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Kuzeydoğu Akdeniz'den Elmas Sırtlı Kirpi Balığı Lagocephalus guentheri'nin Boy-Ağırlık İlişkisi

Yıl 2024, Cilt: 9 Sayı: 3, 326 - 333, 30.09.2024
https://doi.org/10.35229/jaes.1477037

Öz

Boy-ağırlık ilişkisi verileri, türlerin populasyonlar ve habitatlar arasında karşılaştırılmasına yardımcı olan önemli temel bilgilerdir. Bu çalışmada, kuzeydoğu Akdeniz'de bulunan İskenderun Körfezi’nden Lagocephalus guentheri'nin boy-ağırlık ilişkileri ve kondisyon faktörleri hakkında ayrıntılı bilgiler sunuyoruz. Toplam 408 örnek (262 Dişi, 146 Erkek), Aralık 2022 ile Aralık 2023 tarihleri arasında İskenderun Körfezi'nden yerel balıkçılar tarafından ticari trol tekneleriyle toplanmıştır. Toplam boy aralığı dişiler ve erkekler için sırasıyla 11.0-36.9 cm ve 11.2-36.7 cm’dir. Dişilerin ve erkeklerin toplam ağırlıkları sırasıyla 20.30-1080.50 g ve 20.50-1012.36 g arasında değişmektedir. L. guentheri'nin boy-ağırlık ilişkisi dişiler için W = 0,0098 × L3.2145 (R2 = 0.9960), erkekler için W = 0.009 × L3.2399 (R2 = 0.9963) ve her iki cinsiyet için W = 0.0095 × L3.2243 (R2 = 0.9962) olarak hesaplanmıştır. Fulton'un kondisyon faktörü dişiler için 1.2384, erkekler için 1.2504 ve her iki cinsiyet için 1.2335 olarak gözlemlenmiştir. Bu çalışma, tür tanımlamasının düzeltilmesinden sonra L. guentheri için boy-ağırlık ilişkileri ve kondisyon faktörleri üzerine en yeni referanstır. Akdeniz ekosisteminde ekolojik dengenin yeniden sağlanması için yapılacak çalışmalara ışık tutması açısından balon balığı türlerinin popülasyon parametrelerinin belirlenmesi oldukça önemlidir. Bu çalışma, Akdeniz'deki balıkçılık bilimcileri ve yöneticileri için faydalı olacak temel bilgileri sağlayacaktır.

Kaynakça

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  • Alagöz-Ergüden, S.A., Ayas, D. & Ergüden, D. (2020). The length-weight relationship and condition factor of yellowspotted puffer Torquigener flavimaculosus Hardy & Randall, 1983 in the Eastern Mediterranean (Yumurtalık Bight, Turkey). Marine Science and Technology Bulletin, 9(2), 87-91. DOI: 10.33714/masteb.700374
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  • Aydın, M., Erkan, S. & Dal, İ. (2017). Length-weight relationships of the 3 Tetraodontidae (Lagocephalus sceleratus, Lagocephalus spadiceus, Lagocephalus suezensis) in the Antalya Bay. Turkish Journal of Maritime and Marine Sciences, 3(2), 67-74.
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  • Bașusta, A., Bașusta, N., Özer, E.I., Girgin, H. & Aslan, E. (2013b). Some population parameters of the Lessepsian Suez puffer (Lagocephalus suezensis) from Iskenderun Bay, northeastern Mediterranean, Turkey. Pakistan Journal of Zoology, 45(6), 1779-1782.
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  • Bilge, G., Filiz, H. & Yapici, S. (2017). Length-weight relationships of four lessepsian puffer fish species from Muğla Coasts of Turkey. Natural and Engineering Sciences, 2(3), 36-40. DOI: 10.28978/nesciences.369527
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Length-Weight Relationship of Diamondback puffer Lagocephalus guentheri from the northeastern Mediterranean Sea

Yıl 2024, Cilt: 9 Sayı: 3, 326 - 333, 30.09.2024
https://doi.org/10.35229/jaes.1477037

