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Journal of Clinical Microbiology, December 2008, p. 3987-3996, Vol. 46, No. 12
0095-1137/08/$08.00+0 doi:10.1128/JCM.00816-08
Copyright © 2008, American Society for Microbiology. All Rights Reserved.
Identification of Minimal Predictors of Avian Pathogenic Escherichia coli Virulence for Use as a Rapid Diagnostic Tool
Timothy J. Johnson,1
Yvonne Wannemuehler,2
Curt Doetkott,3
Sara J. Johnson,2
Sandra C. Rosenberger,4 and
Lisa K. Nolan2*
Department of Veterinary and Biomedical Sciences, University of Minnesota, St. Paul, Minnesota 55108,1
Department of Veterinary Microbiology and Preventive Medicine, Iowa State University, Ames, Iowa 50011,2
Information Technology Services, North Dakota State University, Fargo, North Dakota 58105,3
Aviserve LLC, Delaware Technology Park, Newark, Delaware 197114
Received 29 April 2008/
Returned for modification 7 September 2008/
Accepted 30 September 2008

ABSTRACT
To identify traits that predict avian pathogenic
Escherichia coli (APEC) virulence, 124 avian
E. coli isolates of known pathogenicity
and serogroup were subjected to virulence genotyping and phylogenetic
typing. The results were analyzed by multiple-correspondence
analysis. From this analysis, five genes carried by plasmids
were identified as being the most significantly associated with
highly pathogenic APEC strains:
iutA,
hlyF,
iss,
iroN, and
ompT.
A multiplex PCR panel targeting these five genes was used to
screen a collection of 994 avian
E. coli isolates. APEC isolates
were clearly distinguished from the avian fecal
E. coli isolates
by their possession of these genes, suggesting that this pentaplex
panel has diagnostic applications and underscoring the close
association between avian
E. coli virulence and the possession
of ColV plasmids. Also, the sharp demarcation between APEC isolates
and avian fecal
E. coli isolates in their plasmid-associated
virulence gene content suggests that APEC isolates are well
equipped for a pathogenic lifestyle, which is contrary to the
widely held belief that most APEC isolates are opportunistic
pathogens. Regardless, APEC isolates remain an important problem
for poultry producers and a potential concern for public health
professionals, as growing evidence suggests a possible role
for APEC in human disease. Thus, the pentaplex panel described
here may be useful in detecting APEC-like strains occurring
in poultry production, along the food chain, and in human disease.
This panel may be helpful toward clarifying potential roles
of APEC in human disease, ascertaining the source of APEC in
animal outbreaks, and identifying effective targets of avian
colibacillosis control.

INTRODUCTION
Avian pathogenic
Escherichia coli (APEC) isolates cause colibacillosis
in birds raised for meat and eggs (
2). This disease results
in significant morbidity and mortality, which translates into
multimillion-dollar annual losses for all facets of the world's
poultry industry (
2). It is estimated that at least 30% of the
commercial flocks in the United States, at any point in time,
are affected by colibacillosis. Recent reports have suggested
a link between APEC and human disease (
13,
36). Thus, the enhanced
control of avian colibacillosis could prove beneficial to both
animal and human health.
Management approaches based on the protection of poultry from predisposing conditions have proved largely ineffective in controlling avian colibacillosis (2). Also, evidence exists that APEC isolates are becoming more resistant to antimicrobial agents (17, 23, 29, 47), indicating that the control of colibacillosis is likely to become even more problematic in the future. Further complicating the control of this disease is the fact that antimicrobial usage in animal production is undergoing unprecedented scrutiny, with limitations placed on the use of certain agents in poultry production. Consequently, the vaccine-based control of avian colibacillosis, where appropriate, is likely to become increasingly desirable.
Unfortunately, vaccines designed to prevent avian colibacillosis have met with mixed results. Although vaccines against various APEC isolates have been produced (1, 3, 7, 14, 25, 26, 34, 38), some have proved effective only against homologous challenge (26, 34). This type of vaccine failure is a critical impediment to colibacillosis control, often because of the diversity of APEC populations (36, 37). Despite this diversity, recent efforts to define the APEC pathotype have shown that most APEC isolates contain a highly conserved cluster of plasmid-linked virulence genes that occurs in relatively few avian fecal commensal E. coli (AFEC) isolates (22, 37). Thus, the exploitation of these plasmid traits or other common APEC markers as the targets of future diagnostic tools and/or vaccines may yield colibacillosis control measures with widespread applicability.
