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Association of maternal pyrethroid pesticides exposure during the whole pregnancy with neonate lipid metabolism: A Prospective Birth Cohort Study, Yunnan, China 母亲在整个孕期接触拟除虫菊酯农药与新生儿脂质代谢的关系:中国云南一项前瞻性出生队列研究
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-20 DOI: 10.1016/j.jhazmat.2024.136603
Shuqi Chen, Xia Xiao, Xiaoxiao Song, Tong Luo, Jirong Li, Tengwei Gui, Yan Li
Dyslipidemias may emerge during the fetal period. However, the association between prenatal pyrethroid pesticides (PYRs) exposure and neonatal lipid metabolism remains uncertain. To explore the association of prenatal PYRs exposure and neonates’ lipid metabolism, pregnant women were recruited in rural Yunnan, China, and their urine samples in the first, second, and third trimester and their neonates’ cord blood samples were collected to obtain urinary PYRs metabolites (3PBA, 4F3PBA, and DBCA), cord blood TC, TG, HDL-C, LDL-C, and Non-HDL-C, AIP, CRI-I, CRI-II, AC, and LCI. We found the total PYRs detection during pregnancy was 99.6%. High-level DBCA in the first and third trimester and high-level 3PBA in the second trimester increased risks of high AIP. High-level ∑PYRs in the third trimester enhanced risks of high levels of TG, LDL-C, Non-HDL-C, AIP, and LCI. Repeated high-level 3PBA in two trimesters and above elevated risks of high levels of TG, LDL-C, CRI-I, AIP, AC, and LCI. Repeated high-level DBCA group in two trimesters and above increased the risk of high AIP. Repeated high ∑PYRs in three trimesters intensified risks of high levels of TC, LDL-C, Non-HDL-C, and AIP. Thus, our study suggests high PYRs exposure during the whole pregnancy may increase the risk of neonate abnormal lipid metabolism. The third trimester is the most sensitive window of high prenatal PYRs exposure. The adverse effects on neonate lipid metabolism increased as the increasing of trimesters repeated high-level PYRs exposure during pregnancy. Different kinds of PYRs exposure may induce different cord blood abnormal lipids.
胎儿时期可能会出现血脂异常。然而,产前拟除虫菊酯农药(PYRs)暴露与新生儿脂质代谢之间的关系仍不确定。为了探讨产前PYRs暴露与新生儿脂质代谢的关系,我们在中国云南农村地区招募了孕妇,并采集了她们在第一、第二和第三孕期的尿液样本及其新生儿的脐带血样本,以获得尿液PYRs代谢物(3PBA、4F3PBA和DBCA)、脐带血TC、TG、HDL-C、LDL-C和Non-HDL-C、AIP、CRI-I、CRI-II、AC和LCI。我们发现孕期PYRs的总检出率为99.6%。妊娠头三个月和第三个月的高水平 DBCA 和第二个三个月的高水平 3PBA 会增加高 AIP 的风险。妊娠三个月中高水平的∑PYRs会增加高TG、低密度脂蛋白胆固醇(LDL-C)、非高密度脂蛋白胆固醇(Non-HDL-C)、AIP和LCI的风险。两个孕期及以上重复高水平的 3PBA 会增加高水平 TG、LDL-C、CRI-I、AIP、AC 和 LCI 的风险。两个孕期及以上重复高水平的 DBCA 组会增加高 AIP 的风险。在三个孕期重复出现高∑PYR会增加高 TC、LDL-C、Non-HDL-C 和 AIP 的风险。因此,我们的研究表明,整个孕期暴露于高PYRs可能会增加新生儿血脂代谢异常的风险。妊娠三个月是产前大量接触PYRs的最敏感窗口期。随着孕期重复高水平PYRs暴露的孕期增加,对新生儿脂质代谢的不良影响也随之增加。不同的PYRs暴露会诱发不同的脐带血异常脂质。
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引用次数: 0
Soil health assessment of dressing and smelting slag field based on heavy metal pollution-buffer-fertility three aspects 基于重金属污染-缓冲带-肥力三方面的选矿冶炼渣田土壤健康评估
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-20 DOI: 10.1016/j.jhazmat.2024.136602
Min Fan, Huili Liang
The soil health of heavy metals in dressing and smelting slag field varies soil physicochemical properties. This study proposed a new soil health index based on heavy metal pollution-buffer-fertility for dressing and smelting slag field. Consequently, spatial distribution of soil physicochemical properties and heavy metals were varied, and correlated to each other. Soil buffer function and fertility played a much more important role in soil health in the dressing and smelting slag field located in Gejiu city, which can result in that soil health indexes were higher than those in Huili county, although the soil heavy metal pollution in the former was severer than that in the latter. Maximum values of soil health indexes for dressing and smelting slag field in Gejiu city were 3.84, 0.61, and 1.75 corresponding to additive, multiplicative, and maximum value composite methods, which were higher than those in Huili county with 2.25, 0.61, and 0.17. The former’s high value is concentrated in southeastern regions and low value in some western areas, the latter’s high value occurred in southeastern districts and low value in northwestern places. So this study unveils a novel perspective on the soil health consequences associated with soil heavy metal pollution-buffer-fertility three aspects.
