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Applied and Environmental Microbiology, March 2001, p. 1308-1317, Vol. 67, No. 3
0099-2240/01/$04.00+0 DOI: 10.1128/AEM.67.3.1308-1317.2001
Copyright © 2001, American Society for Microbiology. All rights reserved.
Biological Sensor for Sucrose Availability:
Relative Sensitivities of Various Reporter Genes
William G.
Miller,
Maria T.
Brandl,
Beatriz
Quiñones, and
Steven E.
Lindow*
Department of Plant and Microbial Biology,
University of California, Berkeley, California 94720
Received 16 June 2000/Accepted 21 December 2000
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ABSTRACT |
A set of three sucrose-regulated transcriptional fusions was
constructed. Fusions p61RYTIR, p61RYlac, and p61RYice contain the
scrR sucrose repressor gene and the promoterless
gfp, lacZ, and inaZ
reporter genes, respectively, fused to the scrY promoter from Salmonella enterica serovar Typhimurium. Cells of
Erwinia herbicola containing these fusions are
induced only in media amended with sucrose, fructose, or sorbose. While
a large variation in sucrose-dependent reporter gene activity was
observed in cells harboring all gene fusions, fusions to the
inaZ reporter gene yielded a much wider range of
activity and were responsive to lower levels of sucrose than either
lacZ or gfp. The lacZ
reporter gene was found to be more efficient than gfp,
requiring approximately 300-fold fewer cells for a detectable response
over all concentrations of sucrose. Similarly, inaZ was
found to be more efficient than lacZ, requiring 30-fold
fewer cells at 1.45 µM sucrose and 6,100-fold fewer cells at 29 mM
sucrose for a quantifiable response. The fluorescence of individual
cells containing p61RYTIR was quantified following epifluorescence
microscopy in order to relate the fluorescence exhibited by populations
of cells in batch cultures with that of individual cells in such
cultures. While the mean fluorescence intensity of a population of
individual cells increased with increasing concentrations of sucrose, a
wide range of fluorescence intensity was seen among individual cells.
For most cultures the distribution of fluorescence intensity among
individual cells was log-normally distributed, but cells grown in
intermediate concentrations of sucrose exhibited two distinct
populations of cells, one having relatively low fluorescence and
another with much higher fluorescence. When cells were
inoculated onto bean leaves, whole-cell ice nucleation and
gfp-based biological sensors for sucrose each indicated
that the average concentration of sucrose on moist leaf surfaces was about 20 µM. Importantly, the variation in green fluorescent protein fluorescence of biosensor cells on leaves suggested that large spatial
variations in sugar availability occur on leaves.
 |
INTRODUCTION |
Many reporter genes have been
described for use in estimating rates of transcription of target genes
in prokaryotic systems. Some of the more common reporter genes include
lacZ, luxAB, and gusA. Others, such as
inaZ or gfp, are not as widely used or have only
recently been described (for a general review, see reference 22). Generally, reporter genes are used in transcriptional
fusions to measure the transcriptional activity of a particular
promoter or gene under various environmental or physiological
conditions or, when fused to a constitutively expressed promoter, can
be used as marker genes in in situ studies. For example, the gene (gfp) encoding the green fluorescent protein (GFP)
(6) has been used primarily as a marker gene in which a
transcriptional fusion to a strong constitutive promoter is introduced
into a bacterial or eukaryotic cell, conferring a fluorescent phenotype that can be used as a tag in localization studies in situ. GFP has also
been used to provide a qualitative measure of gene expression (6,
9, 15, 39). Unlike other reporter genes, such as lacZ
or gusA, gfp has not been widely used to quantify
promoter strength.
As an increasing number of reports describing reporter gene systems are
published, limitations have been discovered. Not all reporter genes can
be used under all circumstances. For example, LuxAB-dependent
bioluminescence and GFP fluorescence require the presence of molecular
oxygen (5, 12). Therefore, studies using either of
these two reporter genes under anaerobic conditions would not be
possible. LuxAB bioluminescence also requires the flavin
mononucleotide FMNH2. Thus, estimates of the
transcriptional activity of luxAB fusions are strongly
influenced by levels of metabolic activity; cell activity must be high
enough that the concentrations of FMNH2 are not
limiting. For this reason, a common use of lux gene fusions
is an indirect assessment of the metabolic state of cells
constitutively expressing the lux operon (10, 27). Additionally, the usefulness of lacZ fusions in
studies involving eukaryotic cells is limited by the high background
level caused by the presence of both bacterial and eukaryotic
-galactosidases (22), as well as pigments or
particulate material which interferes with enzymatic assays. For use in
environmental studies in situ, where the population size of an
environmental microorganism will often be very low compared to that in
laboratory studies, the efficiency of the reporter gene is also an
important issue. If a large number of cells is required to yield a
detectable enzymatic activity, as in the case of
lacZ-encoded
-galactosidase, it may not be possible to
use such reporter genes for environmental studies.
Reporter genes also differ in their utility in detecting
transcriptional activity at the population or individual-cell level. lacZ and inaZ transcriptional fusions are
generally used to determine gene expression and gene regulation in a
population of cells, since the activity of individual cells is not
easily measured. Ice nucleation events, in particular, cannot be
attributable to individual cells in a population. Recently, several
studies using gfp fusions have illustrated the capacity to
detect the transcriptional activity of single cells harboring such gene
fusions (2, 38). Microscopes equipped with
charge-coupled devices can be used to quantify the fluorescence of
individual cells. Likewise, cells differing in fluorescence can be
differentiated using a fluorescence-activated cell sorter (2,
38).
Carbon compounds have been shown to be the most limiting resource on
plants (40). Several common sugars, including sucrose, are
among the most abundant carbon sources on leaves (28).
While sugars are depleted on plants during colonization by bacteria, some sugars apparently remain after colonization ceases
(28). Thus, the interactions of microbes with plants with
regard to nutrition are apparently complex, and new tools are needed to better understand such interactions.
In this report, we describe the construction of three sucrose-regulated
transcriptional fusions, p61RYTIR, p61RYlac, and p61RYice, which
contain the gfp, lacZ, and inaZ
reporter genes, respectively, fused to a sucrose-responsive promoter.
These fusions have been mobilized into Erwinia
herbicola strain 299R, a common epiphytic bacterium capable
of exploiting plant surfaces and of producing the plant hormone
indole-3-acetic acid (4), to create a set of whole-cell
biosensors that can be used to estimate the concentrations of sucrose
in the cell environment. These biosensors have also been used to
compare, for the first time, the relative efficiencies of these
reporter genes. The transcriptional activity exhibited by a population
of cells will also be correlated with measurements of fluorescence in
cells harboring GFP fusions.
 |
MATERIALS AND METHODS |
Construction of the sucrose promoter and control plasmids
p61RYTIR, p61RYlac, p61RYice, and pKT-bla.
The
scrY promoter from pMU3001 (7) was amplified
using oligonucleotides SCRPCR4
(5'-GGGAATTCTCAACCGTCAGTTTTAATCC-3') and SCRPCR5
(5'-GGGGATCCTGCTGTTGGCATCCCAAAAG-3'). PCR was carried out
for 30 cycles of 1 min at 95°C, 2 min at 56°C, and 3 min at 72°C.
The PCR product was then digested with EcoRI and
BamHI and cloned into the multiple cloning site of
pVSP61 (24) to create the plasmid p61Y. The sucrose
repressor gene, scrR, was first cloned as a
BamHI-SphI fragment from pRSL26-1, a
scrA::
derivative of pJOE637 (34),
into pGFP (Clontech, Palo Alto, Calif.) to create the plasmid pSCRR. A
1.9-kb BamHI-HindIII fragment from this
plasmid was then cloned into p61Y to create the plasmid p61RY, which
has a unique BamHI site between PscrY
and scrR. In order to construct the sucrose
promoter-reporter gene fusion plasmids, the inaZ and
lacZYA genes had to be subcloned to generate BamHI sites on both ends of the reporter genes. A 3.7-kb
EcoRI fragment from pTn3-Spice (20)
was cloned into pUC1813 (18) to create pUC1813ice (D. Roberts, unpublished data). To construct pUC1813lac, the 5-kb fragment
containing lacZYA was isolated from BamHI-
