机器学习增强的元分析揭示了在陆地生态系统中微塑料和重金属共毒性的全球模式
Hai-Han Jiang1, Tian-Hao Che1, Qing Su2
1College of Agronomy, Yanbian University, Yanji, 133002, China.
Environmental pollution (Barking, Essex : 1987)
|October 16, 2025
概括
微塑料和重金属的联合污染损害了陆地生物,减少了植物生长和微生物多样性,同时增加了动物毒性. 纳米级微塑料加剧了这些协同效应,影响了粮食安全和生态系统.
科学领域:
- 环境科学 环境科学
- 生态毒理学 生态毒理学
- 土壤科学 土壤科学
背景情况:
- 微塑料 (MP) 和重金属 (HM) 的共同污染威胁着全球粮食安全和生态健康.
- 对于MP和HM对陆地生物的协同毒性作用和机制尚不清楚.
研究的目的:
- 使用元分析和机器学习系统评估MP和HM对陆地生物的联合毒性影响.
- 阐明这种共同污染的生态风险和潜在机制.
主要方法:
- 综合了来自113个全球毒性实验的1,820个控制观察数据集.
- 用机器学习模型 (XGBoost,SHAP,PLS-PM) 进行综合元分析,用于毒性评估和风险预测.
主要成果:
- 同时暴露显著抑制了植物生长 (例如,-22.14%的高度,-17.80%的生物质) 和微生物多样性 (例如,-2.65%的香农指数).
- 严重的动物毒性 (例如,生存率为 -7.00%,肠道损伤为 +46.61%).
- 纳米级MP显示了最明显的组合毒性放大,受HM度,暴露时间和MP大小的影响.
结论:
- 联合MP和HM污染对陆地生态系统构成重大生态风险.
- 这些发现为全球土壤污染监测和修复策略提供了科学基础.
- 强调在污染管理方面需要标准化实验协议和国际合作.
相关概念视频
Methods to Assess Microbial Communities
Microbial communities, comprising bacteria, archaea, and eukaryotic microorganisms, inhabit diverse ecosystems and play crucial roles in environmental and biological processes. Their diversity is defined by three main parameters: species richness (the number of distinct species), species abundance (the relative quantity of each species), and species evenness (how uniformly individual species are distributed in various locations). These factors together shape the structure and ecological balance...
Microbes and Other Elemental Cycles
Microbial activity plays a pivotal role in the biogeochemical cycling of iron and manganese, especially at the redox gradients characteristic of stratified aquatic environments. These cycles are driven by microbial transformations between oxidized and reduced forms of the metals, allowing organisms to exploit them for metabolic energy and structural purposes.Iron Cycling Across Redox GradientsIn neutral, oxygen-rich surface waters, iron is predominantly found in its oxidized, insoluble ferric...
Marine Microbial Ecology
Marine microbial ecosystems are shaped by distinct physicochemical limits, including high salinity, low nutrient availability, and fluctuating oxygen levels. These conditions favor smaller microbial cell sizes, which maximize their surface-to-volume ratio for efficient nutrient uptake.Microbial activity and community composition are closely linked to biogeochemical cycles, particularly in dynamic environments like estuaries, where halotolerant microbes thrive in response to variable salinity...
Microbial Corrosion
Microbiologically Influenced Corrosion (MIC) is a significant form of material degradation caused by the metabolic activities of microorganisms. This phenomenon poses substantial challenges across various industries, including oil and gas, maritime, and water treatment sectors.MIC occurs when microorganisms, such as bacteria, archaea, and fungi, colonize metal surfaces, forming biofilms that alter the local electrochemical environment. These biofilms can lead to the production of corrosive...
Microbial Bioremediation of Plastics
Polyethylene terephthalate (PET) is a synthetic polymer widely utilized in the packaging industry, particularly for bottles and containers. Due to its chemical stability and durability, PET accumulates in the environment, contributing significantly to plastic pollution. It comprises repeating units of terephthalic acid and ethylene glycol, resulting in a semi-crystalline structure that is resistant to natural degradation processes.A notable breakthrough in plastic biodegradation came with the...


