Abstract
In this study, we developed an individual-based model for age-0 Pacific saury Cololabis saira focusing on the winter-spawned cohort to advance our understanding of the dynamic link between transport/migration and growth during the first year after hatching. The model individuals (superindividuals) were initially located in the spawning ground, and growth and transport/migration were calculated through bioenergetics and movement submodels using sea surface temperature, chlorophyll a, and velocity derived from satellite data. Comparative experiments for several migration algorithms and cues showed that the extended kinesis algorithm stimulated with growth rate condition yielded the most plausible results. Without considering mortality, the summer distribution predicted by the model was substantially different from observations. When distribution-based mortality was used, the model growth histories became qualitatively consistent with the otolith-derived growth histories. Furthermore, the formation mechanisms of the second peak in daily growth rates occurring from spring to summer of age-0 fish were investigated by selecting superindividuals with a growth history well-fitted to that derived from otoliths. For these superindividuals, the growth rate increased in accordance with the successful northward migration from spring to early summer, and decreased as they fell behind the rapid northward shift of the high productivity zone in mid-summer.
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References
Elliott JM (1982) The effects of temperature and ration size on the growth and energetics of salmonids in captivity. Comp Biochem Physiol Part B Biochem 73:81–91
Fuji T, Suyama S, Nakayama S, Hashimoto M, Oshima K (2019) A review of the biology for Pacific saury, Cololabis saira in the North Pacific Ocean. NPFC-2019-SSC PSSA05-WP13 (Rev. 1). Accessed 27 Apr 2021
Fuji T, Kurita Y, Suyama S, Ambe D (2021) Estimating the spawning ground of Pacific saury Cololabis saira by using the distribution and geographical variation in maturation status of adult fish during the main spawning season. Fish Oceanogr 30:382–396
Fukushima S (1979) Synoptic analysis of migration and fishing conditions of saury in the northwest Pacific Ocean. Bull Tohoku Reg Fish Res Lab 41:1–70 (in Japanese with English abstract)
Gelaro R, McCarty W, Suárez MJ, Todling R, Molod A, Takacs L, Randles CA, Darmenov A, Bosilovich MG, Reichle R, Wargan K, Coy L, Cullather R, Draper C, Akella S, Buchard V, Conaty A, da Silva AM, Gu W, Kim GK, Koster R, Lucchesi R, Merkova D, Nielsen JE, Partyka G, Pawson S, Putman W, Rienecker M, Schubert SD, Sienkiewicz M, Zhao B (2017) The modern-era retrospective analysis for research and applications, version 2 (MERRA-2). J Clim 30:5419–5454
Harden-Jones FR (1968) Fish migration. Edward Arnold, London
Hashimoto M, Kidokoro H, Suyama S, Fuji T, Miyamoto H, Naya M, Vijai D, Ueno Y, Kitakado T (2020) Comparison of biomass estimates from multiple stratification approaches in a swept area method for Pacific saury Cololabis saira in the western North Pacific. Fish Sci 86:445–456
Hubbs C, Wisner R (1980) Revision of the sauries (Pisces, Scomberesocidae) with descriptions of two new genera and one new species. Fish Bull 77:521–566
Humston R, Ault JS, Lutcavage M, Olson DB (2000) Schooling and migration of large pelagic fishes relative to environmental cues. Fish Oceanogr 9:136–146
Ikeda T, Shiga N, Yamaguchi A (2008) Structure, biomass distribution and trophodynamics of the pelagic ecosystem in the Oyashio region, western subarctic Pacific. J Oceanogr 64:339–354
Ito S, Kishi MJ, Kurita Y, Oozeki Y, Yamanaka Y, Megrey BA, Werner FE (2004) Initial design for a fish bioenergetics model of Pacific saury coupled to a lower trophic ecosystem model. Fish Oceanogr 13:111–124
Ito S, Megrey BA, Kishi MJ, Mukai D, Kurita Y, Ueno Y, Yamanaka Y (2007) On the interannual variability of the growth of Pacific saury (Cololabis saira): a simple 3-box model using NEMURO.FISH. Ecol Modell 202:174–183
Ito S, Yoshie N, Okunishi T, Ono T, Okazaki Y, Kuwata A, Hashioka T, Rose KA, Megrey BA, Kishi MJ, Nakamachi M, Shimizu Y, Kakehi S, Saito H, Takahashi K, Tadokoro K, Kusaka A, Kasai H (2010) Application of an automatic approach to calibrate the NEMURO nutrient-phytoplankton-zooplankton food web model in the Oyashio region. Prog Oceanogr 87:186–200
