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Bacteria from drinking water supply and their fatein gastrointestinal tracts of germ-free mice: A phylogeneticcomparison study
J. Lee a,b,*, C.S. Lee a, K.M. Hugunin c, C.J. Maute c, R.C. Dysko c
aCollege of Public Health, Division of Environmental Health Sciences, The Ohio State University, Columbus, OH 43210, USAbDepartment of Food Science & Technology, The Ohio State University, Columbus, OH 43210, USAcUnit for Laboratory Animal Medicine, University of Michigan Medical School, Ann Arbor, MI 48109, USA
a r t i c l e i n f o
Article history:
Received 30 March 2010
Received in revised form
26 June 2010
Accepted 9 July 2010
Available online 21 July 2010
Keywords:
Bacteria
Drinking water
Biofilm
Colonization
Gastrointestinal tracts
Abiotic mice
* Corresponding author. College of Public HeaThe Ohio State University, Columbus, OH 43
E-mail address: [email protected] (J. Lee).0043-1354/$ e see front matter ª 2010 Elsevdoi:10.1016/j.watres.2010.07.027
a b s t r a c t
Microorganisms in drinking water sources may colonize in gastrointestinal (GI) tracts and
this phenomenon may pose a potential health risk especially to immunocompromised
population. The microbial community diversity of the drinking water was compared with
the GI tracts of the mice using phylogenetic and statistical analyses of 16S rRNA gene
sequences. A group of germ-free mice were fed with drinking water from public water
supply that passed through an automated watering system with documented biofilm
accumulation. From drinking water and GI tracts of the germ-free mice, 179 bacteria were
isolated and 75 unique 16S rRNA gene phylotypes were sequenced as operational taxo-
nomic unit (OTU, >97% similarity). Three major groups of the genus Acidovorax (21%),
Variovorax (42%) and Sphingopyxis (15%) were found in drinking water. Three major groups
of the genus Ralstonia (24%), Staphylococcus (20%) and Bosea (22%) were found in GI tracts.
Ralstonia (6%, 24%), Sphingopyxis (15%, 2%), Bacillus (3%, 5%), Escherichia coli (3%, 2%) and
Mesorhizobium (3%, 5%) were found in both sources e drinking water and GI tract. A lineage-
per-time plot shows that the both bacterial communities have convex shape lines, sug-
gesting an excess of closely related ecotypes. A significant FST test (0.00000e0.00901)
coupled with an insignificant P test (0.07e0.46) implies that the tree contained several
clades of closely related bacteria. Both phylogenetic and statistical results suggest
a correlation between the bacterial communities originating in the drinking water and
those associated with the GI tracts. The GI tract showed a higher genetic diversity than the
drinking water, but a similar lineage-per-time plot was obtained overall. It means a sudden
evolutionary transformation and colonization occurred with high selective forces.
ª 2010 Elsevier Ltd. All rights reserved.
1. Introduction water is managed strictly, there still remain risks of water-
Drinking water is distributed through complicated piping
systems after the water has been treated at water treatment
plants until it arrives at consumers’ tap. Even though drinking
lth, Division of Environm210, USA. Tel.: þ1 614 29
ier Ltd. All rights reserve
borne illness originating from the water systems in developed
countries (Reynolds et al., 2008). Many reported that outbreaks
of gastrointestinal illnesshavebeenattributed to consumption
of drinking water meeting conventional coliform standards.
ental Health Sciences, Department of Food Science & Technology,2 5546; fax: þ1 614 293 7710.
d.
wat e r r e s e a r c h 4 4 ( 2 0 1 0 ) 5 0 5 0e5 0 5 8 5051
These have been observed in all population subgroups
(Payment et al., 1991). The age and elaborate nature of distri-
bution systems have increased the chances for contamination
events and waterborne disease that are not attributed to defi-
ciencies in water treatment. Although over the years tremen-
dousknowledgehasbeenaccumulatedregarding thedetection
of indicator organisms, pathogenic bacteria and viruses, and
microbial community structure in water distribution systems
(Lechevallier, 1990; Rogers and Keevil, 1992), questions about
the public health risks due to the microbial populations in
biofilm and bulk water are still remaining (Williams et al.,
2004).