选矿冶炼渣田重金属土壤健康状况与土壤理化性质有关。本研究提出了一种新的基于重金属污染-缓冲肥力的选矿冶炼渣田土壤健康指数。因此,土壤理化性质和重金属的空间分布是不同的,并且相互关联。位于革九市的选矿冶炼渣场土壤缓冲功能和肥力对土壤健康的影响更大,因此,虽然前者的土壤重金属污染比后者严重,但其土壤健康指数却高于会理县。地州市选矿冶炼渣场土壤健康指数的最大值分别为 3.84、0.61 和 1.75,分别对应加法、乘法和最大值综合法,高于会理县的 2.25、0.61 和 0.17。前者的高值集中在东南部地区,低值在西部部分地区,后者的高值出现在东南部地区,低值出现在西北部地区。因此,本研究从土壤重金属污染-缓冲带-肥力三方面揭示了土壤健康后果的新视角。
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引用次数: 0
Unique Hemispherical Coordination-Drivened Pesticide Residue Probes: Enhanced Stability in Linear Recognition for Trifluralin 独特的半球配位驱动农药残留探针:增强三氟拉林线性识别的稳定性
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-20 DOI: 10.1016/j.jhazmat.2024.136608
Meifen Huang, Liang Jiao, Xiangying Li, Qiong Xu, Zhehui Weng, Qiong Wu, Haijun Pang
Trifluralin (TRL) is an effective and persistent herbicide, but its extensive and prolonged use has increasingly posed ecological and environmental health risks, making the development of convenient and rapid TRL detection methods essential for environmental protection and food safety. In the present research, a novel fluorescent probe was designed and developed, Zn-χ-L, for the rapid and selective detection of TRL in complex environments. The sensor demonstrates excellent sensitivity and stability, while also exhibiting significant resistance to interference from other pesticides and metal ions. Moreover, Zn-χ-L exhibited stable performance across various solvents and showed resistance to interference from other pesticides and metal ions. Molecular docking and theoretical calculations indicate that the unique recognition of TRL molecules by Zn-χ-L is related to its specific hemispheric structural feature, which forms strong coordination interactions between Zn-χ-L and TRL through coordination bonds, π-π stacking, and halogen bonds. This special conformation not only enables the formation of coordination bonds but also establishes multiple π-π stacking and halogen bonding interactions between Zn-χ-L and TRL, leading to efficient charge transfer and exceptional probe performance.