and StuI-restricted pRS551 (37). This fragment
was filled in with DNA polymerase (Klenow fragment) and cloned
into SmaI-digested pUC1813. BamHI fragments from
pGreenTIR (29), pUC1813ice, and pUC1813lac were cloned
into the unique BamHI site of p61RY to create the plasmids
p61RYTIR, p61RYice, and p61RYlac, respectively.
The control plasmid pKT-bla was constructed as follows. The promoter
region of the penicillin lactamase gene (bla) from pBR322 (bp 4021 to 4081) (3) was amplified and inserted into the
pCRII-TOPO vector (Invitrogen, Carlsbad, Calif.). The fragment
containing Pbla was then excised and ligated
into the EcoRI site of pPROBE-KT (30), upstream
of the promoterless gfp gene, to create pKT-bla.
Media, chemicals, and growth conditions.
E.
herbicola cells were routinely grown at 24°C. The responsiveness
of the various E. herbicola whole-cell biosensors to
different concentrations of sucrose and fructose was determined by
growing cells for 12 to 16 h in M9 minimal medium supplemented
with 0.2% Casamino Acids (MCA) and containing various concentrations
of the sugar under investigation. The cells were then washed and resuspended in fresh MCA containing the same test concentration of
sugar and grown for 2.5 h. The cells were then harvested, and the
reporter gene activity was measured as described below. When appropriate, rifampin and kanamycin were added to the medium at 100 and
50 µg/ml, respectively. Restriction and DNA-modifying enzymes were
obtained from New England Biolabs (Beverly, Mass.) or Stratagene, Inc.
(La Jolla, Calif.). All chemicals were purchased from Sigma Chemicals
(St. Louis, Mo.) or Fisher Scientific (Pittsburgh, Pa.).
Enzyme assays.
-Galactosidase and ice nucleation assays
were performed as described previously (21, 37).
Fluorescence was measured on a Perkin-Elmer LS50B luminescence
spectrometer at an excitation wavelength of 490 nm, an emission
wavelength of 510 nm, and excitation and emission slit widths of
8 nm; intensity readings are represented by arbitrary units and were
normalized to a cell density of 109 cells/ml. The
host strain, 299R, demonstrates minimal but measurable fluorescence at
the above wavelengths. Therefore, in order to correct for the
background fluorescence of 299R, eight independent measurements of the
fluorescence of 299R cultures in MCA were taken. The mean fluorescence
of these cultures was then subtracted from the values for
299R(p61RYTIR) at each of the sucrose concentrations. The
-galactosidase and ice nucleation activities of 299R were negligible
and were not corrected for in the calculations of reporter gene activities.
Plant inoculation and bacterial cell recovery.
Cells from
stationary-phase cultures of strain 299R(p61RYice) or strain
299R(p61RYTIR) grown in MCA containing 0.2% glucose were washed
twice in potassium phosphate buffer (10 mM, pH 7.0) (PPB) before being
resuspended in distilled water at 1 × 105
or 2 × 107 cells
ml
1, respectively. The cell suspension was
immediately applied with an atomizer to bean plants (Phaseolus
vulgaris cv. Bush Blue Lake 274) (three replicate pots of eight
plants per pot) at the first trifoliate leaf stage. The plants
were then bagged and incubated at 24°C. Two primary leaves were
sampled at random from each pot 48 h after inoculation for
examination of 299R(p61RYTIR) cells directly on leaves by
confocal laser scanning microscopy, or for recovery of cells to be
examined by epifluorescence microscopy following fluorescence in situ
hybridization (FISH). For assessment of bacterial populations and
PscrY-inaZ expression on plants, 15 leaves
were sampled at regular time intervals. Each sampled leaf was placed in
20 ml of sterile PPB. Cells were removed from leaves by sonication for
7 min followed by vigorous agitation. Bacterial populations were
estimated by plating appropriate dilutions on Luria-Bertani agar
supplemented with kanamycin. Also, leaf washings were assayed for ice
nucleation activity as described above. Prior to FISH and microscopy,
cells removed from leaves were concentrated by filtration of the cell
suspension through a 0.4-µm-pore-size polycarbonate filter
(Millipore, Bedford, Mass.).
Microscopy and image analysis.
Bacterial cells recovered
from plants were fixed promptly and prepared for FISH with the
rhodamine-labeled probe Eh-299R, which is specific to E. herbicola 299R, as described by Brandl et al. (M. T. Brandl,
B. Quiñones, and S. E. Lindow, submitted for publication).
For cytological analyses of cells grown in vitro, we used five 100-µl
aliquots of the same cultures for which fluorescence was measured with
a fluorimeter. The culture aliquots were centrifuged, and the cells
were washed and resuspended in PPB to a final concentration of
approximately 5 × 107 cells
ml
1. Ten microliters of this suspension was
spotted on Polysine microscope slides (Erie Scientific Company,
Portsmouth, N.H.), left to dry at room temperature for 10 min, mounted
in glycerol-PBS (pH 8.0; 50:50 [vol/vol]), and examined immediately.
When indicated, cultured cells were fixed with 4% paraformaldehyde
prior to cytological analysis following a protocol described by Amann
(1). Cells recovered from cultures or from plants were
visualized on an Axiophot microscope fitted with a Plan-NEOFLUAR
100×/1.30 oil objective (Carl Zeiss, Oberkochen, Germany) using
phase-contrast and epifluorescence illumination. GFP and rhodamine
fluorescences were detected with an Endow GFP filter set and a
rhodamine filter set (Chroma Technology Corp., Brattleboro, Vt.),
respectively. The microscope was equipped with a Princeton ST138 cooled
charge-coupled device camera (Princeton Instruments, Inc., Trenton,
N.J.). Acquisition of digitized 12-bit images were performed with the
MacIntosh version 3.1 of the IPLab Spectrum software package
(Scanalytics, Inc., Vienna, Va.). Two fields of at least 100 individual
cells were captured per sample at an exposure of 5 s, which was
within the linear range of detection of the camera for all tested
samples. The fluorescent grey scale intensity of each pixel within each
cell was quantified with the MacIntosh version 3.2 of IPLab Spectrum by
overlay of the binary mask from the phase-contrast image on the
corresponding fluorescence image. Mean pixel intensity per cell was
computed from the sum of the intensities of all of the individual
pixels averaged over the total number of pixels forming the cell profile.
Statistical methods.
All statistical calculations were
performed with the program Statistica (version 5.1) (StatSoft, Tulsa,
Okla.). Cumulative normal probability values (normal score), analysis
of variance, and the probability values for the Kolmogorov-Smirnov
D statistic were calculated with the SAS program (version
6.03; SAS Institute Inc., Cary, N.C.).
 |
RESULTS AND DISCUSSION |
Construction and specificity of the PscrY
transcriptional fusions.
In order to compare the lacZ,
gfp, and inaZ reporter genes, a set of
transcriptional fusions, isogenic apart from the reporter gene, was
constructed using the scrY promoter
(PscrY) from the Salmonella enterica
serovar Typhimurium plasmid pUR400 (7) (Fig.
1). The three promoter plasmids,
p61RYTIR, p61RYice, and p61RYlac, contain the genes, devoid of
their native promoters, encoding the GFP (gfp) from
Aequorea victoria (6), the ice nucleation
protein (inaZ) from Pseudomonas syringae pv.
syringae (11), and
-galactosidase from
E. coli, respectively. The sucrose repressor gene,
scrR, is also present on each plasmid and located immediately downstream of the reporter gene. Transcription from PscrY has been shown to be regulated by
the ScrR repressor and induced during cell growth on sucrose,
fructose, and fructose-containing oligosaccharides (7). To
determine if transcription from PscrY in our
constructs is induced exclusively by sucrose and fructose, E. herbicola strain 299R(p61RYice) was grown in MCA
with various sugars at a concentration of 0.2%. The ice nucleation
activity of 299R(p61RYice) after growth on each of the substrates
was measured (data not shown). As expected, both fructose and sucrose
induced transcription from PscrY to a high level
(10
2.13 and 10
1.45 ice
nuclei/cell, respectively). Since ice nucleation activity increases
approximately with the square of the increase in the cellular abundance
of InaZ (20), the ca. 6,000-fold increase in ice
nucleation activity in MCA-sucrose compared to MCA alone (10
5.24 ice nuclei/cell) corresponds to an
approximately 80-fold increase in transcriptional activity from
PscrY. Sorbose induced the highest level of ice
nucleation activity (10
0.5 ice nuclei/cell),
which was about 9-fold higher than that observed for sucrose and about
43-fold higher than for fructose. Sorbose and fructose are both
ketohexoses and are diastereomers of each other. Therefore, other
diastereomers of fructose (e.g., psicose and tagatose) might be
presumed to induce PscrY, but this possibility
was not tested.

