Abstract
The invasive ctenophore Mnemiopsis leidyi was accidentally introduced into the Black Sea in the early 1980s and it was first sighted in the Aegean Sea (Eastern Mediterranean) in the early 1990s. This article presents a first attempt to develop a predictive spatial model based on M. leidyi presence data and satellite environmental data from the Aegean Sea during early summer, in order to identify those areas in the Greek Seas and the entire Mediterranean basin that could serve as potential habitat for the species. Generalized additive models (GAM) were applied. The final GAM model indicated higher probability of finding M. leidyi present in depths of 65–135 m and sea surface temperature values of 21–25°C. Furthermore, the significant interaction between photosynthetically active radiation (PAR) and sea level anomaly (SLA) indicated a higher probability of M. leidyi presence in low values of PAR and SLA. In the next step, the final GAM was applied in a prediction grid of mean monthly satellite values for June 2004–2006 in order to estimate probability of M. leidyi presence in the Hellenic Seas and the whole Mediterranean basin at a GIS resolution of 4 km. In the Aegean Sea, species potential habitat included areas influenced by the Black Sea Water (e.g. Thracian Sea, Limnos-Imvros plateau), gulfs that are affected by river runoffs, such as the Thermaikos, Strymonikos and Patraikos gulfs, or areas with strong anthropogenic influence such as the Saronikos gulf. Areas with the same environmental conditions as those in Aegean Sea have been indicated in certain spots of the Levantine Sea as well as in coastal waters of Egypt and Libya, although their spatial extent varied largely among years examined. However, the occurrence of conditions that are linked to high probability of M. leidyi presence does not necessarily mean that these areas can support successful reproduction, high population or bloom levels, since these depend on a combination of temperature, salinity, food availability and the abundance of predators.
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References
Bellido, J. M., G. J. Pierce & J. Wang, 2001. Modelling intraannual variation in abundance of squid Loligo forbesi in Scottish waters using generalised additive models. Fisheries Research 52: 23–39.
Boyce, M. S., P. R. Vernier, S. E. Nielsen & F. K. A. Schmiegelow, 2002. Evaluating resource selection functions. Ecological Modelling 157: 281–300.
Cuttitta, A., V. Carini, B. Patti, A. Bonanno, G. Basilone, S. Mazzola, J. Garcia Lafuente, A. Garcia, G. Buscaino, L. Aguzzi, L. Rollandi, G. Morizzo & C. Cavalcante, 2003. Anchovy egg and larval distribution in relation to biological and physical oceanography in the strait of Sicily. Hydrobiologia 503: 117–120.
Elith, J., C. H. Graham, R. P. Anderson, M. Dudik, S. Ferrier, A. Guisan, R. J. Hijmans, F. Huettmann, J. R. Leathwick, A. Lehmann, J. Li, L. G. Lohmann, B. A. Loiselle, G. Manion, C. Moritz, M. Nakamura, Y. Nakazawa, J. Mc. C. Overton, A. T. Peterson, S. J. Phillips, K. S. Richardson, R. Scachetti-Pereira, R. E. Schapire, J. Soberon, S. Williams, M. S. Wisz & N. E. Zimmermann, 2006. Novel methods improve prediction of species’ distributions from occurrence data. Ecography 29: 129–151.
Fieldings, A. H. & J. F. Bell, 1997. A review of methods for the assessment of prediction errors in conservation presence: absence models. Environmental Conservation 24: 38–49.
Finenko, G. A., G. I. Abolmasova & Z. A. Romanova, 1995. Intensity of the nutrition, respiration and growth of Mnemiopsis mccradyi in relation to grazing conditions. Biologia Morya 21: 315–320.
Francis, M. P., M. A. Morrison, J. Leathwick, C. Walsh & C. Middleton, 2005. Predictive models of small fish presence and abundance in northern New Zealand harbours. Estuarine Coastal and Shelf Science 64: 419–435.
Frouin, R., B. A. Franz & P. J. Werdell, 2003. The SeaWiFS PAR product. In Hooker, S. B. & E. R. Firestone (eds), Algorithm Updates for the Fourth SeaWiFS Data Reprocessing, NASA/TM 2003-206892 22: 46–50.
García Lafuente, J., A. García, S. Mazzola, L. Quintanilla, A. Delgado, A. Cuttitta & B. Patti, 2002. Hydrographic phenomena influencing early life stages of the Sicilian Channel anchovy. Fisheries Oceanography 11: 31–44.
