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The ST131 Escherichia coli H22 subclone from human intestinal microbiota: Comparison of genomic and phenotypic traits with those of the globally successful H30 subclone

Abstract

In 2006, we found healthy subjects carrying ST131 Escherichia coli in their intestinal microbiota consisting of two populations: a subdominant population of fluoroquinolone-resistant E. coli belonging to subclone H30 (H30-R or subclade C1), the current worldwide dominant ST131 subclone, and a dominant E. coli population composed of antibiotic-susceptible E. coli belonging to subclone H22 (clade B), the precursor of subclone H30. We sequenced the whole genome of fecal H22 strain S250, compared it to the genomes of ExPEC ST131 H30-Rx strain JJ1886 and commensal ST131 H41 strain SE15, sought the H22-H30 genomic differences in our fecal strains and assessed their phenotypic consequences. We detected 173 genes found in the Virulence Factor Database, of which 148 were shared by the three ST131 genomes, whereas some were genome-specific, notably those allowing determination of virotype (D for S250 and C for JJ1886). We found three sequences of the FimH site involved in adhesion: two in S250 and SE15 close and identical, respectively, to that previously reported to confer strong intestinal adhesion, and one in JJ1886, corresponding to that commonly present in uropathogenic E. coli. Among the genes involved in sugar metabolism, one encoding a gluconate kinase lacked in S250 and JJ1886. Although this gene was also absent in both our fecal H22 and H30-R strains, H22 strains showed a higher capacity to grow in minimal medium with gluconate. Among the genes involved in gluconate metabolism, only the ghrB gene differed between S250/H22 and JJ1886/H30-R strains, resulting in different gluconate reductases. Of the genes involved in biofilm formation, two were absent in the three genomes and one, fimB, in the JJ1886 genome. Our fecal H30-R strains lacking intact fimB displayed delayed biofilm formation relative to our fecal H22 strains. The H22 strains differed by subclade B type and plasmid content, whereas the H30-R strains were identical. Phenotypic analysis of our fecal strains based on observed genomic differences between S250 and JJ1886 strains suggests the presence of traits related to bacterial commensalism in our H22 strains and traits commonly found in uropathogenic E. coli in our H30-R strains.

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The ST131 Escherichia coli H22 subclone from human intestinal microbiota: Comparison of genomic and phenotypic traits with those of the globally successful H30 subclone

Author: Nicolas Chanoine, Marie Hélène; Petitjean, Marie; Mora Gutiérrez, Azucena; Mayer, Noémie; Lavigne, Jean-Philippe; Boulet, Olivier; Leflon-Guibout, Veronique; Blanco Álvarez, Jorge; Hocquet, Didier
Publisher: Biomed Central
Year: 2017
DOI: 10.1186/s12866-017-0984-8
Source: https://minerva.usc.es/bitstreams/93acbc29-96f2-4a09-b277-d54ee3e1a916/download
RESEARCH ARTICLE Open Access
The ST131 Esche ichia coli H22 subclone
om human in es inal mic obio a:
Compa ison o genomic and pheno ypic
ai s wi h hose o he globally success ul
H30 subclone
Ma ie-Hélène Nicolas-Chanoine
1,2,3*
, Ma ie Pe i jean
4,5
, Azucena Mo a
6
, Noémie Maye
1
, Jean-Philippe La igne
7,8
,
Oli ie Boule
9
, Vé onique Le lon-Guibou
1
, Jo ge Blanco
6
and Didie Hocque
4,5
Abs ac
Backg ound: In 2006, we ound heal hy subjec s ca ying ST131 Esche ichia coli in hei in es inal mic obio a
consis ing o wo popula ions: a subdominan popula ion o luo oquinolone- esis an E. coli belonging o subclone
H30 (H30-R o subclade C1), he cu en wo ldwide dominan ST131 subclone, and a dominan E. coli popula ion
composed o an ibio ic-suscep ible E. coli belonging o subclone H22 (clade B), he p ecu so o subclone H30. We
sequenced he whole genome o ecal H22 s ain S250, compa ed i o he genomes o ExPEC ST131 H30-Rx s ain
JJ1886 and commensal ST131 H41 s ain SE15, sough he H22-H30 genomic di e ences in ou ecal s ains and
assessed hei pheno ypic consequences.
Resul s: We de ec ed 173 genes ound in he Vi ulence Fac o Da abase, o which 148 we e sha ed by he h ee
ST131 genomes, whe eas some we e genome-speci ic, no ably hose allowing de e mina ion o i o ype (D o
S250 and C o JJ1886). We ound h ee sequences o he FimH si e in ol ed in adhesion: wo in S250 and SE15
close and iden ical, espec i ely, o ha p e iously epo ed o con e s ong in es inal adhesion, and one in JJ1886,
co esponding o ha commonly p esen in u opa hogenic E. coli. Among he genes in ol ed in suga me abolism,
one encoding a glucona e kinase lacked in S250 and JJ1886. Al hough his gene was also absen in bo h ou ecal
H22 and H30-R s ains, H22 s ains showed a highe capaci y o g ow in minimal medium wi h glucona e. Among
he genes in ol ed in glucona e me abolism, only he gh B gene di e ed be ween S250/H22 and JJ1886/H30-R
s ains, esul ing in di e en glucona e educ ases. O he genes in ol ed in bio ilm o ma ion, wo we e absen in
he h ee genomes and one, imB, in he JJ1886 genome. Ou ecal H30-R s ains lacking in ac imB displayed
delayed bio ilm o ma ion ela i e o ou ecal H22 s ains. The H22 s ains di e ed by subclade B ype and plasmid
con en , whe eas he H30-R s ains we e iden ical.
Conclusions: Pheno ypic analysis o ou ecal s ains based on obse ed genomic di e ences be ween S250 and
JJ1886 s ains sugges s he p esence o ai s ela ed o bac e ial commensalism in ou H22 s ains and ai s
commonly ound in u opa hogenic E. coli in ou H30-R s ains.
