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Electric DNA arrays for determination of pathogenic Bacillus cereus
Yanling Liu
School of Biotechnology
Royal Institute of Technology
Stockholm 2007
© Yanling Liu Stockholm 2007 Department of Bioprocess Technology School of Biotechnology Royal Institute of Technology 106 91 Stockholm Sweden ISBN: 978-91-7178-655-5 TRITA-BIO-Report 2007:4 ISSN 1654-2312
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
Yanling Liu (2007): Electric DNA arrays for determination of pathogenic Bacillus cereus.
School of Biotechnology, Royal Institute of Technology (KTH), Stockholm, Sweden
Abstract
Silicon-based electric chip arrays were developed for characterization of Bacillus
cereus with respect to the capacity to produce toxins involved in food poisoning and
foodborne infections. Bacteria of the B. cereus group contain different sets of four
toxins encoded by eight genes. The purpose of this work was to develop a fast method
for determination of the presence of these genes in colonies from primary enrichment
cultures. The specific DNA detection was based on immobilization of DNA capture
probes, which hybridize to specific sites on the target genes. Biotin-labeled detection
probes were designed to hybridize with the target DNA adjacent to the capture
probes. An extravidin - alkaline phosphatase complex was subsequently bound to the
hybridized detection probes. Finally, p-aminophenyl phosphate was added as
substrate for the enzyme, and the product p-aminophenol was brought in contact with
the interdigitated gold electrode on the silicon chips surface. The p-aminophenol was
oxidized at the anode to quinoneimine, which was then reduced back to p-
aminophenol at the cathode. This redox recycling generates a current that was used as
the DNA-chip response to the target DNA. Two versions of the assay were used. In
the first version the capture probes were immobilized on magnetic beads and all
chemical reactions until and including the enzymatic reaction took place in an
eppendorf tube while the redox recycling was used to measure the amount of p-
aminophenol produced after transfer from the tube to the silicon chip surface. In the
second version a silicon chip array was used with 16 parallel electrode positions, each
activated by immobilization of one type of capture probes on the gold electrodes.
With this system all chemical reactions took place at the chip surface. The kinetics of
cell disruption and DNA fragmentation from B. cereus by ultrasonication was
determined. Maximum cell disruption was achieved within 5 min and the chip
response increased in proportion to the ultrasonic time. Further ultrasonication up to
10 min resulted in further increasing current although no further cell disruption was
observed. If the sonication time was extended above 10 min the signal declined.
Based on analysis of the DNA size distribution by early end-point PCR and gel
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
electrophoresis, it is suggested that the first 5 min ultrasonication increased the signal
by increasing the release of target DNA molecules. Thereafter the signal was
increased by fragmentation of target DNA which increases the diffusion rate and also
the accessibility of the hybridization site. Finally, the DNA fragment sizes approached
that of the hybridization site (51-bp) which may reduce the signal because of cleavage
of the target DNA in the hybridization region. These studies were performed with the
bead-based hybridization assay. The assay was highly specific to the target gene
(hblC) of both B. cereus and B. thuringiensis with no response from negative control
cells of B. subtilis. The 16 positions of the silicon chip array were activated by
immobilization of all known toxin-coding genes of B. cereus and also included both a
positive control and a negative control electrode positions. When these chips were
exposed to ultrasonicated B. cereus, the gold electrodes were fouled by some
component in DNA cell lysates. To circumvent this, the released large DNA was first
extracted and then ultrasonicated again, since the extract mainly contains large
molecular weight DNA. This DNA extract was applied to characterize one “diarrheal”
and one “emetic” strain of B. cereus with the DNA chip arrays. The results agreed
with PCR control analysis which means that these electric DNA chip arrays can be
used to characterize bacterial colonies with respect to the genes coding of all known
toxins of B. cereus: haemolysin (hblA, hblC, hblD), non-haemolytic enterotoxin
(nheA, nheB, nheC), cytotoxin K-2 (cytK-2), and cereulide (ces). The chip assay
required about 30 min after application of DNA samples. Due to the generic
properties of the chips, this technique should also be applicable for characterization of
the pathogenicity potential of many other organisms.
Keywords: Bacillus cereus, haemolysin, non-haemolytic enterotoxin, cytotoxin K-2,
cereulide, toxin-coding genes, bacterial colony, electric DNA chip, ultrasonication,
DNA fragmentation.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
List of publications
This thesis is based on the following papers, which in the text will be referred to by their
Roman numerals:
I. Magdalena Gabig-Ciminska, Yanling Liu, Sven-Olof Enfors. Gene-based
identification of bacterial colonies with an electric chip. Analytical
Biochemistry 345 (2005) 270 – 276.
II. Yanling Liu, Bruno Elsholz, Sven-Olof Enfors and Magdalena Gabig-
Ciminska. Confirmative electric DNA array-based test for food poisoning
Bacillus cereus. Journal of Microbiological Methods. Accepted.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
Table of contents AIM OF THE STUDY 1 INTRODUCTION 2 Bacillus cereus group and classification 2 B. cereus pathogenicity 3 Toxin detection methods 4 DNA-based detection methods 5 The concept of DNA chip 6 DNA chip classification and characteristics 7 Electrochemical DNA chip 8 PRESENT INVESTIGATION 10 Gene-based identification of bacterial colonies with an electric chip (paper I) 10 The detection principle 10 DNA oligonucleotide-functionalized beads 11 BBSH and electrical signal generation 11 Results 13 Conclusions 15 Confirmative electric DNA array-based test for food poisoning Bacillus cereus (paper II) 17 The DNA chip array and its activation by eight toxin sensing probes 17 The instrument and assay program 17 Results 19 Conclusions 23 CONCLUDING REMARKS 25 ABBREVIATIONS 27 ACKNOWLEDGEMENTS 28 REFERENCES 29
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
1
Aim of the study
In order to develop a method for fast characterization of pathogenic microorganisms,
an electric DNA chip array-based detection method is investigated. Firstly, an
efficient cell lysate sample preparation from bacteria must be established. This
method must release the genomic DNA from cells and also fragment the DNA to
produce molecules that can diffuse and hybridize at the chip surface. Secondly, since
several genes usually are involved in the pathogenicity of bacteria, a chip array with
the capacity to determine several genes simultaneously should be developed. Bacillus
cereus, which is known to produce up to four different toxins, was chosen as a model
for the study. The regulatory demands on the protocols for analysis of many
foodborne pathogens require detection of a single cell in 25 grams of food samples.
