolates. Of the 31 constituent isolates, 28 were recent (2007–2009) and the other 3 were from 2002 or 2004. Of the 7 clusters, 6 included isolates from multiple locales, from multiple continents in 3 instances. In contrast, only 3 clusters came from multiple host species. Whereas each cluster was internally homogeneous for fluoroquinolone phenotype (6 all-resistant clusters, 1 all-susceptible cluster), 4 were internally heterogeneous according to ESBL and/or blaCTX-M-15 status.

Discussion

We used PFGE analysis to define population structure among 579 diverse E. coli ST131 isolates and then assessed temporal, geographic, ecologic, and resistance trait associations for the various pulsotypes, i.e., presumed sub-ST genetic lineages. Our findings support 4 main conclusions. First, although ST131 is highly diverse at the pulsotype level, a small number of high-frequency pulsotypes predominate, and pulsotype 968 accounts for 24% of the population. Second, pulsotypes differ in prevalence over time; high-prevalence pulsotypes tend to occur in more recent years, consistent with recent emergence and expansion, implying greater fitness. Third, whereas broad geographic distribution predominates over locale-specific segregation, implying widespread dispersal rather than localized endemicity, segregation by ecologic source predominates over across-source commonality, implying niche adaptation rather than broad host-range capability and interspecies transmission. Fourth, resistance traits (i.e., fluoroquinolone resistance, ESBL production, and blaCTX-M-15) are highly pulsotype-specific, suggesting predominantly subclonal distribution. The striking prevalence disparities among pulsotypes suggest that certain pulsotypes, especially the exceptionally successful pulsotype 968, possess fitness advantages over others. In retrospect, pulsotype 968 accounted for all previously reported household clusters, 3 of which involved serious or fatal disease in >1 household members (–). A possible founder effect for type 968 is unlikely because the pulsotypes that were detected earliest were mostly low-prevalence types; higher prevalence pulsotypes appeared only later, seemingly outcompeting the low-prevalence types. In regard to possible fitness advantages, ESBL production and blaCTX-M-15 were significantly associated with several high-prevalence pulsotypes and were present in most or all of their members (Table 7). However, they were not significantly associated with (predominant) pulsotype 968 and so are unlikely the main explanation for the recent expansion of ST131, of which pulsotype 968 was the single main component (Figure). In contrast, fluoroquinolone resistance was significantly associated with each of the 4 most prevalent pulsotypes and collectively with the 12 high-prevalence and 65 multiple-isolate pulsotypes. Thus, fluoroquinolone resistance may have made a major contribution to the recent expansion of ST131. Although the predominant pattern was broad dispersal of pulsotypes, localized segregation also occurred. These trends imply considerable ongoing dissemination and intermixing of ST131 lineages among locales (sufficient to largely preclude establishment of locale-specific populations) but with variable degrees of intermixing versus segregation by locale and pulsotype. For example, the US Midwest and Canada shared pulsotypes more extensively than did other regions. Conversely, non-Canadian international locales and the US West had less pulsotype commonality with other regions (i.e., had more highly locale-specific populations) than did other locales. Several high-prevalence pulsotypes similarly exhibited distinct patterns of distribution and were variably concentrated in specific regions. Similar patterns have been described previously for ST131 but in lesser detail and without statistical analysis (,,,,,). The undefined mechanisms for the ongoing dispersal of ST131, possibly including international travel and commerce, wild bird migration, and foodborne or waterborne transmission, and its limited locale-specific segregation by pulsotype warrant study. The associations of specific pulsotypes with different ecologic sources are relevant to the dispersal mechanisms of ST131. In contrast to the striking geographic dissemination of pulsotypes, we also found some evidence of niche