GIDA (2013) 38 (5): 259-266
doi: 10.5505/gida.2013.35229
Research / Araflt›rma
SENSORY, CHEMICAL and MICROBIOLOGICAL
CHARACTERISTICS of CANNED-SMOKED WHITING ROE PATE
Nilgün Kaba, Bengünur Çorapcı*, Kübra Eryaşar, Hasibe Nur Karabek
Sinop University, Department of Fish Processing Technology, Faculty of Fisheries, Sinop
Received / Gelifl tarihi: 13.01.2013
Accepted / Kabul tarihi: 23.07.2013
Abstract
This study was carried out to determine sensory, chemical and microbiological quality of raw whiting
(Gadus merlangus euxinus Nordman, 1840) roe obtained from Middle Black Sea, smoked roes and the
roe which were canned after smoked. Analyses of TVB-N, TBA, pH, total mesophilic aerobic bacteria,
total psychrophilic aerobic bacteria, total yeast-mold, total coliform bacteria and also the sensory analyses
were done on the roe samples. Additionally, proximate composition values were obtained in both raw
material and canned-smoked product. Moisture, protein, fat, ash, carbohydrate contents and calorie value
of raw roe were 80.88%, 11.70%, 4.50%, 1.09%, 1.82% and 94.62 kcal, respectively. These values were
determined as 61.34%, 8.64%, 12.52%, 1.12%, 16.37% and 212.74 kcal for the canned-smoked roe pate.
In the chemical analysis findings, TVB-N and TBA values stayed within the acceptability limit values. It
was observed in the microbiological analysis results that, microbial load of the raw material decreased
with smoking process. No microbial load was found after the canning process. When all of the quality
properties were taken into account, it was seen that the canned-smoked whiting roe pate might be
offered for consumption as an alternative product and it might provide added value to food sector.
Keywords: Whiting, roe, smoking, canned, quality
KONSERVE FÜME MEZGİT HAVYARI EZMESİNİN DUYUSAL,
KİMYASAL ve MİKROBİYOLOJİK ÖZELLİKLERİ
Özet
Bu çal›flma Orta Karadeniz’de avlanan mezgit bal›¤›ndan elde edilen çi¤ havyar, füme havyar ve
tütsülendikten sonra konservesi yap›lan havyar›n duyusal, kimyasal ve mikrobiyolojik kalitelerini
belirlemek amac›yla yürütülmüfltür. Havyar örneklerine TVB-N, TBA, pH, toplam mezofilik aerobik ve
psikrofilik aerobik bakteri, toplam maya-küf, toplam koliform bakteri analizleri ile duyusal analizler
uygulanm›flt›r. Ayr›ca ham materyal ile son üründe besin kompozisyonu de¤erleri elde edilmifltir. Çi¤
havyar›n nem, protein, ya¤, kül, karbonhidrat içeri¤i ve kalori de¤eri s›ras› ile %80.88, %11.70, %4.50,
%1.09, %1.82 ve 94.62 kcal’dir. Bu de¤erler konserve füme havyar ezmesi için s›ras›yla %61.34, %8.64,
%12.52, %1.12, %16.37 ve 212.74 kcal olarak belirlenmifltir. Kimyasal analiz bulgular›nda TVB-N ve
TBA de¤erleri tüketilebilirlik s›n›r de¤erleri aras›nda kalm›flt›r. Mikrobiyolojik analiz sonuçlar›nda çi¤
örnekteki mikrobiyal yükün dumanlama ifllemi ile azald›¤› gözlenmifltir. Konservasyon iflleminden sonra
ise mikrobiyal yüke rastlanmam›flt›r. Tüm kalite de¤iflimleri dikkate al›nd›¤›nda konserve füme mezgit
havyar› ezmesinin alternatif bir ürün olarak tüketime sunulabilece¤i ve g›da sektörüne katma de¤er
sa¤layabilece¤i görülmüfltür.