As the water stands inside of the distribution system for an
extended period, even if a disinfectant residual is present and
the environment is oligotrophic, formation of microbial bio-
film can easily occur (LeChevallier et al., 1987; Pedersen, 1990;
Ridgway and Olson, 1981). Biofilm is a complicated mixture of
microbes, organic, and inorganic material which together
form a polymer matrix and attach to the inner surface of the
distribution system (U.S. Environmental Protection Agency,
2002). Biofilm found in water distribution systems are
known to cause public health concerns (Martiny et al., 2003),
such as protecting and supporting pathogenic microorgan-
isms (Cooper and Hanlon, 2010; Edwards, 1993), bacterial
regrowth (Lechevallier, 1990; Stach et al., 2003), and depletion
of disinfection agents (Payment et al., 1994). Previous studies
have shown the identity and diversity of these bacteria in
biofilms (Lappinscott and Costerton, 1990; Martiny et al., 2005;
Payment et al., 1994). Microorganisms in drinking water
source, either planktonic or biofilm biota on pipes, may colo-
nize in gastrointestinal (GI) tracts. This phenomenon may
pose a health risk especially to a population with deficient
immune systems. Biofilm bacteria on pipes can enhance
adhesion and proliferation of other pathogens into the biofilm
complex by providing adequate biological niches through
affording diverse adhesion sites and antibiotic resistance
(Lysenko et al., 2010). Cellecell signaling among the biofilm
members may trigger virulence determinants and expression
of pathogenic behaviors under a certain condition (Lysenko
et al., 2010). However, very little is known about the fate of
these bacteria in water distribution system once they enter
into a digestive system, especially, whether the bacteria
originate from water and the biofilm subsequently colonizes
in gastrointestinal tracts. Gnotobiotic animal models (e.g.
germ-free mice) have been used to examine the colonization
of bacteria entering the GI tracts to assess the roles of specific
bacterial types and to determine the bacterial effect on the
development of the GI system (Hudault et al., 2001). The
distinction between indigenous and nonindigenous microbes
is crucial to an ecological understanding of colonization after
the interaction has taken place between the intestinal
microbes and their host (Mackie et al., 1999). A wealth of
information on the ecology and phylogenetic diversity of
biofilm populations in water distribution systems has been
accumulated (Bischofberger et al., 1990; Martiny et al., 2005;
Tokajian et al., 2005; Williams et al., 2004; Yan et al., 2007),
but an accurate understanding has not yet been achieved
regarding the bacterial colonization in GI tracts. The aim of
this study was to provide insight into the potential of coloni-
zation of bacteria in drinking water to GI tracts. In order to
answer this question, we investigated the microbial commu-
nity and compared their diversity in drinking water and the GI
tracts of abiotic mice using phylogenetic and statistical anal-
yses of 16S rRNA gene sequences. A group of germ-free mice
were fed drinkingwater from the public water supply that had
passed through automated animal watering systems with
documented biofilm development.
2. Materials and methods
2.1. Preparation of samples and isolation of bacteria
Samples were prepared by the research group from the
University of Michigan (Ann Arbor, Michigan), at which
automated watering systems (AWS) for research mice had
operated for 1 year and biofilm was developed naturally by
passing drinking water through housing rack manifolds over
time (Hugunin et al., 2008, 2009). The biofilm buildup was
periodically confirmed using swab sampling and growing on
R2A plates (data not shown). The City of Ann Arbor uses ozone
as a primary disinfectant and monochloramine as a distribu-
tion system residual. The average of monochloramine
concentration of AnnArbor drinkingwaterwas 2.4e2.9 mg L�1
(http://www.a2gov.org/government/publicservices/water_
treatment/Documents/ccr.pdf). The drinking water was
collected from the drain outlet of the automated watering
manifold on an animal housing rack, and provided to germ-
free mice in a sterile water bottle. After 7 days of consuming
the water, the abiotic mice were euthanized and each
jejunum, cecum, and colon was sampled for bacterial growth.
Bacterial strains were recovered using blood agar and R2A
under both aerobic and anaerobic conditions using an
anaerobic jar and AnaeroPack system (Mitsubishi Gas Chem-
ical, Tokyo, Japan) at 37 �C (blood agar) or room temperature
23� 3 �C (R2A). Bacteria in the drinkingwaterwere obtained in
one of three ways: (1) collected from the manifold drain e
whichwas the samewater given to themicee passed through
a 0.2-mmfilter, with the filter swabbed and plated; (2) collected
from the water bottle at the end of the 7-day feeding trial with
a sterile swab; and (3) collected with a sterile swab from the
inside of the piping of all rackmanifolds in the animal housing
roomvia removal of adjacent segments of the pipe. For further
experiments including DNA extraction, isolated bacteria were
propagated on either blood agar or R2A with 0.1% (w/v) yeast
extract by incubating at 37 �C or room temperature for 24e48 h
depending upon their original growing media and condition.