segregation. Positive associations for niche segregation were found between humans and water, companion animals and other animals, and food animals and food. In contrast, negative associations were found between humans and most other sources, companion animals or other animals and food or food animals, and water and companion animals or food animals. These findings implicate humans as the source for ST131 isolates found in water and implicate food animals as the source for isolates found in food. In contrast, and consistent with findings in most, but not all, previous studies (,–), these findings indicate that food animals and food are not major sources of ST131 for humans. They also suggest no special pet­–human commonality of ST131 pulsotypes, notwithstanding some well-documented overlap (). This argues against pets and the food supply as major vehicles for dissemination of ST131 strains among humans. Indeed, in 1 study, 7% of healthy humans were found to be colonized intestinally with an ST131 strain (); thus, humans may be the main reservoir for human-associated strains. A larger, more current, and more systematically assembled study population is needed to confirm the findings of the present study. Until now, the earliest reported isolate of ST131 was from a patient with urosepsis in 1985 (). Here, we report 3 earlier isolations, from 1967, 1982, and 1983, none of which were from a high-prevalence pulsotype. This finding documents the presence of ST131 decades before its emergence as a disseminated human pathogen and suggests an opportunity to compare early isolates with recent isolates for characteristics that might confer enhanced fitness, possibly contributing to the emergence of ST131. Our study had limitations. First, the population was a convenience sample with multiple possible sources of bias. Second, despite considerable diversity, the population was not balanced; it predominantly comprised recent isolates from human in the United States, reducing both generalizability and power for comparisons involving other times, sources, and regions. Third, minimal associated data (especially clinical details) were available for many isolates, limiting the possible epidemiologic analyses. Fourth, PFGE profiles reflect genetic relationships only indirectly and require subjective interpretation. Fifth, the multiple comparisons could have produced spurious associations by chance alone. However, the proportion of comparisons yielding a significant p value was much greater, and the associated p values much smaller, than should occur by chance alone. Last, the 94% PFGE similarity pulsotype criterion was somewhat arbitrary and possibly suboptimal; however, an alternate 100% similarity criterion yielded qualitatively similar conclusions. Our study also had strengths. The population was the largest reported to date for ST131 () and the most extensively distributed by time, source, and region. The PFGE analysis was conducted by 1 experienced observer in 1 laboratory by using software that enabled concurrent comparisons for all isolates. Diverse univariable and multivariable statistical approaches were used, pulsotypes were analyzed collectively and individually, and PFGE profiles were assessed by using 2 similarity thresholds (94% and 100%) and in a dendrogram. Thus, within a large, diverse collection of E. coli ST131 isolates, we documented extensive PFGE profile diversity and a predominance of certain high-prevalence pulsotypes (particularly pulsotype 968, 24% overall) that exhibited distinctive temporal patterns of emergence. Notwithstanding some geographic localization, pulsotypes were extensively dispersed by region. In contrast, they were more highly source specific; in particular, isolates from humans exhibited almost no commonality with isolates from food animals or foods. Pulsotype 968 was much more closely associated with fluoroquinolone resistance than with ESBL production or blaCTX-M-15, suggesting a greater role for fluoroquinolone resistance than ESBLs in the expansion of this dominant pulsotype and ST131 in general. These findings considerably advance our understanding of the genetic structure, ecology, geographic distribution, and emergence of this widely disseminated antimicrobial drug–resistant pathogen, which represents a growing public health threat.
  28 in total

