Abstract
After decades of low year classes, the stock of Japanese sardine (Sardinops melanostictus) has begun to recover since the mid-2000s. The hatch dates and otolith growth rates of age-0 juvenile sardine, which were collected in the subarctic Oyashio waters in autumn 2018, were determined from an otolith microstructure analysis. The sardines were hatched from late January to late April, while mostly in February and March. The otolith growth rate increased continuously up to 60 d after hatching and thereafter decreased. The revealed growth rate in a crucial growth period is faster than that reported for juvenile sardines collected in the 1990s, which is coincided with the recent recovery trend of the sardine stock. Two groups with different hatch dates, growth histories, and migration routes were identified using unsupervised random forest clustering analysis. They were considered inshore and offshore migration individuals in accordance with recent researches. In the offshore group, a high proportion of sardine juveniles hatched late and grew faster in the Kuroshio—Oyashio transitional waters, a finding consistent with the hypothesis of growth-rate-dependent recruitment. This finding on the population composition and growth rate of juvenile sardine in the Oyashio waters can be a basis for an improved prediction of their survival and provides us with valuable information on the recruitment processes of this stock during the period of stock recovery.
Similar content being viewed by others
References
Afanador, N. L., Smolinska, A., Tran, T. N., and Blanchet, L., 2016. Unsupervised random forest: A tutorial with case studies. Journal of Chemometrics, 30: 232–241.
Anderson, J. T., 1988. A review of size dependent survival during pre-recruit stages of fishes in relation to recruitment. Journal of Northwest Atlantic Fishery Science, 8: 55–66.
Breiman, L., 2001. Random forests. Machine Learning, 45: 5–32.
Brophy, D., and Danilowicz, B. S., 2002. Tracing populations of Atlantic herring (Clupea harengus L.) in the Irish and Celtic Seas using otolith microstructure. ICES Journal of Marine Science, 59: 1305–1313.
Campana, S. E., and Thorrold, S. R., 2001. Otoliths, increments, and elements: Keys to a comprehensive understanding of fish populations?. Canadian Journal of Fisheries and Aquatic Sciences, 58: 30–38.
Clausen, L. A. W., Bekkevold, D., Hatfield, E. M. C., and Mosegaard, H., 2007. Application and validation of otolith microstructure as a stock identification method in mixed Atlantic herring (Clupea harengus) stocks in the North Sea and western Baltic. ICES Journal of Marine Science, 64: 377–385.
Furuichi, S., Niino, Y., Kamimura, Y., and Yukami, R., 2020. Time-varying relationships between early growth rate and recruitment in Japanese sardine. Fisheries Research, 232: 105723.
Hayashi, A., Yamashita, Y., Kawaguchi, K., and Ishii, T., 1989. Rearing method and daily otolith ring of Japanese sardine larvae. Nippon Suisan Gakkaishi, 55: 997–1000.
Ishida, Y., Funamoto, T., Honda, S., Yabuki, K., Nishida, H., and Watanabe, C., 2009. Management of declining Japanese sardine, chub mackerel and walleye pollock fisheries in Japan. Fisheries Research, 100: 68–77.
Itoh, S., Saruwatari, T., Nishikawa, H., Yasuda, I., Komatsu, K., Tsuda, A., et al., 2011. Environmental variability and growth histories of larval Japanese sardine (Sardinops melanostictus) and Japanese anchovy (Engraulis japonicus) near the frontal area of the Kuroshio. Fisheries Oceanography, 20: 114–124.
Japan Fisheries Research and Education Agency, 2020. Reiwagen (2019) resource assessment of Japanese sardine (Pacific stock), Japan (in Japanese).
Kandaswamy, K. K., Chou, K. C., Martinetz, T., Möller, S., Suganthan, P. N., Sridharan, S., et al., 2011. AFP-Pred: A random forest approach for predicting antifreeze proteins from sequence-derived properties. Journal of Theoretical Biology, 270: 56–62.
Liaw, A., and Wiener, M., 2002. Classification and Regression by randomForest. R News, 2/3: 18–22.
Niino, Y., Furuichi, S., Kamimura, Y, and Yukami, R., 2021. Spatiotemporal spawning patterns and early growth of Japanese sardine in the western North Pacific during the recent stock increase. Fisheries Oceanography, 30(6): 643–652, https://doi.org/10.1111/fog.12542.
Nishikawa, H., Yasuda, I., and Itoh, S., 2011. Impact of winter-to-spring environmental variability along the Kuroshio jet on the recruitment of Japanese sardine (Sardinops melanostictus). Fisheries Oceanography, 20: 570–582.
Nishikawa, H., Yasuda, I., Komatsu, K., Sasaki, H., Sasai, Y., Setou, T., et al., 2013. Winter mixed layer depth and spring bloom along the Kuroshio front: Implications for the Japanese sardine stock. Marine Ecology Progress Series, 487: 217–229.
Nishikawa, H., 2019. Relationship between recruitment of Japanese sardine (Sardinops melanostictus) and environment of larval habitat in the low-stock period (1995–2010). Fisheries Oceanography, 28: 131–142.
