Unravelling environmental drivers and patterns of Portuguese man o' war (Physalia physalis) blooms in two ocean regions: North Atlantic and the Southeast Pacific.

IF 5.3 3区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Marine pollution bulletin Pub Date : 2024-11-18 DOI:10.1016/j.marpolbul.2024.117278
Lara Colaço Martins, José Nuno Gomes-Pereira, Gisela Dionísio, Jorge Assis
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Abstract

Jellyfish blooms can significantly impact marine food webs, biochemical processes and human health, disrupting various economic sectors, including fisheries, aquaculture and tourism. Thus, understanding the regional drivers and patterns of jellyfish occurrence is key for developing effective management strategies. The Portuguese man o' war (Physalia physalis) is a hazardous, cosmopolitan siphonophore of particular concern, requiring a deeper ecological understanding to effectively guide mitigation efforts. Our study reveals that the occurrence of P. physalis in both the North Atlantic (Azores, Portugal) and the Southeast Pacific (Australian East Coast) is driven by region-specific wind patterns and increased primary productivity (>30 % model contribution), with warming conditions emerging as an additional occurrence driver on the Australian East Coast (∼20 % model contribution). These insights resulted from machine learning models (Boosted Regression Trees) trained with high-resolution environmental data against field data describing the temporal variability of P. physalis occurrence (North Atlantic: 2008-2021; Southeast Pacific: 2016-2020). The models achieved excellent predictive performance (AUC North Atlantic: 1.00; AUC Southeast Pacific: 0.92) and allowed hindcasting occurrences over 30 years, uncovering contrasting trends between the two regions, with decadal fluctuations in the Azores and a significant increase in occurrence over time on the Australian East Coast. Overall, we provide a better understanding of the drivers and patterns of P. physalis occurrence, which can support the development of coastal management strategies. Importantly, the anticipated changes in productivity and temperature conditions in both regions may result in increased blooms in the years to come, further exerting impacts on the ecosystems, human health, and the economy.

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揭示两个海区葡萄牙战人鱼(Physalia physalis)繁殖的环境驱动因素和模式:北大西洋和东南太平洋。
水母水华会严重影响海洋食物网、生化过程和人类健康,扰乱渔业、水产养殖业和旅游业等多个经济部门。因此,了解水母发生的区域驱动因素和模式是制定有效管理策略的关键。葡萄牙战人水母(Physalia physalis)是一种危险的世界性虹吸藻类,尤其值得关注。我们的研究发现,葡萄牙虹吸藻在北大西洋(葡萄牙亚速尔群岛)和东南太平洋(澳大利亚东海岸)的出现是由特定区域的风型和初级生产力增加(模型贡献率大于 30%)驱动的,而气候变暖是澳大利亚东海岸出现的另一个驱动因素(模型贡献率∼20%)。这些洞察力来自机器学习模型(提升回归树),该模型利用高分辨率环境数据和描述 P. physalis 发生时间变化的实地数据(北大西洋:2008-2021 年;东南太平洋:2016-2020 年)进行训练。这些模型具有出色的预测性能(北大西洋的 AUC:1.00;东南太平洋的 AUC:0.92),可对 30 年的发生情况进行后向预测,发现了两个地区之间的对比趋势,亚速尔群岛的发生率呈十年波动,而澳大利亚东海岸的发生率则随着时间的推移显著增加。总之,我们对 P. physalis 出现的驱动因素和模式有了更好的了解,这有助于制定海岸管理策略。重要的是,这两个地区生产力和温度条件的预期变化可能会导致未来几年藻华的增加,进一步对生态系统、人类健康和经济产生影响。
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来源期刊
Marine pollution bulletin
Marine pollution bulletin 环境科学-海洋与淡水生物学
CiteScore
10.20
自引率
15.50%
发文量
1077
审稿时长
68 days
期刊介绍: Marine Pollution Bulletin is concerned with the rational use of maritime and marine resources in estuaries, the seas and oceans, as well as with documenting marine pollution and introducing new forms of measurement and analysis. A wide range of topics are discussed as news, comment, reviews and research reports, not only on effluent disposal and pollution control, but also on the management, economic aspects and protection of the marine environment in general.
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