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iv
2.1. Vibrio anguillarum
Vibrio anguillarum is a member of genus Vibrio, which consist of 96 species
(http://www bacterio.cict.fr/, updated 2011). Vibrios are highly abundant in aquatic
environments, including estuaries, marine coastal waters, sediments, and aquaculture
ecosystem (Thompson et al., 2004). Being a Gram negative, motile, comma like rods, able to
grow on marine agar and thiosulfate-citrate-bile salt-sucrose agar (TCBS), and chemo-
organotrophic facultative fermentative metabolism nature, nominate the V. anguillarum to be
ranked in the genus of Vibrio. The species name has coined based on the eel fish (Anguilla),
from where this bacteria was first isolated (Austin and Austin, 1999). V. anguillarum was the
first Vibrio known to be fish pathogen, and for many years all the pathogenic vibrios were
ascribed to this taxon, but with the increase interest in aquaculture activities, it became clear
that other distinct species of vibrios were playing role in fish infection such as V. alginolyticus
and V. vulnificus (Colorni, et al., 1981).
2.1.1 Historical perspective
As in the case of cholera in the humans, fish vibriosis was known since centuries as
“red pest”. Red pest caused severe mortality in eels across the Italian coast, during the 18th and
19th centuries. The era of Vibrio isolation started with the isolation of V. cholerae in 1883 by
Robert Koch, from human infection, while aquatic Vibrio isolates such as V. fischeri and V.
splendidus started to be cultured in the late 1880s by Martinus Beijerinck. V. anguillarum
isolated for the first time by Canestrini in 1893, and was designated as Bacterium anguillarum
but later renamed as V. anguillarum in 1909 by Bergman (Elis, 1988; Thompson et al.,
2004).
2.1.2 Taxonomy and nomenclature
v
V. anguillarum is taxonomically classified as bacteria, phylum proteobacteria, class
gamma proteobacteria and family vibrionaceae (Bergey and Holt, 1994). Across the history
there was a lot of debates in regard to the genus to which V. anguillarum classified in. Vibrio
piscum in 1927 and Actinobacter ichthyodermis in 1944 were regrouped under the name
proposed by Bergman in 1909, Vibrio anguillarum (Hendrie et al., 1971). MaCdonell and
Colwell has reclassified this bacteria under new genus Listonella in 1985, based on study the
alignment between the 5S RNA sequences. The new name, Listonella anguillarum was not
widely used in microbial society. Though the International journal of systematic bacteriology
has announced the validity of the new name Listonella anguillarum in list no.20, 1986 but the
recent edition of Bergey’s manual has chosen the name Vibrio anguillarum, while Listonella
was used in parentheses as an option. That was to avoid confusion since genus Vibrio still
required more details to determine its evolutionary heterogeneity (Bergey and Holt 1994).
Austin et al., 1995 and Austin et al., 1997 refused the new classification considering Vibrio as
more suitable choice than Listonella. A scan of the recent papers abundantly including
Colwell, 2005 shows that the name Vibrio anguillarum is highly favorable name than the
Listonella anguillarum.
2.1.3. Typing of V. anguillarum
The first type differentiation of V. anguillarum was developed in 1935 by Nybelin. The
biotype 1 (anguillicida) and biotype 2 (typica) were identified based on the ability of biotype 2
strains to utilize sucrose and mannitol and ability to produce indole; biotype 1 were negative
for these reactions. Biotype 3 was identified latter to be intermediate between the first and
second biotypes. Biotype 3 differed from biotype 2 in its ability to produce indole (Smith,
1961). Development in DNA typing methods have found differences between biotype 1 and
biotype 2 which ultimately reclassified the biotype 2 into new specie V. ordalii (Schiewe and
Crosa, 1981). On the basis of the cross-adsorption reactions of the thermostable somatic
vi antigens, the V. anguillarum is placed into three serotypes (Patch and Kiehn, 1969). In more
exclusive study which included 585 V. anguillarum isolates, serological detection of O antigen
has subdivided V. anguillarum into 10 serotypes (O1 to O10). Interestingly, it also revealed a
correlation between pathogenicity and serological characters, since 71% of the isolates from
cultured fish were belong to serotype O1, and 78% of the isolates from feral fish were
belonging to serotype O2 (Sorenson and Larsen , 1986). An additional 6 serotypes have been
reported by Grisez and Ollevier, 1995 based on lipopolysaccharide antigens.
2.1.4. Distribution
Among all bacterial fish infections, vibriosis is considered the most frequent disease as
seen from figure1 (Tornazo 2004). V. anguillarum have been reported as the causative agents
of fish vibriosis in feral and farmed fish. Over 45 species of fish have been reported to be
infected with V. anguillarum, including the important economical species cultured in
aquaculture such as Atlantic salmon (Salmo salar), rainbow trout (Oncorhynchus mykiss), sea
bream (Sparus aurata), sea bass (Dicentrarchus labrax), ayu (Plecoglossus altivelis), Atlantic
cod (Gadus morhua), saithe (Pollachius virens) and turbot (Scophthalmus maximus) (Larsen
etal., 1994; Bullock, 1987). Shellfish such as Penaeus monodon are also susceptible, however
with a lower incidence (Vaseeharan, 2008). V. anguillarum are also known to affects bivalves
(Bolinches et al., 1986).
vii
Figure 1. Summary of bacterial disease in fish (Tornazo, 2004)
Geographically, V. anguillarum is reported to be globally distributed. It was first
isolated from Baltic Bay (Elis, 1988). Many countries around Mediterranean Sea established a
survey of vibriosis such as, Croatia, Cyprus, Egypt, France, Greece, Israel, Italy, Malta,
Morocco, Portugal, Spain, Tunisia and Turkey. V. anguillarum frequently been isolated from
North America, Pacific, North West of Europe such as Norway and Sweden (Patch and Kiehn,
1969), in Denmark and Atlantic Ocean (Larsen et al., 1994). Latin America is also threatened
with fish vibriosis caused by V. anguillarum (Rubio, et al., 2008).
V. anguillarum has been isolated from wide range of environments, including surface
water, water column, and sediments, from coastal waters and estuaries. It can be exist as free
living bacteria or associate with aquatic animal with or without any disease symptoms (Austin
and Austin, 1999). V. anguillarum may isolated from any part of the fish such as intestinal
tract, hemorrhagic ulcers, gill, mucus, spleen and kidney (Larsen et al., 1988). V. anguillarum
viii can be plated on any media sported with carbohydrate, nitrogen source and 1% to 3% of NaCl,
at neutral pH. Optimum temperature for cultivation is ranging between 20 ºC to 25 ºC, which
emerge as highly significant factor influencing the growth of this bacterium (Larsen, 1984). As
with other members of the genus Vibrio, this bacterium grows on selective media
Thiosulphate-citrate-bile salt-sucrose (TCBS) (Pfeffer and Oliver, 2003). Alsian et al., 1994
have developed Vibrio anguillarum medium (VAM) a medium for presumptive identification
of V. anguillarum. VAM is a marine agar supplemented with 1.5% NaCl, ampicillin and bile
salt.