Noto, M., and Yasuda, I., 1999. Population decline of the Japanese sardine, Sardinops melanostictus, in relation to sea surface temperature in the Kuroshio Extension. Canadian Journal of Fisheries and Aquatic Sciences, 56: 973–983.
Ohshimo, S., Nagatani, H., and Ichimaru, T., 1997. Growth of 0-age Japanese sardine Sardinops melanostictus in the waters off the western coast of Kyushu. Fisheries Science, 63: 659–663.
Okunishi, T., Ito, S. I., Hashioka, T., Sakamoto, T. T., Yoshie, N., Sumata, H., et al., 2012. Impacts of climate change on growth, migration and recruitment success of Japanese sardine (Sardinops melanostictus) in the western North Pacific. Climatic Change, 115: 485–503.
Sakamoto, T., Komatsu, K., Shirai, K., Higuchi, T., Ishimura, T., Setou, T., et al., 2018. Combining microvolume isotope analysis and numerical simulation to reproduce fish migration history. Methods in Ecology and Evolution, 10: 59–69.
Sakamoto, T., Komatsu, K., Yoneda, M., Ishimura, T., Higuchi, T., Shirai, K., et al., 2017. Temperature dependence of δ18O in otolith of juvenile Japanese sardine: Laboratory rearing experiment with micro-scale analysis. Fisheries Research, 194: 55–59.
Seligson, D. B., Horvath, S., Shi, T., Yu, H., Tze, S., Grunstein, M., et al., 2005. Global histone modification patterns predict risk of prostate cancer recurrence. Nature, 435: 1262–1266.
Shi, T., and Horvath, S., 2006. Unsupervised learning with random forest predictors. Journal of Computational and Graphical Statistics, 15: 118–138.
Takahashi, M., Nishida, H., Yatsu, A., and Watanabe, Y., 2008. Year-class strength and growth rates after metamorphosis of Japanese sardine (Sardinops melanostictus) in the western North Pacific Ocean during 1996–2003. Canadian Journal of Fisheries and Aquatic Sciences, 65: 1425–1434.
Takahashi, M., Watanabe, Y., Yatsu, A., and Nishida, H., 2009. Contrasting responses in larval and juvenile growth to a climate-ocean regime shift between anchovy and sardine. Canadian Journal of Fisheries and Aquatic Sciences, 66: 972–982.
Takasuka, A., Kubota, H., and Oozeki, Y., 2008. Spawning overlap of anchovy and sardine in the western North Pacific. Marine Ecology Progress Series, 366: 231–244.
Takasuka, A., Oozeki, Y., and Aoki, I., 2007. Optimal growth temperature hypothesis: Why do anchovy flourish and sardine collapse or vice versa under the same ocean regime? Canadian Journal of Fisheries and Aquatic Sciences, 64: 768–776.
Wada, T., 1988. Population dynamics on Japanese sardine, Sardinops melanostictus, caught by the domestic purse seine fishery in the waters off the coast of southeastern Hokkaido. Bulletin of the Hokkaido Regional Fisheries Research Laboratory, 52: 1–138.
Watanabe, Y., Zenitani, H., and Kimura, R., 1995. Population decline of the Japanese sardine Sardinops melanostictus owing to recruitment failures. Canadian Journal of Fisheries and Aquatic Sciences, 52: 1609–1616.
Watanabe, Y., Zenitani, H., and Kimura, R., 1996. Offshore expansion of spawning of the Japanese sardine, Sardinops melanostictus, and its implication for egg and larval survival. Canadian Journal of Fisheries and Aquatic Sciences, 53: 55–61.
Watanabe, Y., Zenitani, H., and Kimura, R., 1997. Variations in spawning ground area and egg density of the Japanese sardine in the Pacific coastal and oceanic waters. Fisheries Oceanography, 6: 35–40.
Yasuda, I., Sugisaki, H., Watanabe, Y., Minobe, S. S., and Oozeki, Y., 1999. Interdecadal variations in Japanese sardine and ocean/climate. Fisheries Oceanography, 8: 18–24.
Yatsu, A., 2019. Review of population dynamics and management of small pelagic fishes around the Japanese Archipelago. Fisheries Science, 85: 611–639.
Zenitani, H., 1999. Size-specific changes in amount of lipid and daily growth rate of early larval sardine, Sardinops melanostictus, in the main Kuroshio Current and its offshore waters off eastern Japan. Marine Biology, 134: 645–652.
Acknowledgements
We acknowledge the crew members of the Zhongtai Oceanic Fishery Co. for their help with the sample collection. This work was supported by the National Natural Science Foundation of China (Nos. 41930534, 41861134037, and 41876177) and funding to the Third Institute of Oceanography through the National Program on Global Change and Air-Sea Interaction (No. GASI-02-PAC-YDaut).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Liu, C., Zhang, C., Tian, Y. et al. Otolith Microstructure Analysis Reveals Different Growth Histories of Japanese Sardine (Sardinops melanostictus) in the Oyashio Waters. J. Ocean Univ. China 21, 236–242 (2022). https://doi.org/10.1007/s11802-022-4840-6
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11802-022-4840-6