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FIG. 1.
General organization of the sucrose promoter-reporter
gene fusion plasmids. The common elements of each plasmid are
(clockwise) a sucrose-responsive promoter
(PscrY) (7), the sucrose repressor
gene (scrR) (7), and the following
components derived from the parental vector, pVSP61 (24):
the P15a origin of replication from pACYC184, a kanamycin resistance
gene (nptII), and a broad-host-range origin of
replication (VS1 replicon). Promoterless reporter gene fragments
(gfp, inaZ, and lacZYA)
containing BamHI sites at both ends were cloned into the
unique BamHI site between PscrY
and scrR to create the plasmids p61RYTIR, p61RYice, and
p61RYlac, respectively. The lac promoter present on
pVSP61 is located immediately downstream of the HindIII
site in a transcriptional orientation opposite to that of
scrR. Restriction enzymes: B, BamHI; Bg,
BglII; E, EcoRI; H,
HindIII. *, EcoRI site present in
p61RYTIR only; **, EcoRI site present in both
p61RYTIR and p61RYice
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Growth of 299R(p61RYice) in either
D-mannose,
D-maltose, i-inositol,
D-sorbitol,
D-raffinose,
D-tartrate,
D-melibiose,

-lactose,
adonitol, glycerol,
D-galactose,
D-melezitose,
L-arabinose,
D-glucose,
lactose,
D-xylose,
D-mannitol,
D-trehalose,
or
L-rhamnose resulted
in ice nucleation activity
that was not significantly different
from that observed during growth
in MCA alone. Interestingly,
the fructose-containing oligosaccharide
D-raffinose was not an
inducer of
P
scrY, as has been previously described
(
35).
299R grows on M9 medium amended with 0.2% glycerol
and 2 mM
o-nitrophenyl-