Indeed, attempts to exploit this association between plasmid genes and APEC virulence to improve colibacillosis control already are under way. Lynne et al. (28) described the testing of a vaccine that targeted a plasmid-mediated trait, and others have described rapid diagnostic tools that identify APEC isolates based on the possession of certain genes, including plasmid-linked ones (11, 41). Unfortunately, these attempts were made prior to the recognition that these plasmid genes are ubiquitous among APEC isolates and before multiple APEC plasmid sequences had become available (21, 22). Also, these procedures were validated with relatively small samples of isolates. Here, we build on recent knowledge to more clearly define the APEC pathotype and to apply this definition to the development of a diagnostic test useful in predicting an avian E. coli strain's ability to cause disease. In addition to describing the use of multiple-correspondence analysis (MCA) in studying the traits of APEC isolates and their relationship to disease in birds, this study describes the use of MCA to predict the abilities of extraintestinal pathogenic E. coli (ExPEC) isolates to cause disease in their natural hosts rather than in a model system.

MATERIALS AND METHODS
Bacterial strains.
For genotyping studies, a total of 994 isolates were used (Table
1). This population included 794 APEC isolates, which were defined
as
E. coli strains isolated from lesions of birds clinically
diagnosed with colibacillosis, and 200 AFEC isolates, which
were isolated from the feces of apparently healthy birds. These
isolates originated from various farms and flocks throughout
the United States. Of these, 556 isolates were previously characterized
for the presence of a subset of the genes included in this study
(
37). Also included among the 794 APEC isolates were 124 strains
that were previously assigned to low-, intermediate-, or high-pathogenicity
groups based on lesions and mortalities observed in experimentally
infected chicks (
6,
39,
40). Isolates were serogrouped by the
E. coli Reference Center at Pennsylvania State University, University
Park.
Virulence genotyping.
For multiplex PCR studies screening for virulence genes and
phylogenetic typing, template DNA was prepared using boiled
lysates, as previously described (
20). DNA was stored at –20°C
until used. This study used previously described results (
37)
in combination with novel data. Primers for this procedure have
been previously described (
37). Test and control organisms were
amplified in several multiplex procedures.
Phylogenetic typing.
Isolates were assigned to phylogenetic groups according to the method of Clermont et al. (5). Using this method, isolates are assigned to one of four groups (A, B1, B2, or D) based on their possession of two genes (chuA and yjaA) and a DNA fragment (TSPE4.C2) as determined by PCR. Boiled lysates of overnight cultures were used as a source of template DNA as described above.
Diagnostic pentaplex procedure.
MCA was used to identify traits corresponding to APEC isolates assigned to different pathogenicity groups (6, 16). From this analysis, the best five genes in terms of correspondence with pathogenicity were targeted in a multiplex PCR procedure (Table 2). The amplification of the five gene targets for the diagnostic multiplex protocol was accomplished under the following reaction conditions: 4 mM magnesium chloride, 0.25 mM deoxynucleoside triphosphates (USB Corporation, Cleveland, OH), 0.3 µM each primer (Integrated DNA Technologies, Iowa City, IA), and 1 U HotMaster Taq DNA polymerase (Eppendorf, Westbury, NY). The reactions were performed using a Mastercycler EP machine (Eppendorf) using the following cycling parameters: 94°C for 2 min; 25 cycles of 94°C for 30 s, 63°C for 30 s, 68°C for 3 min; and a final cycle of 72°C for 10 min.
All samples were subjected to horizontal gel electrophoresis
in 2% agarose, and amplicon sizes were determined by comparison
to the Hi-Lo DNA marker obtained from Minnesota Molecular Inc.