Keywo ds: E. coli ST131, H22 genome, Suga me abolism, Mannose-binding FimH egion, Bio ilm, Subclades B,
Plasmid eplicons
* Co espondence: [email p o ec ed]
1
Se ice de Mic obiologie, Hôpi al Beaujon, AP-HP, Clichy, F ance
2
Facul é de Médecine Pa is Dide o , Pa is, F ance
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Nicolas-Chanoine e al. BMC Mic obiology (2017) 17:71
DOI 10.1186/s12866-017-0984-8
Backg ound
Phylogene ic g oup B2, sequence ype (ST) 131 Esche i-
chia coli has been a wo ldwide dominan human ex a-
in es inal pa hogenic E. coli (ExPEC) since he beginning
o he 2000s, and is among hose esis an o luo oqui-
nolones and/o p oducing he ex ended-spec um β-
lac amase (ESBL) CTX-M-15 [1]. I s dominance was
shown o be d i en by he expansion o a subclone ha -
bo ing ype 1 imb iae-encoding imH allele 30 (sub-
clone H30), comp ised o mos ly s ains esis an o
luo oquinolones (H30-R) [2]. Wi hin his subclone, a
subg oup called H30-Rx, mos ly comp ising s ains e-
sis an o luo oquinolones and p oducing CTX-M-15,
has quickly eme ged and dissemina ed [2]. The e olu-
iona y his o y o clone ST131 e ealed ha be o e he
eme gence and dissemina ion o subclone H30 (also
called clade C), he ST131 popula ion consis ed o
mos ly wo subclones called H22 (clade B) and H41
(clade A), wi h subclone H22 comp ised o mos ly
luo oquinolone-suscep ible isola es [3–5]. I also e-
ealed ha subclone H22 was he p ecu so o subclone
H30 and ha sepa a e F- ype plasmids ha e shaped he
e olu ion o subclone H30 [2, 3, 5, 6]. The mos ecen
ST131 E. coli phylogene ic econs uc ion ca ied ou by
Ben Zakou e al. using 3779 non- ecombinan single
nucleo ide polymo phisms (SNP) ound in he high qual-
i y genomes o 172 clade B and C s ains, iden i ied i e
B subclades, o which he independen e olu iona y a-
jec o ies a e cha ac e ized by successi e inse ions and a
ecombina ion om ances al H22 (subclade B1) [7].
Subclade B2 is cha ac e ized by a Flag-2 locus inse ion,
subclade B3 by a Flag-2 locus inse ion and pa -C2 e-
combina ion, subclade B4 by Flag-2 locus and GI-PheV
inse ions, and subclade B5 by Flag-2 locus and Phi3 in-
se ions. O he inse ions, no ably ha o GI-PheV, e-
combina ion e en s, and mu a ions in gy A and pa C
occu ed wi hin s ains o subclade B5, esul ing in hei
e olu ion o clade C and subclades C1 (H30-R) and C2
(H30-Rx). Epidemiologically, he 172 isola es consis ed
o mos ly hose om No h Ame ica ob ained be ween
1948 and 2011, wi h mos collec ed be ween 2000 and
2010, i espec i e o he clade and subclade ypes. Since
he i s desc ip ion o he imH lineage in 2013 [3], he
imH ype has been ound in se e al epidemiological
s udies published on ExPEC o ecal ST131 isola es [8–17].
Howe e , hese ha e mos ly conce ned luo oquinolone-
esis an and /o ESBL-p oducing isola es. In 2006, we
e ie ed non-ESBL-p oducing ST131 E. coli isola es,
suscep ible o esis an o luo oquinolones, om he in es-
inal mic obio a o 7% o heal hy subjec s li ing in he Pa is
a ea [18]. The luo oquinolone- esis an isola es accoun ed
o a subdominan E. coli popula ion in ou independen
heal hy subjec s, whe eas hose suscep ible o luo oquino-
lones accoun ed o he dominan E. coli popula ion in
h ee o he independen subjec s. The la e inding
s ongly sugges s ha ST131 E. coli is pa o he no mal
in es inal mic obio a o humans. In he p esen s udy, we
aimed o de e mine whe he hese isola es belong o
di e en Hsubclones, based on hei luo oquinolone-
suscep ibili y pa e n. The dominan luo oquinolone-
suscep ible ST131 E. coli popula ions belonged o subclone
H22. Assembled and anno a ed genomes o H22 s ains
we e no a ailable when we pe o med he p esen s udy.
Thus, we i s sequenced he whole genome o one o ou
commensal H22 s ains (S250) and compa ed i o he
genome o wo e e ence ST131 s ains: he ExPEC H30-Rx
s ain JJ1886 and he commensal H41 s ain SE15. This
genome compa ison ocused on i ulence ac o (VF)-en-
coding genes and hose encoding p ocesses o s uc u es
(suga me abolism, bio ilm o ma ion, and he FimH
mannose-binding si e) known o be in ol ed in he adap a-
ion o he bac e ia o di e en en i onmen s including
human in es ine. The ou luo oquinolone- esis an ecal
ST131 isola es we e H30-R s ains. Thus, we compa ed
hem o he h ee ecal H22 s ains conside ing he
genomic di e ences iden i ied be ween H22 s ain S250
and H30-Rx s ain JJ1886, and analyzed he pheno ypic
impac o some o hese di e ences.
Me hods
Bac e ial s ains
The se en ecal ST131 isola es (s ains 02, 39, 183, 187,
196, 208, and S250) ob ained om he in es inal mic o-
bio a o se en heal hy subjec s li ing in he Pa is a ea in
2006 we e included in he s udy. They display se o ype
O25:H4, do no p oduce ESBL, and a e ei he suscep-
ible (196, 208 and S250) o esis an (02, 39, 183 and
187) o luo oquinolones [18]. The luo oquinolone-
esis an s ains we e e ie ed by pla ing he eces o
heal hy subjec s on nalidixic acid-con aining pla es. The
luo oquinolone-suscep ible s ains accoun ed o he
dominan E. coli popula ion o h ee subjec s. We p e i-
ously assessed he i ulence po en ial o s ain S250 in
he Caeno habdi is elegans and zeb a ish models and
analyzed i s genome by op ical mapping. This s ain had
a le el o i ulence simila o ha o he mul id ug
esis an ST131 isola es, wi h which i sha ed 86% gen-
ome simila i y [19]. We also included he E. coli K-12
MG1655 e e ence s ain in he s udy as a con ol in he
expe imen s assessing he use o glucona e as he sole
sou ce o ca bon.
imH ype
imH yping was based on he in e nal 489-nucleo ide
(n ) sequence o he imH gene as p e iously
desc ibed [20].