-galactopyranoside,
a medium which
has been shown to be toxic to Lac
+
Escherichia coli (
26). However, 299R colonies
are blue on media
containing X-Gal (5-bromo-4-chloro-3-indolyl-

-
D-galactopyranoside),
suggesting
that 299R is
lacZ+ but negative for
lacY. Therefore, raffinose would not induce
the P
scrY fusion in that strain, as raffinose
enters
the cell via the lactose permease. (
35). While
growth of 299R(p61RYice)
in MCA-fructose and MCA-sucrose
yielded relatively high levels
of ice nucleation activity, ca. 100-fold
more fructose was required
to achieve the same ice nucleation activity
as a given amount
of sucrose (Fig.
2).

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FIG. 2.
Dose response of the sucrose biosensor strain
299R(p61RYice) when grown in MCA amended with various
concentrations of sucrose or fructose. Each data point is the mean of
the activities of at least three replicate cultures.
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Since
E. herbicola cannot utilize sorbose as a sole carbon
source, the high level of induction by this sugar may be due to
an
inability to catabolize the substrate, making sorbose a gratuitous
inducer. To test this hypothesis, p61RYice was mobilized into
Agrobacterium tumefaciens strain 13W-4A, which can grow on
sorbose.
As with
E. herbicola, P
scrY
expression was induced when
A. tumefaciens(p61RYice) was
grown in MCA containing 0.2% sorbose,
0.2% sucrose, or 0.2% fructose
but not when it was grown in MCA-glucose
(data not shown). The level of
induction in MCA-sorbose was not
significantly different than in
MCA-sucrose, suggesting that the
lack of sorbose catabolism in
E. herbicola may play some role
in its high level of induction. We
would expect that mutants of
E. herbicola harboring
P
scrY gene fusions that could
take up but not
catabolize sucrose would exhibit higher levels
of reporter gene
activity than the wild-type strain; in some applications,
such enhanced
levels of expression might enable the use of reporter
genes, such as
lacZ, that are not efficient reporters of transcriptional
activity.
The
scrY promoter has been shown to function in
A. tumefaciens (data not shown) and in several enteric genera (e.g.,
Escherichia, Klebsiella, and
Salmonella) (
17). In order to test whether the
P
scrY fusions would be induced in taxa other
than those
listed above, p61RYice was mobilized into
Pseudomonas
fluorescens strain A506 and both p61RYice and p61RYTIR were
conjugated into
P. syringae pv.
syringae strain
B728a. No ice nucleation activity
or green fluorescence was detected in
any of these strains after
growth in MCA-sucrose (data not shown). The
scrY promoter may
function in other taxa, but this has not
been
tested.
Characterization and comparison of the induction response for the
three reporter gene fusions.
Once the specificity of the gene
fusions for various sugars had been demonstrated, we wished to use
these constructs to compare the relative sensitivities of the
gfp, inaZ, and lacZ reporter genes to
sucrose as an inducer when used in a whole-cell biosensor. Plasmids
harboring these gene fusions were first mobilized into strain 299R, and
the resulting transconjugants were grown in MCA in which sucrose
concentrations were varied by about 10,000-fold (1.45 µM to 29 mM).
The three whole-cell biosensors exhibited a qualitatively similar
pattern of reporter gene activity as a function of sucrose
concentration in growth media (Fig. 3).
For example, maximum activity was observed at about
10
3 M or higher sucrose in all cases
(Fig. 3). Likewise, activity increased rapidly with sucrose
concentrations over the range of about
10
5 to 10
3 M. All
three strains showed similar maximum proportional levels of
induction at high sucrose concentrations compared to sucrose-free media: 183-fold in 299R(p61TYTIR) (Fig. 3A), 103-fold in
299R(p61RYlac) (Fig. 3B), and 122-fold (corresponding to a
15,000-fold difference in ice nucleation activity) in
299R(p61RYice) (Fig. 3C). However, there were quantitative
differences between the three strains in their responses to low sucrose
concentrations. Little reporter gene activity was observed in all three
strains at the lowest concentration of sucrose tested (1.45 µM).
However, whereas GFP fluorescence in 299R(p61RYTIR) and
-galactosidase activity in 299R(p61RYlac) were induced less than
2-fold at 14.5 µM sucrose, inaZ expression in
299R(p61RYice) was induced 6.5-fold (35-fold higher ice nucleation
activity) at the same sucrose concentration. In fact, while no
induction of GFP fluorescence or
-galactosidase activity was seen in
MCA containing 2.9 µM sucrose, significantly higher ice nucleation
activity was observed at that sucrose concentration. In MCA containing
29 µM sucrose, GFP fluorescence and
-galactosidase activity in
both 299R(p61RYTIR) and 299R(p61RYlac), respectively, were
induced 11- to 13-fold but inaZ expression in
299R(p61RYice) was induced 35-fold. It is likely that with all
three reporter genes tested in this study the level of transcriptional
activity mediated by low sucrose concentrations was
underestimated since the host strain, E. herbicola
299R, is capable of rapid catabolism of sucrose. Thus, the cells
probably depleted the concentration of this inducer, at least
partially, at low initial sucrose concentrations, during the 3-h period
of exposure of the whole-cell biosensor to sucrose. Therefore, some
cells produced during the later part of this exposure period may have
experienced lower sucrose concentrations than that estimated from
initial sugar concentrations. Furthermore, mutants of E. herbicola that could take up but not catabolize sucrose might be
preferable hosts for PscrY reporter gene fusions
in studies in which sucrose biosensors are to be used to estimate only
initial concentrations of this sugar in a habitat rather than the
process of sugar consumption, since they would not be capable of
altering the abundance of the compound to which they were responsive.