(MN). Strains known to possess or lack the genes of interest
were examined with each amplification procedure. An isolate
was considered to contain a gene of interest if it produced
an amplicon of the expected size (Table
2). To verify the accuracy
of the amplification procedure, amplicons from control organisms
were excised from the gels and subjected to DNA sequencing.
In all cases, amplicons of the sizes predicted had their identities
confirmed by sequencing.
Statistical analyses.
Fisher's exact test was used to test the null hypothesis of equal gene prevalence rates across the two populations studied. Due to the relatively large number of traits, stepdown permutation multiplicity adjustments were used to address the associated inflation of the type I error rate (44). In a further attempt to discern patterns among all isolates based on their content of virulence genes (papGI' was excluded, as it was absent in all isolates), multivariate statistics were used. MCA was used to look for associations among the presence of traits and pathotypes, phylogenetic groups, and serotypes simultaneously (16). A linear discriminant analysis (LDA) was used to determine if isolate type (APEC or AFEC) could be predicted based on the virulence genes present (15). Although the use of data from binary variables in an LDA, as done here, violates the assumption of multivariate normality, LDA was used because parametric LDA can be very robust in spite of such violations (30). Additionally, a cluster analysis of the isolates was performed using the average linkage method based upon Jaccard's dissimilarity coefficient calculated from the presence of virulence genes (SAS 9.0). In order to better discern patterns among the isolates, the results of the cluster and discriminant analyses, along with the isolates' virulence genotypes, phylogenetic groups, and states of origin, were used to construct a single figure based on principles of Eisen et al. (10).

RESULTS
A group of 124 avian
E. coli isolates were previously assigned
to high-, intermediate-, and low-pathogenicity groups based
on the lesions and mortality they caused in experimentally infected
chickens (
40). For the present study, these isolates were examined
for serogroups, phylogenetic groups, and virulence genotypes.
Several significant differences in gene distribution were found
among the APEC isolates of the three pathotypes using Fisher's
exact test (
P < 0.05) and included
etsA,
etsB,
hlyF,
iutA,
papC,
ireA,
kpsMT2, episomal
ompT, and
papG2 (Table
3 ). In
most cases, a higher proportion of APEC isolates of the high-pathogenicity
group contained the genes of interest than did the APEC isolates
assigned to the intermediate- or low-pathogenicity group.
Virulence genotypes, serogroups, and phylogenetic groups of
these 124 APEC isolates also were subjected to MCA in order
to determine which traits corresponded to the different pathogenicity
groups (
16,
40). Figure
1 graphs the results of this analysis.
In this plot, corresponding factors associate with one another,
but the distance between factors is not an indicator of the
degree of correspondence. Factors associated with the three
pathogenicity groups clustered about the origin of the plot
and included the phylogenetic groups A, B1, and D but not B2.
Also, corresponding with these pathotypes were all of the plasmid
genes studied (episomal
iss,
iroN, episomal
ompT,
eitAB,
cvaABC,
cbi,
cma,
iutA,
hlyF, and
etsAB) and some of the chromosomal
genes (chromosomal
ompT,
ireA,
fyuA,
papACEFG, and
vat). Certain
serogroups also corresponded with these three pathotypes, including
O2, O11, O35, O78, and others. The B2 phylogenetic group corresponded
with
gimB,
kpsMT1,
ibeA,
kpsMT2,
malX, the gene encoding the
H7 flagellar antigen, and the O1 serogroup, but these did not
correspond with any of the APEC pathogenicity groups (Fig.
1).
In addition, 794 APEC and 200 AFEC isolates were serogrouped,
assigned to phylogenetic groups, and virulence genotyped, and
the results were subjected to cluster analysis in an effort
to identify patterns among the data (Table
4 and Fig.
