MID-LI TTORAL DISTRIB UTION OF MYTILUS GALLOP ROVINCIALIS IN T HESSALONIKI BAY .

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MAIN CHARACTERISTICS OF THE BIODIVERSITY OF THE MACROFAUNA IN N. MICHANIONA BAY OF THERMAIKOS GULF MID-LITTORAL DISTRIBUTION OF MYTILUS GALLOPROVINCIALIS IN THESSALONIKI BAY. The team Jens Henrik Ringsbo Mattias von Schantz Harald Kellner Birgit Nehrwein Eva Mourgi Fotis Sgouridis George Anasontzis

description

MAIN CHARACTER ISTICS OF THE BIODIVERSITY OF THE MACROF AUNA IN N. MICH ANIONA BAY OF THERMAIKOS GULF. MID-LI TTORAL DISTRIB UTION OF MYTILUS GALLOP ROVINCIALIS IN T HESSALONIKI BAY. The team Jens Henrik Ringsbo Mattias von Schantz Harald Kellner Birgit Nehrwein Eva Mourgi - PowerPoint PPT Presentation

Transcript of MID-LI TTORAL DISTRIB UTION OF MYTILUS GALLOP ROVINCIALIS IN T HESSALONIKI BAY .

Page 1: MID-LI TTORAL DISTRIB UTION OF  MYTILUS GALLOP ROVINCIALIS IN T HESSALONIKI BAY .

MAIN CHARACTERISTICS OF THE BIODIVERSITY OF THE MACROFAUNA IN N. MICHANIONA BAY OF

THERMAIKOS GULF

MID-LITTORAL DISTRIBUTION OF MYTILUS GALLOPROVINCIALIS IN THESSALONIKI BAY.

The team• Jens Henrik Ringsbo•Mattias von Schantz•Harald Kellner•Birgit Nehrwein•Eva Mourgi•Fotis Sgouridis•George Anasontzis

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Introduction The main aim of the present study is to determine the diversity of the macro fauna in the N. Michaniona Bay and the factors that affect the biotope. In order to examine how a community can be established in an environment constructed by man and how biological and physical factors interact to define the identity of the community, several samples from different stations of the harbour have been taken.

The subject is interesting while the result can be of great importance when decisions are taken to change coastal areas in the eastern Mediterranean into harbours. This is a current subject when more and more of the coasts are changed to correspond to the will of tourists and industries.

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Materials and methods  The sample area is located on the eastern coast of Thermaikos gulf (Nea Michaniona) in the north Aegean Sea.The area was chosen because of the existence of artificial hard substrate and due to the fact that the area is not directly affected by the outlets of the nearest urban region (Thessaloniki 30 km). The harbour is exposed to southern and south-western winds that are present mostly during summertime. The sources of organic pollution are mainly alluvial deposits from the estuarine system of the rivers situated on the north-western part of Thermaikos Gulf. Those deposits are carried by the surface currents to the coasts of N. Michaniona (Anagnostou et al. 1997, Krestenitis et al. 1997).

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The sampling took place on the hard artificial substrate of the docks of the fishing harbour of N. Michaniona. The area is well known for its large fishing fleet and also for different kinds of trawlers that anchor the port. The number of fishing boats using the port is the largest in Greece and has increased during the last years due to the construction of a new dock. All the above induced the change of the physiognomy of the area, as well as the increase of organic loads from intensive fishing activities (Baxevanis,1999). Sampling was carried out in four different stations, two of which were located on the exposed branch of the dock (A and B) while the other two in the inner, less exposed part, across the new harbour (C and D). The distance between A and B stations was about 60m. D was near the mouth of the new dock, next to anchored trawlers, whereas C was at the sheltered corner, as it is shown in figure :

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Community structures

• A and B (outer port) are almost homogenous

• Differences between inner and outer port

• Differences within C and D (inner port). Sample C was taken in a corner.

Jens Henrik Ringsbo

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Samples were taken by free divers, equipped with a quadrate of 0.25 m2 and knives.

During the first two sampling periods (A and B stations), 9 replicates were taken.

The species in every replicate were sorted out separately and identified.

After the identification the species were stored separately in formaline in order to be preserved

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Abiotic FactorsSample Site A, B C, D

Date 30.05.00 01.06.00

Temperature 23.9 22.6

Salinity 36.4 36.6

pH 8.1 8.03

The data shows that the sample sites are almost similar concerning the abiotic factors.As sample sites C and D were inside the harbor there is a difference in current and wave action in comparison to the other sample sites, which are outside the harbor.