Gordina, A. D., J. A. Zagorodnyaya, A. E. Kideys, L. Bat & H. H. Satilmis, 2005. Summer ichthyoplankton, food supply of fish larvae and impact of invasive ctenophores on the nutrition of fish larvae in the Black Sea during 2000 and 2001. Journal of Marine Biological Association of the United Kingdom 85: 537–548.
Guisan, A. & N. E. Zimmermann, 2000. Predictive habitat distribution models in ecology. Ecological Modelling 135: 147–186.
Hader, D. P., R. C. Worrest, H. D. Kumar & R. C. Smith, 1994. Effects of increased solar ultraviolet radiation on aquatic ecosystems. United Nations Environment Programme, Environmental Effects of Ozone Depletion, 1994 Assessment. http://sedac.ciesin.org/ozone/UNEP/UNEP94toc.html
Hanley, J. A. & B. J. McNeil, 1982. The meaning and use of the area under a Receiver Operating Characteristic (ROC) curve. Radiology 143: 29–36.
Hastie, T. & R. Tibshirani, 1990. Generalized Additive Models. Chapman and Hall, London.
Hirota, J., 1972. Laboratory culture and metabolism of the ctenophore Pleurabrachia bachei A. Agassiz. In Takenouti, A. Y. (ed.), Biological Oceanography of the Northern North Pacific Ocean. Idemitsu Shoten: 465–484.
Hyder, P. W., J. H. Simpson, S. Christopoulos & Y. Krestenitis, 2002. The seasonal cycles of stratification and circulation in the Thermaikos Gulf Region of Freshwater Influence (ROFI), north-west Aegean. Continental Shelf Research 22: 2573–2597.
ICES, 2005. Report on the Study Group on Regional Scale Ecology of Small Pelagic Fish (SGRESP). ICES CM/ 2005/G:06.
Isari, S., S. Psarra, P. Pitta, P. Mara, M. O. Tomprou, A. Ramfos, S. Somarakis, A. Tselepides, C. Koutsikopoulos & N. Fragopoulu, 2007. Differential patterns of mesozooplankters’ distribution in relation to physical and biological variables of the Northeastern Aegean Sea (eastern Mediterranean). Marine Biology 151: 1035–1050.
Isari, S., A. Ramfos, S. Somarakis, C. Koutsikopoulos, A. Kallianiotis & N. Fragopoulu, 2006. Mesozooplankton distribution in relation to hydrology of the Northeastern Aegean Sea, eastern Mediterranean. Journal of Plankton Research 28: 241–255.
Javidpour, J., U. Sommer & T. Shiganova, 2006. First record of Mnemiopsis leidyi A. Agassiz 1865 in the Baltic Sea. Aquatic Invasions 1: 299–302.
Kideys, A. E. & U. Niermann, 1994. Occurrence of Mnemiopsis along the Turkish coast. ICES Journal of Marine Science 51: 423–427.
Konsulov, A. S. & L. T. Kamburska, 1998. Ecological determination of the new Ctenophora — Beroe ovata invasion in the Black Sea. Proceedings of the Institute of Oceanology of Varna 2: 195–198.
Kovalev, A. V., S. Besiktepe, J. Zagorodnyaya & A. Kideys, 1998. Mediterraneanization of the Black Sea zooplankton is continuing. In Ivanov, L. & T. Oguz (eds), Ecosystem Modeling as a Management Tool for the Black Sea. Kluwer Academic Publishers, The Netherlands.
Larnicol, G., N. Ayoub & P. Y. Le Traon, 2002. Major changes in Mediterranean Sea level variability from 7 years of TOPEX/Poseidon and ERS-1/2 data. Journal of Marine Systems 33: 63–89.
Liu, Y., R. Zhang, Y. Yin & T. Niu, 2005. The application of ARGO data to the global ocean data assimilation operational system of NCC. Acta Meteorological Sinica 19: 355–365.
Palomera, I., M. P. Olivar, J. Salat, A. Sabates, M. Coll, A. Garcia & B. Morales-Nin, 2007. Small pelagic in the NW Mediterranean Sea: an ecological review. Progress in Oceanography 74: 377–396.
Planka, H. D., 1974. Ctenophora. Reproduction of Marine Invertebrates 1: 201–265.