2.1.5. Pathogenicity
Vibriosis is a stress related disease that associated with several factors like low oxygen
level and over-crowding. Water temperature and salinity fluctuation have great impact on fish
stress as well as bacterial activity with reports indicating the incidence of vibriosis to increase
significantly in the first half of summer season in temperate water regions (Hastein and Holt,
1972). Wild and farmed fish under stress, trauma or immune compromise condition become
susceptible to infection by V. anguillarum. The severity of the infection varies according to
bacterial strain, host species and environmental conditions, thus the symptoms may take the
form of hemorrhagic ulcers on mouth, skin, muscles, and fins; darkness is seen on the whole or
part of the fish, anorexia, and abdominal edema. Pale gills are usually noticed due to anemia.
Most often eye is infected resulting in gray corneal opacity or eye ulcer (Austin and Austin,
1993). Internally, spleen necrosis, fluid accumulation in the heart is noticed with development
of petechia tissue in liver and intestine. Histopathologically, the muscle fibers are widely
separated, with intramuscular connective tissue filling only some of the space, while the rest is
filled with fluid. An abundance of red blood cells and few leukocytes can be detected in the
intramuscular tissue (Ransom et al., 1984).
ix
In salmonids, although gastrointestinal tract serve as port of entry for vibrios, the main
symptoms observed are splenomegaly, liver and kidney necrosis, gill edema and occasionally
intestinal petechia (Horne and Baxendale, 1983). In a recent study, V. anguillarum infecting
rainbow trout was shown first to attach to skin, followed by penetration and biofilm formation.
The bacteria utilize skin mucus as chemoattractant, which may enhance the entry into the fish
host and latter the bacteria move to other internal organs such as spleen, liver, kidney, intestine
and blood (Croxatto et al., 2007). O’toole et al., 1999 have compared the mechanism of
chemotactic motility for both intestinal and skin mucus. Their study revealed that V.
anguillarum swims towards both types of mucus, with a noticeable higher chemotactic
response for intestinal mucus. Extensive chemical analysis demonstrates that intestinal mucus
contains considerably higher quantity of free amino acids and carbohydrates, which serve as
attractants.
2.1.6. Virulence factors
Pathogenic bacteria require several virulence factors to establish itself in the host and
cause the disease. Majority of the pathogenic microbes have multiple virulence factors that can
cause damage to the host and thus contribute to overall virulence phenotype of the microbe.
Virulence factors may include bacterial toxins, outer membrane proteins that mediate bacterial
attachment and hydrolytic enzymes that may add to the pathogenicity of the bacteria
(McClelland et al., 2006). Analysis the relatedness of the plasmid profiles and pathogenicity in
V. anguillarum showed the existence of correlation between virulence and the presence of a
50-megadalton plasmid (pJM1) (Crosa et al., 1977). The plasmid pJM1 is known to code for
iron sequestering proteins that enable the bacteria to obtain iron important for its metabolic
activity (Crosa, 1979). Resistance to the bactericidal mechanisms of serum appears to be an
important contributor in the virulence of V. anguillarum strains and shown to be not mediated
by plasmid (Trust et al 1981).
x
Quorum sensing, a type of cell to cell communication, coordinate bacterial activities in
the bacterial population, by using signal molecules. This communication is known to play a
fundamental role in regulation of virulence factors in pathogenic vibrios. The signal molecules
usually have low molecular weight and they are diffusible in nature e.g. N-acylhomoserine
lactones (Waters and Bassler, 2005). N-(3-hydroxyhexanoyl) homoserine lactone (3-hydroxy-
C6-HSL) and N-hexanoylhomoserine lactone (C6-HSL) are the main quorum sensing signaling
molecules in V. anguillarum (Milton et al., 2001). This bacterium possesses three signal
receptor proteins, VanN, VanQ, and CqsS, these receptors channel the signal by
phosphorylation cascade dedicated for quorum sensing pathway (figure 2). At low density of
cells, in the absent of signaling molecules, the three receptors donate phosphoryl groups to
VanU, which lead to phoshphorylation of VanO and activate it. The activity of VanO leads to
expression of small regulatory RNAs which together with RNA chaperon Hfq destabilize the
central molecule of the quorum sensing pathway, VanT. At high density VanT, it induce the
expression of an extracellular proteases and positively regulates, pigment production, and
biofilm formation. In the stationary phase, the sigma factor RpoS stabilizes VanT through Hfq
suppression (figure 3) and links VanT to stress response in V. anguillarum (Weber et al.,
Milton, 2006; Weber et al., 2008).
xi
Figure 2. Model for quorum sensing in V. anguillarum (Weber et al., 2008).
Figure 3. Model for regulation of VanT expression (Weber et al., 2008).
xii
Secreted proteins have crucial effect on bacterial adaptation to the different
environments as well as in host invasion. V. anguillarum is similar to V. cholerae in utilizing
type 6 secretion system (T6SS), to secrete potent virulence factors such as, the two external
proteases EmpA, PrtV and the haemolysin-co-regulated-like (Hcp). T6SS is coded by partial
operon of eight genes VstA-H (figure 4). The proteins VstA-D show distinction from T6SS
proteins studied so far; whereas VstE-H are signature proteins associated with other bacterial
T6SS. The Hcp is down regulated by VstE-H and VstB, while VstA, VstC, and VstD. The
T6SS proteins also regulate expression of two extracellular proteases, EmpA and PrtV, but
inversely regulating Hcp expression. This regulation was indirect as T6SS positively regulated
expression of the stress-response regulator RpoS and the quorum sensing regulator VanT,
which positively regulate protease expression (Filloux, et al., 2008; Weber et al., 2008)
Figure4. T6SS gene clusters in vibrios (Filloux, et al., 2008)
T6SS gene clusters are associated with the icmF gene code for IcmF, which contains
transmembrane domains and a walker motif for binding nucleotides and plays a role during
survival in macrophages (Cascales, 2008).
2.1.6.1. Outer membrane proteins
Outer membrane of Gram negative bacteria consists of phospholipids and proteins. The
proteins make up to 50% of the outer membrane mass. Recently, these outer membrane
proteins (OMPs) have attracted attention, since they have important role in the host bacteria
interaction, adherence, uptake of nutrients including iron from the host, antimicrobial
resistance and subverting host defense mechanisms (Li et al., 2008).
xiii
Internalization plays an important role in V. anguillarum infection and survival in the
host. The strains which have a higher invasion capacity show a stronger attachment rate (Wang
et al., 1998). The adherence of the bacteria to the host cell is prerequisite for the
internalization. The mediator molecules of bacterial adherence to the cell surfaces are known
as adhesins. OMPs are the main adhesins in the bacterial cell (Wang and Leung, 2000). The
major OMP in V. anguillarum is outer membrane protein U (OmpU), 35-42 kDa characterized
by relatively weak cationic selectivity, moderate surface charge and classified under general
diffusion porin (Simón et al.,1996). OmpU plays role in bile salt resistant, which is considered
the first step in bacterial evolution to survive intestinal environmental condition and
subsequently bacterial colonization in the fish gut. (Wang et al, 2003). The ability of
osmoregulation is crucial to marine bacteria like V. anguillarum which always encounter
significant change in NaCl during the movement between sea water and host. The OMPs are
the main players in bacterial adaptation salinity fluctuation. In V. anguillarum, OmpU along
with OmpW are induced under salinity suggesting their role in NaCl efflux pump in contrast to
maltoporin which is suppressed under the same condition (Kao et al., 2009). The OMPs are
also involved in iron sequestering. OM2 is an OMP of 86 kDa is induced under iron limitation.