Öz

The length-weight relationship data is important basic information that helps to compare species between populations and habitats. In this study, we provide detailed information on the length-weight relationships and condition factors of Lagocephalus guentheri from the Iskenderun Bay, northeastern Mediterranean Sea. A total of 408 (262 Female, 146 Male) specimens were collected on commercial trawlers by local fishermen caught between December 2022 to December 2023 from Iskenderun Bay. The total length range was 11.0-36.9 cm and 11.2-36.7 cm for females and males, respectively. The total weight values of females and males ranged from 20.30-1080.50 g and 20.50-1012.36 g, respectively. The length-weight relationship of L. guentheri was calculated as W = 0.0098 × L3.2145 (R2 = 0.9960) for females, W = 0.009 × L3.2399 (R2 = 0.9963) for males, and W = 0.0095 × L3.2243 (R2 = 0.9962) both sexes. The Fulton’s condition factor was observed as 1.2384 for females, 1.2504 for males, and 1.2335 for both sexes. This study is the most recent reference on length-weight relationships and condition factors for L. guentheri after correction of species identification. It is very important to determine the population parameters of pufferfish species to shed light on the studies to be carried out to restore the ecological balance in the Mediterranean ecosystem. This study will provide basic information that will be useful for fisheries scientists and managers in the Mediterranean Sea.