This means that a primary enrichment cultivation must be included before a
characterization. In most analytical protocols this enrichment results in a bacterial
colony. For this reason a Bacillus cereus colony was chosen as the target for the DNA
chip and therefore also the number of cells in a colony should be determined to get a
measure of the demand on sensitivity of the DNA chip.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
2
Introduction
Bacillus cereus group and classification
Bacillus cereus are ubiquitous in the environment and also in food products. They are
gram-positive, aerobic spore forming bacteria. Vegetative cells are normally large and
rod-like (Fig. 1A). They can survive in different adverse conditions, e.g. during food
processing, because of their ability to form resistant endospores (Fig. 1B).
Figure 1. A microscopic image of vegetative cells (A) and endospores (B) of B. cereus ATCC14579.
B. cereus has been reported to be an important pathogen responsible for food
poisoning and food spoilage (Pruss, Dietrich et al. 1999; Ghelardi, Celandroni et al.
2002; Thaenthanee, Wong et al. 2005). Six different species have been classified and
characterized in the Bacillus cereus group. Bacillus anthracis, a primary virulent
pathogen for animals, possesses two specific virulence-encoding plasmids coding for
a capsule and the anthrax toxin; Bacillus thuringiensis, a pathogen for some insects,
produces parasporal crystal proteins encoded by its plasmid and has been
commercialized for the use as an insecticide; the rhizoid colony forming Bacillus
mycoides (Nakamura 1998) has been classified from other bacteria of B. cereus group
due to their different fatty acid composition; Bacillus pseudomycoides (Nakamura
1998) recently was separated from Bacillus mycoides due to their distinct genotypes,
but they are not distinguishable by their phenotypes; Bacillus weihenstephanensis
(Lechner, Mayr et al. 1998) is classified by its psychrotolerant properties, and grows
at 4 - 7 °C, not at 43 °C; Bacillus cereus, a common soil inhabitant and often
identified from a variety of foods, including grains, dairy products and meat, is a
foodborne pathogen and its toxins are encoded by both the chromosome and the
endospore
B. A.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
3
Foodborne pathogenic B. cereus species
hblA hblC hblD
haemolytic toxin HBL
cytK
cytotoxin K
nheA nheB nheC
nonhaemolytic toxin NHE
Enterotoxins
Ces cluster
cereulide peptide
Emetic toxin
plasmids. This organism grows in a broad temperature range of 8 - 55 °C, and
optimally around 28 - 35 °C. B. cereus and B. thuringiensis are very similar according
to their genomics (Priest, Barker et al. 2004). They can only be distinguished by
production of an intracellular crystal protein from the B. thuringiensis plasmid.
B. cereus pathogenicity
B. cereus can secrete two main types of toxins, enterotoxins (Hansen and Hendriksen
2001) and emetic toxin (Paananen, Mikkola et al. 2002), which cause foodborne
human illness (Fig. 2) (Lund and Granum 1996; Ghelardi, Celandroni et al. 2002;
Schoeni and Wong 2005).
Figure 2. Schematic display of different food-poisoning toxins secreted by B. cereus and their responsible genes, respectively.
The enterotoxins consist of the haemolytic toxin BL (HBL), the nonhaemolytic toxin
(NHE) and cytotoxin K (cytK). Both HBL and NHE are enterotoxin complexes
composed of three proteins (Beecher and Macmillan 1991; Lund and Granum 1996):
HBL is encoded cooperatively by the genes hblA, hblD and hblC in one operon; NHE
is encoded cooperatively by the genes nheA, nheB and nheC. HBL and NHE are
responsible for human diarrhoeal illness. This type of illness is normally mild and can
last less than 24 h. Cytotoxin K is a cytotoxic pore-forming protein encoded only by
one gene (Fagerlund, Ween et al. 2004). It is necrotic, haemolytic and very toxic to
human intestinal epithelial cells. A severe outbreak involved by cytotoxin K in 1998
led to the death of three people. Recently two different forms, encoded by cytK-1 and
cytK-2 genes, have been described (Fagerlund, Ween et al. 2004). CytK-1 shows 89%
protein sequence homology with that of cytK-2, but carries much higher toxicity.
These toxins have been evaluated and studied well by different research groups until
now. BceT and entFM, which before were believed to express enterotoxins, are now
not considered to responsible for such diseases (Choma 2002; Hansen, Hoiby et al.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
4
2003). Cereulide, a cyclic dodecadepsipeptide (Andersson 1998), can cause acute
human emesis after 1 to 5 h of its ingestion. This peptide is a mitochondrion-toxin and
synthesized by a non-ribosomal peptide synthetase (NRPS) from B. cereus (Horwood,
Burgess et al. 2004). This small peptide is very thermo-stable and inert, can tolerate
heat, protease, acid, alkali, even autoclaving. So once it’s secreted by the food
contaminating B. cereus, cereulide can’t be inactivated by the food processing and
brings a risk to consumers.
Around 60% of B. cereus carry HBL genes and most of them carry NHE genes, while
cereulide - producing B. cereus are relatively rare. B. cereus bacteria are commonly
present in raw and processed foods. They can survive different food treatments by
forming spores, and pre-formed cereulide can’t be degraded during food processing.
These facts pose a potential food safety problem. It’s normally believed that food
containing > 103 B. cereus/g is not safe enough for consumption (Rosenquist, Smidt et
al. 2005). Furthermore, we need to know accurately what types of toxins can be
expressed by the contaminating B. cereus bacteria of different foods. An additional
food safety problem is the large similarities between the species in the B. cereus
group. The B. cereus enterotoxins are produced by several other Bacillus species, so it
is very important to identify the pathogenic potential of the bacteria of the B. cereus
group when they are found in food, rather than the phenotypic properties that are
determined by the traditional cultivation protocols.
Toxin detection methods
To date some methods have been developed to detect different toxins secreted by B.
cereus. For diarrhoeal toxin detection, a gel diffusion assay for HBL is based on a
distinct serological entity of ring shaped haemolysis (Rhodehamel, Harmon et al.