三氟拉林(Trifluralin,TRL)是一种有效的持久性除草剂,但其广泛而长期的使用对生态和环境造成了越来越大的健康风险,因此开发方便快捷的三氟拉林检测方法对环境保护和食品安全至关重要。本研究设计并开发了一种新型荧光探针 Zn-χ-L,用于在复杂环境中快速、选择性地检测 TRL。该传感器具有出色的灵敏度和稳定性,同时对其他杀虫剂和金属离子的干扰也有很强的抗性。此外,Zn-χ-L 在各种溶剂中都表现出稳定的性能,并能抵抗其他农药和金属离子的干扰。分子对接和理论计算表明,Zn-χ-L 对 TRL 分子的独特识别能力与其特殊的半球形结构特征有关,它通过配位键、π-π 堆积和卤素键在 Zn-χ-L 与 TRL 之间形成了强烈的配位相互作用。这种特殊的构象不仅能形成配位键,还能在 Zn-χ-L 和 TRL 之间建立多重 π-π 堆积和卤素键相互作用,从而实现高效的电荷转移和优异的探针性能。
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引用次数: 0
Ultra-sensitive detection of norovirus using a three-in-one CRISPR platform based on a DNA hydrogel and composite functional nanomaterials 利用基于 DNA 水凝胶和复合功能纳米材料的三合一 CRISPR 平台超灵敏检测诺如病毒
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-19 DOI: 10.1016/j.jhazmat.2024.136523
Weiya Wang, Jiadi Sun, Yifei Gao, Xue xia Jia, Yongli Ye, Shuyue Ren, Yuan Peng, Dianpeng Han, Huanying Zhou, Zhixian Gao, Xiulan Sun
The ultrasensitive sensor with three optical response mechanisms was proposed for the determination of trace amounts of norovirus using a 3-in-1 GCSNAs (a gap-containing spherical nucleic acid nanoparticles) probe. A simple and highly sensitive three-mode biosensor with Raman, colorimetric, and fluorescence functions was proposed and implemented using the GCSNAs probe and a DNA hydrogel for norovirus detection. When the virus exists, the trans-cleavage activity of CRISPR-Cas12a was activated by double-stranded dsDNA (dsDNA) generated by reverse transcription and recombinase polymerase isothermal amplification (RT-RPA) to degrade the DNA hydrogel/GCSNA composition and release the three-in-one (3-in-1) probe-GCSNA, realising the triple ultrasensitive detection of norovirus. The colorimetric sensing mode allows for semi-quantitative on-site detection, which is visible to the naked eye and the quantitative detection can be achieved by conducting grayscale analysis using the "Colour Grab" function of a smartphone. This new triple sensor achieved the successful quantification of norovirus at concentrations as low as the femtomolar scale with an excellent selectivity and accuracy. Considering the colorimetric properties of rolling circle amplification (RCA)-based DNA hydrogels and GCSNAs, the proposed method has a broad application prospect in virus on-site detection in food. It should be applicable for virus detection in a wide range of fields such, as environmental analysis, medical diagnosis, and food safety. It is anticipated that this mechanism will open new avenues for the development of multimodal analyses and multifunctional sensing platforms for various applications. We anticipate that this sensing mechanism will open up a new way for the development of food safety detection.
利用三合一 GCSNAs(一种含间隙的球形核酸纳米颗粒)探针,提出了具有三种光学响应机制的超灵敏传感器,用于检测痕量诺如病毒。利用 GCSNAs 探针和用于检测诺如病毒的 DNA 水凝胶,提出并实现了一种具有拉曼、比色和荧光功能的简单而高灵敏的三模式生物传感器。当病毒存在时,通过反转录和重组酶聚合酶等温扩增(RT-RPA)产生的双链dsDNA(dsDNA)激活CRISPR-Cas12a的反式裂解活性,降解DNA水凝胶/GCSNA成分,释放三合一(3-in-1)探针-GCSNA,实现诺如病毒的三重超灵敏检测。比色传感模式可实现肉眼可见的半定量现场检测,而定量检测则可通过使用智能手机的 "色彩抓取 "功能进行灰度分析来实现。这种新型三重传感器成功实现了对浓度低至飞摩尔级的诺如病毒的定量检测,具有极佳的选择性和准确性。考虑到基于滚动圈扩增(RCA)的 DNA 水凝胶和 GCSNA 的比色特性,所提出的方法在食品中病毒现场检测方面具有广阔的应用前景。它可用于环境分析、医疗诊断和食品安全等广泛领域的病毒检测。预计这一机制将为开发多模态分析和多功能传感平台开辟新的途径。我们预计,这种传感机制将为食品安全检测的发展开辟一条新途径。
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引用次数: 0
Unveiling the hydrolase Oph2876 mediated chlorpyrifos degradation mechanism in Pseudomonas nitroreducens and its potential for environmental bioremediation 揭示硝化还原假单胞菌中水解酶 Oph2876 介导的毒死蜱降解机制及其在环境生物修复中的潜力
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-19 DOI: 10.1016/j.jhazmat.2024.136570
Haoran Song, Wen-Juan Chen, Shao-Fang Chen, Mingqiu Liu, Guiling Si, Xixian Zhu, Kalpana Bhatt, Sandhya Mishra, Mohamed A. Ghorab, Shaohua Chen