The gene responsible for coding this protein is present on the virulence plasmid pJM. (Actis et
al., 1985). Studies have emphasized the role of the OMPs in protective antigenicity as they are
highly immunogenic, with exposed epitopes on the cell surface that are conserved in different
serovars. Therefore OMPs considered ideal candidates in vaccine development (Koebnik et al.,
2000; Rahman and Kawai, 2000).
2.1.6.2. Siderophores
Most of the bacteria depend on iron for cell metabolism such as respiration, pigments
and energy production. Iron acquiring is one of the main challenges for marine bacteria due to
xiv limited sources of iron (Neilands, 1984). The challenge become more severe once the bacteria
have colonized inside the host body, since the presence of iron binding proteins transferrin in
serum or lactoferrin in secretions reduce the iron accessibility. Infectious bacteria require an
iron sequestering system to cope with iron limitation condition in-vivo. Several
microorganisms respond to iron limitation by synthesizing low molecular weight molecules
0.4–1.5 kDa with strong iron binding capabilities. These molecules termed as siderophores,
they are scavenge, solubilize and ultimately transport iron (III) inside the cell (Carvalho and
Fernandes, 2010; Weinberg, 1978). Pathogenic V. anguillarum strains have evolved competent
iron acquiring systems. The well known siderophore in V. anguillarum is anguibactin, a
catechol (o-diphenol) rather than monophenol molecule, with molecular weight of 0.35 kDa
(Actis et al., 1986). The ability of V. anguillarum sequester iron is concomitant with the
presence of the pathogenic plasmid pJM1, since it encodes for an efficient iron uptake system.
Alongside to anguibactin, this system consist of the outer membrane protein receptor OM2 a
86 kDa protein coded by the same pJM1 plasmid and OM3, a 79 kDa protein of chromosomal
origin (Crosa and Hodges, 1981; Walter et al., 1983). The OM2 86 kDa is an OMP encoded by
the fatA gene, while OM3 is dual 37 kDa integral membrane proteins encoded by the fatD and
fatC genes. The same operon consist fatB codes for 40 kDa cytoplasmic membrane embedded
lipoprotein that possesses periplasmic binding domains. The plasmid genes are negatively
controlled by the chromosome mediated FUR protein (Chen and Crosa, 1996; Chai et al.,
1998). V. anguillarum strains isolated from various geographical locations may harbor
plasmids that are highly related to pJM1 and that are also associated with the high virulence
phenotype of these strains. Plasmid pJHC1 is a pJMl like plasmid isolated from virulent strains
and encoded an iron uptake system that increase the level of the siderophore anguibactin
production. The genes responsible for increased anguibactin production are included within the
iron uptake region of plasmid pJHCl (Tolmasky et al., 1988). Lemos et al., (1988) have
xv reported a chromosomal mediated iron scavenging system in virulent strains of V. anguillarum
which lack the putative pathogenic plasmids.
2.1.6.3. Enzymes
The invasion of a host by a pathogen may require the production of bacterial
extracellular enzymes termed invasions. These enzymes act against the host by breaking down
primary or secondary defenses elements of the body or damaging the host cells thereby
enabling the bacteria to spread. The damage to the host as a result of this invasive activity may
become part of the pathology of an infectious disease (Hoew and Iglewski, 1984; Grey and
Kreger, 1979). Virulent strains of V. anguillarum produce a heat labile (70 ºC for 10 minutes)
external protein that is lethal to several fish. Further purification and characterization to this
exotoxin prove that it was a protease enzyme with a molecular weight of 36 kDa. This protease
is common in different serotypes of the bacteria. The LD50 of the external protease was about
1.7 microgram per gram of fish (Inamura et al., 1985). A mutant of V. anguillarum which
produced less amount of protease were 1000 times less able to cause infection by immersion,
which reflect a role of this enzyme during infection process (Norqvist et al., 1989). It was
observed that this enzyme required Zn2+ for its elastolytic activity and Ca2+ for its stability, and
therefore classified under metalloproteases. N-terminal amino acid sequence analysis of the V.
anguilarum protease revealed homology to Pseudomonas aeruginosa elastase ( Norqvist et
al.,1990; Milton et al., 1992). It has been proved that the gastrointestinal mucus induce empA
gene to produce the metalloprotese in V. anguillarum over 70 folds. The regulation of empA
gene was through quorum sensing molecules (Denkin and Nelson, 1999; Denkin and Nelson,
2004).
Bacterial hemolysins are extracellular virulent factors that have toxic effect on host
cells such as erythrocytes. Hemolysins are pore formers that create anion-permeable channels
xvi in cell membrane that subsequently cause ion leakage and, ultimately, cell lysis and cell death.
V. anguillarum produces at least five different hemolysins, vah1, vah2, vah3, vah 4, vah5. vah1
was the first studied hemolysin in V. anguillarum (Hieono et al., 1996) and Rodkhum et al,
2005 reported the four following hemolysin genes. The molecular size of VAH2, VAH3,
VAH4, VAH5 are 33, 75, 22, and 66 kDa respectively. Based on amino acid sequences,
hemolysin VAH2 shows the highest homology with V. vulnificus hemolysin, and VAH3,
VAH4 and VAH5 show the highest homology with V. cholerae hemolysins. Additionally, the
phylogenetic relationships of the V. anguillarum hemolysins show that they are all closely
related with V. cholerae hemolysins. These results suggest that probably V. anguillarum and V.
cholerae evolved from a common ancestor. All hemolysin mutants had lower virulence than
wild type V. anguillarum. The vah4 mutant was the weakest virulence among the other mutants
and thus it was suggested that vah4 gene is the strongest virulence gene among the four
hemolysin genes (Rodkhum et al, 2005).
2.1.7. Cultivation and identification of Vibrio anguillarum
V. anguillarum is a straightforward cultivated bacterium. It is able to grow on wide
range of selective and non selective media supplemented with 1.5% sodium chloride such as
trypticase soya agar (TSA) and brain heart infusion (BHI), or selective media such as
thiosulfate citrate bile sucrose agar (TCBS), marine agar (MA), V. anguillarum medium
(VAM) (Alsina et al., 1994 ). V.anguillarum is able to grow at an optimum incubation
temperature ranging between 15-25 º C and a pH between 5 and 9. As with most of the marine
vibrios V. anguillarum doesn’t grow in the absence of sodium chloride and requires a salt
concentration of 0.5-5.0%, the optimum being 1.0-3.0%. The colonies may be seen after 24,
48, or 72 hours of incubation (Larsen, 1984).