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FIG. 3.
Dose response of the sucrose biosensor strains
299R(p61RYTIR) (A), 299R(p61RYlac) (B), and 299R(p61RYice)
(C) when grown in MCA amended with various concentrations of
sucrose. Each data point is the mean of the activities of four
replicate cultures.
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Since GFP fluorescence, ice nucleation activity, and

-galactosidase
activity are quantified by different procedures and expressed
in
different units, it would be difficult to compare the three
reporter
gene systems directly. Given the fact that the response
over all
concentrations of sucrose is nonlinear for each of the
three
transcriptional fusions in 299R, only an approximate comparison
between
any two reporter genes (e.g.,
x Miller units =
y INA units)
is possible. In order to obtain a more direct
comparison, the
numbers of cells necessary to achieve the level of
expression
for each assay that represents the lowest reliable value
were
calculated for each reporter gene at each concentration of sucrose
inducer (Fig.
4). The minimum detectable
levels for GFP fluorescence,
ice nucleation activity, and

-galactosidase activity were estimated
to be 5 fluorescence units, 1 Miller unit, and 10 ice nuclei per
sample, respectively. Therefore, for
example, in 299R(p61RYice),
87 cells were necessary to obtain 10 ice nuclei in cells exposed
to the highest concentration of sucrose but
1.3 × 10
6 cells were necessary at the
lowest sucrose concentration. Figure
4 illustrates the relative
efficiencies of the three reporter
gene systems. InaZ is by far the
most efficient of the three reporter
proteins, followed by LacZ and
then GFP. Additionally, whereas
the
lacZ and
gfp fusions show a similar difference in the minimum
detectable cell populations over all concentrations of sucrose
(340-fold at 1.45 µM versus 240-fold at 29 mM), the exponential
relationship between InaZ and ice nucleation activity effectively
"amplifies" this reporter gene signal. Thus, InaZ is much more
efficient, compared to LacZ, at the higher concentrations of sucrose
(6,100-fold difference at 29 mM) than at the lowest sucrose
concentration
(30-fold difference at 1.45 µM).

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FIG. 4.
Comparison of the sensitivities of the three sucrose
biosensor strains. The minimum detectable cell population is defined as
the number of cells necessary to achieve the limit of detectability for
each enzyme assay: 1 Miller unit, 5 fluorescence units, and 10 ice
nuclei for LacZ, GFP, and InaZ, respectively. Each data point was
calculated using the reporter gene activity values shown in Fig. 3.
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Analysis of PscrY-gfp
expression in individual cells.
Analysis of digital images of the
fluorescence of individual cells of 299R(p61RYTIR) obtained by
epifluorescence microscopy enabled the quantitative assessment of the
mean pixel intensity of each cell within a population of bacterial
cells. The parental strain 299R exhibited negligible fluorescence at
the excitation and emission wavelengths used in this study, when grown
in MCA containing glucose. The mean fluorescence intensity of
299R(p61RYTIR) cells grown in MCA containing 0 to 14.5 µM sucrose
was not different from that of cells that did not harbor the
PscrY-gfp fusion (Fig.
5). However, the mean fluorescence
intensity per cell increased significantly at sucrose concentrations of
29 µM and higher (Fig. 5 and 6). The
frequency of cells showing fluorescence intensities higher than
background levels (mean pixel intensity >125 units) increased with
increasing sucrose concentrations, and average fluorescence intensities
of 146, 223, 781, and 984 pixel intensity units for a large collection
of cells cultured in 29 µM, 58 µM, 580 µM, and 29 mM sucrose were
observed (Fig. 5 and 6). Thus, quantitative digital image analysis
revealed a response of the biosensor to various concentrations of
sucrose at the population level that was similar to that obtained for fluorescence of aliquots of the same culture measured with a
fluorimeter (Fig. 3A).