Nicolas-Chanoine e al. BMC Mic obiology (2017) 17:71 Page 2 o 12
An ibio ic suscep ibili y
An ibio ic suscep ibili y was de e mined by he aga
di usion me hod and in e p e ed ollowing he 2015
EUCAST ecommenda ions (www.eucas .o g). The ol-
lowing an ibio ics we e es ed: amoxicillin, amoxicillin +
cla ulanic acid, cip o loxacin, gen amicin, amikacin,
co imoxazole and os omycin.
Molecula analysis o esis ance mechanisms
The genes encoding esis ance o amoxicillin (TEM and
SHV enzymes) we e iden i ied by PCR and sequencing
me hods as p e iously desc ibed [21]. The qn genes en-
coding plasmid-media ed esis ance o luo oquinolones
we e es ed and he quinolone esis ance de e mining
egion (QRDR) o he genes gy A,gy B,pa C and pa E
ampli ied and sequenced using me hods p e iously
desc ibed [21–23]. The QRDRs o ou s ains we e
compa ed wi h hose o he luo oquinolone-suscep ible
e e ence s ain E. coli K-12 MG1655 [GenBank:
CP014225.1] and he allelic gy A and pa C p o iles we e
compa ed wi h hose p e iously desc ibed o ST131
isola es [3].
Sequencing and analysis o he whole genome o H22
s ain S250
The comple e genomic sequence was de e mined o
H22 s ain S250. To al DNA was ex ac ed using he
Qiagen Blood & Cell Cul u e DNA Mini Ki (Qiagen,
Cou aboeu , F ance). Lib a ies we e cons uc ed using
Nex e a echnology and sequenced on an Illumina
HiSeq-2000 using a 2 × 100 nucleo ides (n ) pai ed-end
s a egy. All eads we e p ocessed o emo e low
quali y o a e ac ual nucleo ides, using sequen ially
sickle (www.gi hub.com/najoshi/sickle), AlienT imme
[24] and qDuplica e ( p.pas eu . /pub/genso /p o-
jec s/ q ools). Read pai s we e assembled using clc_as-
semble om he CLC Genomics Wo kbench analysis
package (www.clcbio.com/p oduc s/clc-genomics-wo k-
bench). All con igs o ≥500 n we e eo de ed and eo -
ien ed, using he genomic sequence o s ain E. coli K-12
MG1655 as a e e ence, wi h Mau e Con ig Mo e [25].
The eo de ed con igs we e analyzed. The genome o
H22 s ain S250 was compa ed o ha o wo e e ence
ST131 s ains, JJ1886 (H30-Rx) [GenBank: CP006784.1]
and SE15 (H41) [GenBank: AP009378.1], ocusing on
VF-encoding genes and genes in ol ed in suga me abol-
ism, bio ilm o ma ion, and me hyla ion. We down-
loaded VFs (www.mgc.ac.cn/VFs/) a ailable om he
Vi ulence Fac o Da abase (VFDB) and sea ched he
h ee genomes o hei p esence using P odigal 2.6.1
[26] and clus e ed hem a 90% iden i y using CD-hi
4.6 [27]. We ex ac ed he sequences o he genes in-
ol ed in bio ilm o ma ion in s ain E. coli K12
BW25113 [28] om i s genome [GenBank: CP009273.1]
and clus e ed hem a 90% iden i y wi h CD-hi . We
assessed he pe cen age iden i y be ween he genes om
E. coli K12 BW25113 and he h ee s udied genomes.
Using he NBCI basic local alignmen sea ch ool
(BLAST), we blas ed genes om E. coli K12 MG1655
agains he S250, JJ1886, and SE15 genomes o e i y he
possible absence o any genes in ol ed in bio ilm o ma-
ion. We hen sea ched he genomes o ST131 s ains
S250, JJ1886, and SE15 o genes in ol ed in suga me-
abolism as de ined by Mal by e al. [29] in commensal
s ains E. coli HS [GenBank: CP000802.1] and E. coli
Nissle 1917 [GenBank: CP007799.1] using BLAST.
Mo eo e , we also sea ched o all he genes in ol ed in
glucona e me abolism (main pa hway: gn R,gn T,gn U,
gn P,gn K; seconda y pa hway: idnT,idnDOTR; gene
idnK (gn V) which plays a ole in he wo pa hways; he
En ne -Doudo o pa hway: edd and eda; addi ional
genes in ol ed in o he pa hways: kdgT,kdgK,gnd, k A,
gh B,kduD,dkgA and dkgB) [30], as well as he 100 base
pai s (bps) ups eam o he s a codon o each, in he
genome o s ains S250 and JJ1886. The nucleo ide se-
quence o he 100 bp-ups eam egions and he se-
quences o he deduced p o eins o each gene o he
s ains S250 and JJ1886 we e compa ed. We also
sea ched o genes encoding me hyl ans e ases in
ST131 s ain EC958 [GenBank: HG941718.1] [31] in he
genome o ST131 s ains S250, JJ1886, and SE15 using
BLAST.
Subclade B and clade C yping
Acco ding o he wo k o Ben Zakou e al. [7], we de-
e mined he subclade B ype o H22 s ain S250 and he
clade C ype o s ain JJ1886 by di ec blas ing o he
genes o he Flag-2 locus (Flag-2 locus om s ain E. coli
042 [EMBL: CR 753847]), Phi3 ( om s ain EC958), and
GI-PheV ( om s ain JJ1886) agains he genome o
s ains S250 and JJI886. We hen de e mined he ype o
subclade B displayed by s ain S250 and he wo o he
ecal H22 s ains by PCR using p ime s speci ic o he
Flag-2 locus, Phi3, and GI-PheV (Addi ional ile 1: Table
S1) and ou H30-R ecal s ains as a posi i e con ol.
Plasmid con en
The plasmid con en o H22 s ain S250 was de e mined
using he PlasmidFinde sys em [32] and he FII, FIA,
and FIB o mula o he de ec ed IncF plasmid by PCR-
based eplicon yping (h p://pubmls .o g/plasmid/). The
la e me hod was also applied o he wo emaining
ecal H22 s ains and he ou ecal H30-R s ains.