Chlorpyrifos contamination is a currently on-going issue with significant environmental impacts. As such, rapid and effective techniques that remove chlorpyrifos from the environment are urgently required. Here, a new strain of Pseudomonas nitroreducens W-7 exhibited exceptional degradation ability towards both chlorpyrifos and its major metabolite 3,5,6-trichloro-2-pyridinol (TCP). W-7 can effectively reduce the toxicity of chlorpyrifos and TCP towards a variety of sensitive organisms through its superior degradation capacity. W-7 demonstrated efficient soil bioremediation by removing over 50% of chlorpyrifos (25 mg/kg) from both sterile and non-sterile soils within 5 days, with significantly reduced half-lives. Additionally, 16S rDNA high-throughput sequencing of the soil revealed that the introduction of W-7 had no significant impact on the soil microbial community. A pivotal hydrolase Oph2876 containing conserved motif (HxHxDH) and a bimetallic catalytic center was identified from W-7. Oph2876 was a heat- and alkali-resistant enzyme with low sequence similarity (< 44%) with other reported organophosphorus hydrolases, with a better substrate affinity for hydrolysis of chlorpyrifos to TCP. The molecular docking and site-directed mutagenesis studies indicated that the amino acid residues Asp235, His214, and His282, which were associated with the conserved sequence “HxHxDH”, were crucial for the activity of Oph2876. These findings contribute to a better understanding of the biodegradation mechanism of chlorpyrifos and present useful agents for the development of effective chlorpyrifos bioremediation strategies.
毒死蜱污染是一个持续存在的问题,对环境有重大影响。因此,迫切需要快速有效的技术来清除环境中的毒死蜱。在本研究中,一株新的硝基还原假单胞菌 W-7 对毒死蜱及其主要代谢物 3,5,6-三氯-2-吡啶醇(TCP)均表现出卓越的降解能力。W-7 的超强降解能力可有效降低毒死蜱和 TCP 对多种敏感生物的毒性。W-7 可在 5 天内从无菌和非无菌土壤中去除 50% 以上的毒死蜱(25 毫克/千克),并显著缩短半衰期,从而实现高效的土壤生物修复。此外,对土壤进行的 16S rDNA 高通量测序显示,引入 W-7 对土壤微生物群落没有显著影响。从 W-7 中鉴定出了一种关键水解酶 Oph2876,它含有保守基序(HxHxDH)和双金属催化中心。Oph2876 是一种耐热和耐碱的酶,与其他已报道的有机磷水解酶的序列相似性较低(< 44%),在将毒死蜱水解为 TCP 的过程中具有更好的底物亲和力。分子对接和定点突变研究表明,与保守序列 "HxHxDH "相关的氨基酸残基 Asp235、His214 和 His282 对 Oph2876 的活性至关重要。这些发现有助于更好地了解毒死蜱的生物降解机制,并为开发有效的毒死蜱生物修复策略提供了有用的制剂。
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引用次数: 0
Hydrogen-free upcycling of polyethylene waste to methylated aromatics over Ni/ZSM-5 under mild conditions 在温和条件下,在 Ni/ZSM-5 上将聚乙烯废料无氢提升为甲基化芳烃
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-19 DOI: 10.1016/j.jhazmat.2024.136564
Bingyan Sun, Haifeng Xu, Tan Li, Wenjie Guan, Kaige Wang
Upcycling waste plastic into aromatics presents an attractive strategy to tackle both plastic pollution and energy challenges. However, previous studies often rely on high temperatures, precious metals, and have broad product distributions. In this study, we reported that a Ni/ZSM-5 bifunctional catalyst can directly convert polyethylene (PE) into methylated aromatics with high selectivity under mild conditions, while eliminating the requirement for hydrogen gas and solvents. The liquid yield could attain up to 70.3%, and the aromatics yield could achieve up to 51.7%. Over 78.4% of the aromatics were methylated aromatics including toluene, xylene, and mesitylene. Polymer chains underwent dehydrogenation over Ni and the acid sites in ZSM-5, forming C=C bonds. Certain of these bonds evolved into carbenium ions through the process of proton transfer at the acid sites. The optimization of Ni and acid sites enhanced the oligomerization, cyclization, and aromatization process. The extra mesopores created by Ni on the molecular sieve aid in the generation of aromatics. Furthermore, the Ni/ZSM-5 catalyst demonstrated the ability to convert typical commercial grades of PE plastic, such as gloves and bottles, into aromatics with a selectivity of up to 61.1%. It offers an economically feasible and environmentally friendly upcycling avenue for the circular economy of plastics.