2001); biology-based methods for the detection of diarrhoeal toxins, include vascular
permeability reaction assay, different cell lines cytotoxicity assay. Based on
immunochemical reactions, two diarrhoeal enterotoxin immunoassay kits were
commercialized, OXOID Reverse Passive Latex Agglutination (BCET-RPLA) for the
L2 component (encoded by the hblC gene) detection of the HBL complex, and
TECRA Visual Immunoassay for the 41kDa protein component (encoded by the nheA
gene) detection of the NHE complex. For emetic toxin detection, the test of motility
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
5
loss of boar spermatozoa (Andersson 1998), Hep-2 cell culture-based MTT
conversion assay (Finlay, Logan et al. 1999), a chemical assay for cereulide based on
HPLC-MS (Haggblom, Apetroaie et al. 2002), and a rat liver mitochondrial
respiratory uncoupling activity assay (Kawamura-Sato, Hirama et al. 2005) have been
developed. These methods have some internal limitations: time-consuming and
laborious procedure, detection not specific for each individual function proteins.
Recently, antibodies against each of the three components of the B. cereus HBL and
NHE complexes (Dietrich 1999; Dietrich, Moravek et al. 2005) have been produced
and characterized, so the detection for each individual toxic protein can be realized.
But no antibodies against cytK or cereulide have been reported until now.
DNA-based detection methods
Due to the dramatic development of genome-wide sequencing techniques, a variety of
organism’ genomes or genes have been sequenced. Genes (hblA, hblC, hblD)
responsible for HBL toxin, genes (nheA, nheB, nheC) responsible for NHE toxin,
genes cytK-1, cytK-2 and the gene ces responsible for emetic toxin cereulide, all have
been fully sequenced and can be downloaded from several major database websites
freely. The genetic sequence-based methods have impelled the identification of
pathogenic microorganisms and types of the secreted toxins from the phenotypic level
to the genotypic molecular level.
Southern blotting, but especially PCR-based methods for all eight genes, i.e. hblA,
hblC, hblD, nheA, nheB, nheC, cytK, ces, have been intensively explored (Mantynen
and Lindstrom 1998; Hansen and Hendriksen 2001; Stenfors, Mayr et al. 2002;
Ehling-Schulz, Fricker et al. 2004; Ehling-Schulz, Guinebretiere et al. 2006;
Guinebretiere, Fagerlund et al. 2006). These methods are much faster and highly
sensitive when compared with conventional ones. They can differentiate particular
genes coding for each type of toxin specifically, even small differences between genes
representing different forms or variants of the same type, e.g. cytK-1 and cytK-2
(Guinebretiere, Fagerlund et al. 2006), which can’t be fulfilled by any other methods.
More recently, different DNA chips or sensors have been derived and applied for the
detection of foodborne or clinical pathogens (Gabig-Ciminska, Liu et al. 2005;
Elsholz, Worl et al. 2006). These DNA chip-based methodologies provide potentially
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
6
fast, simple and highly automated detection. Since these DNA-based methods detect
the toxin related genes carried by the food contaminating bacteria, the presence of
these genes does not indicate the expression and high producing level of toxins by the
bacteria (Ivanova, Sorokin et al. 2003; Slamti, Perchat et al. 2004). B. cereus toxin
expression is also regulated by its PlcR (Agaisse, Gominet et al. 1999). Thus DNA-
based analysis only shows that the cells have the capacity to produce the toxins and
therefore are potential food-poisoning pathogens. Moreover, it is reported that the
enterotoxins, except emetic toxin, produced by B. cereus are subject to inactivation in
the human gut, so the gastrointestinal diseases caused are not directly related to the
presence and ingestion of enterotoxins in food; but rather to toxin production by the
proliferation of vegetative cells germinated from B. cereus spores in the small
intestine (Jaaskelainen, Haggblom et al. 2004). On the other hand, enterotoxins and
emetic toxin are not produced by B. cereus present in food at any circumstance. For
example, the production of the emetic toxin cereulide is induced at the end of the
exponential growth phase and enhanced by agitation (Haggblom, Apetroaie et al.
2002), enough oxygen (Jaaskelainen, Haggblom et al. 2004) and mild temperatures
(15 - 30 °C). Its production is low or undetectable at temperatures below 8 °C or
above 37 °C. Also the production of HBL and NHE toxins is strongly influenced by
the bacterial growth rate and carbohydrate (Ouassila, Thierry et al. 2006). The
expression of food-poisoning toxins is regulated by the bacterial metabolism and
stimulated at certain conditions (Fermanian, Lapeyre et al. 1997). This limits the
application of the phenotype-based detection methods, but do not influence that of the
genomic sequence-based detection. Thereby the DNA chip-based detection method
has become a promising tool to detect all existing disease-causing toxin encoding
genes and their carriers, and assess the risk level of implicated food statistically.
When combined with other assays, it can be used for the differential toxigenicity
study among all such gene carrying bacteria.
The concept of DNA chip
DNA chips are developed from the integration of multidisciplinary fields, such as
molecular biology, chemistry, bioinformatics, microelectronics, microfabrication and
automation technologies, and other fields from the early 90s (Fodor, Read et al. 1991;
Homs 2002). A DNA chip is generally produced by the immobilization of single-
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
7
stranded DNA (ss-DNA) probes or mimics on the solid-phase with the coordination of
a transducer. Its detection scheme is: attached sensing probes can recognize and
hybridize with the target DNA or RNA in a sample solution specifically according to
the nucleotide base pairing, then this binding event can be translated to a detectable
signal by the transducer.
DNA chip classification and characteristics
DNA chips can be divided into high-density DNA microarrays and low-density DNA
arrays/chips/sensors approximately. High-density DNA microarrays are specialized
for high-throughput screening analysis (Schena, Shalon et al. 1995; Chee, Yang et al.