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FIG. 5.
Histograms of the distribution of the mean pixel
intensity per cell of E. herbicola
299R(p61RYTIR) cells containing a
PscrY-gfp
transcriptional fusion and grown in MCA supplemented with
sucrose at 0 µM (A), 14.5 µM (B), 29 µM (C), 58 µM (D), 580 µM (E), and 29 mM (F).
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FIG. 6.
Cumulative probability plot of the log-transformed
estimate of mean fluorescence intensity of individual cells of
E. herbicola 299R(p61RYTIR) cells cultured in MCA
containing various sucrose concentrations.
|
|
The percentage of cells within a population of cells in which increased
expression of P
scrY-gfp could be detected
varied greatly depending on the sucrose concentration in the medium
(Fig.
5). The frequency of highly fluorescent cells increased
with
increasing sucrose concentrations of 29 µM and higher. The
fluorescence intensities within populations of cells grown at
intermediate concentrations of the inducer varied over a broad
range,
with only a few bright cells observed among many relatively
dim ones.
Because most histograms shown in Fig.
5 indicated a
right-hand skewed
frequency distribution, a graphical assessment
of the distribution of
the log-transformed mean pixel intensity
per cell was made. The plot
revealed a bimodal distribution of
cell fluorescence for sucrose
concentrations ranging from 29 µM
to 29 mM (Fig.
6). Two
approximately straight lines resulting
from the plot of cumulative
normal probability score versus log-transformed
mean pixel intensity
per cell indicated the existence of two subpopulations
of cells
expressing P
scrY-gfp, each described by a
log-normal
distribution (a frequent distribution in biological systems)
(
13,
14,
19). Indeed, very few cells grown with sucrose at
any
concentration exhibited a mean fluorescence intensity in the
intermediate
range (log 2.5 to 2.8). At intermediate sucrose
concentrations
the majority of the cells were relatively dim but
nevertheless
were clearly induced to a level higher than the background
level
observed in cells exposed to 0, 2.9, and 14.5 µM sucrose.
Interestingly,
a small percentage of the cells in intermediate sucrose
concentrations
expressed P
scrY-gfp at a
level comparable to that of
cells exposed to high sucrose
concentrations; the flatter lines
on the cumulative probability plot
suggest a higher variance in
the mean fluorescence of the cells within
that more fluorescent
subpopulation. Thus, all cells responded to
intermediate sucrose
concentrations, although with different levels of
P
scrY expression. As noted above, the opposite
was observed for cells
exposed to high sucrose concentrations: nearly
all were highly
induced, except for a very few that exhibited low
fluorescence.
In order to determine whether the differences in the distribution of
P
scrY-gfp expression in strain 299R grown
in
various sucrose concentrations reflected true variations in the
activity of the P
scrY promoter, we tested the
effect
of sucrose on the fluorescence of 299R(pKT-bla) cells.
pKT-bla
contains the ampicillin resistance gene promoter from pBR322
(P
bla)
fused to
gfp on a homologous
plasmid backbone. This fusion was
expected to be constitutively
expressed and, therefore, insensitive
to environmental conditions such
as sucrose concentration. Strain
299R(pKT-bla) was cultured in 58 µM and 29 mM sucrose under the
same growth conditions as
299R(p61RYTIR). Analysis of the fluorescence
of individual
cells of 299R(pKT-bla) revealed homogenous levels
of
P
bla-gfp activity among cell
populations grown at
the above sucrose concentrations (Fig.
7). The results from the
Kolmogorov-Smirnov statistical test confirmed that
P
bla-gfp expression at all tested sucrose
concentrations was best described
by a normal distribution. Therefore,
the heterogeneity of P
scrY-gfp expression
observed at intermediate and high sucrose concentrations
reflects
variation of the activity of the promoter in response
to sucrose rather
than variation in the function of GFP per se.

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|
FIG. 7.
Histograms of the distribution of the mean pixel
intensity per cell of E. herbicola
299R(pKT-bla) cells containing a
Pbla-gfp transcriptional fusion
and grown in MCA supplemented with 58 µM (A) and 29 mM (B) sucrose.
The Kolmogorov-Smirnov statistics for these two distributions are
D = 0.064 and P = 0.43 (A) and
D = 0.035 and P = 0.52 (B).
|
|
The observation that partially induced bacterial cells exhibited high
heterogeneity of expression has been previously reported
for

-galactosidase activity and for expression of
araBAD-gfp fusions in
E. coli cells that were
induced with
isopropyl-