Kaynakça

  • Akyol, O. & Aydın, İ. (2016). A new record of Lagocephalus guentheri (Tetraodontiformes: Tetraodontidae) from the north-eastern Aegean Sea. Zoology in the Middle East, 62(3), 271-273. DOI: 10.1080/09397140.2016.1226244
  • Alagöz-Ergüden, S.A., Ayas, D. & Ergüden, D. (2020). The length-weight relationship and condition factor of yellowspotted puffer Torquigener flavimaculosus Hardy & Randall, 1983 in the Eastern Mediterranean (Yumurtalık Bight, Turkey). Marine Science and Technology Bulletin, 9(2), 87-91. DOI: 10.33714/masteb.700374
  • Anderson, R.O., Gutreuter, S.J., Nielsen, L. & Johnson, D. (1983). Fisheries techniques. American Fisheries Society, Bethesda Maryland. Brown, 337p.
  • Ayas, D., Gürlek, M., Çiftçi, N., Doğdu, S.A., Akbora, H.D., Moez, S. & Turan, C. (2019). Length- weight relationships of pufferfısh species (Tetraodontidae Bonaparte, 1832) from Mersin Bay, Northeastern Mediterranean Sea. Next Generation Biometry Workshop and Course, 04- 06 October 2019, Iskenderun-Hatay, Türkiye, 18- 25.
  • Aydın, M. (2011). Growth, reproduction and diet of pufferfish (Lagocephalus sceleratus Gmelin, 1789) from Turkey's Mediterranean Sea coast. Turkish Journal of Fisheries and Aquatic Sciences, 11(4), 569-576. DOI: 10.4194/1303- 2712-v11_4_10
  • Aydın, M., Erkan, S. & Dal, İ. (2017). Length-weight relationships of the 3 Tetraodontidae (Lagocephalus sceleratus, Lagocephalus spadiceus, Lagocephalus suezensis) in the Antalya Bay. Turkish Journal of Maritime and Marine Sciences, 3(2), 67-74.
  • Başusta, A., Başusta, N. & Özer, E.I. (2013a). Length- weight relationship of two puffer fishes, Lagocephalus sceleratus and Lagocephalus spadiceus, from Iskenderun Bay, northeastern Mediterranean, Turkey. Pakistan Journal of Zoology, 45(4), 1047-1051.
  • Bașusta, A., Bașusta, N., Özer, E.I., Girgin, H. & Aslan, E. (2013b). Some population parameters of the Lessepsian Suez puffer (Lagocephalus suezensis) from Iskenderun Bay, northeastern Mediterranean, Turkey. Pakistan Journal of Zoology, 45(6), 1779-1782.
  • Bilecenoğlu, M. & Baki Yokeş, M. (2022). Torquigener flavimaculosus Hardy & Randall, 1983 (Actinopteri: Tetraodontidae), a junior synonym of Torquigener hypselogeneion (Bleeker, 1852) based on molecular and morphological data. Zoology in the Middle East, 68(4), 309-319. DOI: 10.1080/09397140.2022.2121082
  • Bilge, G., Filiz, H. & Yapici, S. (2017). Length-weight relationships of four lessepsian puffer fish species from Muğla Coasts of Turkey. Natural and Engineering Sciences, 2(3), 36-40. DOI: 10.28978/nesciences.369527
  • Çinar, M.E., Arianoutsou, M., Zenetos, A. & Golani, D. (2014). Impacts of invasive alien marine species on ecosystem services and biodiversity: a pan- European review. Aquatic Invasions, 9(4), 391- 423. DOI: 10.3391/ai.2014.9.4.01
  • Çinar, M.E., Bilecenoğlu, M., Yokeş, M.B., Öztürk, B., Taşkin, E., Bakir, K. & Açik, Ş. (2021). Current status (as of end of 2020) of marine alien species in Turkey. PLoS One, 16(5), e0251086. DO: 10.1371/journal.pone.0251086
  • Doğdu, S.A. & Turan, C. (2021a). Authentication and traceability of pufferfish species using DNA sequencing. Pakistan Journal of Marine Sciences, 30(1), 1-11.
  • Doğdu, S.A. & Turan, C. (2021b). Genetic and morphological impact of the cultured gilthead sea bream (Sparus aurata Linnaeus, 1758) populations on wild stocks. Egyptian Journal of Aquatic Biology and Fisheries, 25(4), 499-511. DOI: 10.21608/ejabf.2021.191035
  • Doğdu, S.A. & Turan, C. (2024). Biological and growth parameters of Plotosus lineatus in the Mediterranean Sea. PeerJ, 12, e16945. DOI: 10.7717/peerj.16945
  • Doğdu, S.A., Çiftçi, N., Ayas, D. & Turan, C. (2021a). Potential Usage of Pufferfish Dentin as a Metal Accumulation Indicator. Journal of Water Chemistry and Technology, 43, 269-275. DOI: 10.3103/S1063455X21030061
  • Doğdu, S.A., Turan, C., Depci, T. & Ayas, D. (2021b). Natural hydroxyapatite obtained from pufferfish teeth for potential dental application. Journal of Ceramic Processing Research, 22(3), 356-361. DOI: 10.36410/jcpr.2021.22.3.356