2.1.7.1. Identification by conventional methods
xvii
As described in the Bergey’s manual of Systematic Bacteriology (Baumann et al.,
1984), Vibrio anguillarum is a Gram-negative bacterium with short rods, may appear under the
microscope as curved, straight, or pleomorphic shape. The size of the bacterium is typically 0.5
to 0.8 μm in diameter and 1.4 to 2.6 μm in length. Vibrio anguillarum is a facultative anaerobe.
It is rapidly motile and has a β-haemolysin activity on blood agar. After 2 -3 days of culture on
agar, the cream colour colony appears with 2mm in diameter. Biochemically this bacterium is
catalase and oxidase positive. Amino acids utility test is considered a distinctive test of V.
anguillarum from most of marine vibrios since it can utilize arginine and unable to utilize
lysine or ornithine. It also produces indole and gelatinase. This bacteria reveal variation in
sugar fermentation, but generally the fish pathogen strains are sucrose and manitol
fermentative on the contrary unable to ferment inositol and melibiose (Pacha and Kiehn, 1969;
Pazos et al., 1993). The O/129 Vibriostatic test (2, 4-diamino-6, 7-di-iso-propylpteridine
phosphate) is the typical test which differentiates Vibrionaceae from Aeromonas
(Aeromonaceae members are resistant to O/129) but is complicated since other bacterial
species are also sensitive to this test such as Moritella, Photobacterium and Flavobacterium ,
in addition some V. anguillarum isolates are resistant to this test (Pedersen et al., 1995). This
species is easy to identify and distinguish from other Vibrio species (Alsina and Blanch, 1994a;
Alsina and Blanch, 1994b).
2.1.7.2. Identification by molecular techniques
Conventional methods for the identification and characterization of bacterial isolates
may fall short when a bacterium exhibit unusual phenotypic profile, beside the fact that they
require long time to peruse. Recent advances in DNA sequencing technology and molecular
biology techniques have greatly enhanced the ability to determine and identity bacterial
xviii isolates. DNA sequence information and growing availability of sequence databases are
significant movements developing the use of molecular methods for bacterial identification
(Kolbert and Persing, 1999). To compare bacterial genetic materials for the aim of
identification, genes which are present in all the bacteria such as rRNA genes are required. On
the other hand these genes should be highly conserved in the particular species. The copy
numbers, overall ribosomal operon sizes, nucleotide sequences and secondary structures of the
rRNA genes revealed that they are highly conserved within a bacterial species due to their
fundamental role in polypeptide synthesis. The 16S rRNA gene is the most conserved of the
rRNA genes therefore sequencing of this gene has been established as a universal standard for
identification and taxonomic classification of bacterial species (Bouchet et al., 2008).
The utilization of DNA-DNA hybridization technique has enabled bacterial
identification by synthesis of a labeled probe which is complementary to a unique sequence in
the 16S rRNA gene (Socransky et al, 1994). Comparative analysis of 16S rRNA sequences of
V. anguillarum and very closely related vibrios was enough to distinguish them into distinct
species (Wiik, et al., 1995). Rehnsatm et al. (1989) in their study designed a 25 bp RNA probe
used for specific identification of V. anguillarum. The detection limit of this procedure was
5000 cell per milliliter. Another probe were designed based on the updated vibrio 16S rRNA
sequences further enabled the specific identification of V. anguillarum chromosomal DNA
without any cross link (Picado et al 1994).
The application of polymerase chain reaction (PCR), sequencing, associated database
construction and searching software have created ample opportunities for microbial
identification. PCR is a technique, which uses a DNA polymerase enzyme to make a huge
number of copies of virtually any given piece of DNA or gene. It amplifies enough specific
copies enabling to carry out any number of other molecular biology applications. The target
sequence is identified by a specific pair of DNA primers, oligonucleotides usually about 20
xix nucleotides (Sparrt, 2004). PCR has used for identification of Vibrio anguillarum depending
on primers derived from rpoN gene. The detection prove to be highly sensitive that can detect
1 cell per reaction in case of pure culture of the bacteria, or 10-100 bacterial cells per reaction
in case of fish tissue contaminated samples, which corresponds to 2000 - 20000 bacterial cell
per gram of fish tissue. This technique is accurate and required 5 hours of work (Gonzales et
al, 2003). Another PCR based technique was developed based on the gene of N-
acetylmuramoyl-L-alanine amidase (amiB gene). PCR specificity was demonstrated by
successful amplification of DNA from V. anguillarum and by the absence of a PCR product
from 25 other Vibrio strains and various enteric bacteria. The PCR produced a 429-bp
amplified fragment from as little as 1pg of V. anguillarum DNA. The sensitivity of the
technique is limited to 10000 bacterial cells per gram of fish (Hong et al., 2007). These results
suggest that PCR technique using primers derived from the housekeeping genes considered as
to be a sensitive and species-specific detection method. Loop-mediated isothermal
amplification (LAMP) is an alternative method, like PCR, is based on DNA amplification. The
LAMP reaction is an auto cycling strand displacement DNA synthesis reaction using a DNA
polymerase with a high level of strand displacement activity and a set of specially designed
inner and outer primers. Four highly specific designed primers of LAMP are known to
hybridize simultaneously with six distinct sequence sites in the template DNA, while the PCR
primers hybridize with two distinct sequence sites. Therefore, DNA amplification in the
LAMP assay is more specific than PCR amplification. A successful trial has been made for V.
anguillarum identification based on LAMP using primers of empA gene. This method requires
1 hour of work, thus it is considered one of the fastest method for bacterial detection (Gao et
al., 2010).
Pulse Field Gel Electrophoresis (PFGE) is a technique which allows classification of
isolates into clusters. It relies on the digestion of DNA by restriction enzymes and subsequent
xx separation of the fragments by three directional gel electrophoresis using variable voltage. This
technique generated more profiles for V. anguillarum O1 than was found with ribotyping, and
therefore has a higher power of discrimination between isolates, making this technique a useful
tool for epidemiological studies (Pedersen et al., 1999).