-
D-thiogalactopyranoside
(
33) and arabinose (
36), respectively. In
both of these systems
the gene encoding the cognate permease is part of
its operon which
is derepressed in the presence of inducer. As
was suggested for
the
lac operon (
25,
32) and the
ara regulon (
36), it is
possible that at subsaturating levels of the inducer (sucrose)
in the
medium, the rare cells that have a small amount of the
sucrose permease
due to random cellular induction events accumulate
enough sucrose to
induce the active uptake of additional inducer
and thereby enable the
full expression of the P
scrY-gfp fusion.
This "snowball effect," or autocatalytic event, would
cause a few
cells to be very fluorescent among a population of
relatively
nonfluorescent cells, and their frequency would be
dependent on the
amount of sucrose in the culture. It is interesting,
however, that even
at relatively low sucrose concentrations, some
apparent induction of
the sucrose operon occurred. Thus, perhaps,
all cells have at
least a low basal level of permease, enabling
them to respond, albeit
weakly, to the presence of low sucrose
concentrations in their
vicinity. While it is only a weak response,
the increased
fluorescence of 299R(p61RYTIR) cells in the presence
of low sucrose
concentrations would enable the abundance of the
inducer to be inferred
from measurements of cell
fluorescence.
The presence of a few dark cells in cultures grown in high sucrose
concentrations may be due to the sequestration or reversible
inactivation of GFP in a small percentage of the cells. Indeed,
this
subgroup of weakly fluorescent cells at saturating sucrose
concentrations was not observed when cells from the same samples
were
fixed with 4% paraformaldehyde prior to cytological analysis
(data not
shown). The resulting increase in the homogeneity of
fluorescence
intensities among these cell populations thus reflects
an increase in
GFP availability or activity after paraformaldehyde
treatment in
a small number of cells rather than an increase in
the amount of GFP
per
se.
Quantification of PscrY-gfp
expression in situ on plants.
We compared the utility of the
gfp- and inaZ-based sucrose biosensors in
estimating sucrose availability on bean leaf surfaces, a common
bacterial habitat. We were particularly interested in knowing if the
estimates of sugar variability on leaves measured at the single-cell
level with the gfp-based biosensor construct in E. herbicola provided results consistent with that of the
population-level estimates of the inaZ-based biosensor and
whether they both were sufficiently efficient to detect the low
concentrations of sugar expected to be on moist leaf surfaces
(28). Qualitative estimates of the distribution of GFP
fluorescence among cells of E. herbicola 299R(p61RYTIR)
was obtained by direct visualization of leaf surfaces 48 h after
inoculation by confocal laser scanning microscopy (CLSM). The large
majority of cells of the biosensor strain on leaves were dim and could
be visualized only in long-duration exposures. A few cells in most
fields of view, however, exhibited bright GFP fluorescence; these cells
often occurred as dispersed individual cells that were markedly
brighter than surrounding cells, although occasionally several bright
cells were found in close proximity (Fig.
8). The bright cells appear larger than
the dimmer cells in an image due to an optical artifact associated
with their brightness and hence their "overexposure" in images
captured to visualize many cells in a field. We did not pursue spatial
scale studies to determine if such sites of apparent localized sugar
concentration were associated with particular features of the leaf, but
we can conclude that such localizations were uncommon on leaves.

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FIG. 8.
CLSM image of cells of E. herbicola
299R(p61RYTIR) expressing high levels of
PscrY-gfp on a stomate and at the junction
of plant cells of a colonized bean leaf 2 days after inoculation. The
image is an overlay of two projected z series captured with channel 1 ( em = BP 525/50 to detect GFP fluorescence)
and channel 2 ( em = LP 590 to detect the
autofluorescence of leaf tissue) of a Leica TCS4D confocal laser
scanning microscope (Leica Lasertechnik, Heidelberg, Germany) equipped
with argon and krypton lasers. Bar, 5 µm.
|
|
A more quantitative assessment of the distribution of GFP fluorescence
was obtained by visualization under the epifluorescence
microscope of
cells that were removed from leaves. To ensure that
we visualized all
cells of
E. herbicola 299R(p61RYTIR) and only
cells of
this strain in bacteria recovered from leaves, we applied
FISH using a
rhodamine-labeled probe specific to
E. herbicola strain 299R
in conjunction with GFP fluorescence measurements.
Consistent with
results of direct imaging of cells on leaves by
CLSM, only about 3% of
the cells of the sucrose biosensor exhibited
bright GFP fluorescence.
The GFP fluorescence intensity of cells
recovered from leaves was
distinctly bimodal in its frequency
distribution, with about 97% of
cells exhibiting only dim fluorescence
and about 3% exhibiting over
fourfold-higher fluorescence (Fig.
9).
Thus, although local sites colonized by cells with high GFP
fluorescence were occasionally observed directly on leaves (Fig.
8),
such cells apparently are relatively rare in a population
of
E. herbicola 299R(p61RYTIR) on the leaf surface.

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FIG. 9.
Histogram of the distribution of GFP fluorescence among
individual cells of E. herbicola
299R(p61RYTIR) recovered from bean leaves 48 h after
inoculation.
|
|
Similar estimates of the average concentration of sucrose present on
moist bean leaves were provided by both the
gfp- and
inaZ-based sucrose biosensors. The average ice nucleation
activity
of
E. herbicola 299R(p61RYice) increased from
about 10
4.5 ice nuclei/cell in cells grown in
MCA-glucose as the inoculum
to about 10
2.5 ice
nuclei/cell within about 1 day after inoculation onto bean
leaves (Fig.
10); little further change in ice
nucleation activity
occurred after this time. If we assume that sucrose
was the dominant
sugar present on these bean leaves, as in other
studies (
28),
then the ice nucleation activity was
reflective of cells grown
in a homogeneous culture medium with a
sucrose concentration of
about 20 µM (Fig.
3C). Likewise, the
fraction of cells of
E. herbicola 299R(p61RYTIR)
recovered from leaves that exhibited bright GFP
fluorescence was
slightly lower than that of cells of this strain
when cultured in media
containing 29 µM sucrose (Fig.
5C) but
higher than when grown in 14 µM sucrose (Fig.
5B). Given that
most of the cells of
E. herbicola 299R(p61RYTIR) that exhibited
bright GFP
fluorescence occurred in a solitary pattern across
the leaf surface, we
can assume that most cells on the leaves
were not exposed to relatively
high sucrose concentrations. While
we cannot rule out the possibility
that a wide range of sugar
abundances might occur on leaves and thus
that some cells might
have been exposed to only very low sugar
concentrations, the two
biosensors both indicate that the average
sucrose concentration
on moist leaves was about 20 µM. Importantly,
since a moist bean
leaf harbors about 0.5 ml of water, an average
sucrose concentration
of 20 µM would represent about 3 µg of
sucrose on a leaf. This
is very close to the amount of sucrose measured
on bean leaves
in a previous study (
28). Thus, while it is
outside the scope
of this study to use the biological sensors for
sucrose to evaluate
the many factors that will control sugar
availability on leaves,
the results presented here indicate that both
gfp- and
inaZ-based
sucrose biosensors are
sufficiently sensitive to quantify sugar
availability in situ. The
gfp-based biosensor has the added potential
to provide
information on the variability of sugar availability
on leaves.

