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聚类方法的效率和亚得里亚海沙丁鱼和凤尾鱼的自组织图谱,关于有机氯和脂肪酸负担。

Efficiency of clustering methods and self-organizing maps of Adriatic sardines and anchovies regarding organochlorine and fatty acid burden.

机构信息

Singidunum University, Danijelova 32, 11000, Belgrade, Serbia.

Institute for Medical Research and Occupational Health, Ksaverska Cesta 2, PO Box 291, 10001, Zagreb, Croatia.

出版信息

Environ Sci Pollut Res Int. 2024 May;31(21):30509-30518. doi: 10.1007/s11356-024-33235-8. Epub 2024 Apr 12.

DOI:10.1007/s11356-024-33235-8
PMID:38605274
Abstract

The Adriatic Sea plays a crucial role as both a significant fishing ground and a thriving trading market for small pelagic edible fish. Recognized for their nutritional value, these fish are esteemed for their high protein content and abundance of polyunsaturated omega-3 and omega-6 fatty acids, making them a sought-after and healthful food choice. Nevertheless, pelagic species can also serve as a reservoir for lipophilic organochlorine pollutants, posing potential risks to human health. In this study, we compared traditional classification methods traditional principal component analysis (PCA) and Ward's clustering with an advanced self-organizing map (SOM) algorithm in determining distribution patterns of 24 organochlorines and 19 fatty acids in sardine and anchovy samples taken from the eastern Adriatic. The outcomes reveal the strengths and weaknesses of the three approaches (PCA, Ward's clustering, and SOM). However, it is evident that SOM has proven to be the most effective in offering detailed information and data visualization. Although sardines and anchovies exhibit similar distribution patterns for p,p'-DDE, PCB-28, PCB-138, PCB-153, PCB-118, and PCB-170, they differ in the concentrations of fatty acids such as stearic, palmitic, myristic, oleic, docosapentaenoic, and docosahexaenoic acid. Our findings supply valuable insights for environmental authorities and fish consumers concerning the potential risks associated with organochlorines in these two types of fish.

摘要

亚得里亚海是一个重要的渔业和小型洄游性可食用鱼类活跃交易市场,具有至关重要的作用。这些鱼类因其营养价值而备受推崇,它们富含蛋白质,且含有丰富的多不饱和ω-3 和 ω-6 脂肪酸,是一种备受追捧的健康食品。然而,洄游性鱼类也可能成为脂溶性有机氯污染物的储存库,对人类健康构成潜在风险。在这项研究中,我们比较了传统分类方法——主成分分析(PCA)和 Ward 聚类与先进的自组织映射(SOM)算法在确定东亚得里亚海沙丁鱼和凤尾鱼样本中 24 种有机氯和 19 种脂肪酸分布模式的能力。结果揭示了这三种方法(PCA、Ward 聚类和 SOM)的优缺点。然而,很明显 SOM 已被证明是最有效的,能够提供详细信息和数据可视化。尽管沙丁鱼和凤尾鱼在 p,p'-DDE、PCB-28、PCB-138、PCB-153、PCB-118 和 PCB-170 等有机氯的分布模式上相似,但它们在脂肪酸的浓度上存在差异,如硬脂酸、棕榈酸、肉豆蔻酸、油酸、二十二碳六烯酸和二十二碳六烯酸。我们的研究结果为环境管理部门和鱼类消费者提供了有关这两种鱼类中有机氯相关潜在风险的有价值的信息。

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