2.1.8. Treatment
Before the era of vaccination, vibriosis was treated with antibiotics and antimicrobial
chemicals. The most common drugs used were tetracyclines, sulphonamides and quinolines
(Alcaide et al., 2005). Regardless of the efficiency of antibiotics in curing the infection, the use
of antibiotics in aquaculture is not straightforward. The first difficulty is drug administrated
which can be done either with food or in bath. The infected fish usually lose their appetite
hence it does not receive the adequate dose of treatment. The treatment of vibriosis by
antimicrobial chemicals like copper compounds cause harm to the fish and accumulate in the
tissues (Ellis, 1988). Another more significant risk comes from the development of resistance
to the antibiotic. Some reports revealed the emergence of V. anguillarum strains with multiple
antibiotic resistances, causing a significant threat to human health (Alcaide et al., 2005). In
recent years many investigations reporting a link between antibiotic use in food producing
animals emergence of antibiotic resistance in the bacteria of the treated animals and transfer
their resistance genes to human pathogens. The genetic markers of this resistance were located
on R plasmid (Aoki et al., 1974; Aoki et al., 1981). Additionally there is a consequently risk of
environmental contamination since the drugs are administrated to the entire ecosystem (Angulo
et al., 2004; Akinbowale et al., 2006).
Based on the reported risks and the increasing demand and expansion of aquaculture
there was an urgent need for the prophylactic treatment control bacterial infection in fish
including fish vibriosis.
xxi
2.2. Fish immune system
The immune system in finfish as well as other terrestrial vertebrate animals is able to
identify unique molecules in the intruders and develop specific immunity to cope with them.
This kind of immunity is gained its importance due to its persistence in the body for long
period (Ellis 1988; Secombes, 2008). Since the microorganisms’ infections can bring a
catastrophic results by killing the entire yield therefore the need of prevention is a must.
Vaccination emerge as important strategy for the success of large scale farming of commercial
fish such as, salmon, seabass, catfish, tilapia and cod (Sommerest et al., 2005).
The fish immune system involves a highly complex defense mechanisms utilizing a
wide range of structurally and functionally diverse tissues and organs, the principal function
being to protect fish from infectious agents and other toxic products. The system evolves wide
range of mechanisms to locate and eliminate foreign bodies. Immune system is often divided
into two subdivisions, nonspecific or innate immunity and specific or adaptive immunity; with
several boundaries define between the activities of these two types of immunity (Bowden,
2008; Harlow and Lane, 1988).
2.2.1. Innate immune system
The innate immune system is the sole defense system in lower animals such as
crustacean. In higher animals including finfish it is considered as the first line of defense. This
system is more active in finfish than other terrestrial counterparts (Savan and Sakai, 2006).
The innate system is further classified as humoral and cellular. Humoral immunity
includes complement, transferrins, anti-proteases, haemolysins, lysozymes, interferon and C-
xxii reactive proteins; while cellular immunity constitute of macrophages, neutrophils, lymphocytes
and scavenger endothelial cells systems. The innate immune system identifies the breach of the
body through non-specific signals such as LPS, peptidoglycans and β-glucans. The recognition
process involves receptor molecules such as C-reactive protein, lectin, mannose binding
protein or toll like receptors (Chakravarty, 2006). Complement system is one of the most
important players during pathogen infection. As compared to terrestrial animals, the fish
complement system is highly evolved, but more sensitive to temperature elevation. The
complement has a direct killing activity for the intruder or as an opsonisation molecule (Lange
et al., 2004). Cellular innate immune response starts with the neutrophils, which due to their
fast movement ability are able to reach first to the site of infection. Macrophages are also
involved in higher phagocytic activity, both types kill the intruder by producing hydrogen
peroxide (Ellis, 1999).
2.2.2. Adaptive immune system
Frequent exposure of vertebrate animals to a pathogen often result in surviving
individuals that resistant to subsequent infection to the same disease. The reason for such
adaptation is the adaptive immune system. The adaptive immune system is characterized by
the ability to elicit resistance to the pathogen based on recognition of specific antigen and
orienting of the whole immune system towards particular target. The system also involve
assemble of an immune memory to the subsequent encounter for the same antigen (Watts et al.,
2001).
The central theme of adaptive immunity lies in the lymphoid tissues. In fish, head and
kidney are the major lymphoid organs, while thymus and spleen are the minor lymphoid tissue
producers (Press and Evensen, 1999).
xxiii
When the intruder is first encountered in the host, an important phagocytic cell called
antigen presenting cell (APC) ingest it and display its epitopes on the surface. The epitope is a
peptide derived from the digested antigen and displayed on protein complex known as major
histocompatibility complex (MHC). There are two different types of MHC, MHC I expressed
on all nucleated fish cells (interacting with the CD8 molecule) and MHC II, expressed
exclusively on (APC), such as B cells, macrophages and on activated T cells, interacting with
CD4 molecules. A specific response requires the interaction of APC, B cells and T helper cells
as it shown in figure 5. Antigen presentation is a crucial part of the specific immune response.
In fish, the processing and subsequent presentation of the antigens is believed to be similar to
the processes described in mammals (Vallejo et al., 1992).
In response to an antigen, the B-lymphocyte produced gets activated by its
correspondent T-lymphocyte (Press and Evensen, 1999). However, unlike mammalian B cells,
fish are able to respond to non-specific inducers, without the involvement of T-cells (Li et al.,
2006).
The anamnestic response in fish is considered poor when compared to mammals,
possibly because immunoglobulin IgM is the main presenting antibody type, which shows
genetic diversity in terms of its ability to exist as a mono, dimmer or tetrameric form and being
highly flexible. A few other genes and immunoglobulin molecules such as IgD, IgT and IgZ,
are also reported to be involved, however their function is still not known (Danilova et al.,
2005 & Magnadottir, 1998).The environment such as temperature in which the fish has
evolved is influencing its specific immune response, affecting the production of an adequate
anamnestic response, especially regarding the T-dependent response (Bowdin, 2008).
xxiv
Figure 5. Response of adaptive immune system to the first encountered antigen by
(Iwama and Nakanishi, 1996).
2.3. Vaccination
The vaccine provides the host with resistance to a disease without previous exposure to
potential infection. Vaccine is considered as prophylaxis treatment, as it is used in preventing
infection. It works by enriching the specific immune system by desirable memory cells that
persist for long periods of time. The history of vaccine started in 1796, when Edward Jenner
demonstrated that humans could be protected against smallpox virus after an injection with a
live cowpox virus which known as vaccinia. The term vaccine was then coined by Jenner
himself in 1798. Therefore vaccine can be defined as a biological preparation that improves
immunity to a particular disease. A vaccine is made from attenuated or killed forms of the
microbe or its subunit in a way mimicking the natural infection. The key factors of a successful
vaccine are specificity and memory; also it should be safe without any side effect on the host
xxv and effective so that it provide enough protection to the vaccinated animal (Ellis, 1988; Stern
and Markel, 2005).
2.3.1. Fish vaccination
Snieszko and colleagues in 1938 were the first to demonstrate the ability of carps to
develop an anamnesis resistance, when injected with heat killed Aeromonas punctata. Duff in
1942 proved that oral immunization could successfully protect fish against A. salmonicida
using killed bacteria. Fish vaccination development was affected with the development of
antibiotics in 1940s. However, the appearance of antibiotic resistant bacteria in 1970’s
rematerialized the need of fish vaccine development (Ellis, 1988 &Van Muiswinkel, 2008).