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The number of individuals within every species was counted and put in a table.From this table the minimum area could be calculated (See below).

Minimum Surface Area

0

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Square (50x50cm)

Spe

cies

num

ber

A

B

diagram 1

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According to diagram 1 we observed that the blue curve, station A, has a plateau at sample 4. This plateau is probably due to bad sampling and can’t be considered as representative result.Furthermore, the same curve tends to make a second plateauafter the 7th replicate.The pink curve, station B, also shows a plateau, but after the 6th sample.The most probable explanation is that we met a new community during our sampling and new species entered the measurements causing the sudden shift in both curves. The second plateau at station A seems to be at the same level With the plateau at station B. The decision was taken to collect 6 replicates from the sampling stations C and D.The species from stations C and D were sorted out and identified.All the results are summarized in the following table.

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Species\Sample A1 A2 A3 A4 A5 A6 Sum A7 A8 A9 B1 B2 B3 B4 B5 B6 Sum B7 B8 B9Ulva sp. x x x x x x x x x x x x xCodium fragile x x x xCodium tomentosum xEnteromorpha sp. x x xPadina pavonia x x x x xPunctaria latifolia x xColpomenia cinuosa x x x xJania rubens xGracilaria sp.Acetabularia mediterraneaActinia equina 1 1 0Chlamys varia 1 1 2 0Mytilus galloprovincialis 1 2 1 4 1 1 1 0Acanthonyx lunulatus 1 1 1 2 1 1Carcinus mediterranus 0 1 1Clibanarius erythropus 0 1 2 3 1Eriphia verrucosa 0 1 1 1 2 2 2Maja crispata 0 1 0Pachygrapsus marmoratus 1 1 0Xantho poressa 1 1 4 10 2 18 2 5 3 1 4 2 3 1 2 13 6 4 4Sphaeroma serratum 0 0 1Pontonia pinnophylex 1 1 0Balanus sp. 1 3 x 1 5 3 x 3Paracentrotus lividus 2 4 6 1 1 4 1 1 1 3Columbella rustica 0 1 4 4Monodonta sp. 0 1 1Patella caruolea 1 1 1 1 0 1Tubonilla rufa 0 1 0Hermione hystrix 1 1 1 1 2Pilumnus pitellis 0 1 1 2Mercirella enigmatica 1 1 0Spirorbis pagenstecheri x 0 x x 0Eulalia sp. 1 1 x 0 1Pomatoceros sp. 0 x 0Stylochus sp. 0 1 1Ponax trunculus 0 1 1

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Site B

14%

64%

11% 3%

8%

Gastropoda

Crustacea

Echinoidea

Polychaeta

Turbellaria

Site A

14%2%

61%

14%7% 2%

Anthozoa

Bivalvia

Gastropoda

Crustacea

Echinoidea

Polychaeta

Community Structure in different sample sites

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Species\Sample C1 C2 C3 C4 C5 C6 Sum D1 D2 D3 D4 D5 D6 SumUlva sp. x x xCodium fragile x x x xGracilaria sp. x x x x xXantho poressa 1 1 1 1 2 4Balanus sp. x x x x x x x x x x xParacentrotus lividus 2 2Phalusia sp. 1 2 1 4Bryozoa 1 1 2 x x x x x xDiodora graeca 1 1 2 1 1 4Ircinia sp. x x x x x x xClavelina lepadiformis x x x xPolychaeta sp. 1 1 14 7 21Ascidia sp. x x x x x 1 1Aspidosiphon sp. 1 1 1 5 1 2 1 10Bugula sp. x xColonia turnicate sp. 1 1 xBarbatia barbata 1 9 1 11 5 1 2 3 2 13Nereis sp. 1 x 1 2Ostria sp. 1 1Luria lurida 1 1 2Aphroditidae 1 1Pachygrapsus marmoratus 1 1 2Pilumnus sp. 1 1Styella sp. 1 1 2Murex brutalis 1 1 2Bachatia 2 2Hydrozoa xColpomenia sp. xAcetabularia mediterranea x xTuritella communis 2 1 3Chlamys sp. 1 1