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FIG. 10.
Time course expression of
PscrY-inaZ in the bean phyllosphere. The
population (closed circles) and ice nucleation activity (open squares)
of E. herbicola 299R(p61RYice) were determined over time
after inoculation onto bean plants. The bars represent the standard
errors of the mean log-transformed bacterial population size per gram
of leaf tissue and of the mean number of log-transformed ice nuclei per
cell.
|
|
The various reporter genes tested differ in their ease of use and the
type of information provided. To obtain population-level
average
estimates of the rate of transcription of target genes,
the ice
nucleation assays are more rapid and more sensitive than
the
lacZ and
gfp reporter genes (
22)
(Fig.
4). The much higher
sensitivity of
inaZ is a major
advantage in ecological studies,
since many environmental samples will
contain relatively small
numbers of bacterial cells. For example,
studies of the transcription
of genes in bacterial cells in the
rhizosphere will usually involve
fewer than 10
6
cells per root (
23). Promoter fusions to
inaZ
could easily
be used to detect transcription in such small samples. In
fact,
when rates of transcription of target genes are relatively high,
such as in
scrY-inaZ fusions in this study, the activity of
samples
containing as few as about 100 cells can be measured (Fig.
4).
This would enable very small samples, such as small root segments,
to
be examined. In fact
, 299R(p61RYice) was sufficiently
sensitive
to sucrose exudation from roots to provide estimates of
differential
sugar availability at different portions of
Avena roots which
were inoculated with this whole-cell
biosensor (
16). In contrast,
many more
lacZ
gene fusion-containing cells are required for measurements
of
transcriptional activity (Fig.
4). While
lacZ has been
successfully
used in environmental measurements, the number of cells in
these
studies was quite high (
8,
22,
31). Interestingly,
measurements
of GFP fluorescence in bulk cell samples with a
fluorimeter do
not offer the sensitivity of enzymatic assays, such as
of

-galactosidase
for estimation of transcription activity (Fig.
4).
Apparently,
large numbers of cells will be required for fluorimetric
measurements
of GFP activity. While
inaZ and
lacZ
can provide estimates of
average rates of transcription in situ, they
cannot easily be
used to assess variation in transcription among
individual cells,
such as might be expected of whole-cell biological
sensors in
a heterogenous environment. Fluorescence microscopy could
readily
distinguish even small differences in GFP fluorescence of
individual
cells (Fig.
5,
6, and
9). Interestingly, we found that
fluorimeter
measurements of bulk cell suspensions were as sensitive in
detection
of GFP fluorescence as fluorescence microscopy of the same
cells
(Fig.
3,
5, and
6). We did not compare the sensitivity or
resolving
power of fluorescence microscopy with those of fluorescence
cell
sorters, which have also been used in conjunction with bacterial
cells expressing GFP (
2,
38), but based on the reported
resolution
of GFP fluorescence, fluorescence microscopy appears to be
superior.
Clearly, analysis of digital images obtained during
fluorescence
microscopy may be more demanding, but the results can
provide
insight into features such as the nonuniform induction by
sucrose-responsive
promoters as observed here (Fig.
5 and
6). As
demonstrated in
this study, quantitative estimates of GFP fluorescence
associated
with whole-cell biosensors harboring
gfp gene
fusions have promise
for the characterization of the external
environment of bacterial
cells.
 |
ACKNOWLEDGMENTS |
We thank S. Ruzin and Denise Schichnes of the Biological Imaging
Facility of the College of Natural Resources at the University of
California at Berkeley for their help with cytological analysis and
A. J. Pittard, Dan Roberts, and Luellen Pierce for providing strains and plasmids.
This work was funded in part by grant 96-35303-3377 from the U.S.
Department of Agriculture Competitive Grants Program of the National
Research Initiative and by grant DEB-9615280 from the National Science Foundation.
 |
FOOTNOTES |
*
Corresponding author. Mailing address: Department of
Plant and Microbial Biology, 111 Koshland Hall, University of
California, Berkeley, CA 94720. Phone: (510) 642-4174. Fax: (510)
642-4995. E-mail: icelab{at}socrates.berkeley.edu.
Present address: United States Department of Agriculture,
Agricultural Research Service, Western Regional Research Center, Food
Safety and Health Research Unit, Albany, CA 94710.
 |
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Applied and Environmental Microbiology, March 2001, p. 1308-1317, Vol. 67, No. 3
0099-2240/01/$04.00+0 DOI: 10.1128/AEM.67.3.1308-1317.2001
Copyright © 2001, American Society for Microbiology. All rights reserved.
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