Vaccine development starts with identification of suitable antigens which could be recognized
by the fish immune system, and the induction of the vaccine in the optimum form and route, so
that the animal develops a strong protective immunity (Gudding et al., 1999). The vaccine
types used in aquaculture are classified into three categories; first is whole pathogen, second
subunit and recently DNA vaccines (Munn, 1994).
2.3.2. Whole cell vaccine
The whole pathogen vaccine can either be a killed vaccine or live attenuated vaccine.
Killed vaccine may lack important de novo proteins induced upon the infection, such as
secreted toxins which could potentially be protective antigen; therefore it is considered a
substandard to the live attenuated whole bacterial vaccine (Hastein et al., 2005). A comparison
between V. anguillarum formalin killed vaccine against membrane extract revealed that the
formalin killed bacteria is more protective than the membrane extract in the intraperitoneal and
oral administration. The contrast was seen when both the vaccine preparations were feed orally
to the fish (Agius et al., 1983).
xxvi
Attenuated vaccines are still rare in aquaculture due to the possibility of reversion of the
attenuated bacteria to its potentially pathogenic nature. Nevertheless a lot of research is taking
place with some promising results for many pathogens such as Streptococcus iniae and
Aeromonas hydrophila. The reversions are valid danger, especially since the pathogen could be
potentially shed from the infected animal into the aquatic environment (Locke et al., 2008;
Vivas et al., 2004). Further, the preparation of multivalent vaccine with whole killed pathogens
can lead to the inhibition of the specific response expected the individual pathogen induced
protection, due to induction of suppression immune system. Several vaccines formulated with
inactivated pathogens have failed to protect fish against bacterial and viral diseases (Romalde
et al., 2005). Avirulent mutant of V. anguillarum has been utilized to prepare live attenuated
vaccines against heterologous strain of V. anguillarum. Protective immunity was recorded one
week after bath vaccination for 30 min with 1010 bacteria per liter of water. A single-dose
immunization was effective for at least 12 weeks. The presence of common antigenic
determinant with Aeromonas strain has made this vaccine a successful multivalent vaccine
(Norqvist et al., 1989).
2.3.3. Subunit vaccine
Subunit vaccines are based on the production of a particular antigen either purified
directly from culture of the pathogen, expressed by a prokaryotic or eukaryotic system or even
chemically synthesized peptide vaccines. The main advantage of subunit vaccine is the absence
of pathogen-derived toxins or immunosuppressive components. The subunit vaccines are
preferably parts of pathogen surface antigens such as outer membrane proteins due to their
accessibility to the host immune system (Munn, 1994). The subunit vaccine can be produced
by recombinant technology. The advantage of recombinant vaccine is that there is no chance of
host being threatened by vaccine material. Moreover, each batch of vaccine has the same
potency and is more stable during the long term storage, it also helps to remove the bacterial
xxvii antigens or cleave the epitopes which stimulate T-suppressor cells (Lorenzen, 1999). The main
difficulties of the development of a subunit vaccine are the selection of the antigen molecule
and then expressing the target molecule in its desired 3D structure (Grandi, 2001). The
recombinant protein technology has already been used to produce OmpW, OmpV, OmpK and
OmpU successfully for the aim of vaccine development against V. parahaemolyticus in large
yellow croaker (Pseudosciaena crocea) by intraperitoneal injection (Mao et al., 2007). Outer
membrane protein K of V. alginolyticus used to increase the specific protectively in fish. This
study showed that the conserved OmpK was an effective vaccine candidate against infection
by V. alginolyticus (Qian et al., 2008). Li, et al. (2008) has indicated that the OmpK of Vibrio
harveyi is an effective vaccine candidate against homologues bacterial infection in Orange-
spotted groupers. Outer membrane proteins are widely tested as subunit vaccine since they are
highly immunogenic bacterial components due to their exposed epitopes on the cell surface,
more over unlike toxins and most of the enzymes, the outer membrane protein lack the toxic
effect on the host (Lorenzen, 1999).
2.3.1.3. DNA vaccine
DNA vaccine is an in situ produced vaccine. The principle is based on the injection of a
plasmid coding a protective antigen, letting the host machinery transcribe and translate the
chosen gene (Liu, 2003). Therefore DNA vaccine is considered stable, additionally several
protective genes can be theoretically injected in different plasmids, thus DNA vaccine is one of
the most applicable approach for fish protection (Gurunathan et al., 2000). Historically the first
DNA vaccine approved in the US was for horse West Nile virus in 2005 and the second was
for fish (Infectious Haematopoietic Necrosis Virus DNA vaccine, Novartis), but the hurdle of
licensing this vaccine was quite difficult since the fish were farmed for human consumption.
The main objection for the application of fish DNA vaccine is the possibility, that the designed
plasmid to be integrated into the host’s genome, and subsequently distributed in other
xxviii organism including humans when it is released into the environment (Rogan and Babiuk,
2005). However this possibility has been reported to be extremely unlikely (Lorenzen and
LaPatra, 2005). A preparation of a V. anguillarum major OMP DNA vaccine has shown a
moderate level of protection against V. anguillarum in Asian seabass fish immunized with a
single intramuscular injection. Antibodies against the chosen protein were detected even after
seven weeks from the vaccination (Kumar et al., 2007). Recently, a number of new techniques
have been developed to introduce a foreign DNA into cells such as chitosan encapsulation
which allow oral delivery for the vaccine molecules. V. anguillarum Major OMP DNA vaccine
preparation has been used in oral administrated vaccine using chitosan nanoparticles
encapsulation. However a successful expression of the selected gene in vivo in the fish’s
tissues was detected but the vaccination revealed a 46% of protection against V. anguillarum
(Kumar et al., 2008).
2.3.5. Strategy of vaccination
Most of the antigens fail in inducing strong immunity response due to the lack of proper
mimic to natural infection in persistence or when the antigen are ignored by immune system.
Therefore adjuvants are emerged as solution for such problems, since they help in increasing
the immune response of the immunogenic molecules (Harlow and Lane, 1988). These
substances either increase the antigen uptake and cell presentation or allow prolonged
persistence of antigens (Evensen et al., 2005). They also may activate the lymphocyte in a
signaling manner (Secombes, 2008).The most common adjuvant is freund’s mineral oil, it was
shown that it prolongs the persistence of the vaccine molecule for more than a year
(Chakravarty, 2006). Many adjutants are used in fish vaccines to avoid oil formula (which
seems to produce the best results) such as glucans and aluminium salts (Midtlyng, 1996). The
common side effect of the adjuvant include reduced growth rate, local reactions with the
xxix appearance of granulomas or organ adhesion in the peritoneal cavity depending on the fish and
oil formula (Poppe and Breck, 1997; Midtlyng et al., 1998; Midtlyng and Lillehaug, 1998).