Ito S, Okunishi T, Kishi MJ, Wang M (2013) To future climate change and its uncertainty. ICES J Mar Sci 70:980–990
Iwahashi M, Isoda Y, Ito S, Oozeki Y, Suyama S (2006) Estimation of seasonal spawning ground locations and ambient sea surface temperatures for eggs and larvae of Pacific saury (Cololabis saira) in the western North Pacific. Fish Oceanogr 15:125–138
Kakehi S, Abo J, Miyamoto H, Fuji T, Watanabe K, Yamashita H, Suyama S (2020) Forecasting Pacific saury (Cololabis saira) fishing grounds off Japan using a migration model driven by an ocean circulation model. Ecol Modell 431:109150
Kitchell JF, Koonce JF, Magnuson JJ, O’Neill RV, Shugart HH, Booth RS (1974) Model of fish biomass dynamics. Trans Am Fish Soc 103:786–798
Koojiman SALM (2009) Dynamic energy budget theory for metabolic organisation. Cambridge University Press, Cambridge
Kosaka S (2000) Life history of the Pacific saury Cololabis saira in the northwest Pacific and consideration on resource fluctuations based on it. Bull Tohoku Natl Fish Res Inst 63:1–96 (in Japanese)
Kurita Y (2006) Regional and interannual variations in spawning activity of Pacific saury Cololabis saira during northward migration in spring in the north-western Pacific. J Fish Biol 69:846–859
Kurita Y, Nemoto Y, Oozeki Y, Hayashizaki K-I, Ida H (2004) Variations in patterns of daily changes in otolith increment widths of 0+ Pacific saury, Cololabis saira, off Japan by hatch date in relation to the northward feeding migration during spring and summer. Fish Oceanogr 13:54–62
Kuroda H, Yokouchi K (2017) Interdecadal decrease in potential fishing areas for Pacific saury off the southeastern coast of Hokkaido, Japan. Fish Oceanogr 26:439–454
Miyamoto H, Suyama S, Vijai D, Kidokoro H, Naya M, Fuji T, Sakai M (2019) Predicting the timing of Pacific saury (Cololabis saira) immigration to Japanese fishing grounds: a new approach based on natural tags in otolith annual rings. Fish Res 209:167–177
Miyamoto H, Vijai D, Kidokoro H, Tadokoro K, Watanabe T, Fuji T, Suyama S (2020) Geographic variation in feeding of Pacific saury Cololabis saira in June and July in the North Pacific Ocean. Fish Oceanogr 29:558–571
Mukai D, Kishi MJ, Ito S, Kurita Y (2007) The importance of spawning season on the growth of Pacific saury: a model-based study using NEMURO.FISH. Ecol Modell 202:165–173
Nakamura H, Hiranaka R, Ambe D, Saito T (2015) Local wind effect on the Kuroshio path state off the southeastern coast of Kyushu. J Oceanogr 71:575–596
Okunishi T, Ito S, Ambe D, Takasuka A, Kameda T, Tadokoro K, Setou T, Komatsu K, Kawabata A, Kubota H, Ichikawa T, Sugisaki H, Hashioka T, Yamanaka Y, Yoshie N, Watanabe T (2012) A modeling approach to evaluate growth and movement for recruitment success of Japanese sardine (Sardinops melanostictus) in the western Pacific. Fish Oceanogr 21:44–57
Oozeki Y, Takasuka A, Okamura H, Kubota H, Kimura R (2009) Patchiness structure and mortality of Pacific saury Cololabis saira larvae in the northwestern Pacific. Fish Oceanogr 18:328–345
Oozeki Y, Okunishi T, Takasuka A, Ambe D (2015) Variability in transport processes of Pacific saury Cololabis saira larvae leading to their broad dispersal: Implications for their ecological role in the western North Pacific. Prog Oceanogr 138:448–458
Politikos DV, Huret M, Petitgas P (2015) A coupled movement and bioenergetics model to explore the spawning migration of anchovy in the Bay of Biscay. Ecol Modell 313:212–222
Quinn TJ, Deriso RB (1999) Quantitative fish dynamics. Oxford University Press, New York
Rose KA, Fiechter J, Curchitser EN, Hedstrom K, Bernal M, Creekmore S, Haynie A, Ito S, Lluch-Cota S, Megrey BA, Edwards CA, Checkley D, Koslow T, McClatchie S, Werner F, MacCall A, Agostini V (2015) Demonstration of a fully-coupled end-to-end model for small pelagic fish using sardine and anchovy in the California Current. Prog Oceanogr 138:348–380
Sablin VV, Pavlychev VP (1982) Dependence of migration and catch of Pacific saury upon thermal conditions. Bull Tohoku Natl Fish Res Inst 44:109–117
