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Correction: Iodine emission from the reactive uptake of ozone to simulated seawater 更正:模拟海水对臭氧的反应吸收产生的碘排放。
IF 5.5 3区 环境科学与生态学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2023-10-04 DOI: 10.1039/D3EM90034G
Stephanie R. Schneider, Pascale S. J. Lakey, Manabu Shiraiwa and Jonathan P. D. Abbatt

Correction for ‘Iodine emission from the reactive uptake of ozone to simulated seawater’ by Stephanie R. Schneider et al., Environ. Sci.: Processes Impacts, 2023, 25, 254–263, https://doi.org/10.1039/D2EM00111J.

Stephanie R.Schneider等人《环境》对“模拟海水中臭氧反应吸收的碘排放”的修正。科学:过程影响,2023,25254-263,https://doi.org/10.1039/D2EM00111J.
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引用次数: 0
New insight into environmental oxidation of phosmet insecticide initiated by HO˙ radicals in gas and water – a theoretical study† 对气体和水中HO•自由基引发的磷杀虫剂环境氧化的新见解——一项理论研究。
IF 5.5 3区 环境科学与生态学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2023-10-03 DOI: 10.1039/D3EM00325F
Hisham K. Al Rawas, Reem Al Mawla, Thi Yen Nhi Pham, Dinh Hieu Truong, Thi Le Anh Nguyen, Sonia Taamalli, Marc Ribaucour, Abderrahman El Bakali, Ivan Černušák, Duy Quang Dao and Florent Louis

Phosmet is an organophosphorus insecticide widely used in agriculture to control a range of insects; recently, it was banned by the European Union in 2022 due to its harmful effects. However, its environmental degradation and fate have not yet been evident. Thus, phosmet oxidation by HO˙ radicals was theoretically studied in this work using the DFT approach at the M06-2X/6-311++G(3df,3pd)//M06-2X/6-31+G(d,p) level of theory. Three different mechanisms were considered, including formal hydrogen transfer (FHT), radical adduct formation (RAF), and single electron transfer (SET). The mechanisms, kinetics, and lifetime were studied in the gas and aqueous phases, in addition to its ecotoxicity evaluation. The results show that FHT reactions were dominant in the gas phase, while RAF was more favourable in the aqueous phase at 298 K, while SET was negligible. The branching ratio indicated that H-abstractions at the methyl and the methylene groups were the most predominant, while the most favourable HO˙-addition was observed at the phosphorus atom of the dithiophosphate group. The overall rate constant values varied from 1.2 × 109 (at 283 K) to 1.40 × 109 M−1 s−1 (at 323 K) in the aqueous phase and from 6.29 × 1010 (at 253 K) to 1.32 × 1010 M−1 s−1 (at 323 K) in the gas phase. The atmospheric lifetime of phosmet is about 6 hours at 287 K, while it can persist from a few seconds to several years depending on the temperature and [HO˙] concentration in the aqueous environment. The QSAR-based ecotoxicity evaluation indicates that phosmet and its degradation products are all dangerous to aquatic organisms, although the products are less toxic than phosmet. However, they are generally developmental toxicants and mutagenicity-negative compounds.

Phosmet是一种有机磷杀虫剂,广泛用于农业控制一系列昆虫;最近,由于其有害影响,它在2022年被欧盟禁止。然而,其环境退化和命运尚未显现。因此,本工作使用DFT方法在M06-2X/6-311++G(3df,3pd)//M06-2X/6-31+G(d,p)理论水平上对HO?自由基的光气氧化进行了理论研究。考虑了三种不同的机制,包括形式氢转移(FHT)、自由基加合物形成(RAF)和单电子转移(SET)。除了生态毒性评估外,还研究了气相和水相中的机理、动力学和寿命。结果表明,在298K下,FHT反应在气相中占主导地位,而RAF在水相中更有利,而SET可忽略不计。支化比表明,在甲基和亚甲基的H-提取是最主要的,而在二硫代磷酸基团的磷原子处观察到最有利的HO*-加成。水相中的总速率常数值为1.2×109(在283K下)至1.40×109 M-1s-1(在323K下),气相中的总速率常数为6.29×1010(在253K下)到1.32×1010 M-1s-1。光气在287K下的大气寿命约为6小时,而它可以持续几秒到几年,这取决于水环境中的温度和[HO*]浓度。基于QSAR的生态毒性评估表明,尽管该产品的毒性低于福美特,但福美特及其降解产物对水生生物都是危险的。然而,它们通常是发育毒性物质和致突变性阴性化合物。
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引用次数: 0
Mechanism and applications of bidirectional extracellular electron transfer of Shewanella 谢瓦纳菌细胞外双向电子转移的机制及应用。
IF 5.5 3区 环境科学与生态学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2023-10-03 DOI: 10.1039/D3EM00224A
Yuxuan Zang, Bo Cao, Hongyu Zhao, Beizhen Xie, Yanhong Ge, Hong Liu and Yue Yi

Electrochemically active microorganisms (EAMs) play an important role in the fields of environment and energy. Shewanella is the most common EAM. Research into Shewanella contributes to a deeper comprehension of EAMs and expands practical applications. In this review, the outward and inward extracellular electron transfer (EET) mechanisms of Shewanella are summarized and the roles of riboflavin in outward and inward EET are compared. Then, four methods for the enhancement of EET performance are discussed, focusing on riboflavin, intracellular reducing force, biofilm formation and substrate spectrum, respectively. Finally, the applications of Shewanella in the environment are classified, and the restrictions are discussed. Potential solutions and promising prospects for Shewanella are also provided.

