School of Fisheries and Ocean Sciences, University of Alaska Fairbanks, Juneau, Alaska, United States of America.
Institute of Marine Research, Bergen, Norway.
PLoS One. 2013 Dec 31;8(12):e84526. doi: 10.1371/journal.pone.0084526. eCollection 2013.
Understanding mechanisms behind variability in early life survival of marine fishes through modeling efforts can improve predictive capabilities for recruitment success under changing climate conditions. Walleye pollock (Theragra chalcogramma) support the largest single-species commercial fishery in the United States and represent an ecologically important component of the Bering Sea ecosystem. Variability in walleye pollock growth and survival is structured in part by climate-driven bottom-up control of zooplankton composition. We used two modeling approaches, informed by observations, to understand the roles of prey quality, prey composition, and water temperature on juvenile walleye pollock growth: (1) a bioenergetics model that included local predator and prey energy densities, and (2) an individual-based model that included a mechanistic feeding component dependent on larval development and behavior, local prey densities and size, and physical oceanographic conditions. Prey composition in late-summer shifted from predominantly smaller copepod species in the warmer 2005 season to larger species in the cooler 2010 season, reflecting differences in zooplankton composition between years. In 2010, the main prey of juvenile walleye pollock were more abundant, had greater biomass, and higher mean energy density, resulting in better growth conditions. Moreover, spatial patterns in prey composition and water temperature lead to areas of enhanced growth, or growth 'hot spots', for juvenile walleye pollock and survival may be enhanced when fish overlap with these areas. This study provides evidence that a spatial mismatch between juvenile walleye pollock and growth 'hot spots' in 2005 contributed to poor recruitment while a higher degree of overlap in 2010 resulted in improved recruitment. Our results indicate that climate-driven changes in prey quality and composition can impact growth of juvenile walleye pollock, potentially severely affecting recruitment variability.
通过建模工作了解海洋鱼类早期生存变异性背后的机制,可以提高在气候变化条件下预测捕捞成功率的能力。大眼狮鲈(Theragra chalcogramma)支撑着美国最大的单一物种商业渔业,是白令海生态系统中具有重要生态意义的组成部分。大眼狮鲈的生长和生存的变异性部分受到由气候驱动的浮游动物组成的底层控制。我们使用了两种基于观察的建模方法来理解猎物质量、猎物组成和水温对幼年大眼狮鲈生长的作用:(1)包含本地捕食者和猎物能量密度的生物能量模型,(2)包含依赖于幼虫发育和行为、本地猎物密度和大小以及物理海洋条件的机制性摄食成分的个体模型。夏末的猎物组成从 2005 年温暖季节的主要小型桡足类物种转变为 2010 年较冷季节的较大物种,反映了这两年间浮游动物组成的差异。在 2010 年,幼年大眼狮鲈的主要猎物更加丰富,生物量更大,平均能量密度更高,从而形成了更好的生长条件。此外,猎物组成和水温的空间模式导致了幼年大眼狮鲈生长的增强区域,或生长“热点”,并且当鱼类与这些区域重叠时,生存可能会得到增强。本研究提供了证据表明,2005 年幼年大眼狮鲈与生长“热点”之间的空间不匹配导致了较差的补充,而 2010 年两者之间更高的重叠度导致了更好的补充。我们的结果表明,猎物质量和组成的气候驱动变化可能会影响幼年大眼狮鲈的生长,从而严重影响补充量的变异性。