ExPEC s a us and i o ype
Acco ding o he s udy o Johnson and Adam, ExPEC
s a us is de ined by he p esence o ≥2 VF genes among
he ollowing genes: pap,s a/ ocDE,a a/d aBC,iu A,
Nicolas-Chanoine e al. BMC Mic obiology (2017) 17:71 Page 3 o 12
and kpsMT II [33]. As he la e gene is no included in
he VFDB, we sea ched o i by blas ing he kpsMT II
genes [GenBank: X53819] agains he S250, JJ1886, and
SE15 genomes. Based on he s udy o Blanco e al., he
majo i o ypes o E.coli ST131 a e de ined using ou
genes as ollows: i o ype A = a aFM955459
+
i oN
−
ibeA
−
sa
+/−
, i o ype B = a aFM955459
−
i oN
+
ibeA
−
sa
+/−
,
i o ype C = a aFM955459
−
i oN
−
ibeA
−
sa
+
, and i o-
ype D = a aFM955459
+/−
i oN
+/−
ibeA
+
sa
+/−
[34]. As
a aFM955459 is no included in he VFDB, we sea ched
o i by blas ing he a aFM955459 ope on [EMBL:
FM955459] agains he S250, JJ1886, and SE15 genomes
[35]. Then, classic mul iplex PCR was used o sea ch o
genes encoding ExPEC-associa ed VFs (Addi ional ile 2:
Table S2) [34] in he se en ecal s ains o con i m he
esul s p o ided by he di ec genome analysis o s ain
S250 and o de e mine he VF p o ile, i o ype, and
ExPEC s a us o he six emaining ecal s ains.
FimH s uc u e
Acco ding o he s udy o Soku enko e al., he amino
acid a ia ions obse ed wi hin he sequence o he
adhesin, FimH, o ype 1 imb iae, esul in di e en
le els o binding o mono-mannose (M
1
) s uc u es,
whe eas hey ha e no impac on he no mal high le el o
binding o i-mannose (M
3
) s uc u es [36]. By measu -
ing he a io o M
1
/M
3
binding in di e en expe imen al
models, hey de ined low M
1
-binding (M
1
/M
3
< 0.1) and
high M
1
-binding (M
1
/M
3
> 0.90) FimH pheno ypes and
showed ha hey a e ela ed o speci ic FimH sequences
[37]. The e o e, he deduced p o ein sequence o FimH
o H22 s ain S250 was compa ed wi h ha o H30-Rx
ST131 s ain JJ1886 [GenBank: AGY86963.1], H41
ST131 s ain SE15 [GenBank: BAI57801.1], phylog oup
AE. coli s ain MG1655 [GenBank: AMC97175.1], and
wo o he phylog oup B2 s ains: ST73 s ain CFT073
[GenBank: AAN83822.1] and ST131 uk_P46212 [Gen-
Bank: ALT52319.1]. The deduced p o ein sequence o
FimH was hen cha ac e ized o he six emaining ecal
s ains by using p ime s o which he sequences ha e
been p e iously published [20].
Ampli ica ion and sequencing o he idnK (gn V) and gh B
genes o he se en ecal s ains and g ow h wi h
glucona e as he sole ca bon sou ce
The idnk (gn V) gene, encoding a he mosensi i e D-
glucona e kinase, and he gh B gene, encoding a gluco-
na e educ ase, we e ampli ied wi h p ime s indica ed in
Addi ional ile 1: Table S1. Addi ional p ime s we e used
o sequence he gh B gene (Addi ional ile 1: Table S1).
We e alua ed he abili y o he se en s ains o g ow in
he p esence o glucona e as he sole ca bon sou ce, as
p e iously desc ibed [38]. Expe imen s we e conduc ed
h ee imes independen ly and all incuba ions we e
pe o med o e nigh a 37 °C wi h shaking (150 pm).
B ie ly, bac e ia we e i s cul u ed in Muelle Hin on
b o h be o e washing wice in minimal media M63
[15 mM (NH
4
)
2
SO
4
; 100 mM KH
2
PO
4
; 0.002 mM
FeSO
4
(7H
2
O)]. We inocula ed 5 ml o M63 supple-
men ed wi h 0.2% glucose (Sigma-Ald ich, F ance) wi h
10 μl o he washed bac e ia. One ml o his cul u e was
washed wice in M63. We ans e ed 10 μl o his
washed cul u e in o 5 ml o M63 wi h 0.2% glucona e
(Sigma-Ald ich, Sain -Quen in Falla ie , F ance). The
cul u es we e hen adjus ed o 0.002 a OD
600
in 30 ml
esh M63 wi h 0.2% glucona e and incuba ed a 37 °C
wi h shaking (150 pm). We es ima ed he bac e ial
g ow h a e 48 h by measu ing he OD
600
[39]. Tukey’s
es was used o in e g oup compa isons and R so wa e
o s a is ical analyses. P alues <0.01 we e conside ed o
be s a is ically signi ican .
Ampli ica ion and sequencing o he imB gene and
kine ics o bio ilm o ma ion in he se en ecal s ains
The imB gene was ampli ied and sequenced wi h he
p ime s indica ed in Addi ional ile 1: Table S1. The kin-
e ics o ea ly bio ilm o ma ion was assessed using he
BioFilm Ring Tes ® (BioFilm Con ol, Sain Beauzi e,
F ance), as desc ibed [40]. B ie ly, s anda dized bac e ial
cul u es we e incuba ed a 37 °C in a 96-well mic o i e
pla e in he p esence o magne ic beads. A a ious ime
poin s, he pla es we e placed on o a magne ic es block
and pu in he eade . The images o each well be o e
and a e magne ic a ac ion we e analyzed using
BioFilm Con ol so wa e ha gi es a BioFilm Index
(BFI). The BFI was con e ed in o he p opo ion o
immobilized beads ela i e o a e e ence condi ion (%
RBI) using he o mula: % RBI = √[(1-(BFI
assay
-BFI
min
)/
(BFI
con ol
-BFI
min
)] ×100, whe e BFI
assay
is he BFI o he
es ed s ain, BFI
con ol
is he BFI o he con ol, co e-
sponding o he maximum BFI, and BFI
min
is he
minimal obse ed BFI when all he beads a e blocked.
The mo e RBI app oaches a alue o 1, he mo e he bio-
ilm is ully o med (beads a e immobilized). Th ee
expe imen s we e pe o med in duplica ed pe s ain
and pe incuba ion ime. The kine ics o bio ilm o ma-
ion we e compa ed using a wo-way ANOVA ollowed
by Dunne ’s mul iple compa isons es .