2). Three
major clusters could be discerned. Isolates in cluster 1 (red)
generally were lacking in the traits examined, members of cluster
2 (green) were generally found to possess the plasmid-associated
traits but lack the chromosome-associated traits, and isolates
in cluster 3 (blue) possessed a combination of plasmid-associated
and chromosome-associated traits. All but 40 AFEC isolates fell
into cluster 1, with the remaining 40 AFEC isolates falling
into cluster 2; no AFEC isolates fell into cluster 3. Notably,
the 40 AFEC isolates falling into cluster 2 each had some, but
not all, of the plasmid-associated genes. Thus, the assignment
of an isolate to cluster 2 was due to the presence of only some
of these genes. By contrast, most APEC isolates contained the
plasmid pathogenicity-associated island (PAI) genes that previously
were identified as being highly conserved among APEC isolates,
including
sitA,
iutA,
hlyF, episomal
ompT,
etsAB, episomal
iss,
iroN, and
cvaABC (
12,
13,
22,
27,
36,
46,
48). In addition to
these plasmid genes, members of cluster 3, which were exclusively
APEC isolates, also were characterized by the possession of
certain chromosomal genes, including
fyuA,
ireA, the
pap operon
genes,
vat, capsular biosynthesis genes (K1 and K2 capsule types),
and other PAI markers (
malX,
ibeA, and
gimB). The most commonly
occurring serogroups among the APEC isolates examined were O78
(18.5%) and O2 (13.1%) (Table
5). However, 22.3% of the isolates
examined were nontypeable, and a high degree of diversity was
found among the remaining isolates. Because 68.4% of the APEC
isolates examined did not belong to the O2 or O78 serogroup
and no other serogroup was prominent among APEC isolates, no
discernible patterns could be identified with regard to serogroup
and virulence potential.
An analysis of the distribution of virulence genes among APEC
isolates of the four phylogenetic groups revealed that most
of the genes were differentially distributed (Table
6). In fact,
the only genes without significantly different distributions
across phylogenetic groups (
P < 0.05) were those that had
very low prevalence among all populations, such as
cdtB,
rfc,
papG1,
papG3,
bmaE,
gafD,
kpsMT3, and
hlyD. Among the AFEC isolates
examined, only nine genes displayed significant differences
across phylogenetic types. These included plasmid-associated
genes, such as episomal
iss and genes of the ColV operon, and
PAI-associated genes, such as
fyuA,
ibeA, and the
mal PAI marker
(Table
7).
In an attempt to exploit these data to identify a minimum number
of traits that could be used to distinguish an APEC from an
AFEC isolate, further LCA was done (Table
8). This analysis
identified a subset of genes,
iutA,
hlyF, episomal
iss,
iroN,
and episomal
ompT, which showed correspondence to APEC pathotypes
and appeared to be capable of discriminating APEC from AFEC
isolates to nearly the same degree as virulence genotyping for
46 genes. Using this subset of genes, a pentaplex PCR procedure
targeting these genes was designed and validated using
E. coli strains known to lack or possess these genes. In all cases,
amplicons occurred as predicted, were of the size predicted
(Table
2), and were confirmed as to their identities by DNA
sequencing. Using this multiplex procedure, the 794 APEC and
200 AFEC isolates described above (Fig.
3) were analyzed, and
the data generated were plotted in another cluster diagram.
As seen previously in the cluster diagram using 46 genes, this
cluster analysis showed a sharp demarcation between AFEC and
APEC isolates, with the APEC isolates on average possessing
4.0 of the 5 genes and the AFEC averaging only 1.3 genes. These
results suggest that screening for these genes is a useful tool
in APEC diagnostics. Also, when the pentaplex results for the
200 AFEC and 124 APEC isolates assigned to pathotypes were plotted
against one another (Fig.
4), the average number of genes possessed
decreased from high (4.6) to medium (4.3) to low (3.9) for AFEC
groups. However, despite strong differences in the distribution
of these genes between APEC and AFEC, every gene studied could
be found in both APEC and AFEC populations.