1.  Escherichia coli sequence type ST131 as the major cause of serious multidrug-resistant E. coli infections in the United States.

Authors:  James R Johnson; Brian Johnston; Connie Clabots; Michael A Kuskowski; Mariana Castanheira
Journal:  Clin Infect Dis       Date:  2010-08-01       Impact factor: 9.079

2.  Recent emergence of clonal group O25b:K1:H4-B2-ST131 ibeA strains among Escherichia coli poultry isolates, including CTX-M-9-producing strains, and comparison with clinical human isolates.

Authors:  Azucena Mora; Alexandra Herrera; Rosalia Mamani; Cecilia López; María Pilar Alonso; Jesús E Blanco; Miguel Blanco; Ghizlane Dahbi; Fernando García-Garrote; Julia María Pita; Amparo Coira; María Isabel Bernárdez; Jorge Blanco
Journal:  Appl Environ Microbiol       Date:  2010-09-03       Impact factor: 4.792

3.  Identification of CTX-M beta-lactamases in Escherichia coli from hospitalized patients and residents of long-term care facilities.

Authors:  Carl Urban; Noriel Mariano; Patricia A Bradford; Margareta Tuckman; Sorana Segal-Maurer; Wehbeh Wehbeh; Louise Grenner; Rita Colon-Urban; Brian Johnston; James R Johnson; James J Rahal
Journal:  Diagn Microbiol Infect Dis       Date:  2010-04       Impact factor: 2.803

4.  Within-household sharing of a fluoroquinolone-resistant Escherichia coli sequence type ST131 strain causing pediatric osteoarticular infection.

Authors:  James R Johnson; John T Anderson; Connie Clabots; Brian Johnston; Michael Cooperstock
Journal:  Pediatr Infect Dis J       Date:  2010-05       Impact factor: 2.129

5.  Sharing of Escherichia coli sequence type ST131 and other multidrug-resistant and Urovirulent E. coli strains among dogs and cats within a household.

Authors:  James R Johnson; Sybille Miller; Brian Johnston; Connie Clabots; Chitrita Debroy
Journal:  J Clin Microbiol       Date:  2009-08-26       Impact factor: 5.948

Review 6.  Molecular epidemiology of Escherichia coli producing CTX-M beta-lactamases: the worldwide emergence of clone ST131 O25:H4.

Authors:  Gisele Peirano; Johann D D Pitout
Journal:  Int J Antimicrob Agents       Date:  2010-01-13       Impact factor: 5.283

7.  Molecular epidemiology of CTX-M-producing Escherichia coli isolates at a tertiary medical center in western Pennsylvania.

Authors:  Hanna E Sidjabat; David L Paterson; Jennifer M Adams-Haduch; Lindsay Ewan; Anthony W Pasculle; Carlene A Muto; Guo-Bao Tian; Yohei Doi
Journal:  Antimicrob Agents Chemother       Date:  2009-08-17       Impact factor: 5.191

8.  Escherichia coli sequence type ST131 as an emerging fluoroquinolone-resistant uropathogen among renal transplant recipients.

Authors:  James R Johnson; Brian Johnston; Connie Clabots; Michael A Kuskowski; Swaroop Pendyala; Chitrita Debroy; Bogdan Nowicki; James Rice
Journal:  Antimicrob Agents Chemother       Date:  2009-11-16       Impact factor: 5.191

9.  Escherichia coli Pyomyositis: an emerging infectious disease among patients with hematologic malignancies.

Authors:  Karen J Vigil; James R Johnson; Brian D Johnston; Dimitrios P Kontoyiannis; Victor E Mulanovich; Issam I Raad; Herbert L Dupont; Javier A Adachi
Journal:  Clin Infect Dis       Date:  2010-02-01       Impact factor: 9.079

10.  Food reservoir for Escherichia coli causing urinary tract infections.

Authors:  Caroline Vincent; Patrick Boerlin; Danielle Daignault; Charles M Dozois; Lucie Dutil; Chrissi Galanakis; Richard J Reid-Smith; Pierre Paul Tellier; Patricia A Tellis; Kim Ziebell; Amee R Manges
Journal:  Emerg Infect Dis       Date:  2010-01       Impact factor: 6.883

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  61 in total

1.  Greater ciprofloxacin tolerance as a possible selectable phenotype underlying the pandemic spread of the H30 subclone of Escherichia coli sequence type 131.