Anahtar kelimeler: Mezgit bal›¤›, havyar, tütsüleme, konserve, kalite
* Corresponding author / Yazışmalardan sorumlu yazar;
[email protected],
✆ (+90) 368 287 6265,
(+90) 368 287 6255
259
N. Kaba, B. Çorapcı, K. Eryaşar, H. N. Karabek
INTRODUCTION
According to the statistics of 2010, caught amount
of whiting is 13558 tons in the Black Sea Region
where provides approximately 77% of the
saltwater fish production of Turkey. Whiting is
an economically valuable fish because it makes
main catch of the bottom trawling (1, 2). After
anchovy, horse mackerel and trout, whiting is
the 4th mostly consumed fish by Turkish families
(3). Besides the white and delicious flesh of
whiting, its roe is also relished by consumers. It
was reported that spawning of whiting continued
during the year irregularly and it was the highest
in November- January and March- April (4). After
the fish were caught, they may be served for
consumption directly or marketed as diversely
processed products. One of the important
products obtained from fish is roe (5). Roe or
caviar is among the most valuable fish products.
As long as they are big enough, almost all fish roes
may be used. Among them, the most important
ones are sturgeon, trout, blue fin tuna, grey mullet,
herring, river herring, codfish and whiting. The
ingredient of granulose roe is 46% moisture,
26.9% protein, 15% fat and 8.8% ash. Generally
roe is graded when it is raw and different factors
such as type, size, freshness, color and taste of
the roe are considered (6).
Roe which is known as caviar is very rich in
protein. These proteins are globulin, albumin,
glycoprotein and phosphoprotein. Its phosphoric
acid content is also very high. Some roes of the
fish such as sturgeon, atlantic salmon, whiting
and codfish whose economic value is quite high
are important human food (7).
Salted roes are called as ‘caviar’ in English and
French, ‘caviale’ in Italian, ‘ikra’ in Russian and
‘havyar’ in Turkish and they are served as delicate
products. In Turkey, serving of processed roes is
quite limited. This is because the roe that is
prepared with traditional methods lacks desirable
taste, and it is in the quite expensive products
category (8). Roe production depends on salting
of the roes. In addition to salting, fermented
sausage production technologies, freezing,
smoking and canning processes are also applied
in the roe production (9).
260
In this study, it was aimed to determine the effect
of processing on the sensory, chemical and
microbiological properties of the canned-smoked
whiting roe pate.
MATERIALS AND METHODS
Raw Material
Whiting (mean weight 40.50±1.5 g, mean length
17.39±0.20 cm) were purchased from a fisherman
in Sinop. They were transferred to the laboratory
in a polystyrene box with crushed ice within 30
min. Then, the roes were taken out from the fish.
The mean weight and length of the roes were
4.99±0.36 g and 5.37±0.14 cm, respectively.
Brine Preparation
The whiting roes were washed gently in solution
at 5% salt (50 g salt-1000 mL water). Later, the
roes were put in boiling water and boiled them
for 4-5 min. During this process, the roes became
tougher by absorbing water. They were taken
out from boiling water with a slotted spoon and
left for cooling for a while. 5 g pimento and 2.5 g
curcuma were added to solution at 25% salt
(142.25 g salt- 569 mL water). The rate of roe:
solution was 1:2 (w/w). The roes were immersed
into the solution for 1 h.
Smoking
Smoking process was applied on the roes in
5 kg capacity semi mechanical smoking oven
(Apparatebau Günther Kronawitter). Wire grids
were placed into smoking oven to prevent the
roes from falling and roes were collocated on
these grids. They were smoked for 10-15 min at
50 °C. It had been seen in previous trials that
higher smoking temperature and time caused to
intense smoky smell and a bitterish taste resulted
from exposing of the roes to very intense smoke.
Preparation of Pate and Canning
The smoked roes were mashed in a mortar. This
mash was mixed with 15% bread crumbs to
adjust consistency. The mixture was filled in 4 x
4 cm small jars and 5 mL of sunflower oil was added onto the mixture. Covers of the jars were
closed and they were sterilized in an autoclave at
121 °C for 15 min. After sterilization, the jars
waited at room temperature for 20 min and the
Sensory, Chemical and Microbiological...
Taking out of the whiting roe and washing kindly in 5% salty water
Boiling of the roes for 4 minutes Holding them in 25% salt
solution with spices for 1 hour Smoking process at 50 °C for
10-15 minutes Mashing smoked roes Adding bread crumbs
to the mashed roes Filling of the mash into glass jars Filling
the top of the glass jars with sunflower Sterilization process
with pressured vapor (at 121 °C / for 15 min.) Sensory evaluation
Fig.1. Flow chart of canned-smoked whiting roe patties production
analyses were started. The flow chart that is used
in production of the canned- smoked whiting
roe patties is shown in Figure 1.