Resul s
imH ype, an ibio ic suscep ibili y, molecula analysis o
esis ance mechanisms, and allelic p o iles o he gy A
and pa C genes
The h ee luo oquinolone-suscep ible s ains (S250, 208
and 196) we e o he imH22 ype. All bu one we e
suscep ible o all o he an ibio ics es ed (Table 1). H22
s ain 196 was esis an o bo h amoxicillin and co i-
moxazole. The ou luo oquinolone- esis an s ains
Nicolas-Chanoine e al. BMC Mic obiology (2017) 17:71 Page 4 o 12
(187, 183, 39 and 02), which we e all esis an o amoxi-
cillin bu suscep ible o he o he an ibio ics es ed, we e
o he imH30 ype (H30-R) (Table 1). QRDR nucleo ide
sequence analysis showed ha he h ee H22 s ains dis-
played gy A1a and pa C1 alleles, whe eas he ou H30-
R s ains displayed he gy A1AB allele, encoding amino
acid subs i u ions S83 L and D87N, and he pa C1aAB
allele, encoding amino acid subs i u ions S80I and E84V
(Table 1). We ound he subs i u ion I529L in Pa E in
he se en ecal s ains (Table 1). None o hese s ains
ha bo ed plasmid-media ed qn genes. H22 196 and he
ou H30-R s ains ha we e esis an o amoxicillin ha -
bo ed a TEM-1-encoding gene (Table 1).
Genomic and pheno ypic cha ac e iza ion
We assembled he whole genome sequence o he ecal
H22 s ain S250 in o 50 con igs and analyzed and com-
pa ed i wi h hose o he ExPEC H30-Rx s ain JJ1886
and he commensal H41 s ain SE15.
Subclade B and C ype
We we e unable o ind he genes composing he Flag-2
locus in he genome o H22 s ain S250 using BLAST.
We only ound a agmen o app oxima ely 1700 bp
which was e y simila o he end o he i s gene, I hA,
and ano he o 769 bp simila o he end o he las gene,
la U, o he Flag-2 locus (da a no shown). We ound
nei he Phi3 no GI-PheV in he genome o H22s ain
S250, whe eas we ound hem, as well as he Flag-2
locus, in he genome o JJ11886. The use o speci ic
p ime s allowed us o con i m he absence o hese gen-
e ic elemen s in H22 s ain 250 and o de ec he Flag-2
locus in H22 s ains 196 and 208, as well as GI-PheV in
H22 s ain 196. These h ee gene ic elemen s we e amp-
li ied om ou ou H-30R s ains (Table 1).
VF-encoding genes
Using a gene iden i y le el o ≥90%, a o al o 173 genes
among he 2520 Esche ichia sp. VF-encoding genes o
he VFDB was iden i ied in he genomes o he h ee
ST131 s ains s udied. H22 s ain S250, H30-Rx s ain
JJ1886, and H41 s ain SE15 had 160, 159, and 152 VF-
encoding genes, espec i ely. The h ee ST131 genomes
sha ed 148 i ulence genes (Fig. 1). Nine genes we e
ound speci ically in H22 s ain S250: he i e i oBCDEN
genes ha encode p o eins ela ed o a ca echola e sid-
e opho e, he h ee pixCDH genes encoding Pix pilus
adhesion, and he ibeA gene in ol ed in in asion o
b ain endo helium (Fig. 1). Ten genes we e speci ically
ound in H30-RX s ain JJ1886: he ou iucABCD and
iu A genes encoding p o eins in ol ed in he binding
and anspo o i on, he pap1 and papX genes
encoding pap ope on egula o y p o eins, he sa gene
encoding a oxin, he lu gene encoding au o anspo e
p o ein Ag43a, and he iha gene encoding he adhesion-
side opho e ecep o . Th ee genes, including he imB
gene, we e p esen in s ains H22 S250 and H41 SE15,
bu no H30-RX s ain JJ1886 (Fig. 1). The ECP_2810
gene, encoding a Val-Gly Repea s- ela ed p o ein, was
p esen in H41 s ain SE15 and H30-RX s ain JJ1886.
Vi o ype and ExPEC s a us
The VF genes iden i ied in he VFDB would sugges
i o ype D (ibeA
+
,i oN
+
, and sa
−
) o s ain S250 and
i o ype C (sa
+
,ibeA
−
, and i oN
−
) o s ain JJ1886.
These i o ypes we e con i med by he absence o he
Table 1 Cha ac e iza ion o he se en ecal s ains o E. coli ST131
S ain/ FimH
ype
Suscep ibili y β-lac amase Allele ype
a
(amino acid subs i u ion)
Flag-2 Phi3 GI-PheV Subclade IncF
plasmid
eplicon
AMX AMC CIP GEN AMK SXT FOS gy A pa C pa E
S250/H22 S S S S S S S −1a 1 NA
(I529L)
−−− B1 F89:A-:B62
208/H22 S S S S S S S −1a 1 NA
(I529L)
+−− B2 −
196/H22 R S S S S R S TEM-1 1a 1 NA
(I529L)
+−+ B4 F24:A-:B6
187/H30 R S R S S S S TEM-1 1AB
(S83 L/D87N)
1aAB
(S80I/E84V)
NA
(I529L)
+ + + C1 F1:A2:B20
183/H30 R S R S S S S TEM-1 1AB
(S83 L/D87N)
1aAB
(S80I/E84V)
NA
(I529L)
+ + + C1 F1:A2:B20
39/H30 R S R S S S S TEM-1 1AB
(S83 L/D87N)
1aAB
(S80I/E84V)
NA
(I529L)
+ + + C1 F1:A2:B20
02/H30 R S R S S S S TEM-1 1AB
(S83 L/D87N)
1aAB
(S80I/E84V)
NA
(I529L)
+ + + C1 F1:A2:B20
a
acco ding o e e ence [3], AMX amoxicillin, AMC amoxicillin + cla ulanic acid, CIP cip o loxacin, GEN gen amicin, AMK amikacin, SXT co imoxazole, FOS
os omycin, R esis an , Ssuscep ible, −: absence, +: p esence, NA no a ailable
Nicolas-Chanoine e al. BMC Mic obiology (2017) 17:71 Page 5 o 12

a aFM955459 ope on in he genome o s ains S250 and
JJ1886, shown using BLAST. We we e unable o de e -
mine a i o ype o s ain SE15, as none o he ou
genes we e de ec ed in he genome o his s ain. Com-
bining VFDB-based and BLAST analysis o he kpsMT II
gene, we ound ha s ains S250 and SE15 did no dis-
play an ExPEC s a us, as hey ha bo ed only one (kpsMT
II) o he genes used o de ine his s a us. Mul iplex PCR
classically used o sea ch o genes encoding ExPEC-
associa ed VF (Addi ional ile 2: Table S2) o he se en
ecal s ains showed ha he wo emaining ecal H22
s ains displayed i o ype D, as s ain S250, and he ou
ecal H30-R s ains i o ype C, as s ain JJ1186 (Table 2).