将废塑料升级再造为芳烃是解决塑料污染和能源挑战的一项极具吸引力的策略。然而,以往的研究通常依赖于高温和贵金属,而且产品分布广泛。在这项研究中,我们报道了一种 Ni/ZSM-5 双功能催化剂可在温和条件下直接将聚乙烯(PE)高选择性地转化为甲基化芳烃,同时无需氢气和溶剂。液体收率可达 70.3%,芳烃收率可达 51.7%。超过 78.4% 的芳烃为甲基化芳烃,包括甲苯、二甲苯和间二甲苯。聚合物链在镍和 ZSM-5 中的酸性位点上发生脱氢反应,形成 C=C 键。其中某些键通过酸性位点的质子转移过程演变成硒离子。镍和酸性位点的优化增强了低聚、环化和芳香化过程。镍在分子筛上产生的额外中孔有助于芳烃的生成。此外,Ni/ZSM-5 催化剂还能将典型的商业级聚乙烯塑料(如手套和瓶子)转化为芳烃,选择性高达 61.1%。它为塑料循环经济提供了一条经济可行且环保的升级再循环途径。
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引用次数: 0
Quantifying the environmental fate and source of nitrate contamination using dual-isotope tracing coupled with nitrogen cascade model on the basin scale 利用双同位素追踪和流域尺度氮级联模型量化硝酸盐污染的环境归宿和来源
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-19 DOI: 10.1016/j.jhazmat.2024.136594
Zihan Zhao, Xinghua He, Sidi Chen, Letian Ning, Kexin Chen, Yanhua Wang
Nitrate (NO3) contamination in riverine networks has threatened the environment and human health. Clarifying the NO3 source and environmental fate within the basin under different underlying surfaces is essential for water body protection, especially China's two mother rivers. A series of combination methods were established i.e., field survey, index measurements, isotope-tracing techniques, and material flow analysis in four typical basins to investigate the spatiotemporal variation and source of NO3 pollution and nitrogen cascade characteristics. The dual-isotope coupled with MixSIAR model revealed that manure and sewage were the major NO3 source in the irrigation basin (WY, 76.7%), hilly mountainous basin (YC, 52.3%), and plateau lake basin (DC, 48.7%). However, for the plain-river network basin (CZ), soil leachate was the main source (55.5%). In terms of the N losses to water within agri-environment system, livestock-breeding system in three basins made the biggest contribution among the systems, WY (77.3%), YC (47.3%), and DC (41.8%). While in CZ, about 34.4% of N was delivered from the crop-production system. The N cascade model verified the results of isotope-tracing techniques for each basin. The study provides new insight into NO3-tracing combining hydrogeochemical indicators, isotopic-tracing techniques, and material flow analysis and guides strategies for mitigating the negative impacts of NO3 pollution on aquatic environments on basin scale.