Analyses
Proximate Composition
The moisture and ash contents of roe were
determined as described by AOAC (10) methods.
The crude protein content was determined
according to Kjeldahl method (10). It was
calculated by multiplying the nitrogen content by
the conversion of 6.25. The lipid content was
analysed according to the method of the Bligh
and Dyer (11). The carbohydrate value was
calculated by [Carbohydrate value = 100-(Moisture
+ Protein + Lipid + Ash] formula and then, the
energy value was calculated according to Atwater
method, that was formulated as
[Energy (kcal/100 g) = (Lipid * 9) + (Protein * 4)
+ (Carbohydrate * 4)] (12).
Total volatile basic nitrogen (TVB-N) value
Analysis of total volatile basic nitrogen (TVB-N)
was modified by Antonacopoulas and was done
according to Lucke- Geidel method and the results
were given as mg/100 g (13, 14).
Thiobarbituric Acid (TBA) Value
Analysis of thiobarbituric acid (TBA) was done
according to Erkan and Ozden (15).
pH Value
pH measurements were made with a pH meter
(Werkstatten 82362 Weilheim, Germany)
according to Vural and Oztan (16). Sample of 2 g
from the roe was weighed and 20 mL distilled
water was added on it. The pH value was measured
after homogenization of 1 min.
Microbiological Analysis
For all microbiological counts, dehydrated ready
mediums of Merck were used. 10 g of roe sample
was taken, transferred into 90 mL sterile
Physiological Saline Solution (0.85%) and then
homogenized in a homogenizer (IKA Yellow
Line DI 25 Basic). From the 10-1 dilution, other
decimal dilutions were prepared and inoculated
(17). Total mesophilic aerobic bacteria,
psychrophilic bacteria, yeast-mold and coliform
bacteria counts were determined by using the
pour plate method. Plate Count Agar was used as
medium for total mesophilic aerobic bacteria and
psychrophilic bacteria counts, plates were
incubated at 28 °C for 3 days and 4 ± 1 °C for 10
days, respectively. For total yeast-mold count,
Potato Dextrose Agar was used as medium and
plates were incubated at 28 °C for 3 days. To count
coliform bacteria, Violet Red Bile Agar (Merck)
was used as medium and plates were incubated
at 35 °C for 24 h.
Sensory Evaluation
Sensory evaluation was carried out in 3 phases:
in the raw roes, smoked roes and canned- smoked
roe patties. All of the roe samples were evaluated
by 6 experienced panelists (four men and two
women) by giving scores from 1 to 9 in terms of
appearance, odor, color, texture and flavor.
Sensory evaluation of the roes were made by
using the hedonic scala modified by Kurtcan and
Gonul (18). In this scala; 9- like extremely, 8-like
very much, 7-like moderately, 6- like slightly,
5- neither like nor dislike, 4- dislike slightly,
3- dislike moderately, 2- dislike very much,
1-dislike extremely.
Statistical Analysis
The Minitab 15 (Minitab Inc. USA) program was
used to search for significant differences between
mean values of different results. Differences
between means were analyzed by one-way
analysis of variance (ANOVA). The results are
presented as mean ± SE.
RESULTS AND DISCUSSION
Proximate Composition
The moisture, protein, fat, ash and carbohydrate
contents and calorie values of the raw whiting
roes and the canned-smoked whiting roe pate
are given in Table 1.
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N. Kaba, B. Çorapcı, K. Eryaşar, H. N. Karabek
Table 1. Proximate analysis of raw and canned-smoked whiting roe n=3.
Sample
Moisture (%)
Protein (%)
Lipid (%)
Ash (%)
Carbohydrate (%)
Energy (kcal/100 g)
Raw
80.88±0.12a
11.70±0.11a
4.50±0.00a
1.09±0.00a
1.82±0.00a
94.62±0.48a
Canned-smoked
61.34±1.07
b
8.64±0.29
b
b
12.52±0.39
1.12±0.02
a
b
16.37±0.99
212.74±6.33b
Values are shown as mean ± standard error of triplicates.
a, b.... (p): The difference between the groups with different letters is important (P<0.05).