DISCUSSION
This study validates a refined multiplex PCR scheme to be used
for the prediction of virulence of avian
E. coli. This scheme
is based on extensive virulence genotyping on a large number
of isolates from a variety of sources; takes advantage of recent
advances in plasmid genomics; and correlates the presence of
five genes with the ability of an APEC isolate to cause disease
in 1-day-old chicks. A cluster analysis of multiplex PCR results
of nearly 1,000 isolates, screened for the presence of more
than 40 ExPEC-associated traits, showed that the majority of
APEC isolates fall into two distinct clusters: those with plasmid-associated
virulence genes but lacking chromosome-associated virulence
genes and those possessing both plasmid- and chromosome-associated
virulence genes. Although some APEC isolates lacked the plasmid
genes studied here, the vast majority of APEC isolates were
distinguished from AFEC isolates by their possession of plasmid-linked
PAI genes. In fact, the sharp demarcation between most APEC
isolates and most AFEC isolates due to their plasmid gene content
suggests that APEC isolates are well equipped for a pathogenic
lifestyle, which is contrary to the widely held belief that
they are opportunistic pathogens. Perhaps APEC isolates assigned
to cluster 1, which are characterized by a dearth of the genes
tested, are opportunistic pathogens, while those of clusters
2 and 3 are frank pathogens. Indeed, an APEC isolate in this
study was defined as an
E. coli strain isolated from the lesions
of birds with colibacillosis with no regard to any host factors
that might have predisposed the birds to infection, including
infection with commensal strains of
E. coli. Thus, we speculate
that APEC isolates falling into cluster 1 actually are commensal
E. coli strains taking advantage of an immunocompromised host.
A further examination of the APEC isolate of this cluster in
a range of immunocompetent and immunocompromised hosts would
be helpful in resolving this issue. Regardless, it is evident
from this study that a distinction can be made between the majority
of APEC and AFEC isolates examined here by their possession
of ColV virulence plasmids.
Besides confirming that virulence plasmids are a defining trait of the APEC pathotype, these results help explain the assignment of APEC isolates to phylogenetic types that are not typically associated with ExPEC isolates of human beings. While the majority of human ExPEC isolates belong to phylogenetic type B2 and, to a lesser degree, D, the majority of APEC isolates belong to the A, B1, and D phylogenetic types (5, 36). Phylogenetic grouping, which relies on identifying certain chromosomal markers, does not account for virulence due to plasmid-mediated PAIs and other extrachromosomal and mobile elements. Since such extrachromosomally located PAIs are a defining trait of the APEC pathotype and appear to be critical to APEC virulence (8, 9, 42, 43, 45), PCR-based phylogenetic typing is not a clear predictor of avian E. coli virulence. However, the literature provides evidence that no absolute definition of an APEC or a human ExPEC isolate is possible (4, 13, 18, 19, 29, 31, 33). Overlap among all ExPEC subtypes in terms of serogroups, phylogenetic types, and virulence genotypes exists to some degree (13, 33, 36). However, because most APEC isolates fall into phylogenetic groups other than the B2 group and possess ColV or ColBM virulence plasmid, one can conclude that these plasmids and/or some other genetic elements common to avian E. coli of the non-B2 types provide these strains with an enhanced ability to cause avian colibacillosis.
In summary, plasmid-linked PAIs are common among APEC isolates and provide a useful target for identifying these organisms. By exploiting this characteristic trait of APEC, we have developed and validated a pentaplex PCR panel that can distinguish most APEC isolates from AFEC isolates. Since APEC isolates remain an important concern for poultry producers and a potential one for public health professionals, such a diagnostic tool may be used to detect APEC-like strains occurring in poultry production, along the food chain, and in human disease, helping to clarify the role of APEC in human disease and identify targets for improved colibacillosis control.

ACKNOWLEDGMENTS
We gratefully acknowledge Chitrita Debroy (Pennsylvania State
University) and Catherine Logue (North Dakota State University)
for providing strains used for this study.
This study was supported by Iowa State University's College of Veterinary Medicine.

FOOTNOTES
* Corresponding author. Mailing address: Department of Veterinary Microbiology and Preventive Medicine, VMRI 2, 1802 Elwood Dr., Iowa State University, Ames, IA 50011. Phone: (515) 294-3470. Fax: (515) 294-3839. E-mail:
lknolan{at}iastate.edu 
Published ahead of print on 8 October 2008. 

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Journal of Clinical Microbiology, December 2008, p. 3987-3996, Vol. 46, No. 12
0095-1137/08/$08.00+0 doi:10.1128/JCM.00816-08
Copyright © 2008, American Society for Microbiology. All Rights Reserved.
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