河网中的硝酸盐(NO3-)污染已威胁到环境和人类健康。厘清不同底质下流域内 NO3- 的来源和环境归宿对于水体保护,尤其是中国的两条母亲河至关重要。在四个典型流域建立了一系列综合方法,即野外调查、指标测量、同位素示踪技术和物质流分析,以研究 NO3-污染的时空变化和来源以及氮的级联特征。双同位素耦合 MixSIAR 模型显示,在灌溉盆地(WY,76.7%)、丘陵山区盆地(YC,52.3%)和高原湖泊盆地(DC,48.7%),粪便和污水是 NO3-的主要来源。然而,在平原河网流域(CZ),土壤渗滤液是主要来源(55.5%)。就农业环境系统内氮流失到水中的情况而言,三个流域的畜牧业系统(WY,77.3%)、YC(47.3%)和 DC(41.8%)对氮的贡献最大。而在 CZ,约 34.4% 的氮来自作物生产系统。氮级联模型验证了各流域同位素追踪技术的结果。该研究结合水文地质化学指标、同位素示踪技术和物质流分析,为氮氧化物示踪提供了新的视角,并为在流域范围内减轻氮氧化物污染对水生环境的负面影响提供了指导策略。
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引用次数: 0
Plastic debris accumulated on Sargassum algae stranded biomass are vectors for different As(V) and As(III) forms 马尾藻搁浅生物体上积累的塑料碎片是不同形式砷(V)和砷(III)的载体
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-19 DOI: 10.1016/j.jhazmat.2024.136579
Ana.E. Pradas del Real, Delphine Vantelon, Charlotte Catrouillet, Imane Khatib, Rémi Tucoulou, Camille Rivard, Sebastian Schoeder, Julien. Gigault, Mélanie. Davranche
This work shows that the plastic debris accumulated along with stranded Sargassum biomass in Guadeloupe’s beaches contains different forms of arsenic. Results from synchrotron nano X-ray Fluorescence (nanoXRF) and nano X-ray Absorption Near Edge Structure (nanoXANES) show that arsenate (As(V) in a tetrahedral coordination) present in seawater is complexed in the algae cell walls in an octahedral As(V) form, which is subsequently reduced to As(III) within the algae. Inorganic As(III) is either excreted or may undergo methylation and/or binding to glutathione, which is then stored in the algal cells or excreted. The areas where As is colocalized with a variety of metals (Si, K, Ca, Fe, Ni Cu and Zn) may correspond with areas in which algae tissues remain adhered to the surface of the plastics. On the opposite, the areas in which As is found together with Ti or Cl may correspond with areas in which the algae has been decomposed or in which As has been adsorbed after being secreted by the algae. Results from this study should be taken into account to assess the ecotoxicological impacts of Sargassum biomass accumulated on beaches, as well as for the planning of its valorization. Plastics within the Sargassum biomass can act as vectors for arsenic, facilitating its transfer to other environmental compartments where the biomass is used or when it is ingested by various organisms. In a context of a growing problem of plastic pollution and a more and more frequent algae blooms, these results are particularly relevant.
这项研究表明,瓜德罗普岛海滩上随搁浅马尾藻生物群一起堆积的塑料碎片含有不同形式的砷。同步辐射纳米 X 射线荧光(nanoXRF)和纳米 X 射线吸收近边缘结构(nanoXANES)的研究结果表明,海水中的砷酸盐(四面体配位的 As(V))以八面体 As(V) 的形式络合在马尾藻细胞壁中,随后在马尾藻体内还原成 As(III)。无机 As(III) 要么被排出体外,要么被甲基化和/或与谷胱甘肽结合,然后储存在藻类细胞中或被排出体外。砷与多种金属(Si、K、Ca、Fe、Ni、Cu 和 Zn)共聚的区域可能与藻类组织仍粘附在塑料表面的区域相对应。相反,As 与 Ti 或 Cl 同时出现的区域可能与藻类已经分解或藻类分泌 As 后被吸附的区域相对应。在评估马尾藻生物量对海滩生态毒理学的影响以及规划马尾藻生物量的价值时,应考虑本研究的结果。马尾藻生物体内的塑料可作为砷的载体,促进砷转移到使用生物体或各种生物摄入生物体的其他环境区划。在塑料污染问题日益严重、藻类繁殖日益频繁的背景下,这些结果尤为重要。
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引用次数: 0
Microplastic-induced changes in Cd and Cr behavior in the agricultural soil-wheat system: Insights into metal bioavailability and phytotoxicity 微塑料诱导的农业土壤-小麦系统中镉和铬行为的变化:金属生物利用率和植物毒性的启示
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-19 DOI: 10.1016/j.jhazmat.2024.136592
Chun-dan Gan, Yu-liang Liao, Heng-bo Liu, Jin-yan Yang, Aleksander Nikitin