1996; Panda, Sato et al. 2003), mainly applied in the genome-wide DNA sequencing,
gene expression profiling and genetic disease related areas. Low-density DNA chips
offer simple, fast procedures and reusability for the limited number of certain
sequence analysis. Up to date, various types of DNA chips have been established,
which cater applications in different circumstances, respectively. Otherwise stated,
DNA chips mentioned later refer to the low-density format. Detecting events can be
measured by the change of optical, gravimetric, electrical and other detectable signals
according to different transducers, before and after the application of an analyte onto
the sensing surface. Present optical chips are mainly based on fluorescence,
chemiluminescence, colorimetry and surface plasmon resonance (SPR) detection
techniques (Cheek, Steel et al. 2001; Broude 2002; Wirtz 2003; Zezza, Pascale et al.
2006). Optical chips are very sensitive (Hoang A. Ho 2005), and suitable for parallel
DNA sequence analysis in the same sample, e.g. DNA microarrays (Cheung VG,
Morley M et al. 1999). But they normally need sophisticated and expensive
instrumentations and are mainly used in a laboratory. On the other hand, DNA
analytes need to be extracted purely from crude samples or non-nucleic acid
contaminants before applied to an optical chip, so no obvious photo-induced
background from samples can interfere in the final signal. Typical gravity-based DNA
sensing instrument includes quartz crystal microbalance (QCM) and microcantilever
(Hansen, Ji et al. 2001; Minunni, Tombelli et al. 2005). This type of chips needn’t
target labeling step for final signal generation and can be re-used multiple times.
Meanwhile, they are sensitive and can carry out the real-time monitoring of target
DNA binding reactions. Their primary limitations are: delicate and expensive
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
8
Capacitive signal Conductive signal Amperometric or potentiometric signal
instruments are needed; mainly suitable for the laboratory research and careful
operation is necessary. DNA chips, which finally generate the electrical readout, are
called electrochemical chips. Up to now, different nanometer-scaled particles have
been introduced to the established DNA sensing systems (So-Jung Park 2002),
different nanowires and nanotubes have also emerged as new types of DNA sensors
(Bunimovich, Shin et al. 2006), all these innovations are in order to amplify final
signals and improve the detecting sensitivity or specificity.
Electrochemical DNA chip
Recently, increasing interest has been drawn to electrical signal-generating DNA
chips (Fig. 3), many related review articles have been written by worldwide research
groups (Wang 2000; Albers, Grunwald et al. 2003; Drummond, Hill et al. 2003;
Kagan Kerman 2004; Wang 2006).
target DNA-binding
events being sensed readout Transducers
Figure 3. The general working principle of an electrochemical chip-based DNA detection. Also a number of electrochemistry-based signaling strategies and instruments have
been rapidly developed with distinct characteristics. Overall, these DNA chips have
been reported to exhibit the following promising features: low-cost platform and
simple operation, no need for expensive and complicated instrumentation, e.g. silicon-
based sensors (Gabig-Ciminska, Liu et al. 2005; Elsholz, Worl et al. 2006); simple
analyte treatment from crude or multi-component samples, resistant to non-nucleic
acid contaminants (Lee and Hsing 2002; Zwirglmaier, Ludwig et al. 2004; Liao,
Mastali et al. 2006; Lubin, Lai et al. 2006); high signal detection sensitivity and
specificity (Zhang, Pothukuchy et al. 2004; Liao, Mastali et al. 2006); instrument
integration and automation, the whole process from sample introduction to final signal
generation can be realized automatically without manual aid (Liu, Yang et al. 2004;
target DNA
capture probe
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
9
Elsholz, Worl et al. 2006); instrument miniaturization and portability, insensitivity to
the surrounding environment are suitable for point-of-care analysis (Wang 2002; Liu,
Yang et al. 2004; Wang 2006). All these offer the electrochemical DNA chip the
potential candidate for realistic samples tests from environmental, clinical, food and
other sources, and for genetic or infectious disease diagnosis, genetically modified
organisms detection, foodborne pathogenicity detection, DNA – other molecules
interaction detection and other utilities (Boon EM 2002; Drummond, Hill et al. 2003;
Wang 2006). Label-free and label-based detections are two main design directions in
this field. For label-free detections, different strategies based on DNA electrical
properties and reduction/oxidation of purine bases have been used to signal the target
capturing (Boon EM 2002; Ozkan, Erdem et al. 2002). For label-based detections,
many sensitive methods have been developed: DNA specific redox-active label
detection (Boon, Ceres et al. 2000; Kara, Kerman et al. 2002), sensing probe – target
sequence – enzyme labeled detection probe sandwich hybridization based techniques
(Umek, Lin et al. 2001; Gabig-Ciminska, Holmgren et al. 2004), metal nanoparticle
tagged detection (Peng, Soeller et al. 2006). Compared with label-free techniques,
much higher detection sensitivity and sequence selectivity can be achieved by label-
based techniques (Boon, Ceres et al. 2000; Zhang, Pothukuchy et al. 2004).
Amperometric transducer is one of the most commonly used in combination with
electrochemical chips. In the present investigation, an amperometric DNA chip
coupled with the enzyme-labeled sandwich detection method has been employed.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
10
Present investigation
Gene-based identification of bacterial colonies with an electric chip (paper I)
In order to develop a fast DNA sensor-based method for the confirmative analysis of
pathogenic bacteria from enrichment cultures, i.e. bacterial colonies or liquid cultures,
without additional target DNA amplification step, different solutions were explored: a
simple and efficient crude sample treatment for the detecting sequence site of target
DNA to be more accessible by sensing probes; a functionalized solid surface design
for immobilized sensing probes to recognize and capture target DNA kinetically and
therefore enhance hybridization efficiency; a sensitive transduction strategy for final
signal amplification.
The detection principle
In this paper, a micro bead-based DNA sensor exhibits a large contact surface and
high-density of capture probes for sensing events to take place. The gene hblC was
chosen as target for the analysis. Signal amplification was realized by the p-amino
phenyl phosphate (pAPP) hydrolytic reaction of the captured enzyme in a tube and
following electric redox recycling by transferring the generated p-aminophenol (pAP)
to the silicon chip surface. The whole analysis procedure is illustrated in figure 4.
Figure 4. The schematic illustration of the BBSH-based identification procedure for bacterial colonies with an electric chip.