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Site C

21%

12%

40%

6%

0%

18%

3%

Crustacea

Ascidiacea

Bivalvia

Polychaeta

Echinoidea

Gastropoda

Holothurioidea

Site D

6% 8%

38%

3%

6% 16%

23%

Crustacea

Ascidiacea

Bivalvia

Polychaeta

Echinoidea

Gastropoda

Holothurioidea

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Feeding habits in site B

23%

9%

68%

Feeding habits in site A

17%

38%

45%

Grazers

Suspensionfeeders

Carnivors

Feeding habits in site C

49%

31%

20%

Feeding habits in site D

33%

60%

7%

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Diversity indices

Three different indices were calculated:1. Shannon-Weaver index, one of the most commonly used

species diversity indices. The diversity index consists a mathematical expression of the degree of participation of the individuals of different species in a specific sampling area in a community.

2. Evenness index represents the relationship between theShannon-Weaver value and the maximum mathematical evenness possible. It expresses the stability of the communities. It measures the distribution of individuals among species.

3. Richness index is the total number of species..

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Calculations of Shannon-Weaver, Evenness index and Richness index

1. Shannon-Weaver: H’= -Σpi·log2 pi

where pi = ni/NΣ = sumni = number of individuals of i1,i2, etcN = total number of individuals

2. Evenness index: J’= H’/ log2 s

where J’= EvennessH’= Shannon-Weaver indexs = total number of species

3. Richness index: The total number of species.

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0

0.5

1

1.5

2

2.5

3

3.5

diversity

station A station B station C station D

stations

Shannon- Weaver Index

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0

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0.8

eveness

stationA

stationB

stationC

stationD

stations

Eveness

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0

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richness

station A station B station C station D

stations

Richness

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DISCUSSION

Concerning the measurements of pH and salinity, presented on the table, there are no differences in the values. The temperature differences can probably be attributed to the different weather conditions. The first day was sunny, while the second was cloudy and it was raining.

The only physical parameter that can differentiate the four stations was currents. The Stations A and B were exposed, while the stations C and D were sheltered.

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On the whole, 176 individuals were counted and classified into taxonomic groups.As it is shown in the tables, it must bepointed out that:

The community observed in A and B is typical for the rocky intertidal zone with Xantho poressa as leading species The dominant algae in A and B is Ulva sp., which is an indicator of pollution, and therefore was expected to be found also in C and D. However, it was almost entirely absent and probably this can be explained by the fact that herbivores (like gastropods) were abundant and have grazed Ulva. Some crustaceans are sensitive to pollution. Considering the stations it is obvious that the number of Crustaceans increases when we go further from the main source of pollution (31 Xantho sp. in A and B, 5 in C and D). In station D Polychaeta is the dominant phylum. They can be considered as indicators of the pollution in the region.

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Diversity indices

In station D diversity (Shannon-Index,H’) and evenness (J’) have the lowest values, which means that in D community there is a small number of dominant species and the community is not stable.

The indices are lower in stations A and B comparing to C, where there is a more homogeneous species composition (highest J’).

The high values for C can be explained by the fact that the site is placed in a sheltered corner , which offers a more stable habitat that provides the ability to survival to many species.

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Feeding behaviour

Regarding to our results about feeding habits we observe high percentage of grazers in station C and D that probably feed on the abundant encrusting algae. The same area is also inhabited by a lotof suspension feeders, that benefit of the high amount of nutrients in the water. In D where more watershed circulation is observed the number of suspension feeders is higher. Many sponges are observed in C and D, but not in A and B, because their larvae need calm waters to settle.

The high amount of carnivores in sample sites A and B can either be explained by seasonality or the fact that the smaller rocks there provide a more suitable habitat and feeding area.

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Conclusion

The different results of the 4 stations can be attributed to the different locations of the samplings. Stations A and B were outside the main harbor, that is why we found similar species. The factorthat probably influenced that regions was the currents.Stations C and D were situated inside the harbor, affected by high nutrient level due to calm water and wastes from the fishing boats, and that’s why we found that special species composition.Particularly, station C was at the corner of the harbor, where therewas no circulation of the water and the conditions were stable.Station D was the nearest station to the main port.

However, the sample sites at Nea Michaniona were only visited one time, so that many of the phenomena observed could be due to seasonality. In addition, sampling took place only once!