Roe has high nutritional value, and its chemical
composition varies depending on fish species
and processing techniques (19). According to the
findings; the moisture, protein, fat, ash,
carbohydrate contents and calorie value of the
raw roe were 80.88±0.12%, 11.70±0.11%,
4.50±0.00%, 1.09±0.00%, 1.82±0.00% and
94.62±0.48 kcal, respectively. For the cannedsmoked roe pate, these values were 61.34±1.07%,
8.64±0.29%,
12.52±0.39%,
1.12±0.02%,
16.37±0.99% and 212.74±6.33 kcal, respectively.
The moisture amount of the roes varies according
to fish species and processing techniques (20). In
this study, the moisture content of the raw roe
was determined as 80.88%. It decreased resulted
from vaporization that was occurred during the
smoking and sterilization processes. Additionally,
salt concentration (25%) in the solution was
effective on the decrease in the moisture content.
As a result, the mean moisture content of the
canned-smoked roe pate was found as 61.34%.
The moisture contents in the raw roe and
canned-smoked roe pate were statistically significant
(P<0.05). Sengor et al. (21) reported that moisture
values of raw and smoked sturgeon roe were
75.42% and 68.40%, respectively. In another study,
Inanli et al. (19) stated that moisture content of
raw rainbow trout roe was 61.16%. Moisture
values of various fish roes in results of previous
studies (8, 22, 23) are in accordance with our study.
In the present study, the protein content of raw
roe decreased after sterilization process (P<0.05).
It was thought that, this decrease resulted from
high lipid content in the roe pate because of
added oil to the canned-smoked roe pate before
sterilization. The protein content in the roe in
this study was similar to the protein content of
sea urchin roe (12.03%) reported by Mol et al. (24).
A number of studies on proximate composition
of roe from different fish species were made. In
comparison to literature data, it was observed
that protein value of the raw whiting roe was
lower than trout (23), salmon (23), flathead mullet
(25) and some sturgeon species (21, 23, 26).
262
Fish roes have high concentrations of fat and
protein (27). In our study, the fat content of the
raw roe was 4.50%. There was an increase in the
canned-smoked roe pate and it was observed as
12.52% (P<0.05). It was supposed that increase
in the fat content resulted from filling of the glass
jars with sunflower oil. Bledsoe et al. (27) reported
that the fat contents of whitefish, hake and whiting
roes were 6.6-9.8%, 5-8% and 9%, respectively.
The fat amount in rainbow trout roes was
determined as 11.70% by Inanli et al. (19). In
another study, the fat content of salmon roe was
stated as 10.9-19.4%, averagely (26). The fat value
of the raw whiting roe was found lower than
results of several studies such as on flathead mullet
(25), sturgeon (21) and codfish (8). Similarly, our
protein values were lower than the results of other
studies. Whiting is one of lean fish species, so
low fat contents in our study may be expressed
with low fat content of the whiting.
In our study, the mean ash content of the raw
roe and canned-smoked roe pate was detected
as 1.09% and 1.12%, respectively. No significant
difference was observed between the ash values
(P<0.05). Generally, ash values of different roe
species were stated between 2.01% and 2.21% in
the other studies (19, 20, 28). It was thought that
boiling of the roes before immersing them into
salty solution limited salt absorption.
The carbohydrate value (1.82%) of the raw roe
increased to 16.37% in the canned-smoked roe. It
was seen that addition of bread crumbs into the
roe pate increased the carbohydrate value.
Similarly it was observed that the calorie value
was affected from this increase and so the calorie
value of the raw roe (94.62 kcal) increased to
212.74 kcal in the canned-smoked roe. There
was statistically significant difference between
the carbohydrate and calorie values of the raw
and canned-smoked roes (P<0.05).
Chemical Analysis
The TVB-N values of the raw roes, smoked roes
and the canned- smoked roe pate are presented
Sensory, Chemical and Microbiological...
in Table 2. A significant difference was found
among groups in terms of the TVB-N values in
our study (P<0.05). Long (29) reported that
acceptability limit value of freshwater fish was
32-34 mg/100 g. Alperden et al. (30) stated that
the limit value of roe was 32-34 mg/100 g, too.
In the present study, the TVB-N value of the raw
roe was 9.84 mg/100 g. This value decreased to
6.13 mg/100 g after the roe was smoked and
increased to 8.89 mg/100 g in the end product.