Addition of detection probes B. cereus DNA analyte preparation by ultrasonication and centrifugation Denaturation Addition of functionalized beads of ds–DNA analytes by 95 °C water bath BBSH reaction in an eppendorf tube Addition of the extravidin-ALP Magnetic collection and washing of reacted beads Enzyme conjugate binding to target Washing of the beads DNA-probes hybridization complexes Addition of substrate pAPP and enzymatic reaction in an eppendorf tube Transfer of resulting pAP solution to silicon chip electrodes and electric signal generation by redox recycling
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
11
This work focused on the sample treatment and its effect on the signal generation
level. An ultrasound technique can be applied for cell disruption, release and
fragmentation of genomic or plasmid DNA. Ultrasonic disruption efficiency is
influenced by different parameters, such as output power, ionic strength, ultrasound
duration, amount and volume of bacteria samples, and also bacterial age (Fykse,
Olsen et al. 2003; Mann and Krull 2004). In order to obtain target DNA samples with
expected characteristics, applied ultrasonic time should be adjusted according to each
specific operation parameters and sample situations. It is believed that the longer an
ultrasonic disruption time is applied for cells, the more DNA is released out and
shorter sizes DNA is fragmented. Gel electrophoresis picture with the smeared
staining DNA band was used to estimate overall resulted DNA amount and average
lengths. One emerging problem is to define the correlation of fragmentation to the
hybridization of particular DNA sequences carrying the detecting sites. Furthermore,
the influence on disintegration of detecting sequence sites and different parameters’
contribution to the signal generation level during ultrasonication need to be clarified.
DNA oligonucleotide-functionalized beads
The paramagnetic beads with a diameter of 2,8 µm, which were coated by carboxylic
acid group, were activated by immobilization with ss-hblC capture probe via the
covalent binding by the amino group labeled at the 5’ end of the capture probe to the
bead surface. This functionalized magnetic bead provides a large sensing surface for
coupled hblC capture probes to recognize and hybridize with the haemolysin L2
component encoding gene hblC present in cell lysate DNA samples.
BBSH and electrical signal generation
The prepared supernatant of ultrasonicated B. cereus was mixed well with the 3’
biotin-labeled ss–hblC detection probe and followed by denaturation of the ds-target
DNA at 95 °C water bath. After that, the denatured solution was immediately
transferred to the magnetic beads with immobilized capture probes for bead-based
sandwich hybridization (BBSH) (Fig. 5A), which means simultaneous hybridization
of target DNA with the capture and detection probes. The beads were then washed
and extravidin – alkaline phosphatase conjugate (extravidin-ALP) was applied to bind
to the detection probe complex via the strong avidin-biotin binding affinity. After
another washing of the beads, the substrate pAPP was added to be hydrolyzed to the
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
12
NH2
O
PO32-
NH2
OH
NH
O
ALP !2H+, !2e
!PO32-
+2H+, +2e
pAPP pAP quinoneimine
redox recycling on the electrodes
(-50 mV) (+250 mV)
redox active product pAP (Fig. 5B). Then this resulting solution was transported to an
electrical silicon chip and the pAP – quinoneimine redox recycling (Fig. 5B) was
triggered on the chip electrode surface under applied potentials to generate an
electrical signal (Fig. 5C).
Figure 5.
A. The schematic illustration of the BBSH-based target DNA detection principle.
B. The principles of the
substrate pAPP enzymatic reaction and the pAP redox
recycling on the chip electrode surface.
C. The schematic illustration of the BBSH single-electrode chip and the electric signal generation.
pAPP
pAP
biotin - labeled detection probe
extravidin-ALP
target
capture probe
electric signal generation
1-2 µm
+ 250 mV
- 50 mV
1000 µm
0,8 µm
pAP -
+
single-IDA (interdigitated arrays) electrode chip
Time (sec)
Current (nA)
Background Target DNA signal
signal summation
anode signal
cathode signal
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
13
Results
Ultrasonication technique was employed to disrupt B. cereus cells from one colony,
release and fragment its genomic DNA for the detection of hblC gene by using BBSH
and an electric chip. Different electric signals were generated when cell lysates treated
with different ultrasonic time were applied (Fig. 6). Electric signals increased
continuously during extended ultrasonication time up to 10 min. When even longer
ultrasonication, 13 min, was applied, the electric signal started to decline. The
maximal signal after 10 min sonication and the fact that the protein release reached a
maximum after 5 min (Fig. 7) raised the hypothesis that part of the signal increase
was due to improved hybridization of the target DNA with increased sonication time.
Figure 6. Effects of different ultrasonic time on the electric signal from analysis of the hblC gene of one B. cereus colony.
In order to study the effect of cell ultrasonication on hybridization dynamics, we need
to understand the situation of targeting-site containing DNA sequences after different
ultrasonic time. Three methods, i.e. protein release analysis (Fig. 7), agar gel
electrophoresis (Fig. 8), semiquantitative early endpoint PCR analysis (Fig. 9), were
used in this work. From protein release analysis, the maximal cell disintegration was
Figure 7. Analysis of the protein amount released from single B. cereus colony by the ultrasonic disruption as the function of time applied.
achieved within 5 min. DNA pattern (Fig. 8) showed that the average size of the
released genomic DNA gradually declined with increasing ultrasonication time. After
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
14
2,5 min ultrasonication, very little large-molecule DNA of more than 2000-bp can be
observed, instead DNA fragmentation took place dominantly; more than 5 min
treatment shortened most DNA to sizes in the range of 200 – 600 bp.
Figure 8. The fragment distribution image of B. cereus genomic DNA treated by different ultrasonic time in the agar gel.
An alternative method to analyze the DNA fragment sizes is the semiquantitative
early endpoint PCR analysis. The traditional PCR is completed at the plateau phase.
Analysis taken at this saturated phase, i.e. endpoint analysis, will not reflect the initial
amount of target DNA proportionally. Analysis taken at the earlier phase (exponential
phase), i.e. early endpoint PCR analysis, can represent the initial target DNA number
more accurately. Since only ordinary PCR was carried out, analysis was not so precise
as that of the real-time PCR and then is called semiquantitative analysis. In this
experiment, different PCR primer pairs were designed (Fig. 10).
Figure 10. Illustration of the six primer pairs targeting sites along the target hblC strands and the resulting sizes of amplicons used in the early endpoint PCR analysis.