Anaerobic jar with AnaeroPack system was used for the
anaerobic isolates. Stock bacterial cultures were stored in 40%
glycerol with liquid media at �80 �C for long-term storage.
2.2. DNA extraction, PCR amplification and sequencing
Genomic DNA was extracted using a DNeasy Blood & Tissue
kit (Qiagen, Valencia, CA) and the DNA concentration was
determined using a Nanodrop spectrophotometer (Nano-
drop Technologies, Wilmington, DE). From the extracted
DNA, 16S rRNA genes were amplified from the isolated
bacteria by using a Taq PCR core kit (Qiagen, Valencia, CA)
with a primer set of 27F (50AGAGTTTGATCMTGGCTCAG30)
Sphingopyxis
15%
Ralstonia
6%
Novosphigobium
6%
Mesorhizobium
3%
E. coli
3%
Bacillus
3%
Acidovorax
21%
Variovorax
42%
Fig. 1 e Bacterial diversity in drinking water. Pie chart
shows the relative diversity of each genus identified by 16S
rRNA gene sequencing.
wat e r r e s e a r c h 4 4 ( 2 0 1 0 ) 5 0 5 0e5 0 5 85052
and 1525R (50AAGGAGGTGWTCCARCC30) (Lane, 1991). The
PCR conditions included 30 cycles of 94 �C (1 min), 52 �C(30 s), 72 �C (2 min), and one additional cycle with a final
10 min for chain elongation. Subsequently, the PCR prod-
ucts were purified with a QIAquick PCR purification kit
(Qiagen, Valencia, CA) and the sequences of 16S rRNA
genes were determined using ABI Prism 3730 DNA analyzer
(Applied Biosystems, Foster City, CA) at the Plant-Microbe
Genomics Facility of The Ohio State University (http://pmgf.
biosci.ohio-state.edu/) by using the same primer.
2.3. Phylogenetic analysis
Sequenceswere analyzed by comparing themwith known 16S
rRNA sequences using the BLAST algorithm (http://blast.ncbi.
nlm.nih.gov/Blast.cgi) to find the closest match in GenBank,
EMBL, DDBJ, and PDB sequence data. Most similar type species
with 97% similarity (<3% diversity) to the sequences of
isolates were designated as the same species. The 16S rRNA
sequences were aligned by Clustal X (Larkin et al., 2007) and
then were edited using BioEdit (Hall, 1999). The distances for
each 16S rRNA were calculated by the neighbor-joining
method (Tamura et al., 2004) and phylogenetic trees were
created by using MEGA (Tamura et al., 2007). The evolutionary
distances for each 16S rRNA were calculated by the neighbor-
joining method with Maximum Composite Likelihood model
by 1000 replicates (Tamura et al., 2004). All positions con-
taining gaps and missing data were eliminated from the data
set using complete deletion option.
2.4. Statistical analysis of microbial populationstructure
After the sequencing analysis, the genetic diversity of bacte-
rial population in each sample source was statistically esti-
mated using a lineage-per-time plot (Martin, 2002), Arlequin
v3.0 (Excoffier et al., 2005), and web-based UniFrac (http://
bmf2.colorado.edu/unifrac/) methods (Lozupone et al., 2006).
A lineage-per-time plot is a tool used to estimate genetic
diversity in which they summarize a phylogeny as a cumula-
tive function of the number of lineages relative to arbitrary
time for the comparison of microbial diversity (Martin, 2002).
After phylogenetic trees were reconstructed as branch lengths
from the root to all the terminal species became identical by
assuming equal evolutionary rates in all lineages (Takezaki
et al., 1995), a plot was constructed by counting the number
of lineages at each time interval with the aim of illustrating
microbial diversity (Nee et al., 1994).
Bacterial genetic differentiation was determined by using
Arlequin v3.0 software and UniFrac. These can be used for
assessing the degree of differentiation between microbial
communities by calculating the diversity index. This is
expressed using the following equation; FST¼ (ӨteӨw)/Өt,
where Өt is the genetic diversity for all samples and Өw is the
genetic diversity within each community averaged over all
the communities being compared (Edwards, 1993; Slatkin,
1991). Next, the statistical significance of FST (F statistics)
was calculated by randomly assigning sequences to pop-
ulations and calculating the FST for 1000 permutations by
UniFrac (Oakley et al., 2010). The P test was used to examine
whether the communities exhibited covariation with
phylogeny (Martin, 2002).