I also showed ha only i o ype C H30-R s ain 39 dis-
played an ExPEC s a us ela ed o he p esence o he
iu A and kpsMT II genes. We ound 11 o he ampli ied
VF genes ( imH, ma B, pe , chuA, yuA, i p2, si A, aT,
malX, usp and ompT) in all bu one (s ain H22 208)
s ain, i e (F10 papA,iha,sa ,iucD and iu A) in only
H30-R s ains, and ou (cd ,i oN,iss and ibeA) in only
H22 s ains. The numbe o ampli ied VF-encoding
genes a ied om 15 o 17 in H30-R s ains and 13 o
16 in H22 s ains.
Deduced p o ein FimH
As indica ed in Fig. 2, he deduced p o ein sequence o
adhesin FimH o ep esen a i es o H30-Rx ST131 E. coli
(s ains JJ1886 and uk_P46212), H41 ST131 E. coli
(s ain SE15), H22 ST131 E. coli (s ain S250), UPEC
(ST73 s ain CFT073), and E. coli K12 (s ain MG1655)
displayed amino acid di e ences a he posi ions p e i-
ously shown o cha ac e ize di e en M
1
/M
3
a io phe-
no ypes, con ibu ing o di e en le els o coloniza ion
o di e en niches [37]. Thus, we iden i ied he sequence
-A27, N70 and S78 o N78 and S70, V163, and R166-
co esponding o he lowe M
1
/M
3
a io (0.08-0.09) in
Table 2 Vi ulence ac o -encoding genes, i o ype, and ExPEC s a us o human ecal ST131 Esche ichia coli H22 and H30 subclones
S ain imH Vi ulence ac o -encoding gene Vi o ype ExPEC s a us
S250 H22 imH, ma B, pe , i oN, chuA, yuA, i p2, si A, kpsMII-K5, iss, aT, ibeA, malX, usp, ompT D-
208 H22 imH, ma B, cd B, pe , chuA, yuA, i p2, si A, kpsMII-K5, ibeA, malX, usp, ompT D-
196 H22 imH, ma B, cd B, pe , i oN, chuA, yuA, i p2, si A, kpsMII-K5, iss, aT, ibeA, malX, usp, ompT D-
187 H30 imH, F10 papA, iha, ma B, sa , pe , iucD, iu A, chuA, yuA, i p2, si A, aT, malX, usp, ompT C-
183 H30 imH, F10 papA, iha, ma B, sa , pe , iucD, iu A, chuA, yuA, i p2, si A, aT, malX, usp, ompT C-
39 H30 imH, F10 papA, iha, ma B, sa , pe , iucD, iu A, chuA, yuA, i p2, si A, kpsMII-K5, aT, malX, usp, ompT C+
02 H30 imH, F10 papA, ma B, sa , pe , iucD, iu A, chuA, yuA, i p2, si A, aT, malX, usp, ompT C-
Fig. 1 Lis o genes ound in he genomes o H22 s ain S250, H30-Rx s ain JJ1186 and, H41 s ain SE15. Each s ain is ep esen ed by a ci cle and
each gene commonly ound in he genome o wo s ains o in he genome o he h ee s ains is indica ed in he co esponding in e sec ing
egions, whe eas genes speci ic o each s ain a e indica ed in he sec ion o he ci cle no sha ed wi h ano he ci cle. The 148 genes p esen in
he h ee s ains a e lis ed a he bo om o he igu e
Nicolas-Chanoine e al. BMC Mic obiology (2017) 17:71 Page 6 o 12
he s udy o Soku enko e al. in s ain SE15. We ound
he subs i u ions A27V and V163A, ha a e each ela ed
o a en- old inc ease in he M
1
/M
3
a io in he Soku -
enko e al., s udy in s ain MG1655 and s ain CFT073,
espec i ely. We also ound he subs i u ion R166H
ela ed o a M
1
/M
3
a io o 0.33 in he same s udy in
H30-Rx s ains JJ1886 and uk_P46212. H22 s ain S250
displayed a sequence no published in he Soku enko e
al. s udy as esidue N was p esen a bo h posi ions 70
and 78. Howe e , we ound none o he subs i u ions
known o induce an inc ease in he M
1
/M
3
a io in he
FimH sequence o s ain S250. We ound he same ea-
u e in he wo o he ecal H22 s ains, whe eas he
FimH sequence o ou ou H30-R s ains was iden i-
cal o ha o H30-Rx s ains JJ1886 and uk_ P46212
(da a no shown).
Genes in ol ed in suga me abolism and g ow h wi h
glucona e as he sole ca bon sou ce
All genes in ol ed in suga me abolism in commensal E.
coli s ains HS and Nissle we e de ec ed in he genome
o H41 s ain SE15, whe eas one, he D-glucona e
kinase-encoding idnK (gn V) gene, was no de ec ed in
ei he s ain H30-Rx JJ1886 o H22 S250 (Table 3). I s
absence in ou six emaining s ains was e ealed by he
PCR-sequencing assay. The e o e, we assessed he abili y
o ou s ains o g ow wi h glucona e as he sole ca bon
sou ce in he absence o he idnK (gn V) gene and he
p esence o he gn K gene, which bo h ans o m D-glu-
cona e o 6P-glucona e. A e 48 h o g ow h, he bio-
mass o ou H30-R s ains was signi ican ly lowe han
ha o ou H22 s ains (Tukey’s es p< 0.01) (Fig. 3). This
unexpec ed di e ence led us o compa e he genomes o
s ains H22 S250 and H30-Rx JJ1886 ocusing on all he
genes, o he han he idnk (g nV) gene, in ol ed in gluco-
na e me abolism, as well as he 100 bp ups eam o he s a
codon o he ope ons o genes. All we e p esen in he gen-
ome o s ains S250 and JJ1886. The 100 bp ups eam o
he s a codon and he sequence o he deduced p o eins
showed 100% iden i y (da a no shown) be ween hese wo
s ains, excep o he coding egion o he gh B gene,
which showed a T968C subs i u ion, esul ing in amino
acid subs i u ion V323A in s ain JJ1886. This subs i u ion
was con i med in ou ou ecal H30-R s ains, whe eas
V323 was iden i ied in he wo emaining H22 ecal s ains.