The targeting site of all upper primers was equivalent to that of the capture probe.
sonication time
1’ 30’’ 2.5’ 5’ 10’ 13’ nt
8000 2000 1000 750 500 400 300 200 100
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
15
Targeting sites of lower primers were arranged downstream in a distance from upper
primers according to the different sizes of resulting PCR amplicons, which encompass
the hybridization sites (51-bp) of the capture probe (25-bp) and the adjacent detection
probe (25-bp). Any cut in the hybridization or PCR-amplified regions causes the
reduction of the amplicon production of different sizes. The kinetics of both cellular
DNA release and DNA fragmentation regarding to the detecting sequence site during
the ultrasonic processing can be characterized by using this early endpoint PCR
method (Fig. 9).
Figure 9. The relative amount and sizes distribution of targeting - site carrying DNA strands according to early endpoint PCR analysis after treatment with different ultrasonic time.
Initially, all target DNA fragments with sizes in the range of 75 – 911 bp increased in
number. Then, this number declined with the prolonged ultrasonication time.
However, the smaller the DNA size, the slower and less pronounced was the size
reduction. The largest DNA fragments were almost eliminated after 10 min, while
more than 80% of the smaller target DNA fragments remained.
When analyzing genomic DNA one cell usually corresponds to one copy of the gene.
In order to describe the sensitivity of the assay, the amount of target DNA was
measured as the number of carrying cells. For this purpose flow cytometry was used
to count the number of cells in one B. cereus agar colony that were used for the DNA
chip-based detection. A typical 24 h B. cereus colony with the average diameter of
3,5±0,5 mm on the nutrient agar plate contained the average (5±1,4) × 107 cells.
Conclusions
When ultrasound is applied to prepare a cell lysate DNA sample from one B. cereus
colony for the electric chip-based DNA detection, the first 2,5 – 5 min of treatment
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
16
disrupts the bacterial cells and releases the genomic DNA. This is also reflected by an
increasing signal from the chip. However, continued ultrasonication mainly reduces
the DNA fragment sizes and also further increases the signal. This increasing signal is
probably due to the increased diffusion rate of the shortened DNA to the probes. It
may also provide less steric hindrance for the access of probes and hybridization. The
maximal signal is obtained from the target DNA treated with 10 min ultrasonication,
which might be caused by the improved hybridization efficiency of overall much
shortened target DNA strands, even though the total target DNA number declines.
The signal decreasing after 13 min treatment, which was observed in all experiments,
may be due to over-fragmentation of target DNA molecules by the extended
ultrasonication. At this sonication time most DNA fragments were in the range of 200
– 500 bp, while the total length of the targeting site was 51-bp. Thus, it is plausible to
assume that an increasing part of the target DNA received fragmentation in the
hybridization site and therefore did not produce a signal. So for the DNA sensor-
based gene detection, the optimized cell lysate DNA preparation should provide not
only a maximal number of released target DNA, but also shortened sizes without too
much detecting site disintegration of the target DNA.
This work shows that it is possible to analyze the presence of a gene in one single
bacterial colony with only ultrasonication and centrifugation as sample pretreatment.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
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Confirmative electric DNA array-based test for food poisoning Bacillus cereus
(paper II)
In paper I a single-electrode silicon chip was used to detect one of the eight known
pathogenicity coding genes (hblC) of B. cereus. It was shown that the assay principle
could be applied directly to the supernatant of disintegrated cells without any DNA
amplification. To extend the principle of the electric DNA-chip analysis to real
applications, arrays with simultaneous analysis of multiple genes in a sample was
developed and presented in paper 2. In this work, a 16-electrode silicon DNA chip
array was used with the corresponding array analyzer for automatic control of all
assay moments after the application of samples containing the target DNA.
The DNA chip array and its activation by eight toxin sensing probes
Each DNA chip array contained sixteen gold electrode positions (Fig. 11A). These
electrode surfaces were activated by immobilizing capture probes furnished with 5’
thiol group for self-assembling on the gold. 14 of these electrode positions were
functionalized by capture probes for all eight types of toxin-coding genes of B. cereus
(hblA, hblC, hblD, nheA, nheB, nheC, cytK-2, ces) on one chip array by a random
localization. One electrode position was functionalized by the negative control probe
(NC), the sequence of which was neither biotinylated nor relevant to the genomic
sequences of both B. cereus strains ATCC14579 and F4810/72. Another one was
functionalized by the positive control probe (PC), the sequence of which was
equivalent to that of the NC but biotinylated at the 3’ end.
The instrument and assay program
When a chip array was placed into the cartridge of an electrochemical array analyzer
(Fig. 11B), a flow chamber with an internal reaction volume of about 7 µl was built
above the chip surface. Whole detection steps, from introduction of DNA samples to
final electrical signal data readout (Fig. 11C), can be performed automatically with
this instrument. Detection procedure was completed within 30 min and controlled by
the software “MCDDE”. Signal readout was acquired differently from that of the
single–electrode chip in paper 1, which reads amperometric signal after the
completion of the enzymatic reaction. The signal (nA/min) from the DNA chip array
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
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Reagent reservoirs
Chip holder
6-in-1 rotary valve
Waste collector
Chip
was read as the initial (2nd – 10th sec.) rate of signal increase under the stop-flow
condition after addition of the substrate pAPP to the flow chamber (Fig. 11D).
Figure 11A. Photo of the DNA chip array with 16 electrode positions and a scheme of the spotting location of the eight sensing probes, which represent three HBL encoding genes: hblA, hblC, hblD, three NHE encoding genes: nheA, nheB, nheC, cytK-2 encoding gene cytK-2 and emetic toxin
encoding gene ces, respectively.
Figure 11B. Photo of the DNA chip array instrument.
Figure 11C. Scheme of the target DNA detection procedure occurred on one electrode position in the flow reaction chamber.
PC
hblC
hblA
hblD nheB nheC
ces NC
hblD
nheA
nheA
nheB
nheC
cytK-2
cytK-2
ces
10 mm
9 mm
pAPP
pAP
extravidin-ALP
target
biotinylated detection probe
capture probe
red-ox
IDA electrodes on one position Electrode width: 800 nm Electrode gap: 400 nm
anode cathode
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
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Figure 11D. Illustration of the real-time current from all 16 DNA chip array electrode positions during the 40 s stop flow (X axis: time (sec), scale: 10 s; Y axis: current (nA), range: 0 – 20 nA). The slope of a 8 s current increase from the 2nd second of stop flow was used as the signal (nA/min).