3. Results
3.1. Isolation and identification of bacteria in drinkingwater and GI tracts
From the samples of GI tracts and drinkingwater, a total of 179
bacteria were purely isolated by a repeated subculture on R2A
and a blood agar plate under each aerobic and anaerobic
condition. From the GI tract samples, 60 aerobic and 62
anaerobic bacteria were isolated from the total 122 bacteria.
From the drinking water samples, 43 aerobic and 14 anaerobic
bacteria were isolated from the 57 bacteria. Gram staining was
performed for the isolates. Eighty-seven isolates were Gram
positive and 67were Gramnegative, while 25 isolateswere not
clearly determined.
DNA from the isolates was extracted using a DNeasy Blood
& Tissue kit (Qiagen, Valencia, CA) and made into 200 ml of
elution buffer as described in themanufacturer’s instructions.
Their DNA concentrations were in the range of 5e20 ng ml�1
after measuring with Nanodrop (Nanodrop Technologies,
Wilmington, DE). Their 16S rRNA genes were amplified by
using PCR inwhich the DNA amountwas adjusted as 10 ng per
20 ml of the PCR tube. Almost all the 16S rRNA genes were
amplified with a 27F/1525R primer set and they were taken
over to the Plant-Microbe Genomics Facility for sequencing
after purification. Partial segments of the 16S rRNA geneswere
sequenced and the final 42 and 33 sequences were analyzed
from the amplicons of 16S rRNA gene, which were extracted
from the isolates of GI tracts and drinking water, respectively.
In the drinking water samples, major bacterial groups were
identified as the genera Acidovorax, Variovorax and Sphingo-
pyxis (Fig. 1). Among the genera of Acidovorax and Variovorax,
all the isolates fell in the same species, either Acidovorax
delafieldii or Variovorax paradoxus, with the similarity of >97%
which is regarded as a standard value in 16S rRNA gene for
operational taxonomic unit (OTU). The genus Acidovorax was
Pseudomonas
2%
Pseudolabrys
2%
Mesorhizobium
5%
E. coli
2%
Bartonella
2%
Sporolactobacillu
s
2%
Staphylococcus
20%
Streptococcus
2%
Zooshikella
2%Bacillus
5%
Bosea
22%
Ralstonia
24%
Rickettsia
2%
Salinibacillus
2%
Sphingopyxis
2%
Fig. 2 e Bacterial diversity in GI tracts. Pie chart shows the
relative diversity of each genus detected in GI tracts
identified by 16S rRNA gene sequencing.
wat e r r e s e a r c h 4 4 ( 2 0 1 0 ) 5 0 5 0e5 0 5 8 5053
separated as a new taxonomical group from the previously
known Pseudomonas facilis, Pseudomonas delafieldii and two
groups of clinical isolates (E. Falsen (EF) group 13 and EF group
16) (Willems et al., 1990; Falsen, 1983). These clinical isolates
created new taxonomical group of A. delafieldii as a novel
species (Willems et al., 1990). V. paradoxus was reclassified
fromAlcaligenes paradoxus and has two biotypes in its ability to
grow autotrophically in the presence or absence of H2
(Willems et al., 1991; Davis et al., 1969). Phylogenetic analyses
based on 16S rRNA gene sequences showed that the genus
Variovorax falls within the family Comamonadaceae of the
b-proteobacteria (Anzai et al., 2000). It commonly exists in
ubiquitous environment, such as biofilm (Rodrigues et al.,
2008), contaminated aquifer (Rooney-Varga et al., 1999), soil
(Smith et al., 2005) and human mouth (Anesti et al., 2005). In
case of the genus Sphingopyxis, three species were identified:
Sphingopyxis marina, Sphingopyxis panaciterrae, and Sphingopyxis
taejonensis. The genus Sphingopyxis was reclassified as a new
genus from one cluster of Sphingomonas on the basis of
phylogenetic and chemotaxonomic analyses (Takeuchi et al.,
2001). Among the three species, S. panaciterrae was a major
component in the drinking water samples. Escherichia coli,
Bacillus amyloliquefaciens, Mesorhizobium huakuii, Novos-
phingobium resinovorum, Novosphingobium naphthalenivorans
and Ralstonia pickettii were also found in the drinking water
samples.