Prodanov, K., K. Mikhailov, G. Daskalov, K. Maxim, A. Chashchin, A. Arkhipov, V. Shlyakov & E. Ozdamar, 1997. Environmental Impact on Fish Resources in the Black Sea. In Ozsoy, E. & A. Mikaelyan (eds), Sensitivity of North Sea. Baltic Sea and Black Sea to Anthropogenic and Climatic Changes. Kluwer, Dordrecht: 163–181.
Pujol, M. I. & G. Larnicol, 2005. Mediterranean sea eddy kinetic energy variability from 11 years of altimetric data. Journal of Marine Systems 58: 121–142.
R Development Core Team 2005. R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing. http://www.R-project.org
Rapoza, R., D. Novak & J. H. Costello, 2005. Life-stage dependent, in situ dietary patterns of the lobate ctenophore Mnemiopsis leidyi Agassiz 1865. Journal of Plankton Research 27: 951–956.
Reeve, M. R. & M. A. Walter, 1976. A large-scale experiment on the growth and predation potencial of ctenophore populations. In Mackie, G. O. (ed.), Coelenterate Ecology and Behavior. Plenum: 187–199.
Riou, P., O. Le Pape & S. I. Rogers, 2001. Relative contributions of different sole and plaice nurseries to the adult population in the Eastern Channel: application of a combined method using generalized linear models and a geographic information system. Aquatic Living Resources 14: 125–135.
Sabates, A., M. P. Olivar, J. Salat, I. Palomera & F. Alemany, 2007. Physical and biological processes controlling the distribution of fish larvae in the NW Mediterranean. Progress in Oceanography 74: 355–376.
Sacau, M., G. J. Pierce, J. Wang, A. I. Arkhipkin, J. Portela, P. Brickle, M. B. Santos, A. F. Zuur & X. Cardoso, 2005. The spatio-temporal pattern of Argentine shortfin squid Illex argentinus abundance in the southwest Atlantic. Aquatic Living Resources 18: 361–372.
Shiganova, T. A., 1993. Ctenophore M. leidyi and ichthyoplankton in the Sea of Marmara in October of 1992. Oceanology 33: 900–903.
Shiganova, T. A., 1997. M. leidyi abundance in the Black Sea and its impact on the pelagic community. In Ozsoy, E. & A. Mikaelyan (eds), Sensitivity of North Sea, Baltic Sea and Black Sea to anthropogenic and climatic changes. Kluwer Academic Publishers, Dordrecht: 117–130.
Shiganova, T. A., 1998. Invasion of the Black Sea by the ctenophore M. leidyi and recent changes in pelagic community structure. Fisheries Oceanography 7: 175–390.
Shiganova, T. A., Y. V. Bulgakova, E. I. Musaeva, Z. A. Mirzoyan & M. L. Martynyuk, 2003. Ctenophore invaders Mnemiopsis leidyi (A. Agassiz) and Beroe ovata Mayer 1912 and their effect on pelagic ecosystem of northeastern Black Sea. Biological Bulletin N3.
Shiganova, T. A., E. D. Christou, J. V. Bulgakova, I. Siokou-Frangou, S. Zervoudaki & A. Siapatis, 2004a. Distribution and biology of the invader M. leidyi in the Northern Aegean Sea, comparison with indigenous species Bolinopsis vitrea. In Dumont, H., T. Shiganova & U. Niermann (eds), Aquatic Invasions in the Black, Caspian and Mediterranean Seas. NATO Science Series 4. Earth and Environmental Sciences. Kluwer Academic Publishers: 113–135.
Shiganova, T. A., H. J. D. Dumont, A. Mikaelyan, D. Glazov, M. Y. V. Bulgakova, E. I. Musaeva, P. Y. Sorokin, L. A. Pautova, Z. A. Mirzoyan & E. I. Studenikina, 2004b. Interaction between the invading ctenophores Mnemiopsis leidyi (A. Agassiz) and Beroe ovata (Mayer 1912), and their influence on the pelagic ecosystem of the North-eastern Black Sea. In Dumont, H., T. Shiganova & U. Niermann (eds), The Ctenophore Mnemiopsis leidyi in the Black, Caspian and Mediterranean Seas and Other aquatic Invasions. NATO Science Series 2. Environment. Kluwer Academic Publishers: 33–70.