  • Doğdu, S.A., Turan, C., Depci, T., Bahceci, E., Sangun, K. & Ayas, D. (2024). Hydroxyapatite production and characterization from four pufferfish species teeth. Journal of Ceramic Processıng Research, 25(1), 85-91. DOI: 10.36410/jcpr.2024.25.1.85
  • Ergüden, D. & Doğdu, S. A. (2020). Age, growth and mortality estimates of Sillago suezensis from Iskenderun Bay, northeastern Mediterranean Sea. Cahiers de Biologie Marine, 61, 81-90.
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  • Ergüden, D., Erguden, S.A. & Gurlek, M. (2015). Length–weight relationships for six fish species in Iskenderun Bay (Eastern Mediterranean Sea coast of Turkey). Journal of Applied İchthyology, 31(6), 1148-1149. DOI: 10.1111/jai.12839
  • Ergüden, D., Kabaklı, F., Uyan, A., Doğdu, S.A., Karan, S., Gurlek, M. & Turan, C. (2017). New record of diamondback puffer Lagocephalus guentheri Miranda Ribeiro, 1915 from the North- eastern Mediterranean, Turkey. Natural and Engineering Sciences, 2(3), 67-73. DOI: 10.28978/nesciences.369554
  • Ergüden, D., Doğdu, S.A. & Turan, C. (2023). The length-weight relationship and condition factor of the red cornetfish, Fistularia petimba Lacepède, 1803 in the Southeastern Mediterranean coast of Türkiye (İskenderun Bay). Turkish Journal of Bioscience and Collections, 7(2), 91-98.
  • Ersönmez, H. (2019). Population parameters and feeding properties of some puffer fish in Finike Bay (Antalya). Çukurova University Institute of Natural and Applied Sciences. Adana, Türkiye, 135p.
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  • Farrag, M., El-Haweet, A.A. & Moustafa, M.A. (2016). Occurrence of puffer fishes (Tetraodontidae) in the eastern Mediterranean, Egyptian coast-filling in the gap. BioInvasions Record, 5(1), 47-54. DOI: 10.3391/bir.2016.5.1.09
  • Galil, B.S., Marchini, A. & Occhipinti-Ambrogi, A. (2018). East is east and West is west? Management of marine bioinvasions in the Mediterranean Sea. Estuarine, Coastal and Shelf Science, 201, 7-16. DOI: 10.1016/j.ecss.2015.12.021
  • Giusti, A., Guarducci, M., Stern, N., Davidovich, N., Golani, D. & Armani, A. (2019). The importance of distinguishing pufferfish species (Lagocephalus spp.) in the Mediterranean Sea for ensuring public health: Evaluation of the genetic databases reliability in supporting species identification. Fisheries Research, 210, 14-21. DOI: 10.1016/j.fishres.2018.10.003
  • Human, B.A. & Al-Busaidi, H. (2008). Length and weight relationships for 31 species of fishes caught by trawl off the Arabian Sea coast of Oman. Journal of Agricultural and Marine Sciences, 13, 43-52.
  • Irmak, E. (2012). Lessepsian puffer fishes on the Turkish coasts and their feedıng properties. Çanakkale Onsekiz Mart University, Animal Science Dissertation, Çanakkale-Türkiye, 104p.
  • Karachle, P.K. & Stergiou, K.I. (2008). Length-length and length-weight relationships of several fish species from the North Aegean Sea (Greece). Journal of Biological Research-Thessaloniki, 10, 149-157.
  • Karataş, A., Filiz, H., Erciyas-Yavuz, K., Özeren, S.C. & Tok, C. V. (2021). The vertebrate biodiversity of Turkey. In: Öztürk, M., Altay, V., & Efe, R. (Ed), Biodiversity, Conservation and Sustainability in Asia: Volume 1: Prospects and Challenges in West Asia and Caucasus., 175- 274p, Springer International Publishing.
  • Koç, H.T. & Erdoğan, Z. (2020). Some biological parameters of silverstripe blaasop Lagocephalus sceleratus (Gmelin, 1789) from the Mersin Bay, the Eastern Mediterranean of Turkey. Acta Biologica Turcica, 33(4), 180-192.
  • Kosker, A.R., Özogul, F., Ayas, D., Durmus, M., Ucar, Y., Regenstein, J.M. & Özogul, Y. (2019). Tetrodotoxin levels of three pufferfish species (Lagocephalus sp.) caught in the North-Eastern Mediterranean sea. Chemosphere, 219, 95-99. DOI: 0.1016/j.chemosphere.2018.12.010
  • Langeneck, J., Bakıu, R., Chaları, N., Chatzıgeorgıou, G., Crocetta, F. & Zenetos, A. (2023). New records of introduced species in the Mediterranean Sea (November 2023). Mediterranean Marine Science, 24(3), 610-632. DOI: 10.12681/mms.35840