Bio ilm geno ype and pheno ype
The exp ession o a wide panel o genes can in luence
bio ilm o ma ion [28]. We speci ically sea ched o
hese genes in he genome o s ains JJ1886, S250, and
SE15 (Addi ional ile 3: Table S3). Two genes o he bio-
ilm gene panel, liC and liD, we e missing om he
h ee es ed genomes. We aligned he liC and liD genes
om E. coli s ain MG1655 on o he h ee genomes
(JJ1886, S250 and SE15) o e i y hei absence and
ound dele ions wi hin liC and he absence o liD in
he h ee s ains. An in ac e sion o he imB gene was
p esen in s ains H22 S250 and H41 SE15, bu i was
dis up ed in H30-Rx JJ1886 due o he inse ion o IS3-
like, as p e iously desc ibed in a ious H30 s ains [34,
41]. The di e ence in he s uc u e o he imB gene in
s ains H30-Rx JJ1886 and H22 250 led us o sequence
he imB gene o he emaining ecal s ains. We ound
ha he imB nucleo ide sequence in he ou H30-R
s ains was iden ical o ha o H30-Rx s ain JJ1886,
Fig. 2 Alignmen o FimH sequence om a ious Esche ichia coli
s ains. Phylog oup B2 E. coli: ST73 s ain CFT073, H30 ST131 JJ1886,
H30 ST131 uk_P46212, H22 ST131 S250 and H41 ST131 SE15;
phylog oup A: MG1655. “1”indica es he s a o he FimH p o ein.
Amino acid posi ions in ol ed in binding o mono-mannose and
i-mannose s uc u es a e indica ed in g ey
Table 3 Dis ibu ion o he genes in ol ed in suga me abolism
in commensal Esche ichia coli s ains HS and Nissle [29] in he
genomes o ep esen a i e H30, H22, and H41 subclones o
Esche ichia coli ST131
Commensal
s ain/gene
Ca abolized
suga
H30
JJ1886
H22
S250
H41
SE15
E. coli HS
a aA A abinose + + +
a aB A abinose + + +
a aD A abinose + + +
ucK Fucose + + +
galK Galac ose + + +
gn K Glucona e + + +
idnK Glucona e −−+
lacZ Lac ose + + +
manA Mannose + + +
nagE N-ace ylglucosamine + + +
nanA N-ace ylneu amina e + + +
nanT1 N-ace ylneu amina e + + +
bsK Ribose + + +
uxaC Glucu ona e + + +
E. coli Nissle 1917
agaA N-ace ylgalac osamine + + +
agaE N-ace ylgalac osamine + + +
agaF N-ace ylgalac osamine + + +
agaW N-ace ylgalac osamine + + +
Nicolas-Chanoine e al. BMC Mic obiology (2017) 17:71 Page 7 o 12
whe eas ha o he wo emaining H22 s ains was iden-
ical o ha o s ain S250. Niba e al. p e iously
epo ed ha he dele ion o liC and/o liD induces a
subs an ial dec ease in bio ilm o ma ion, whe eas dele-
ion o imB esul s in in i s nea comple e absence
(Addi ional ile 3: Table S3). We hus es ed whe he his
imB polymo phism a ec s bio ilm o ma ion. Kine ic
measu emen s o ea ly bio ilm o ma ion showed ha
he h ee H22 s ains o med bio ilms signi ican ly ea l-
ie (p< 0.0001) han he ou H30-R s ains (Fig. 4). O
no e, H30-R s ain 39, which was he single ecal s ain
wi h an ExPEC s a us, showed signi ican ly (p< 0.0001)
slowe bio ilm p oduc ion (incomple e bio ilm o ma ion
a e 24 h) han he o he H30-R s ains.
Genes encoding me hyl ans e ases
We ound all bu one o he en me hyl ans e ases, p e i-
ously iden i ied in he genome o H30 ST131s ain EC958
[31], in he genome o H30-Rx s ain JJ1886 (Table 4). We
ound six in he genome o H41 s ain SE15 and only
h ee in he genome o H22 s ain S250 (Table 4).
Plasmid con en
We de ec ed an IncFII plasmid in con ig 4 and an
IncFIB elemen in con ig 41 o he S250 genome using
PlasmidFinde . Using NCBI BLAST and he plasmid
MSLT yping sys em, we iden i ied he eplicon alleles
Fig. 3 G ow h o human ecal subclone H30 and subclone H22 s ains o ST131 Esche ichia coli in minimal medium plus 0.2% glucona e. S ain
g ow h was assessed by measu ing he OD a 600 nm a e 48 h o incuba ion. Ba s ep esen he s anda d de ia ion ob ained om h ee
independen expe imen s
Fig. 4 Ea ly bio ilm o ma ion by human ecal subclone H30 and
subclone H22 s ains o ST131 Esche ichia coli. BioFilm Con ol®
image analysis so wa e was used and esul s a e exp essed as he
p opo ion o immobilized beads ela i e o e e ence condi ions
(% RBI) acco ding o incuba ion ime. Ba s ep esen he s anda d
de ia ion ob ained om h ee independen expe imen s pe o med
in duplica e. The bio ilm is mo e ully o med (beads a e
immobilized) as RBI app oaches a alue o 1. Signi ican di e ences
be ween H22 and H30 using Dunne ’s es a e indica ed by *
(p< 0.05), ** (p< 0.01) and *** (p< 0.001)
Table 4 Dis ibu ion o he 10 me hyl ans e ases p e iously
desc ibed in H30 s ain EC958, [31] in he genomes o
ep esen a i e H30, H22, and H41 subclones o Esche ichia coli ST131
Me hyl ans e ase (H30 EC958) H30 JJ1886 H22 S250 H41 SE15
M.EcoMIV + −−
M.EcoMV + −−
M.EcoMDcm + + +
EcoMIII + −+
M.EcoMVI + + +
M.EcoMDam + + +
M.EcoMVII −−−
M1.EcoMI + −+
M2.EcoMI + −+
M.EcoMII + −−
To al numbe 9 3 6
+: p esence,-: absence
Nicolas-Chanoine e al. BMC Mic obiology (2017) 17:71 Page 8 o 12
F89 and B62 in he whole genome o s ain S250. We
con i med his esul o s ain S250 by PCR-sequencing,
and also ob ained he ollowing esul s o he six
emaining ecal s ains: F1:A2:B20 o he ou H30-R
s ains, no IncF plasmid o H22 s ain 208, and F24:B6
o H22 s ain 196 (Table 1).