In the GI tracts samples, more diverse bacterial pop-
ulations were observed than in the water samples. Three
major groups were the genera of Ralstonia, Staphylococcus and
Bosea. All of the isolates identified as Ralstonia were of the
species of R. pickettii. Recently, R. pickettii has gained
substantial interest as a nosocomial infectious agent in water,
water system components, distilled facilities, and potable
water dispenser in international space station (Adiloglu et al.,
2004; Kendirli et al., 2004; Moreira et al., 2005; Ryan et al., 2006;
Szymanska, 2007; Wong et al., 2010). Various Staphylococcus
and Bosea species were found including Sphingopyxis epi-
dermidis, Sphingopyxis equorum subsp. equorum, Sphingopyxis
muscae, Sphingopyxis pasteuri, Sphingopyxis saccharolyticus,
Sphingopyxis thermophilus and Bosea eneae, B. minatitlanensis,
Bosea vestrisii (Fig. 2). The Staphylococcus group resides nor-
mally on skin and mucous membranes of human and other
organisms, but it is also a small constituent of soil microbial
flora in nature environment. B. eneae and B. verstrisii were
reported that they were isolated from a hospital water system
by co-cultivation with amoeba (La Scola et al., 2003). Besides
thesemajor groups, other diverse species were found in the GI
tracts, such as Bacillus pumilus, E. coli, Mesorhizobium huakuii,
Mesorhizobium temperatum, Pseudolabrys taiwanensis, Pseudo-
monas fulva, Salinibacillus aidingensis, Sporolactobacillus inulinus,
S. panaciterrae and Zooshikella ganghwensis (Fig. 3).
3.2. Phylogenetic analysis
We analyzed 16S rRNA sequences of isolates by constructing
phylogenetic trees. Fig. 4 shows the phylogenetic analysis of
the bacteria in both the drinking water and GI tracts. The
result showed that abundant phylotypes e Acidovorax, Vari-
ovorax and Sphingopyxise in the drinking water were clustered
with the related taxa. In the water samples, the most
abundant sequence types, representing Acidovorax and Vari-
ovorax, belonged to the same family of Comamonadaceae and
the class of b-proteobacteria. Ralstoniawas found in thewater as
a minor population and it showed a close association with
Acidovorax and Variovorax under the same order of Bur-
kholderiales. Sphingopyxis is a genus which belongs to the
family of Sphingomonadaceae and the class of a-Proteobac-
teria. Sphingomonas and Novosphingobium are the closely linked
genera in the same class.
In the GI tracts, the most abundant sequence types were
Bosea, Ralstonia, and Staphylococcus. One of the interesting
results was that even though the genus Staphylococcuswas not
isolated from the drinking water sample, many Staphylococcus
species were found in the GI tract samples. Ralstonia was not
a major population in the drinking water, but predominant in
the GI tracts. In contrast, Variovorax and Acidovorax were
abundant in the drinking water, but absent in the GI tracts.
Only small numbers of Sphingopyxis remained in existence in
the GI tracts. Bacillus, E. coli, andMesorhizobiumwere present in
both the drinking water and the GI tracts.
Previously, bacteria in the biofilm placed on the surfaces of
the rubber-coated drinking water valves have been investi-
gated by cloning library (Schmeisser et al., 2003). Proteobacteria
constituted 86% of the clones identified and represented the
majority of microbes within the bacterial community
(Schmeisser et al., 2003). The genera Acidovorax and Ralstonia
were also found to be abundant ecotypes in their study
(Schmeisser et al., 2003). In other study, a novel strain closely
related to the genus Variovoraxwas also found in the drinking
water biofilm (Kalmbach et al., 1997). They also noticed that as
much as two-thirds of the autochthonous drinking water
population could be viable but non-culturable (VBNC)
(Kalmbach et al., 1997). This might be a reason why some
colonized bacteria, such as Staphylococcus, in the GI tracts were
not found in the water sample. According to Zavarzin et al.
(1991), members of the alpha subclass of Proteobacteria are
considered as mostly oligotrophic species. Recently, various
Bosea spp. have been isolated from hospital water supplies
(La Scola et al., 2003) and they could be also observed in
Fig. 3 e Bacterial richness of each genus isolated from cecum, colon, jejunum, and mouth based on 16S rRNA gene
sequencing. High numbers of Bosea, Staphylococcus and Ralstonia were observed. The numbers in columns show the
frequency of each genus.
wat e r r e s e a r c h 4 4 ( 2 0 1 0 ) 5 0 5 0e5 0 5 85054
drinking water systems. In our study, these oligotrophic
bacteria e Bosea spp. e were found to be colonized in the GI
tracts which might be under nutrient-rich conditions even
though Bosea spp. were not isolated from the drinking water
samples.