Authors:  James R Johnson; Stephen B Porter; Paul Thuras; Timothy J Johnson; Lance B Price; Veronika Tchesnokova; Evgeni V Sokurenko
Journal:  Antimicrob Agents Chemother       Date:  2015-08-31       Impact factor: 5.191

2.  Colonization with Escherichia coli Strains among Female Sex Partners of Men with Febrile Urinary Tract Infection.

Authors:  Peter Ulleryd; Torsten Sandberg; Flemming Scheutz; Connie Clabots; Brian D Johnston; Paul Thuras; James R Johnson
Journal:  J Clin Microbiol       Date:  2015-04-01       Impact factor: 5.948

3.  Characteristics of Escherichia coli sequence type 131 isolates that produce extended-spectrum β-lactamases: global distribution of the H30-Rx sublineage.

Authors:  Gisele Peirano; Akke K van der Bij; Joshua L Freeman; Laurent Poirel; Patrice Nordmann; Michael Costello; Veronika L Tchesnokova; Johann D D Pitout
Journal:  Antimicrob Agents Chemother       Date:  2014-04-21       Impact factor: 5.191

Review 4.  Escherichia coli ST131, an intriguing clonal group.

Authors:  Marie-Hélène Nicolas-Chanoine; Xavier Bertrand; Jean-Yves Madec
Journal:  Clin Microbiol Rev       Date:  2014-07       Impact factor: 26.132

5.  Rapid and specific detection, molecular epidemiology, and experimental virulence of the O16 subgroup within Escherichia coli sequence type 131.

Authors:  James R Johnson; Olivier Clermont; Brian Johnston; Connie Clabots; Veronika Tchesnokova; Evgeni Sokurenko; Adam F Junka; Beata Maczynska; Erick Denamur
Journal:  J Clin Microbiol       Date:  2014-02-05       Impact factor: 5.948

6.  Molecular features of community-associated extended-spectrum-β-lactamase-producing Escherichia coli strains in the United States.

Authors:  Fupin Hu; Jessica A O'Hara; Jesabel I Rivera; Yohei Doi
Journal:  Antimicrob Agents Chemother       Date:  2014-08-18       Impact factor: 5.191

7.  Extensive Genetic Commonality among Wildlife, Wastewater, Community, and Nosocomial Isolates of Escherichia coli Sequence Type 131 (H30R1 and H30Rx Subclones) That Carry blaCTX-M-27 or blaCTX-M-15.

Authors:  Ivana Jamborova; Brian D Johnston; Ivo Papousek; Katerina Kachlikova; Lenka Micenkova; Connie Clabots; Anna Skalova; Katerina Chudejova; Monika Dolejska; Ivan Literak; James R Johnson
Journal:  Antimicrob Agents Chemother       Date:  2018-09-24       Impact factor: 5.191

8.  Extensive Household Outbreak of Urinary Tract Infection and Intestinal Colonization due to Extended-Spectrum β-Lactamase-Producing Escherichia coli Sequence Type 131.

Authors:  Theresa Madigan; James R Johnson; Connie Clabots; Brian D Johnston; Stephen B Porter; Billie S Slater; Ritu Banerjee
Journal:  Clin Infect Dis       Date:  2015-03-31       Impact factor: 9.079

9.  Extraintestinal Pathogenic and Antimicrobial-Resistant Escherichia coli Contamination of 56 Public Restrooms in the Greater Minneapolis-St. Paul Metropolitan Area.

Authors:  Muhanad Mohamed; Kris Owens; Abby Gajewski; Connie Clabots; Brian Johnston; Paul Thuras; Michael A Kuskowski; James R Johnson
Journal:  Appl Environ Microbiol       Date:  2015-04-24       Impact factor: 4.792

10.  Antimicrobial-Resistant Pathogens Associated With Healthcare-Associated Infections: Summary of Data Reported to the National Healthcare Safety Network at the Centers for Disease Control and Prevention, 2011-2014.

Authors:  Lindsey M Weiner; Amy K Webb; Brandi Limbago; Margaret A Dudeck; Jean Patel; Alexander J Kallen; Jonathan R Edwards; Dawn M Sievert
Journal:  Infect Control Hosp Epidemiol       Date:  2016-08-30       Impact factor: 3.254

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