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MID-LITTORAL DISTRIBUTION OF MYTILUS GALLOPROVINCIALIS IN THESSALONIKI BAY.

The team• Jens Henrik Ringsbo•Mattias von Schantz•Harald Kellner•Birgit Nehrwein•Eva Mourgi•Fotis Sgouridis•George Anasontzis

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IntroductionThe aim of this study is to see how Mytilus galloprovincialis isdistributed in Thessaloniki bay, and how it is affected by exposure of outlets.Referred to other studies, benthic algae (Fuge et al., 1974; Seeliger et al., 1977), copepods (Zafiropoulos, 1977), tunicates(Papadopoulo, 1977), fishes (Dix, 1975, Greig, 1977) and molluscs(Boyden, 1975; Watling, 1976 b; Pesh, 1977) have all proved suitable for revealing heavy metal pollution.Goldberg (1975) suggests that the Mytilus in particular could be used for a preliminary examination, extended to all seas, ofsuch pollutants as heavy metals, hydrocarbons, DDT, PCBs,and transuranic elements. (Majori, 1998)

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The mussels are considered as one of the most important biological indicators in order to study pollution in marine environment, caused by toxic substances. This is due to the fact that they are organisms that are mostly sedentary and have the ability by filtering huge amounts of sea water to bioaccumulate toxins that are found only in traces in the marine environment (NAS, 1980, Cossa D.,1989).Furthermore Mytilus galloprovincialis communities are found in great abundance in Thermaikos Gulf, either in wild populations or inaquacultures and they are of great commercial importance ( F. Bei, V.A Catsiki & E. Galenou, 1997).

In Greece, the largest cultivated populations of the species are found in Thermaikos Gulf (Macedonia, Northern Greece) (Jones et al. 1994). Despite their great economic significance, our knowledge of the ecology of M. galloprovincialis, regarding population abundance (both in time and space), in the N.Aegean Sea is quite restricted and is based mainly on Kocatas(1978), Topaloglou & Kihara(1993), Jones et al. (1994), Pagou & Chintiroglou (1995) and Le Breton & Chintiroglou(1998).

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While it was not possible, due to lack of technical equipment,to do analysis of heavy metals accumulated in Mytilus galloprovincialis, we relied on the structure and composition of its communities in the collected samples. This was done in accordance to see how the samples resembled toor differed from each other and how those results could be explainedtaking under consideration biological and physical factors.Moreover, we referred our collected data for the area and comparedthose with those of other studies.

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Material and Methods

Samples were collected at four different stations along thecoast of Thermaikos gulf and mainly in the bay of Thessaloniki.The first sampling site was in the area of Calochori (station A). This area can be considered to be rather polluted mainly because of its neighboring industrial area of Thessaloniki and the nutrient-rich water coming with the estuarine system of the rivers Axios, Loudias and Aliakmonas. The chosen sampling site was in a sheltered corner with shallow and calm water. Three samples of the same volume were taken with the aid of a cylinder called Corer ( 20cm diameter) from mid- littoral communities attached on an artificial hard bottom.

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The second sampling site (station B) was in the city of Thessalonikion a dock belonging to a yacht club. This site is certainly influenced by urban waste and runoff from the city. Three samples were taken in the same way from the mid- littoral zone.

The two last locations, Perea and Agia Triada, (stations C and D) were selected because they were the only artificial substrateswith a substancial M.galloprovincialis population established on them, and also because they were the least polluted in the bay area (Koukouras 1979).They were located near to a public beach and the water was relatively clear and shallow. The same method was used and three equal samples were collected from C. However, sampling in station D was different. Only one big sample was collected but also two smaller ones (using another cylinder10 cm diameter). This station was not meant to be studied but it was added because of some difficultiesin the sorting that are described below.

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The samples were then stored in plastic bags containing formalin inorder to be sorted, identified, counted and measured in length andweight in the laboratory.The sorting and counting of the mussels (Mytilus galloprovincialis)was causing some problem, while they contained a lot of juveniles,which were small and numerous.After some discussion within the group the decision was taken to measure a sub sample of the big sample depending on the number ofmussels.To be able to know if this method could be acceptable the station D was added to the study, as mentioned above. The mean length of the mussels in the two small samples was calculated and we found out that it was almost the same with the mean length in the 1/16 of the big sub sample. In this way we verified our method and the procedure continued.