Fig. 4 e Phylogenetic locations of the bacteria isolated from
GI tracts and drinking water with related type species as
reference (B: reference species; C: GI tracts; :: drinking
water). The tree was created using Neighbor-Joining
method using Maximum Composite Likelihood model
based on 75 sequences of 16S rRNA genes with similarity
greater than 97% to the related 16S rRNA sequences of the
reference species. The bacteria from GI tracts were more
interspersed in the phylogenetic tree than those from
drinking water. Bar indicates 1 substitution per 10
nucleotide positions.
3.3. Statistical analysis of population structure
Firstly, phylogenetic diversity between the two communities
was compared using lineage-per-time plots (Fig. 5). Both
communities showed convex-shaped lines, but the plot of the
0
5
10
15
20
25
30
35
40
1 2 3 4 5 6 7 8 9 10 11Time since common ancestry (arbitrary)
Nu
mb
er o
f lin
eag
es
Water GI tracts
Fig. 5 e Lineage-per-time plots for comparison of the
community diversity from drinking water and GI tracts
(Drinking water C; GI tracts ,). The microbial community
from GI tracts shows higher diversity than the one from
drinking water. The dashed linear line represents the
hypothetical trend at the same evolutionary rate of birth
and extinction.
wat e r r e s e a r c h 4 4 ( 2 0 1 0 ) 5 0 5 0e5 0 5 8 5055
GI tracts had less convex shape, indicating higher divergent in
population than the drinking water.
Secondly, the phylogenetic diversity within each commu-
nity was compared using F statistics with Arlequin software
and using phylogenetic grouping of taxa (P test) with UniFrac.
Accumulative sequence variation in each group of the
community population, drinking water and GI tracts, was
computed and defined as “FST” (Holsinger andWeir, 2009). The
grouping of populations into drinking water and GI tracts
allowed the analysis of molecular variance (AMOVA) at two
levels: between drinking water and each part of the GI tracts,
and between drinking water and total GI tracts (Table 1). All
calculations were conducted with Arlequin software,
including random-permutation procedures to assess statis-
tical significance (Excoffier et al., 1992, 2005). Each 33 and 42
numbers of distinct sequences were found in drinking water
and GI tracts, respectively (Table 2). From these, they could be
further grouped into 10 (drinking water) and 21 (GI tracts)
distinct species. Gene diversity, nucleotide diversity and theta
value of the drinking water were 0.78� 0.06, 0.23� 0.11 and
35.36� 17.57, respectively. Gene diversity, nucleotide diversity
and theta value of the GI tracts were 0.95� 0.03, 0.31� 0.16,
52.12� 25.54, respectively. All three of these values indicated
that the bacterial community in the drinking water was less
divergent than that of the GI tracts.
4. Discussion
Drinking water systems are a distinctive habitat for micro-
organisms. Biofilm bacteria are important in water distribu-
tion system because drinking water is considered as
oligotrophic environment. Limitation or starvation with
respect to one or more nutrients is common to most bacteria
in drinking water (Lappinscott and Costerton, 1990). It is
known that biofilm in a sessile state in low-nutrient drinking
water is favored over free-living state for their growth
(Szewzyk et al., 1994). In order to investigate the fate of
introducing bacteria originated from biofilm-developed
drinking water system into GI tracts, two microbial commu-
nities were compared from the drinking water and the GI
tracts of abiotic mice. For the drinking water, both swab
samples of biofilm from the inner surface of water pipes and
water samples were collected. We collectively called both
samples as ‘drinking water’ in this study. After 16S rRNA
gene amplification, their identities were obtained from the
sequencing results and phylogenetic trees were investigated
with related type strain bacteria. Sequencing results revealed
Table 1 e Summary of FST and P tests for comparison ofmicrobial diversity between drinking water and GI tracts.