Discussion
CTX-M-15 p oducing, luo oquinolone- esis an ST131
E. coli, which has been shown o be a wo ldwide human
ExPEC since he beginning o he 2000s, has also been
shown o colonize he human diges i e ac [1]. In
2006, we ound heal hy subjec s wi h a subdominan in-
es inal popula ion o luo oquinolone- esis an ST131 E.
coli, as well as hose wi h a dominan in es inal popula-
ion o ST131 E. coli suscep ible o luo oquinolones
[18]. The la e inding sugges s ha ST131 E. coli may
be a human in es inal commensal. He e, we i s showed
ha ou h ee an ibio ic-suscep ible ecal ST131 E. coli
s ains displayed imH22, whe eas he ou esis an o
luo oquinolones displayed imH30 (H30-R). We hus
cen e ed ou s udy on he compa ison be ween hese
wo g oups o s ains ocusing on p ocesses and s uc-
u es in ol ed in en i onmen al adap a ion, conside ing
ha subclone H22 is he p ecu so o subclone H30,
which eme ged a he end o 1990s [3, 7]. We i s se-
quenced he whole genome o one o ou ecal H22
s ains, s ain S250, as he e we e no assembled and an-
no a ed genomes o H22 s ains when we s a ed ou
wo k. In con as , he e we e sequenced whole genomes
o ep esen a i e mul id ug esis an H30 ExPECs, such
as H30-RX s ain JJ1886 and a commensal ST131 E. coli,
s ain SE15, belonging o ano he ST131 subclone, cha -
ac e ized by he allele imH41. Compa ison o he ge-
nomes o H22 s ain S250, H30-Rx s ain JJ1886, and
H41 s ain SE15 showed high simila i y in e ms o he
numbe and ypes o VF genes om he VFDB. This
may explain he simila le el o i ulence ha we ound
p e iously be ween H22 s ain S250 and an H30-Rx
s ain in he C. elegans model [19, 42]. Ne e heless,
s ains S250 and JJ1886 displayed wo di e en i o ypes:
D o s ain S250 and C o s ain JJ1886. Mo eo e ,
s ain S250 did no display he VF genes equi ed o
ExPEC s a us, whe eas s ain JJ1886 did [43]. The e was
also high simila i y be ween he genes in ol ed in bio-
ilm o ma ion in he h ee genomes [28], excep o he
imB gene, which was dis up ed in he H30-Rx s ain
JJ1886 and in ac in bo h H22 s ain S250 and H41
s ain SE15. As he in ac imB gene was also absen
om ou ecal H30-R s ains and p esen in ou
emaining ecal H22 s ains, we analyzed he kine ics o
ea ly bio ilm o ma ion in ou se en ecal s ains. Bio ilm
o ma ion was signi ican ly delayed in he H30-R s ains.
This is he i s s udy o compa e he o ma ion o
bio ilms by H22 and non-ESBL-p oducing H30-R s ains
[4, 42, 44–46]. Fu he s udies a e equi ed o e i y he
in ol emen o he imB gene in he wo di e en bio-
ilm pheno ypes. Compa ison o he genes o he h ee
genomes in ol ed in he me abolism o a ious suga s
showed he absence o one o he wo genes encoding
glucona e kinases in s ains S250 and JJ1886. Al hough
his gene was absen in bo h ou ecal H22 and H30-R
s ains, we ound ha H22 s ains had a highe capaci y
o g ow in medium wi h glucona e as he sole ca bon
sou ce. Thus, glucona e consump ion may con e an
ad an age o H22 s ains o esiding in he human in-
es ine, as glucona e is a componen o in es inal mucus
[47]. Indeed, i has been shown ha E. coli labo a o y
mu an s wi h impai ed g ow h on glucona e a e less able
o colonize he la ge in es ine o mice [38]. Compa ison
o all genes, and hei p omo e egions, in ol ed in he
di e en pa hways o glucona e me abolism showed one
di e ence be ween s ains S250 and JJ1886, namely a
mu a ion leading o an amino acid subs i u ion in he
2-ke o-D-glucona e educ ase Gh B in s ain JJ1886. Al-
hough his gene ic di e ence was ound be ween he
ecal H22 and H30-R s ains, u he s udies a e equi ed
o cla i y he ole o his mu a ion o he di e ence in
he g ow h o he wo s ains when glucona e is he sole
ca bon sou ce. Ano he di e ence we iden i ied be ween
s ain S250 and s ain JJ1886 conce ned he sequence o
he ype 1 imb iae FimH adhesin, shown by Soku enko
e al. o be in ol ed in a ia ions o he M
1
/M
3
a io
associa ed wi h issue opism and he shi o bac e ial
adap a ion om a commensal o pa hological habi a
[36, 37]. The FimH sequence o s ain JJ1886, which was
also p esen in ou H30-R ecal s ains, co esponded o
ha iden i ied by Soku enko e al. in s ains wi h a M
1
/
M
3
a io = 0.33. This sequence and M
1
/M
3
a io a e
commonly obse ed in u opa hogenic s ains [36, 37].
The FimH sequence iden i ied in s ain S250 and he
o he ecal H22 s ains was no ound in he s ains
s udied by Soku enko e al. and was only ound a a low
equency in hose s udied by Chen e al. [48]. This se-
quence showed none o he amino acid subs i u ions in-
ol ed in he inc ease o he M
1
/M
3
a io. Thus i is
likely o be associa ed wi h he lowes M
1
/M
3
a io
shown by Soku enko e al., which was associa ed wi h
s ong adhesion o in es inal cells [36, 37]. Al oge he ,
al hough he H22 and H30-R s ains in es iga ed in his
wo k we e all isola ed om he diges i e ac o heal hy
subjec s, only H22 s ains displayed p ope ies p e i-
ously shown o be associa ed wi h human in es inal
commensalism, including compe i ion o nu ien s in
he in es ine (glucona e use) and a high in es inal adhe-
si eness [49].
We sough o con i m he gene ic di e ences iden i-
ied he e be ween he lineages H22 and H30 wi h he
Nicolas-Chanoine e al. BMC Mic obiology (2017) 17:71 Page 9 o 12