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DETERMINATION OF i

WHAT MEANS i ?

i is the class width, which is needed for the frequency in the following histograms!

• Determination: i = standard deviation / 4

• Determined standard deviation: 6,1

• Resulting Class width: 1,5 mm

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HISTOGRAM SITE A

0

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25

30

35

classes

%

3 distinct age classes, probably March 2000, January 2000 and Autumn 1999.

No adults were observed.

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The length of the mussels was measured in order to calculate the standard deviation and average length to make it possible to put theminto length classes.This is important while the weight could be more easily measured witha smaller representative amount of mussels.The weight was measured from station A and C. The reason why not all four samples were measured was completely because of lack of time.However, those two stations can be considered as representative because A is a polluted area and C a rather clean one.Three age classes could be observed. Five mussels weretaken from the youngest class (settled in March 2000) and five from the oldest class (settled last year). The second class (January 2000) was not measured, because it was not present in the C-sample. Thus, no comparison between the second class of the two stations was possible. All other species found in the cluster of mussels were alsoidentified and used to measure Shannon-Weaver, Evenness indexand Richness index.

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Mytilus IN GENERAL

• Size: normally between 5 and 8 cm, max. 15 cm

• Live in colonies and are attached with strong byssus threads

• Important cleaner of the costal water, one individual can filter ca. 3 l/h

• Feed Plankton

• Found in southern and northern hemisphere

• Rapid growth in Mediterranean Sea (up to 50 mm / in the 1. Year)

• Commercial production (Greece ca. 30000 t/year)

• Important indicator species

Pic.1: Mytilus sp. (www.aldebaran.org /impressionen/miesmuschel.htm)

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Sampling station A B CTemperature o C 24.2 22.4 24.6Salinity %o 19 35.7 35.1pH 8.1 8.02 8.06

Physical factors

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average length

7.17.27.37.47.57.67.77.87.9

D Dsub1 Dsub2

mm average

length

COMPARISON BETWEEN 20CM CYLINDER (D) AND 10CM CYLINDER (Dsub)

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1

10

100

1000

10000

100000

A B C D

number

averagelength[mm]

COMPARISON OF THE SITES IN NUMBER AND LENGTH

The density in site A is lower than in other sites.

Site B, C, and D have a lot of juveniles of the first age class compared with A, visible on the smaller average of length.

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HISTOGRAM SITE A

05

1015

20253035

classes

%

3 distinct age classes, probably March 2000, January 2000 and Autumn 1999.

No adults were observed.

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HISTOGRAM SITE B

05

101520253035

classes

%

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HISTOGRAM SITE C

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classes

%

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HISTOGRAM SITE D

05

10152025303540

classes

%

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RESULTS OF THE DEMOGRAPHIC HISTOGRAMS

Adults were only observed in sample site D.

B, C and D were characterized by high percentages of juvenile mussel of the first age class.

Site A shows distinct age classes compared to the others.

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HYPOTHESIS

Referred to our results, we expect that the main reproduction probably takes place outside the Thessaloniki Bay. The main recruitment of the different sample sites is strongly affected by the current (counter-clockwise) within the Thessaloniki Bay.

Pic.3: Mytilus sp. (www.biology.ucsc.edu/classes/bio161l/Images/Animals/a30myt.html)

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Main current in the Thessaloniki Bay causes differences in the larvae distribution (space and time).

Pic.2 NASA

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Body / Shell Ratio Diagram

y = 1.3355x - 0.0219

y = 1.154x - 0.0786

0

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Linear(C)

Linear(A)

c = 0.93

c = 0.8

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WEIGHT

RESULT

Mytilus at site A have more shell weight than on site C.

The fresh body weight is almost the same on both sites.

Measure of the weight of different size classes (juvenile, 30 mm class).

Pic.4: Mytilus sp. (web.mit.edu/corrina/tpool/cmussel.html)

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0

0.5

1

1.5

2

2.5

A B C D

Sample sites

SHANNON- WEAVER INDEX

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0

2

4

6

8

10

A B C D

Sample sites

RICHNESS

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0

20

40

60

80

100

A B C D

Sample sites

EVENESS [%]

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Discussion

The low salinity at sampling station A is caused by the freshwater runoff from the estuarine system of the rivers Axios, Loudias and Aliakmon.