Group comparison P Value
FST Test P test
Drinking water vs. GI tracts 0.00000 0.07
Drinking water vs. Jejunum 0.00901 0.46
Drinking water vs. Cecum 0.00000 0.17
Drinking water vs. Colon 0.00901 0.33
that each three major groups of the genus, Acidovorax, Vari-
ovorax, Sphingopyxis, and Ralstonia, Staphylococcus and Bosea,
were found in the drinking water and the GI tracts, respec-
tively. Ralstonia, Sphingopyxis, Bacillus, E. coli and Meso-
rhizobiumwere found in both sources e drinking water and GI
tracts. It is noteworthy that E. coli was found both in the
drinking water and the GI tracts. E. coli is an indicator of
human and animal fecal contamination and has been used as
the biological indicator of water treatment safety (Edberg
et al., 2000), thus the presence of E. coli in the water
samples may suggest a possible fecal contamination origi-
nated from the source water (LeChevallier, 1990). Previously
well-known waterborne bacteria, such as Aeromonas and
Legionella, were not found in this study. Among the enteric
bacteria of major importance, such as Salmonella and E. coli,
which are not regarded as highly competitive microorgan-
isms in oligotrophic water ecosystems (Leclerc and Moreau,
2002), only E. coli was found in our study. An interesting
observation was that E. coli was isolated both from the
drinking water and the GI tract samples in this study. It has
been known that E. coli is one of the first bacterial genera,
along with Streptococcus, to colonize the intestine of animal
and human (Mackie et al., 1999) and E. coli exerts a barrier
effect against other Enterobacteriaceae group to colonize
further in a gut (Hudault et al., 2001). Therefore, it could be
inferred that the E. coli in the water might have colonized as
a first member in the GI tract and then their presence in the
gut could have influenced on the colonization of other
bacterial types.
Some species were isolated in the GI tract but not from the
water. This disagreement may be attributed to the possible
presence of VBNC bacteria in our AWS, in which biofilm had
been formed by operating for a long period of time in low-
nutrient water. All the major bacterial groups found in this
study show strong association with biofilm in drinking water
system. This biofilm could act as a place of harboring VBNC
bacteria (Juhna et al., 2007) and the VBNC bacteria may
resuscitate later and colonize in GI tracts. This phenomenon
could explain the discrepancy of the bacterial types between
the water and the GI tracts (Juhna et al., 2007).
A lineage-per-time plot shows that the both bacterial
communities had convex-shaped lines, suggesting an excess
of closely related ecotypes (Fig. 5). Generally, a convex line
implies that sudden evolutionary transformation has
occurred, not gradually, but quickly with highly selective
forces, and then only closely related species remained in the
community (Martin, 2002). This phenomenon may also
suggest that once colonization occurred successfully, then the
bacteria became tight ‘gnotobiotes’ in the GI tracts of the
germ-free mice. One of the selective forces could be nutrient
level in this case (low in water and high in GI tracts).
The gene diversity, nucleotide diversity and theta value in
the drinking water and the GI tracts were very similar to or
slightly less than other bacterial communities found in other
studies. For instance, nucleotide diversity and theta value of
sea sediment communities were 0.11e0.5 and 32.4e63.9,
respectively (Stach et al., 2003). Gene diversity, nucleotide
diversity and theta value for bacterial community of the
humanmouthwere 0.96, 0.3, and 341.7, respectively. In case of
the human gut, gene diversity, nucleotide diversity, and theta
Table 2 e Comparison of standard ecological and molecular estimates of sequence diversity for bacterial communitiesisolated from drinking water and GI tracts.
Community No. of distinct sequences No. of distinct species Gene diversity Nucleotide diversity Theta (Pi)
Drinking water 33 10 0.78� 0.06 0.23� 0.11 35.36� 17.57
GI tracts 42 21 0.95� 0.03 0.32� 0.16 52.12� 25.54
wat e r r e s e a r c h 4 4 ( 2 0 1 0 ) 5 0 5 0e5 0 5 85056
value were 0.96, 0.30, and 154.8, respectively (Martin, 2002).
These are very similar to our own findings. Overall, our results
showed a similar range of the three values that were found in
the references. In general, if the population has abundant OTU
in a bacterial community analysis, it would likely result in
many different species (Stach et al., 2003). Thus, gene diversity
and nucleotide diversity would show high values. In our
study, the drinkingwater population had less genetic diversity
compared to other references, but the GI tracts showed almost
the same genetic diversity compared to other references.