Results
Two B. cereus strains ATCC14579 and F4810/72, reported to be diarrheal and emetic
pathogens, respectively, were applied to PCR for analysis of presence of the hblA,
hblC, hblD, nheA, nheB, nheC, cytK-2 and ces genes. Gel pictures of the amplicons
showed the presence of hblA, hblC, hblD, nheA, nheB, nheC, cytK-2, but not ces, in
the diarrheal strain ATCC14579; but only nheA, nheB, nheC and ces in the emetic
strain F4810/72. This indicates that ATCC14579 contains all genes for HBL, NHE
and cytK-2 toxins, while F4810/72 contains genes for the NHE toxin and the emetic
toxin cereulide.
Analysis of PCR amplicons. Detection program (Table 1) and procedure were
designed and improved to achieve a sensitive genetic sequence-based detection. Total
assay was completed around 30 min without any manual operation, in this 15 min was
spent for target DNA hybridization. All PCR amplicons of the eight genes were
applied for DNA chip array detection. Signals for all amplicons were generated only
from their specific capture probe-spotting electrode positions, respectively; there were
no obvious background signals from non-specific amplicons or negative control
positions.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
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Table 1. Assay program for the electric DNA chip array instrument. step
No.
program step temperature
[°C]
time [sec]
1 Buffer flushing reaction chamber RT 20
2 Temperature of reaction chamber increasing 45 60
3 Sample transfer to reaction chamber 45 6
4 Hybridization in the reaction chamber 45 40
5 Sample renewal 45 25
6 Recycling from step 4 to step 5 for 12 times 45 65 × 12 cycles
7 Buffer washing and cooling down reaction
chamber
38 130
8 Enzyme conjugate transfer to reaction chamber 38 11
9 Binding of enzyme with captured target DNA 38 300
10 Buffer washing 38 130
11 Substrate pAPP transfer to reaction chamber 38 50
12 Stop flow (pAPP), pAP generation, redox recycling
and electric signal readout
38 40
13 Buffer washing RT 60
Analysis of genomic DNA samples. For analysis of presence of the toxin encoding
genes in genomic DNA, cells were disintegrated by ultrasonication according to the
method developed in paper 1. When the DNA chip array was exposed to these
samples, no or very weak signals were obtained, however. This problem was not
observed when working with the single-electrode chip in paper 1. A difference
between these two modes of operation is that the gold electrodes of the specific
positions in the DNA chip array are exposed to the whole cell lysate which was not
the case in the previous work with the single-electrode chip, in which all reactions
except the pAP redox-recycling took place on the magnetic beads in an eppendorf
tube. To investigate if the eliminated signal from the array was caused by problems
with the hybridization or redox-recycling steps, measurements were made with only
the positive control electrode position after exposure to the purified PCR amplicons in
buffer and cell lysates treated with none, two or four times of DNA extraction step.
Figure 12 presents their different blockage effects on the positive control (PC) signals.
The signal generated from the purified amplicons was believed not interfered by any
non-DNA impurities and then used as the reference. The cell lysates without any
DNA extraction step blocked more than 70% of the reference signal; the cell lysates
treated with two times DNA extraction still blocked 40% of the reference signal but to
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
21
a less degree; the cell lysates treated with four times of that recovered the reference
signal completely and had no blockage effect at all. Slight specific signals from the
gene sensing electrode positions were observed by four times extracted DNA analyte
(5×108 cells). Since the PC signal was originated directly from the assay steps after
enzyme binding to biotinylated detection probes, problems with the hybridization
were not the reason of the signal reduction. Probably the signal level was interfered
by other cellular components except DNA (Gong, Lee et al. 2006), e.g. proteins, lipo-
polysaccharides and so on, which were not or not thoroughly removed from applied
samples treated without or with less than four times extraction.
Figure 12. Blockage effects of differentially treated cellular DNA on the signals from the chip positive control positions. Column 1 represents the reference signal obtained when the purified PCR amplicons in buffer were applied. Column 2 stands for the signal generated after the submission of the cell lysate without any DNA extraction. Column 3 shows the signal obtained from the assay of the cell lysate treated with two times DNA extraction. Column 4 shows the signal after the introduction of the cell lysate treated with four times DNA extraction. The data represent average values from at least three independent replicates.
Due to the low signal generated from extracted DNA analytes, the sample treatment
needed to be improved to enhance the detection limit. Different ultrasound treatment
solutions combined with four times DNA extraction step were studied and compared
(Fig. 13). Clear signals were achieved from samples treated with first 2,5 or 5 min
ultrasonication, followed by another 10 min ultrasonication after DNA extraction
from all sensing probes, but not from those treated with only time of 2,5, 5, 10 or 15
min ultrasonication, nor with first long time ultrasonication of 10 to 15 min and then
another 10 min of treatment after extraction. According to the results in Paper 1, these
data implicated that: large DNA molecules were obtained after first 2,5 or 5 min
ultrasonication, which do not favor signal generation; after their extraction, shortened
DNAs were produced after another 10 min fragmentation. Smaller DNA molecules
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
22
were generated after 10 to 15 min ultrasonication, but due to their low extraction
efficiency, neither large nor smaller target DNA molecules can be extracted enough to
Figure 13. Comparison of the hblD, nheB, cytK-2 gene signals generated from differentially ultrasound - treated DNA analytes applied for chip array assays.
generate clear signals. The highest and most reproducible signals were achieved when
cellular DNA (5×108 cells) was treated with first 5 min ultrasonication, followed by
four times DNA extraction and another 10 min ultrasonication.
To detect all eight toxin-related genes simultaneously from applied cellular DNA, one
chip array functionalized by eight corresponding probes on the 16 electrode positions
(Fig. 11A) was prepared and applied for both strains. Responses to all eight genes
agreed well with results from gel electrophoresis, except that a signal from the hblA
sensing position was observed also from the emetic strain F4810/72 which did not
contain this gene according to the PCR analysis. The sequence of the hblA probes
must be further investigated. Signal patterns (Fig. 14A-B) for both strains were clearly
generated from 108 cells. There was no proportionally increased signal level generated
when increasing the cell number from 108 to 5×108.