Microplastics (MPs) and heavy metals widely coexist in agricultural soils, posing significant risks to soil-plant ecosystems. This study explores the effects of five common MPs—polyethylene (PE), polypropylene (PP), polyvinyl chloride (PVC), polystyrene (PS), and polylactic acid (PLA)—and environmental-simulating microplastics (EMPs), composed based on the composition of local MPs in agricultural soils, on the bioavailability and phytotoxicity of Cd and Cr in soils. Pot experiments demonstrated that MPs, particularly PE and EMPs at a 5% dosage, markedly decreased soil pH, water-holding capacity, and soil organic carbon content. This decrease in pH led to enhanced Cd and Cr mobility and bioavailability, especially with PE and EMPs increasing Cr bioavailability in 15 cm depth soil by up to 43.9% and 37.8%, respectively. In soils with 2.1 mg/kg of Cd and 390 mg/kg of Cr, both 1% and 5% doses of MPs inhibited wheat growth while enhancing the uptake and translocation of Cd and Cr in wheat. Notably, PE, PS, PLA, and EMPs exposure significantly elevated levels of oxidative stress markers (SOD, POD, CAT, and MDA) in wheat. These findings highlight the importance of further research on the combined impacts of MPs and heavy metals on soil health and plant safety.
微塑料(MPs)和重金属广泛共存于农业土壤中,对土壤-植物生态系统构成重大风险。本研究探讨了五种常见的微塑料--聚乙烯(PE)、聚丙烯(PP)、聚氯乙烯(PVC)、聚苯乙烯(PS)和聚乳酸(PLA)--以及根据农业土壤中当地微塑料成分组成的环境模拟微塑料(EMPs)对土壤中镉和铬的生物利用率和植物毒性的影响。盆栽实验表明,多孔质微粒(尤其是 5%用量的聚乙烯和多孔质微粒)可显著降低土壤 pH 值、持水能力和土壤有机碳含量。pH 值的降低提高了镉和铬的迁移率和生物利用率,尤其是 PE 和 EMPs 可使 15 厘米深土壤中的铬生物利用率分别提高 43.9% 和 37.8%。在镉含量为 2.1 毫克/千克和铬含量为 390 毫克/千克的土壤中,1% 和 5%剂量的 MPs 都能抑制小麦生长,同时提高小麦对镉和铬的吸收和转运。值得注意的是,暴露于 PE、PS、PLA 和 EMPs 会显著提高小麦中氧化应激标记物(SOD、POD、CAT 和 MDA)的水平。这些发现强调了进一步研究 MPs 和重金属对土壤健康和植物安全的综合影响的重要性。
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引用次数: 0
Machine learning models with innovative outlier detection techniques for predicting heavy metal contamination in soils 采用创新离群点检测技术的机器学习模型用于预测土壤中的重金属污染
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-19 DOI: 10.1016/j.jhazmat.2024.136536
Ram Proshad, S.M. Asharaful Abedin Asha, Ron Tan, Yineng Lu, Md Anwarul Abedin, Zihao Ding, Shuangting Zhang, Ziyi Li, Geng Chen, Zhuanjun Zhao
Machine learning (ML) models for accurately predicting heavy metals with inconsistent outputs have improved owing to dataset outliers, which influence model reliability and accuracy. A comprehensive technique that combines machine learning and advanced statistical methods was applied to assess data outlier’s effects on ML models. Ten ML models with three outlier detection methods predicted Cr, Ni, Cd, and Pb in Narayanganj soils. XGBoost with density-based spatial clustering of applications with noise (DBSCAN) improved model efficacy (R2). The R2 of Cr, Ni, Cd, and Pb was considerably enhanced by 11.11%, 6.33%, 14.47%, and 5.68%, respectively, indicating that outliers affected the model's HM prediction. Soil factors affected Cr (80%), Ni (72.61%), Cd (53.35%), and Pb (63.47%) concentrations based on feature importance. Contamination factor prediction showed considerable contamination for Cr, Ni, and Cd. LISA revealed Cd (55.4%), Cr (49.3%), and Pb (47.3%) as the significant pollutant (p < 0.05). Moran's I index values for Cr, Ni, Cd, and Pb were 0.65, 0.58, 0.60, and 0.66, respectively, indicating strong positive spatial autocorrelation and clusters with similar contamination. Finally, this work successfully assessed the influence of data outliers on the ML model for soil HM contamination prediction, identifying crucial regions that require rapid conservation measures.