Furthermore, the P test indicates the relationship between
the communities (Table 1). If P value is below a defined
threshold (0.05), the samples are considered to be significantly
different (Lozupone et al., 2006). For example, the microbial
diversity of shallow and deep-sea sediments from the Cariaco
Basin was compared (Madrid et al., 2001) and examined by
a P test (Martin, 2002). While the diversity analysis revealed
differences between the shallow-water (500 m) and deeper-
water (1310 m) samples, an analysis of the genetic diversity
suggested that the microbial species present in communities
were organisms from the same pool of diversity with the
result of P¼ 0.093 (Martin, 2002). Our result of P test was
P¼ 0.07e0.46, which is greater than 0.05, implying that the
two communities are not significantly different. Thus, it may
suggest an existence of correlation between the two
communities. This result agrees well with the phylogenetic
tree containing several clades of common bacterial species
(R. pickettii, S. panaciterrae, M. huakuii, and E. coli) in both water
and GI tract communities, but these clades are interspersed
throughout the phylogenetic tree (data not shown). Collec-
tively, the microbial communities in drinking water and GI
tracts had a suggestive relationship.
A significant FST test (0.00000e0.00901) coupled with an
insignificant P test (0.07e0.46) implies that the phylogenetic
tree contained several clades of closely related bacteria.
Collectively, it means that the bacterial groups in the drinking
water distribution system can be colonized in GI tracts.
Although not all taxa inwater and GI tracts could be culturable
and there might have been a bias in the cultivability of
bacteria, themicrobial communities in the drinkingwater and
the GI tracts were discovered to have an evident relationship
to each other. Culturing techniques were considered inher-
ently skewed because only a small fraction of all microor-
ganisms are able to grow fairly and rapidly on agar plates.
However, compared to cloning analysis, our used protocol
generated an appropriately significant amount to show the
relationship between bacterial community in the drinking
water and the GI tracts. Furthermore, the results of this study
emphasized the understanding of microbial diversity and
their proportions comprising the communities originated
from biofilm-containing water supply system. Another
notable finding was that Bacilluswas colonized in the GI tracts
of the tested mice. It has been known that even a small
percentage (1e2%) of the genus Bacillus could have cytotox-
icity (Leclerc and Moreau, 2002; Leclerc, 2003) and they could
be colonized and adhered as ‘tight residents’ on GI tracts
originated from a biofilm-covered drinking water source.
5. Conclusions
Our results suggest that consumption of drinking water that
passed through biofilm-contained distribution system had
impact on the colonization of microbial populations in GI
tracts. Several bacteria were found in the drinking water
samples and all belonged to Proteobacteria, such as the genera
Acidovorax, Variovorax, Sphingopyxis, Ralstonia and Novos-
phingobium. E. coli and Bacilluswere also found as minor in the
drinking water. In contrast, various genera were found in the
GI tracts including the genus Bosea, Ralstonia, Staphylococcus,
Bacillus, and Mesorhizobium. Minor groups were Bartonella,
E. coli, Pseudolabrys, Pseudomonas, Rickettsia, Sporolactobacillus,
Salinibacillus, Sphingopyxis, Streptococcus, and Zooshikella.
Lineage-per-time plots showed that the bacterial communi-
ties in the drinking water and GI tracts had a step-wise
ascending shape, suggesting that they had similar gene
diversity and that evolution occurred suddenly by highly
selective forces in these environments. It also suggested that
once colonization occurred, bacteria became tight ‘gnoto-
biotes’ in the GI tracts of the germ-free mice. A significant
P value of the FST test (0.00000e0.00901) coupled with an
insignificant P value of P test (0.07e0.46) indicated that both
communities had a suggestive relationship between the
drinking water-originated and the GI tract-associated bacte-
rial communities. As a suggestion, further study focusing on
the genus Ralstonia is recommended, in particular the species
of R. pickettii, in order to elucidate the fate of drinking water-
originated bacteria and their colonization in GI tracts. For
R. pickettii has been found frombiofilm in drinkingwater (Ryan
et al., 2006; Szymanska, 2007) and its infection has been
reported from contaminated water (Kendirli et al., 2004;
Labarca et al., 1999; Maroye et al., 2000; Moreira et al., 2005),
it may be a good microbial candidate to study waterborne
bacterial flora and its colonization in a colon system. For the
eventual success of colonization, hostemicrobe immune
responses and their interaction may play an important role
during the final stage of colonization.
Acknowledgements
This study was supported by the start-up fund from the
College of Public Health, The Ohio State University. We thank
wat e r r e s e a r c h 4 4 ( 2 0 1 0 ) 5 0 5 0e5 0 5 8 5057
Kaedra Wetzel for her help in bacterial identification. We also
express our gratitude to Dr. Hua Wang for lending us the
NanoDrop system.
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