Suyama S, Oshima K, Nakagami M, Ueno Y (2009) Seasonal change in the relationship between otolith radius and body length in age-zero Pacific saury Cololabis saira. Fish Sci 75:325–333
Suyama S, Oshima K, Nakagami M, Kawabata A (2011) Seasonal changes in otolith and somatic growth in age-0 Pacific saury Cololabis saira. Fish Sci 77:223–233
Suyama S, Nakagami M, Naya M, Ueno Y (2012a) Comparison of the growth of age-1 Pacific saury Cololabis saira in the Western and the Central North Pacific. Fish Sci 78:277–285
Suyama S, Nakagami M, Naya M, Ueno Y (2012b) Migration route of Pacific saury Cololabis saira inferred from the otolith hyaline zone. Fish Sci 78:1179–1186
Suyama S, Nakayama S, Miyamoto H, Fuji T, Hashimoto M, Naya M (2020) Pacific Saury, Cololabis saira: In: Current Status of International Fishery Stocks in 2020 (fiscal year 2019), Fisheries Agency of Japan and Fisheries Research and Education Agency of Japan, http://kokushi.fra.go.jp/index.html/, 80:1–10 (in Japanese). Accessed 27 Apr 2021
Takasuka A, Kuroda H, Okunishi T, Shimizu Y, Hirota Y, Kubota H, Sakaji H, Kimura R, Ito S, Oozeki Y (2014) Occurrence and density of Pacific saury Cololabis saira larvae and juveniles in relation to environmental factors during the winter spawning season in the Kuroshio Current system. Fish Oceanogr 23:304–321
Takasuka A, Nishikawa K, Kuroda H, Okunishi T, Shimizu Y, Sakaji H, Ito S, Tokai T, Oozeki Y (2016) Growth variability of Pacific saury Cololabis saira larvae under contrasting environments across the Kuroshio axis: survival potential of minority versus majority. Fish Oceanogr 25:390–406
Tian Y, Ueno Y, Suda M, Akamine T (2004) Decadal variability in the abundance of Pacific saury and its response to climatic/oceanic regime shifts in the northwestern subtropical Pacific during the last half century. J Mar Syst 52:235–257
Tohoku National Fisheries Research Institute, Fisheries Research Agency [TNFRI] (2013) Annual Report of the Research Meeting on Saury Resources. 62:15–16 (In Japanese)
Tseng CT, Su NJ, Sun CL, Punt AE, Yeh SZ, Liu DC, Su WC (2013) Spatial and temporal variability of the Pacific saury (Cololabis saira) distribution in the northwestern Pacific Ocean. ICES J Mar Sci 70:991–999
Tu CY, Tseng YH, Chiu TS, Shen ML, Hsieh CH (2012) Using coupled fish behavior-hydrodynamic model to investigate spawning migration of Japanese anchovy, Engraulis japonicus, from the East China Sea to Taiwan. Fish Oceanogr 21:255–268
Ueno Y, Suyama S, Nakagami M, Naya M, Sakai M, Kurita Y (2017) Direct estimation of stock abundance of Pacific saury Cololabis saira in the northwestern Pacific Ocean using a mid-water trawl. Fish Sci 83:23–33
Watanabe Y, Lo NCH (1989) Larval production and mortality of Pacific saury, Cololabis saira, in the northwestern Pacific Ocean. Fish Bull 87:601–613
Watanabe Y, Kurita Y, Noto M, Oozeki Y, Kitagawa D (2003) Growth and survival of Pacific saury Cololabis saira in the Kuroshio-Oyashio transitional waters. J Oceanogr 59:403–414
Watanabe K, Tanaka E, Yamada S, Kitakado T (2006) Spatial and temporal migration modeling for stock of Pacific saury Cololabis saira (Brevoort), incorporating effect of sea surface temperature. Fish Sci 72:1153–1165
Yatsu A, Okamura H, Ichii T, Watanabe K (2021) Clarifying the effects of environmental factors and fishing on abundance variability of Pacific saury (Cololabis saira) in the western North Pacific Ocean during 1982–2018. Fish Oceanogr 30:194–204
Acknowledgements
This study was supported by the Fisheries Agency of Japan. The authors are grateful to Takeshi Terui of National Institute of Polar Research Organization of Information and Systems for his support in developing the model. The authors also thank Profs. Michio J. Kishi of Hokkaido University and Yoshiro Watanabe of the University of Tokyo for their helpful comments on an early version of this paper.
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Oyaizu, H., Suyama, S., Ambe, D. et al. Modeling the growth, transport, and feeding migration of age-0 Pacific saury Cololabis saira. Fish Sci 88, 131–147 (2022). https://doi.org/10.1007/s12562-021-01578-7
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DOI: https://doi.org/10.1007/s12562-021-01578-7