Shiganova, T. A., A. Kamakin, D. P. Zhukova, V. B. Ushivtzhev, A. B. Dulimov & E. I. Musaeva, 2001a. New invader in the Caspian Sea — ctenophore Mnemiopsis and its initial effect on the pelagic ecosystem. Oceanology 41: 542–549.
Shiganova, T. A., Z. A. Mirzoyan, E. A. Studenikina, S. P. Volovik, I. Siokou-Frangou, S. Zervoudaki, E. D. Christou, A. Y. Skirta & H. J. Dumont, 2001b. Population development of the invader ctenophore Mnemiopsis leidyi in the Black Sea and other seas of the Mediterranean basin. Marine Biology 139: 431–445.
Smith, W. H. F. & D. T. Sandwell, 1997. Global sea floor topography from satellite altimetry and ship depth soundings. Science 277: 1956–1962.
Somarakis, S., P. Drakopoulos & V. Filippou, 2002. Distribution and abundance of larval fishes in the northern Aegean Sea-eastern Mediterranean-in relation to early summer oceanographic conditions. Journal of Plankton Research 24: 339–357.
Somarakis, S. & N. Nikolioudakis, 2007. Oceanographic habitat, growth and mortality of larval anchovy (Engraulis encrasicolus) in the northern Aegean Sea (eastern Mediterranean). Marine Biology 152: 1143–1158.
Stergiou, K. I., E. D. Christou, D. Georgopoulos, A. Zenetos & C. Souvermezoglou, 1997. The Hellenic Seas: physics, chemistry, biology and fisheries. Oceanography and Marine Biology: An Annual Review 35: 415–538.
Studenikina, E. I., S. P. Volovik, I. A. Miryozan & G. I. Luts, 1991. The ctenophore M. leidyi in the Sea of Azov. Oceanology 3: 722–725.
Uysal, Z. & E. Mutlu, 1993. Preliminary note on the occurrence and biometry of ctenophore Mnemiopsis leidyi finally invaded Mersin Bay. Turkish Journal Zoology 17: 229–239.
Valavanis, V. D., S. Georgakarakos, A. Kapantagakis, A. Palialexis & I. Katara, 2004. A GIS environmental modeling approach to Essential Fish Habitat designation. Ecological Modelling 178: 417–427.
Vinogradov, M. E., V. V. Sapozhnikov & E. A. Shushkina, 1992. The Black Sea ecosystem. Moscow. Russia, Nauka: 112.
Vinogradov, M. E., E. A. Shushkina, E. I. Musaeva & P. Y. Sorokin, 1989. Ctenophore M. leidyi (A. Agassiz) (Ctenophora: Lobata) — new settler in the Black Sea. Oceanology 29: 293–298.
Vlasenko, V. I., N. N. Stashchuk, V. A. Ivanov, E. G. Nikolaenko, O. Uslu & H. Benli, 1996. Influence of the water exchange through Dardanelles on the thermohaline structure of the Aegean Sea. Bulletin de l’Institut Oceanographique. Monaco 17: 147–165.
Volovik, S. P., I. A. Mirzoyan & G. S. Volovik, 1993. M. leidyi: biology, population dynamics, impact to the ecosystem and fisheries. ICES Biological Oceanography Committee 69: 1–11.
Wood, S. N., 2006. Generalized Additive Models. An Introduction with R. Chapman & Hall, New York.
Wood, S. N. & N. H. Augustin, 2002. GAMs with integrated model selection using penalized regression splines and applications to environmental modelling. Ecological Modelling 157: 157–177.
Zervakis, V. & D. Georgopoulos, 2002. Hydrology and circulation in the Northern Aegean Sea throughout 1997 and 1998. Mediterranean Marine Science 3: 5–19.
Zervakis, V., D. Georgopoulos & P. G. Drakopoulos, 2000. The role of the North Aegean in triggering the recent Eastern Mediterranean climatic changes. Journal of Geophysical Research 105: 26103–26116.
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Siapatis, A. et al. (2008). Modelling potential habitat of the invasive ctenophore Mnemiopsis leidyi in Aegean Sea. In: Valavanis, V.D. (eds) Essential Fish Habitat Mapping in the Mediterranean. Developments in Hydrobiology, vol 203. Springer, Dordrecht. https://doi.org/10.1007/978-1-4020-9141-4_21
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DOI: https://doi.org/10.1007/978-1-4020-9141-4_21
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