由于数据集异常值会影响模型的可靠性和准确性,用于准确预测重金属的机器学习(ML)模型在输出不一致的情况下得到了改进。我们采用了一种结合了机器学习和先进统计方法的综合技术来评估数据异常值对 ML 模型的影响。采用三种异常值检测方法的 10 个 ML 模型对 Narayanganj 土壤中的铬、镍、镉和铅进行了预测。XGBoost 与基于密度的空间聚类应用(DBSCAN)提高了模型的有效性(R2)。铬、镍、镉和铅的 R2 分别提高了 11.11%、6.33%、14.47% 和 5.68%,表明异常值影响了模型的 HM 预测。根据特征重要性,土壤因子对铬 (80%)、镍 (72.61%)、镉 (53.35%) 和铅 (63.47%) 的浓度有影响。污染因子预测显示,铬、镍和镉的污染程度相当高。LISA 显示,镉(55.4%)、铬(49.3%)和铅(47.3%)是重要污染物(p < 0.05)。铬、镍、镉和铅的 Moran's I 指数值分别为 0.65、0.58、0.60 和 0.66,表明存在较强的正空间自相关性和污染相似的聚类。最后,这项工作成功评估了数据异常值对土壤 HM 污染预测 ML 模型的影响,确定了需要采取快速保护措施的关键区域。
{"title":"Machine learning models with innovative outlier detection techniques for predicting heavy metal contamination in soils","authors":"Ram Proshad, S.M. Asharaful Abedin Asha, Ron Tan, Yineng Lu, Md Anwarul Abedin, Zihao Ding, Shuangting Zhang, Ziyi Li, Geng Chen, Zhuanjun Zhao","doi":"10.1016/j.jhazmat.2024.136536","DOIUrl":"https://doi.org/10.1016/j.jhazmat.2024.136536","url":null,"abstract":"Machine learning (ML) models for accurately predicting heavy metals with inconsistent outputs have improved owing to dataset outliers, which influence model reliability and accuracy. A comprehensive technique that combines machine learning and advanced statistical methods was applied to assess data outlier’s effects on ML models. Ten ML models with three outlier detection methods predicted Cr, Ni, Cd, and Pb in Narayanganj soils. XGBoost with density-based spatial clustering of applications with noise (DBSCAN) improved model efficacy (R<sup>2</sup>). The R2 of Cr, Ni, Cd, and Pb was considerably enhanced by 11.11%, 6.33%, 14.47%, and 5.68%, respectively, indicating that outliers affected the model's HM prediction. Soil factors affected Cr (80%), Ni (72.61%), Cd (53.35%), and Pb (63.47%) concentrations based on feature importance. Contamination factor prediction showed considerable contamination for Cr, Ni, and Cd. LISA revealed Cd (55.4%), Cr (49.3%), and Pb (47.3%) as the significant pollutant (p &lt; 0.05). Moran's I index values for Cr, Ni, Cd, and Pb were 0.65, 0.58, 0.60, and 0.66, respectively, indicating strong positive spatial autocorrelation and clusters with similar contamination. Finally, this work successfully assessed the influence of data outliers on the ML model for soil HM contamination prediction, identifying crucial regions that require rapid conservation measures.","PeriodicalId":361,"journal":{"name":"Journal of Hazardous Materials","volume":"37 1","pages":""},"PeriodicalIF":13.6,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142670756","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Journal of Hazardous Materials
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