Numerous vaccine delivery methods are available to the fish farmer. The widespread
vaccine administration method been adopted is the intraperitoneal injection followed by
immersion and finally oral vaccination (Palm et al., 1998). Injection permits the use of
adjuvant, but results in high level of stress for the fish since it require anaesthetization and it is
impossible to pursue to a fish below 15 grams (Hong et al., 2009; Vandenberg, 2004). Injection
route has been used to deliver OmpK of V. alginolyticus and V. harveyi as subunit vaccine
(Qian et al., 2008; Zhang et al., 2007). Practically oral vaccines are easier to deliver than other
treatments particularly for large scale farming, since it doesn’t interfere with general farm
activities, doesn’t stress the fish and can be tried on any fish size; however it shows poor level
of protection. The major problem is the destruction of the antigens before reaching the lower
gut (Ellis, 1988). Methods to protect the antigens from degradation are required, such as
encapsulation or gastric section neutralization (Azad et al., 2000; Maurice et al., 2004). Kumar
et al., (2008) has used the oral administration for delivery of DNA vaccine to develop a
moderate protection for Asian seabass against V. anguillarum.
Immersion vaccination is carried out by dipping the fish in vaccine solution for a period
of time. The main portal of the antigens in this technique is the gills tissue (Smith, 1982).
Vaccination of rainbow trout with 1010 cell/liter attenuated V. anguillarum through bath
vaccination 30 min secured protective immunity for a period ranged between 1-12 weeks
(Norqvist et al, 1989). Subunit vaccination can also be carried out via immersion like in case of
OmpW of V. alginolyticus (Qian et al., 2008).
2.4. Bioinformatics
xxx
Bioinformatics is the science which deals in collecting, processing and analysis of
molecular biology information with the aim of a better understanding, significant of data and
further expanding of biological data. While genomics deals with storage and analysis of DNA
sequences proteomics is involved in studying the nature and function of the proteins of interest
using computational softwares (Benton, 1996).
Vast amount of DNA sequences have been determined and new sequences are
characterized in continuous acceleration. Computers are necessary to store and distribute this
huge volume of data. The principle data banks where these sequences are stored are the
GenBank at the National Institute of Health, Bethesda, Maryland; EMBL (European Molecular
Biology Laboratory) sequence data base at the European Bioinformatics Institute, Heidelberg
and the DDBJ (DNA Data Bank) of Japan. These databases continuously exchange newly
reported sequences and make them available to molecular biologists throughout the world via
the internet (Akash, 2007).
2.4.1. Sequence analysis tools
Bioinformatics play an important role in gene identification, gene finding, genotyping
and genetic analysis. Public sources of databases and tools abound, although it is sometimes
difficult to determine the quality, consistency and sustainability of these sources.
Bioinformatics data integration and tool standardization are critical to the success of
association and linkage studies. The underlying data models accommodate the variability
inherent in subject collections, the ability to trace the data source, and the automation and
archival storage of the analyzed results (Rao et al., 2009). The bioinformatics applications
involved in this study are briefly described as follows.
2.4.1.1. Sequence alignment
xxxi
Genbank provides enormous number of gene and protein sequences. The DNA and
protein sequences deposited in this database present an opportunity to identify genes and
predict the nature and function of the translated protein by comparing the gene of interest with
similar previously studied genes (KILEY, 1992). The BLAST (Basic Local Alignment
Search Tool) is widely used for searching protein and DNA databases for sequence
similarities. BLAST program have been designed to compare protein or DNA queries with
protein or DNA databases in any combination, (Altschul et al., 1997). To analyze the BLAST
algorithm and its refinements, the statistics of high-scoring local alignments are required.
Optimal alignments are called high-scoring segment pairs (HSPs) (Karlin and Altschul, 1990).
The advantage of local alignment is that proteins with a common domain can be identified.
Significant statistical results, allow the prediction of function of the target protein and even the
possible structure (Jain, 2002). Further information on consensus sequences and protein motifs
can be extracted via multiple alignments. Multiple alignments are also used to find
evolutionary relationships between the homologes. This approach also provides a clue into the
structural features of the protein (Fischer and Eisenberg, 1999).
2.4.1.2. Signal peptide prediction
Signal peptides (SPs) are short regions guide secretory proteins to the correct
subcellular sites in the cell. Generally they are positively charged segments known to play a
role in the proper orientation of the protein in the lipid bilayer. They are cleaved off by a signal
peptidase upon reaching protein destination (Choo et al., 2009). Prokaryotic and eukaryotic
cells utilize these short peptides to mediate translocation of the passenger protein domains
across the endoplasmic reticulum membrane in eukaryotes or the inner and outer membranes in
prokaryotes (Spiess, 1995). In vivo task involves the identification of these SPs and the correct
identification of their cleavage sites for subsequent production of the mature protein sequences.
Bioinformatics approach compares the unprocessed sequences in the sequence databases with
xxxii results obtained by experimental methods. This has catalyzed the development of faster and
more accurate computational methods to automate the task of SP prediction (Choo et al.,
2009). SP prediction is fundamentally important as it impacts on other features such as
transmembrane topology, structure modeling, prediction (Kanagasabai et al., 2007) and
subcellular localization assignment proteins (Boden and Hawkins, 2007). The signal peptide
constitutes the N-terminal part of the protein (Gierasch, 1989; Lee and Bernstein, 2001).
There are a number of computational methods for identifying signal peptides and their
cleavage sites from the sequence of proteins. SignalP is the most common server used for
signal peptide prediction (http://www.cbs.dtu.dk/services/SignalP/). It exploits combination of
several artificial networks (Nielsen et al., 1997). The signal peptides from gram-positive
bacteria are significantly longer than those from other organisms. The average eukaryotic
signal peptide is 22 amino acids; in case of the gram-negative it is 25 amino acids while the
average gram-positive signal peptide contains 32 amino acids (Von Heijne and Abrahmsen,
1989).
2.4.1.3. Protein model prediction
Protein structures have proven to be a crucial portion of information for biomedical
research. Of the millions of currently sequenced proteins only a small fraction is
experimentally solved for structure determines. In the late 1950s Anfinsen and co-workers
suggested that an amino acid sequence carries all the information needed to guide protein
folding into a specific shape of a protein. Currently, there are more than 6,800,000 protein
sequences accumulated in the non-redundant protein sequence database (NR; accessible
through the National Center for Biotechnology Information:
ftp://ftp.ncbi.nlm.nih.gov/blast/db/) and fewer than 50,000 protein structures in the Protein
Data Bank (PDB; http://www.rcsb.org/pdb/). With these numbers at hand, it seems that the
xxxiii only way to bridge the growing gap between protein sequences and structures is computational
structure modeling (Kryshtafovych and Fidelis, 2009). Though membrane proteins represents
roughly about one-third of the proteins encoded in the genome. So far less than 1% of the
proteins structure is known. This reflects the difficulties of performing structural studies on
proteins of this type. As membrane proteins are amphiphilic containing both water soluble and
hydrophobic components, they associate the same difficulty with handling of proteins as they
are considered tricky to handle biochemically and difficult to overexpress by the cell. Apart
from these technical hurdles, structure determination is highly cost intensive. Therefore an
alternative approach for structure determination is in silico bioinformatics based approach,
which gives reasonably good 3D structure of proteins depending on the extent of similarity
with experimentally determined 3D structure of protein in the database (Spencer et al., 1999;
Bansal, 2005).