  • Le Cren, E.D. (1951). The length-weight relationship and seasonal cycle in gonad weight and condition in the perch (Perca fluviatilis). The Journal of Animal Ecology, 20(2), 201-219. https://doi.org/10.2307/1540
  • Manaşırlı, M., Mavruk, S., Yeldan, H. & Avşar, D. (2020). Population dynamics of suez pufferfish (Lagocephalus suezensis) in Iskenderun Bay. Turkish Journal of Fisheries and Aquatic Sciences, 20(10), 749-754. DOI: 10.4194/1303- 2712-v20_10_04
  • Mutlu, E., Deval, M. & Olguner, T. (2017). Length- weight relationships of four pufferfish species in Antalya Bay. International Symposium on Pufferfish, 13-14 October 2017, Bodrum-Muğla, Türkiye, 32p.
  • Mutlu, E., Meo, I.D., Miglietta, C. & Deval, M.C. (2023). Ecological Indicative Stressors of Native vs. Non-Native Fish in an Ultra-Oligotrophic Region of the Mediterranean Sea. Sustainability, 15(3), 1-28. DOI: 10.3390/su15032726
  • Ok, M. (2015). Evaluation of the demersal fish assemblages of the northeastern Levant Sea. Middle East Technical University Graduate School of Marıne Sciences, Erdemli-Mersin, Türkiye, 227p.
  • Özbay, T. (2015). Investigating of biological features of pufferfish Lagocephalus sceleratus (Gmelin,1789) distributing in Mersin Bay. Balıkesir University Instıtute of Science Biology, Balıkesir, Türkiye, 84p.
  • Padmavathi, P., Sujatha, K. & Deepti, V.A. (2017). Studies on length groups and length-weight relationship of puffer fishes (Pisces: Tetraodontidae) in the catches off Visakhapatnam, India. Indian Journal of Geo- Marine Sciences, 46(5), 972-981.
  • Ricker, W. E. (1975). Computation and interpretation of biological statistics of fish populations. Fisheries Research Board of Canada, 191, 1-382.
  • Sangun, L., Akamca, E. & Akar, M. (2007). Weight- length relationships for 39 fish species from the north-eastern Mediterranean coast of Turkey. Turkish Journal of Fisheries and Aquatic Sciences, 7(1), 37-40.
  • Sparre, P. & Venema, S.C. (1998). Introduction to tropical fish stock assessment. Pt. 1: Manual.-Pt. 2: Exercises. FAO, Rome, Italy.
  • Taheri Mirghaed, A., Ghodrati Shojaei, M., Taghavi Motlagh, S. A., Mashhadi Farahani, M., & Weight, M. (2021). Length-weight and length- length relationships of eight fish species from Hara Biosphere Reserve; a mangrove swamp in the Persian Gulf. Iranian Journal of Fisheries Sciences, 20(1), 292-297.
  • Taşkavak, E. & Bilecenoglu, M. (2001). Length–weight relationships for 18 Lessepsian (Red Sea) immigrant fish species from the eastern Mediterranean coast of Turkey. Journal of the Marine Biological Association of the United Kingdom, 81(5), 895-896. DOI: 10.1017/S0025315401004805
  • Turan, C. & Doğdu, S.A. (2022). Preliminary Assessment of Invasive Lionfish Pterois miles Using Underwater Visual Census Method in the Northeastern Mediterranean. Croatian Journal of Fisheries: Ribarstvo, 80(1), 38-46. DOI: 10.2478cjf-2022-0005
  • Turan, C., Ergüden, D. & Gürlek, M. (2016). Climate change and biodiversity effects in Turkish Seas. Natural and Engineering Sciences, 1(2), 15-24. DOI: 10.28978/nesciences.286240
  • Turan, C., Gürlek, M., Ergüden, D., Uyan, A., Karan, S., & Doğdu, S.A. (2017). Assessing DNA barcodes for identification of pufferfish species (Tetraodontidae) in Turkish marine waters. Natural and Engineering Sciences, 2(3), 55-66. DOI: 10.28978/nesciences.369538
  • Turan, C., Gürlek, M., Başusta, N., Uyan, A., Doğdu, S. A. & Karan, S. (2018). A checklist of the non- indigenous fishes in Turkish marine waters. Natural and Engineering Sciences, 3(3), 333-358. DOI: 10.28978/nesciences.468995
  • Turan, C., Ergenler, A., Doğdu, S.A. & Turan, F. (2021). Age and growth of Red Sea goatfish, Parupeneus forsskali from Iskenderun Bay, Northeastern Mediterranean Sea. Journal of Ichthyology, 61, 758-763. DOI: 10.1134/S0032945221050155
  • Turan, C., Ayas, D., Doğdu, S.A. & Ergenler, A. (2022). Extension of the striped eel catfish Plotosus lineatus (Thunberg, 1787) from the eastern Mediterranean coast to the Mersin Bay on the western Mediterranean coast of Turkey. Natural and Engineering Sciences, 7(3), 240-247. DOI: 10.28978/nesciences.1183740