All TVB-N values stayed within the acceptability
limit values. It was thought that, increase in the
TVB-N value did not result from the spoilage, but
it was related with released nitrogen compound
after denaturation (catabolism) of protein
molecules with sterilization process. The TVB-N
value of the raw whiting roe is similar to results
of Inanli et al. (19) for salmon roe. Inanli et al.
(20) reported that TVB-N value of raw trout roe
was 6.90 mg/100 g. Ozpolat (28) stated that the
TVB-N value of raw trout roe was 6.19 mg/100 g
and it was 6.54 mg/100 g at day 0. Sengor et al. (21)
reported that TVB-N values of raw and smoked
sturgeon roes were 21.27 mg/100 g and 22.89
mg/100 g, respectively. These values were quite
higher than the TVB-N values obtained in our
study. The differences between the findings of
researchers could be attributed to different fish
species and application of different processes.
According to researchers, the TBA count must be
less than 3 mg MA/kg in very good material and
should not be more than 5 mg MA/kg in good
material. The limit for consumption is between
7-8 mg MA/kg (31). The TBA values of the raw
roes, smoked roes and the canned- smoked roe
pate are presented in Table 2. The TBA value of
the raw roe was determined as 0.36 mg MA/kg.
The TBA value increased in the smoked roe
(1.28 mg MA/kg) and decreased in the end
product (0.58 mg MA/kg). As a reason for this
situation, it might be said that sterilization process
(conservation) decreased the microbial load,
therefore the TBA amount showed a decrease in
the end product and the reason is the fact that
microorganisms take part in oxidation of
the lipids (32). In the present study, there was a
significant difference among groups in terms of
the TBA values (P<0.05). In previous studies made
on flathead mullet (33) and trout (9) roes, TBA
values were found low similar to our study. Gunlu
(34) stated that increase in TBA after smoking
process resulted from application of salting. Most
probably, the increase in our TBA value that was
observed for the smoked roe was related with
the same reason. The decrease in our TBA value
of the end product might be resulted from used
additives or application of sterilization process.
The pH value should be between 6.00–6.50 for
fresh fish and the upper acceptability limit is
6.80–7.00 (35). pH values of the raw roes, smoked
roes and the canned- smoked roe pate are
presented in Table 2. The pH value decreased in
all phases of process. In a study, it was stated
that pH value of smoked sturgeon roe decreased
in comparison to raw samples (21). In our study,
a significant difference was found among groups
in terms of the pH values (P<0.05). pH values of
fresh flathead grey mullet roe and dried roe were
determined as 5.79 and 5.86 by Celik et al. (33),
respectively. pH value of trout roe was reported
as 7.77 (26). In another study made by Inanli et
al. (9), pH values of trout roes salted at 4 and 8%
were stated as 6.24 and 6.2, respectively (at day 0).
These results are similar to our findings. Effects
of smoking and sterilization processes might be
shown as a reason for the decrease in the pH
value.
Microbiological Analysis
Microbiological analysis results of the raw roes,
smoked roes and the canned- smoked roe pate
are given in Table 3. All microbiological analyses
were carried out on the raw, smoked and
canned-smoked samples. There was a significant
difference among the groups (P<0.05).
Table 2. TVB-N, TBA, pH values of raw, smoked and canned-smoked whiting roes n=3.
Value
TVB-N (mg/100g)
TBA (mg MDA/kg)
pH
Raw
Smoked
9.84±0.35b
6.13±0.57a
8.89±0.69b
a
1.28±0.27
b
0.58±0.00a
5.16±0.00
b
4.98±0.00a
0.36±0.03
6.55±0.03
c
Canned-smoked
Values are shown as mean ± standard error of triplicates.
a, b.... (o): The difference between the groups with different letters is important (P<0.05).
263
N. Kaba, B. Çorapcı, K. Eryaşar, H. N. Karabek
Table 3. Microbiological analysis results of raw, smoked and canned-smoked whiting roes (log cfu/g) n=3.
Sample
TMAB
TPAB
TYM
TCB
Raw
4.61±0.00c
3.50±0.01c
4.10±0.09b
3.33±0.19c
Smoked
4.28±0.02b
2.85±0.1b
3.79±0.16b
1.14±0.41b
N.D
N.D
N.D
N.D
Canned-smoked
Values are shown as mean ± standard error of triplicates.
a, b.... (p): The difference between the groups with different letters is important (P<0.05).