Globular protein domains are typically composed of the two basic secondary structure
types, the alpha-helix and the beta-strand, which are easily distinguishable. Other types of
secondary structures such as turns, bends, bridges and non-alpha helices are less frequent and
more difficult to be observed. The non-alpha, non-beta structures are often referred to as coil or
loop and the majority of secondary structure prediction methods are aimed at predicting only
these three classes of local structure. Given the observed distribution of the three states in
globular proteins (about 30 % alpha -helix, 20 % beta- strand and 50 % coil), random
prediction should yield about 40 % accuracy per residue. Modern secondary structure
prediction methods have crossed a sustained level of 76 % accuracy (Koh et al., 2003). The
secondary structure prediction methods typically perform analyses not for the single target
sequences, but rather utilize the evolutionary information derived from multiple sequence
alignment provided by the user or generated by an internal routine for database searches and
alignment (Levin et al., 1993). Membrane proteins are associated with the cell membrane and
comprise at least one transmembrane segment. Due to the hydrophobic environment within the
xxxiv cell membrane, the transmembrane segments are generally hydrophobic. Additionally typical
cytoplasmic membrane proteins comprise hydrophobic alpha-helix regions separated by
hydrophilic loops. On the other hand, bacterial outer membrane proteins exhibit a
characteristic beta-barrel structure comprising different even numbers of beta-strands.
Therefore specialized structure predictors have been designed for both types of membrane
proteins. Since both sides of the lipid bilayer are nonequivalent, structure prediction methods
for transmembrane proteins often attempt to identify not only the secondary structure elements,
but also the topology of the protein, such as the orientation of the elements with respect to both
surfaces (Von Heijne, 1992). Currently PRED-TMBB is widely trusted program for prediction
of transmembrane segments and topology. The PRED-TMBB
(http://bioinformatics.biol.uoa.gr/PRED-TMBB) is capable of predicting the transmembrane
strands and the topology of beta-barrel outer membrane proteins of Gram-negative bacteria.
The server reports the predicted topology of a given protein and score value that indicate the
probability of the protein being an outer membrane β-barrel protein. (Bagos et al., 2004).
3D structure prediction provide valuable insights into the molecular basis of protein
function allowing an effective design of experiments, such as site-directed mutagenesis, studies
of disease-related mutations or the structure based design of specific inhibitors. However, the
prediction of 3D structure from amino acid sequence is limited (Wolf et al., 2000). Successful
model building requires at least one experimentally solved 3D structure (template) that has a
significant amino acid sequence similarity to the target protein. The growing number of
structural templates brings a steadily increasing number of sequences into modeling distance
for comparative modeling. The core of the model is generated by recognition of the backbone
atom positions of the template structure. Thus templates are weighted by their sequence
similarity to the target sequence, while significantly deviating atom positions are excluded;
finally best model selected using a scoring scheme, which accounts for force field energy,
xxxv steric hindrance and favorable interactions like hydrogen bond formation (Brenner, 2001).
SWISS-MODEL (http://swissmodel.expasy.org/) represents a server that gives an opportunity
to generate preliminary three-dimensional models of the target structure based on the
alignments proposed by all servers. These models may be incomplete and contain significant
errors even if they are based on correct templates, but usually serve as a useful starting point
for further refinement. SWISS-MODEL is continuously developed to improve the successful
implementation of expert knowledge into an easy way to use homology modeling (Schwede, et
al., 2003).
2.4.1.4. Antigenic determinants prediction
Epitopes or antigenic determinants are antigen regions that are recognized by the
lymphoid cells. Antibody is synthesized with a part that recognizes the epitope, known as
paratope. Thus the prediction of protein antigenic structures is important for vaccine
development and drug evaluation, but is a time consuming task. Experimentally, to accurate
outline antigenic determinants, preparation of large number of well characterized peptide
fragments from the original protein is required followed by testing these derivatives for
immunological activity (Atassi and Lee, 1978). Alternatively, a homologous series of proteins
may be used to assess the influence of particular amino acid substitutions, thereby implicating
certain regions as antigenic determinants. This approach requires knowledge of complete
primary structures for a number of proteins before the immunological results can be interpreted
(Jemmerson and Margoliash, 1979). Hopp and Woods (1981) developed a bioinformatics
based method for locating protein antigenic determinants by analyzing amino acid sequences
in order to find the point of greatest local hydrophilicity. This was accomplished by assigning
each amino acid a numerical value (hydrophilicity value) and then repetitively averaging these
values along the peptide chain. The point of highest local average hydrophilicity is invariably
located, or the immediately adjacent region, as an antigenic determinant. It was found that the
xxxvi prediction success rate depended on averaging group length with hexapeptide averages
yielding optimal results. This method was developed using 12 proteins for which extensive
immunochemical analysis has been carried out. As more information becomes available on
protein antigens, it should be possible to use this information to predict the locations of
antigenic determinants before any immunological testing has been carried out.
B-cell epitopes prediction was the aim for many bioinformatics investigation since these
epitopes are sites of the molecules that are recognized by antibodies of the immune system.
Knowledge of B-cell epitopes is used to design of vaccines and diagnostics test kits
(Schellekens et al, 2000). The best single method for predicting linear B-cell epitopes so far is
the hidden Markov model. Combining the hidden Markov model with one of the propensity
scale method, Larsen et al., (2006) developed the BepiPred method. This method tested on the
validation data and proved to be significantly better than any of the other methods tested.
BepiPred server is publicly available at http://www.cbs.dtu.dk/services/BepiPred.
2.4.2. Phylogenetic analysis
Phylogenetic analysis is the process used to determine the genetic evolutionary
connections between species. The results of an analysis can be drawn in a hierarchical diagram
called a cladogram or phylogram (phylogenetic tree). The branches in a tree are based on the
hypothesized evolutionary relationships (phylogeny) between organisms. Each member in a
branch, also known as a monophyletic group, is assumed to be a descendent from a common
ancestor. Although originally, phylogenetic trees were created using morphological
characteristics, the development of molecular biology has provide a molecular mean for
determination the evolutionary relationships through matching patterns in nucleic acid and
protein sequences During evolution, it is very common for a gene to be duplicated. The copies
xxxvii continue to evolve separately, resulting in at least two similar instances of the same gene along
the genome of a species. (Saitou and Nei, 1987).
Phylogenetic analysis also gives the evidence how the pathogenic bacterium evolved.
Modern phylogeny methods information extracted from mainly DNA and protein sequences
after aligning several of these sequences and using only blocks which were conserved in all the
examined species. (Martinez-Murcia et al., 1992)