  • Turan, C., Uyan, A., Atalay, M.A., Dogdu, S.A., Ayas, D., Erguden, D. & Gurlek, M. (2023). Genetic Differentiation of Round Sardinella Sardinella aurita (Clupeidae) Populations from the Northeastern Mediterranean. Journal of Ichthyology, 63(5), 962-968. DOI: 10.1134/S0032945223050119
  • Türker, D., Zengin, K. & Bal, H. (2020). Length-weight relationships of 11 lessepsian immigrant fish species caught from Mediterranean coast of Turkey (Antalya Bay). Acta Aquatica Turcica, 16(2), 301-304. DOI: 10.22392/actaquatr.670648
  • Tüzün, S. (2012). Growth characteristics of silver stripe blaasop, (Lagocephalus sceleratus Gmelin, 1789) in Antalya Bay. University of Aydın Department of Biology, Aydın, Türkiye, 44p.
  • Ulman, A., Akbora, H., Çanak, Ö., Chu, E., Çiçek, B., Ersönmez, H., ... & Pauly, D. (2023). A biological and ecological study of the invasive pufferfish Torquigener hypselogeneion (Bleeker 1852)[conspecific Torquigener flavimaculosus Hardy & Randall, 1983] in the Eastern Mediterranean. Aquatic Invasions, 18(1), 59-81. DOI: 10.3391/ai.2023.18.1.103438
  • Ulman, A., Yildiz, T., Demirel, N., Canak, O., Yemişken, E., & Pauly, D. (2021). The biology and ecology of the invasive silver-cheeked toadfish (Lagocephalus sceleratus), with emphasis on the Eastern Mediterranean. NeoBiota, 68, 145-175. https://doi.org/10.3897/neobiota.68.71767
  • Uyan, A., Turan, C., Doğdu, S. A., Gürlek, M., Yağlıoğlu, D., & Sönmez, B. (2024). Genetic and some bio-ecological characteristics of lessepsian lizardfish Saurida lessepsianus from the northeastern Mediterranean Sea. Tethys Environmental Sciences, 1(1), 1-16. DOI: 10.5281/zenodo.10878150
  • Vella, A., Vella, N., Karakulak, F.S. & Oray, I. (2017). DNA barcoding of Tetraodontidae species from the Mediterranean Sea: Filling knowledge gaps for improved taxonomic accuracy. Genetics of Aquatic Organisms, 1(2), 61-69. DOI: 10.4194/2459-1831-v1_2_05
  • Yalnız, Ş.Ç., Turan, F. & Doğdu, S.A. (2017). Maturation and gonad development of yellowspotted puffer Torquigener flavimaculosus (Osteichthyes: Tetraodontidae) from Iskenderun Bay, North-eastern Mediterranean. Natural and Engineering Sciences, 2(3), 1-11. DOI: 10.28978/nesciences.368991
  • Yapici, S., Karachle, P.K. & Filiz, H. (2015). First length–weight relationships of 11 fish species in the Aegean Sea. Journal of Applied Ichthyology, 31(2), 398-402. DOI: 10.1111/jai.12459
  • Yıldırım, U.G. (2011) Determination of some biologıcal features of silverstripe blaasop Lagocephalus sceleratus (Gmelın1789) in the Mediterranean Sea. University of Süleyman Demirel Institute of Science and Technology, Isparta, Türkiye, 45p.
  • Zare, A., Romer, P.S., Nguyen, T., Keutsch, F.N., Skog, K. & Cohen, R.C. (2018). A comprehensive organic nitrate chemistry: insights into the lifetime of atmospheric organic nitrates. Atmospheric Chemistry and Physics, 18(20), 15419-15436. DOI: 10.5194/acp-18-15419-2018
  • Zenetos, A., Çinar, M. E., Crocetta, F., Golani, D., Rosso, A., Servello, G., & Verlaque, M. (2017). Uncertainties and validation of alien species catalogues: The Mediterranean as an example. Estuarine, Coastal and Shelf Science, 191, 171- 187. DOI: 10.1016/j.ecss.2017.03.031
  • Zengin, K. & Türker, D. (2020). Growth parameters of the silverstripe blaasop, Lagocephalus sceleratus (Gmelin, 1789) from the Mediterranean Coast of Turkey. Acta Aquatica Turcica, 16(1), 99-105. DOI: 10.22392/actaquatr.602809
Toplam 66 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Deniz ve Nehir Ağzı Ekolojisi , Balık Anatomisi, Balık Biyolojisi, Balıkçılık Yönetimi
Bölüm Makaleler
Yazarlar

Servet Ahmet Doğdu 0000-0003-2939-5838

Cemal Turan 0000-0001-9584-0261

Erken Görünüm Tarihi 16 Eylül 2024
Yayımlanma Tarihi 30 Eylül 2024
Gönderilme Tarihi 2 Mayıs 2024
Kabul Tarihi 24 Haziran 2024
Yayımlandığı Sayı Yıl 2024 Cilt: 9 Sayı: 3

Kaynak Göster

APA Doğdu, S. A., & Turan, C. (2024). Length-Weight Relationship of Diamondback puffer Lagocephalus guentheri from the northeastern Mediterranean Sea. Journal of Anatolian Environmental and Animal Sciences, 9(3), 326-333. https://doi.org/10.35229/jaes.1477037


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