According to our observations regarding the average number of individuals and the average length of them in the four different stations, station A has the lowest number of individuals but the highest average length. That means that in A we don’t have so many small juveniles as we do in B and C and that increases the average length. This can be explained by the fact that in A the water is shallow and there is intense space competition and predation stress. Probably, natural selection forces the mussels to have a rapid growth.

Ebling et al. (1964) mentioned in their experiment that crabs have selective tendency for the size of mussel, for example Carcinus maenus attacks only the juveniles. Many crabs, of different sizes, crawl about in or around the mussel beds and were observed to break open small mussels. There is no doubt that predation by crabs plays an important in the life of young mussels at any observed station (Hosomi, 1980).

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Due to this crab predation, it could be assumed that the high growth rate of the shell is attributed to an adaptation of the mussels to construct a strong and resistant shell.However, the growth of the flesh is normal. That means that the mussel does not grow faster. It just dedicates more energy in constructing the shell to face the natural stress from the environment.Another effect of predation is the creation of open space for the invasion of new species. This could explains the relatively high richness of the station A.

The main reproductive population of mussels exists in the wider area of Perea (personal comm. With Prof. Chindiroglou). The currents entering the Gulf from the east helps the diffusion of the mussel larvae. Most of them attach on several hard substrates during their transportation. Thus, only some of them reach the west part of Thermaikos Gulf, where Kalochori, Station A, is located.

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The above hypothesis is contributed by the fact that many juveniles are found at the Eastern part of the Gulf. These are getting smaller as further West we go, because of the time they need to travel. In addition, larvae usually settle near the surface of water, where they can easily be predated.

So, at station A, we can observe juveniles from the last three reproduction periods of the source area ( i.e.Perea).

Concluding, we could say that even if we have found larger juveniles in station A, they unfortunately wont have the possibility to grow and reproduce due to the fact that pollution stress them in different ways. The stations B and C have relatively deeper waters that allow the movement of the larger individuals to deeper places of their community so that they can avoid predation and have the chance to reproduce.

Finally the other species found in A are important indicators of a polluted environment.

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REFERENCES

• Baxevanis A., Quantitative and qualitative study on the composition of amphipod fauna of the artificial hard substrate of the port of N.Michaniona (N. Aegean Sea), Thessaloniki 1999.

• Lantzouni M., Composition of the population of amphipods in the Mytilus galloprovincialis communities in Thermaikos gulf, Thessaloniki 1997.

• F. Bei, V.A. Catsiki & E. Galenou, Metal bioaccumulation in M. galloprovincialis of Thermaikos gulf, 1997 .

• Ch. Anagnostou, E. Georgakopoulou- Gregoriadou, A. Zenetos, E. Kamberi, A. Karageorgis, Ch. Kontojannis, K. Pagou, P. Panagiotidis, A. Pancucci, I. Siokou, N. Symboura, I. Chatjanestis & R. Psyllidou- Giuranovits, The state of the marine ecosystem of the bay and the gulf of Thessaloniki- The reaction capacity of the system, 1997.

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• C.C. Chintiroglou, J. Christidis, G. Skoufas, P. Karalis, S. Loukmidou, Ch. Antoniadou & M. Lantzouni, Abundance of M. galloprovincialis (Lammark 1819) in the eastern coast of Thessaloniki Bay (N. Aegean Sea),1998.

• Picture: www. aldebaran.org/impressionen/miesmuschel.htm

• M. Hrs- Brenko, Temperature and salinity requirements for embryonic development of M. galloprovincialis (Lmk 1819), The growth of oyster (Ostrea edulis) and mussel (M. galloprovincialis) in cultured beds in the northern Adriatic Sea,

Center for Marine Research,”Ruder Boskovic” Institute, Zagreb and Rovinj, Croatia, Yugoslavia, 1997.

• L. Majori, G. Nedoclam, G.B. Modonutti and F. Daris, Utilization of Concentrating Organisms (M. galloprovincialis ) for the survey and control of marine pollution, Institute of Hygiene, University of Trieste (Italy), 1998

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• P. Karalis, Structure and function of the macrobenthic assemblages on the artificial hard substrate of the sublittoral zone, in ports with varying degrees of pollution in the Thermaikos gulf, Thessaloniki 1999.

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ACKNOWLEDGEMENTS

To Prof. Chintiroglou for his advice and equippement.

To Prof. Bedulli for his help during the sampling

To Prof. Daguzan for his usefull directions