1: 2,5’ cell ultrasonic disruption; 2: 5’ cell ultrasonic disruption;
3: 10’ cell ultrasonic disruption; 4: 15’ cell ultrasonic disruption;
5: 2,5’ cell ultrasonic disruption + 10’ DNA fragmentation;
6: 5’ cell ultrasonic disruption + 10’ DNA fragmentation;
7: 10’ cell ultrasonic disruption + 10’ DNA fragmentation;
8: 15’ cell ultrasonic disruption + 10’ DNA fragmentation.
1 2 3 4 5 6 7 8 1 2 3 4 5 6 7 8 1 2 3 4 5 6 7 8
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
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Figure 14. Analysis of presence of the toxin-related genes from the diarrheal strain ATCC14579 (A) and the emetic strain F4810/72 (B). Signals were detected from 1×108 (white columns) and 5×108 (grey columns) cells applied, respectively.
Conclusions
A fast and automated method for the multiplex detection of toxin-related genes can be
realized by the application of the electrochemical DNA chip arrays and properly
designed assay program. One DNA chip array can be activated by multiple gene-
sensing probes and applied for the detection of these genes simultaneously. The whole
instrumentation automates detection procedure and handles final data in a 30 min
assay procedure. Proper DNA analyte preparation from the bacteria is very important.
Ultrasound was introduced to disrupt cells, release and fragment cellular DNA. The
fragmentation is important to increase the signal. Contrary to previous results in paper
1, only ultrasonic disruption treatment is not enough to prepare suitable DNA analyte,
because other cellular compounds in the cell lysate block the pAP redox recycling at
the chip electrode surface (data not shown). Currently, the DNA extraction step is
therefore needed. Due to low extraction efficiency for small DNA molecules, large
cellular DNA are mainly obtained in the extraction and therefore the extracted DNA
B.
A.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
24
must are fragmented by a second ultrasonicaion. The need of the DNA extraction
significantly reduces the versatility of those electric DNA chip arrays. It increases the
assay time by about 20 min and is not included in the automation program. Therefore
it is important to further study the fouling mechanisms to circumvent this extraction
and enable direct application of ultrasonicated cells to the assay.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
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Concluding remarks
For the electric DNA chip-based gene detection, targeting DNA strands presented
with a proper form is very important. Ultrasound, as a simple and fast cell disruption
method, performs different functions on cellular DNA strands as the function of time
applied. Dominant function of the first minutes treatment is to open bacterial cells and
release most of the DNA; afterwards, the DNA is fragmented, large DNA molecules
are gradually shortened to smallest ones with average sizes of 400-bp and without
obvious loss of intact target sequence sites; extended treatment will overfragment or
damage DNA strands. The difference between the BBSH-based and electrical chip
array-based DNA sensing systems is: BBSH-based signal generation is insensitive to
the interference from non-nucleic acid cellular components, thus ultrasonicated crude
bacterial lysates can be directly applied for assays; however, DNA chip array-based
sensing electrode surfaces are subject to blockage of signal transduction from cellular
components. Therefore it is necessary that released large DNA molecules are first
extracted out of the crude cell lysate before being fragmented, and then subjected to
the assay.
By applying the 16-sensing electrode DNA chip array instrumentation and the
optimized detecting procedure, the analysis of eight toxin-related genes can be
completed around 30 min simultaneously and automatically when DNA analytes are
ready for assays. The detection limit is currently 108 bacterial cells, which is enough
for analyzing a large B. cereus colony from an agar plate.
The DNA chip described in this thesis should provide considerable improvements to
current food and clinical analysis of pathogenic microorganisms. Current methods are
almost exclusively based on an initial enrichment culture on partly selective media
followed by confirmative analysis. These analyses mostly involve further cultivations
revealing biochemical properties of the cells. To increasing extent also immunological
analysis and PCR are used. Compared to confirmative cultivations, which typically
takes one day, the DNA chips provide much faster result and also much more accurate
description of the pathogenic capacity of the organisms. Compared to immunological
analysis, the DNA chip-based assay gives more accurate results since the
immunological properties are mostly only indirectly correlated to the pathogenicity.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
26
Compared to PCR, which gives the same type of information as the electric DNA
chips, the latter provides a simpler and more rapid assay.
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
27
Abbreviations
B. cereus Bacillus cereus
HBL haemolytic toxin B and L complex
NHE nonhaemolytic toxin complex
NRPS non-ribosomal peptide cereulide synthetase
ces (cerNRPS) gene of cereulide non-ribosomal peptide synthetase
cytK cytotoxin K protein
PlcR pleiotropic regulator
ss- single stranded-
ds- double stranded-
bp base pair
SPR surface plasmon resonance
QCM quartz crystal microbalance
BBSH bead-based DNA sandwich hybridization
IDA interdigitated array
extravidin-ALP extravidin – alkaline phosphatase conjugate
pAPP p – aminophenyl phosphate monosodium
pAP p – aminophenol
RT room temperature (22 - 24°C)
PC positive control
NC negative control
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
28
Acknowledgements
First I would like to acknowledge the financial support from the European
Community (project LSHB-CT-2004-512009, eBIOSENSE) and the FORMAS
(Swedish Research Council for Environment, Agricultural Sciences, and Spatial
Planning).
Thank Ulle, my supervisor, for giving me the opportunity to work in the exciting
research field of biosensors as a PhD student, and for all the guidance to my work,
papers and this thesis.
Thank Magda, my co-supervisor, for guiding me into the research work from the very
beginning, for all fruitful discussions and valuable suggestions, and also for the fun of
gossip time.
Thank Bruno Elsholz and Joerg Albers, the EU project partner from the Frauenhofer
Institute of Silicon Technology, for all co-operations and generous helps for the chip
spotting and the instrument.
Thank Fredrik for the help in using flow cytometer, Ela for the help in protein
analysis, Kaj for helps in taking microscopic pictures of the Bacillus cereus and the
chip array. Thank all my colleagues in our department, the present and the former, for
all your helps inside and outside the lab.
Hope all of you would still accompany me to the end of my PhD study!
Electric DNA arrays for determination of pathogenic Bacillus cereus – Yanling Liu
29
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