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基于深度学习的果蝇模型运动学和代谢对聚苯乙烯微塑料暴露的性别二态性和适应反应。

Sex dimorphism and hormesis response to polystyrene microplastic exposure in kinematics and metabolism of Drosophila model based on deep learning.

机构信息

College of Artificial Intelligence, Hangzhou Dianzi University, Hangzhou, 310018, China.

College of Artificial Intelligence, Hangzhou Dianzi University, Hangzhou, 310018, China.

出版信息

J Environ Manage. 2024 Nov;370:122846. doi: 10.1016/j.jenvman.2024.122846. Epub 2024 Oct 11.

Abstract

The emergence of microplastics (MPs) has become a significant focus of environmental pollution, prompting widespread concern regarding its potential toxicity and impact on the environment and organisms. Recent research indicates notable alterations in insect metabolism and behavioral patterns under the influence of MPs. In this study, the fruit fly (Drosophila melanogaster) was employed as a model organism to investigate the effects of polystyrene microplastics (PS-MPs) on insect behavior, with behavioral parameters used to quantify and assess its toxic effects on fruit flies. Five concentrations (0 g/L, 0.1 g/L, 1 g/L, 10 g/L, 20 g/L) of 5 μm PS-MPs were introduced into the environment, and fruit flies were exposed for 20 days, with subsequent recording of their metabolism and locomotion. In the presence of MPs, both male and female fruit flies exhibited decreasing glucose levels, while protein content decreased in male flies, and irregular gait patterns were observed in both genders. Further quantification of gait parameters revealed that male fruit flies experienced reduced velocity, increased stride length, and larger wing beat angles under microplastic exposure, whereas females exhibited pronounced excitatory effects such as increased velocity and wing beat frequency at lower concentrations, which diminished with higher concentrations, indicating a biphasic response and excitatory effects induced by PS-MPs. These findings highlight the significant impact of PS-MPs on fruit fly metabolism and behavioral patterns, raising concerns regarding the use of PS-MPs.

摘要

微塑料(MPs)的出现已成为环境污染的一个重要关注点,其潜在毒性及其对环境和生物的影响引起了广泛关注。最近的研究表明,MPs 会显著改变昆虫的新陈代谢和行为模式。在这项研究中,果蝇(Drosophila melanogaster)被用作模型生物,以研究聚苯乙烯微塑料(PS-MPs)对昆虫行为的影响,并用行为参数来量化和评估 PS-MPs 对果蝇的毒性作用。将 5μm PS-MPs 引入 5 种浓度(0 g/L、0.1 g/L、1 g/L、10 g/L、20 g/L)的环境中,让果蝇暴露 20 天,随后记录它们的新陈代谢和运动情况。在 MPs 的存在下,雌雄果蝇的葡萄糖水平均下降,雄性果蝇的蛋白质含量下降,两性果蝇的步态模式不规则。进一步对步态参数进行量化分析发现,雄性果蝇在微塑料暴露下的速度降低、步幅增加、翅膀拍打角度增大,而雌性果蝇在较低浓度下表现出明显的兴奋效应,如速度和翅膀拍打频率增加,而在较高浓度下则减弱,表明 PS-MPs 存在双相反应和兴奋效应。这些发现强调了 PS-MPs 对果蝇新陈代谢和行为模式的重大影响,引起了对 PS-MPs 使用的关注。

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