When the roe is obtained in aseptic conditions, it
is sterilized microbiologically. But commercially
prepared roes are contaminated with different
microorganisms in a short time. So, their sterility
is affected (36). In our study, total mesophilic
aerobic bacteria and psychrophilic aerobic bacteria counts of the raw roe were found as 4.61 and
3.50 log cfu/g, respectively. They decreased to
4.28 and 2.85 log cfu/g in the smoked roe,
respectively. In the raw and smoked roes,
respectively; total yeast-mold and coliform bacteria
counts were determined as 4.10-3.33 log cfu/g
and 3.79-1.14 log cfu/g. No microbial growth
was observed in any of the end products.
Inanli et al. (20) determined that total mesophilic
aerobic bacteria, psychrophilic aerobic bacteria
and yeast-mold counts of raw rainbow trout roes
were 4.74, 4.23 and 4.20 log cfu/g, respectively.
These values are very similar to our findings.
Counts of total mesophilic aerobic bacteria,
yeast-mold and coliform in raw salmon trout roe
was stated as 2.05, 0.97 and <0.48 log cfu/g by
Patir et al. (37), respectively. The result in the
study and the findings in our research are not
similar. This difference may depend on different
raw material and application of different processes.
Karakas et al. (8) determined that total mesophilic
aerobic bacteria counts of raw roe and salted roe
were 7.88 and 3.18 log cfu/g, respectively. It was
explained that, total mesophilic aerobic bacteria
should be 7x104-7x106 cfu/g according to the
APHA (38).
Sensory Evaluation
Sensory evaluation of the raw roes, smoked roes
and the canned- smoked roe pate are presented
in Table 4. When appearance, odor and color
points of the raw roe determined as 10±0.00 by
the panelists, texture points stayed as 9.6±0.50,
averagely. There was no flavor evaluation for the
raw roe. According to sensory results, it was
observed that the smoked roe was evaluated
with higher points in terms of appearance, odor
and color than the canned-smoked roe pate.
It was tested that, there was no crumbling in
texture after smoking and it had stiff structure
which did not crumble when pressed with fork
and it could also be ripped. As a result of the
sensory evaluation of canned-smoked roe pate
which was prepared by adding bread crumbs, it
was seen that the color of it was light brown and
it had an attractive smell and taste. Statistically,
the smoked roe was significantly different
(P<0.05) than the canned-smoked roe pate in
terms of appearance, odor and color.
CONCLUSIONS
Besides the white and delicious flesh of whiting,
its roe is also relished by consumers. Generally,
it is consumed in fried form. In the present study,
chemical, microbiological and sensory quality
characteristics in the raw roes, smoked roes and
the canned- smoked roe pate were evaluated.
The TVB-N and TBA values stayed within the
acceptabiliy limit values. It was determined that
the pH value increased with the smoking and
sterilization processes. Besides, the total mesophilic
aerobic bacteria, psychrophilic bacteria, yeast-mold
and coliform bacteria counts of the raw whiting
roe decreased with the effect of smoke. No
growth was seen in microbiological analysis that
was made at the end of the sterilization process.
Table 4. Sensory analysis results of raw, smoked and canned-smoked whiting roes n=3.
Appearance
Odor
Color
Texture
Raw
10±0.00b
10.00±0.00b
10.00±0.00b
9.6±0.5a
*
Smoked
9.6±0.33b
9.3±0.00b
10.00±0.00b
9±0.08a
9.7±0.25a
Canned-smoked
8.6±0.5a
8.1±0.6a
8±0.5a
9.5±0.08a
9.7±0.25a
Values are shown as mean ± standard error of triplicates.
a, b.... (p): The difference between the groups with different letters is important (P<0.05).
264
Flavor
Sensory, Chemical and Microbiological...
The product is relished by the panelists in
sensory analysis. As a conclusion; it may be said
that immersing into the salty solution, boiling,
smoking, canning and using additives contributed
to the development of the product. The next step
of this study can be doing extra research on related
issues such as determination of its shelf life. These
types of products may be varied by seafood
processing sector.
REFERENCES
1. TUIK 2010. Turkish Statistical Institute. Fisheries
Statistics. No: 122.
2. Samsun S, Erdem E, Samsun N. 2006. The
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