电化学活性微生物(EAMs)在环境和能源领域发挥着重要作用。Shewanella是最常见的EAM。对Shewanella的研究有助于更深入地理解EAM并扩展实际应用。本文综述了谢瓦氏菌胞外和胞内电子转移(EET)的机制,并比较了核黄素在细胞外和胞外电子转移中的作用。然后,讨论了四种提高EET性能的方法,分别侧重于核黄素、细胞内还原力、生物膜形成和底物谱。最后,对Shewanella在环境中的应用进行了分类,并对其限制条件进行了讨论。同时也为Shewanella提供了潜在的解决方案和前景。
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引用次数: 0
Including the bioconcentration of pesticide metabolites in plant uptake modeling† 包括植物吸收模型中农药代谢产物的生物富集。
IF 5.5 3区 环境科学与生态学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-29 DOI: 10.1039/D3EM00266G
Zijian Li and Peter Fantke

Although several models of pesticide uptake into plants are available, there are few modeling studies on the bioconcentration of metabolites in plants. Ignoring metabolites in plant uptake models can result in an underestimation of the parent compound's overall impacts on human health associated with pesticide residues in harvested food crops. To address this limitation, we offer a metabolite-based plant uptake model to predict the bioconcentration of the parent compound and its metabolites in plants. We used the uptake of glyphosate and its major metabolite (aminomethylphosphonic acid, AMPA) into potato as an example. The analysis of variability revealed that soil properties (affecting the soil sorption coefficient), dissipation half-life in soil, and metabolic half-life in the potato had a significant impact on the simulated AMPA concentration in the potato, indicating that regional variability could be generated in the plant bioconcentration process of metabolites. The proposed model was further compared using the non-metabolite model. The findings of the comparison suggested that the non-metabolite model, which is integrated with the AMPA bioconcentration process, can predict the AMPA concentration in the potato similarly to the proposed model. In conclusion, we provide insight into the bioconcentration process of metabolites in tuber plants from a modeling viewpoint, with some crucial model inputs, such as biotransformation and metabolic rate constants, requiring confirmation in future studies. The modeling demonstration emphasizes that it is relevant to consider bioaccumulation of metabolites, which can propagate further into increased overall residues of harmful compounds, especially in cases where metabolites have higher toxicity effect potency than their respective parent compounds.

尽管有几种农药在植物中吸收的模型,但很少有关于代谢物在植物中生物富集的模型研究。在植物吸收模型中忽视代谢物可能会低估母体化合物对人类健康的总体影响,这些影响与收获的粮食作物中的农药残留有关。为了解决这一限制,我们提供了一个基于代谢物的植物吸收模型来预测母体化合物及其代谢物在植物中的生物浓度。我们以草甘膦及其主要代谢产物(氨基甲基膦酸,AMPA)在马铃薯中的吸收为例。变异性分析表明,土壤性质(影响土壤吸附系数)、土壤中的耗散半衰期和马铃薯中的代谢半衰期对马铃薯中模拟的AMPA浓度有重大影响,表明在植物代谢物的生物富集过程中可能会产生区域变异。使用非代谢物模型对所提出的模型进行了进一步比较。比较结果表明,与AMPA生物浓缩过程相结合的非代谢产物模型可以预测土豆中AMPA的浓度,类似于所提出的模型。总之,我们从建模的角度深入了解了块茎植物中代谢物的生物富集过程,一些关键的模型输入,如生物转化和代谢速率常数,需要在未来的研究中得到证实。建模论证强调,考虑代谢物的生物累积性是相关的,代谢物可以进一步传播到有害化合物的总残留量增加中,尤其是在代谢物的毒性作用效力高于其各自母体化合物的情况下。
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引用次数: 0
Chemical characterization of microplastic particles formed in airborne waste discharged from sewer pipe repairs† 下水道管道维修排放的空气中废物中形成的微塑料颗粒的化学特性。
IF 5.5 3区 环境科学与生态学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-20 DOI: 10.1039/D3EM00193H
Brianna N. Peterson, Ana C. Morales, Jay M. Tomlin, Carrie G. W. Gorman, Peter E. Christ, Steven A. L. Sharpe, Shelby M. Huston, Felipe A. Rivera-Adorno, Brian T. O'Callahan, Matthew Fraund, Yoorae Noh, Pritee Pahari, Andrew J. Whelton, Patrick Z. El-Khoury, Ryan C. Moffet, Alla Zelenyuk and Alexander Laskin

Microplastic particles are of increasing environmental concern due to the widespread uncontrolled degradation of various commercial products made of plastic and their associated waste disposal. Recently, common technology used to repair sewer pipes was reported as one of the emission sources of airborne microplastics in urban areas. This research presents results of the multi-modal comprehensive chemical characterization of the microplastic particles related to waste discharged in the pipe repair process and compares particle composition with the components of uncured resin and cured plastic composite used in the process. Analysis of these materials employs complementary use of surface-enhanced Raman spectroscopy, scanning transmission X-ray spectro-microscopy, single particle mass spectrometry, and direct analysis in real-time high-resolution mass spectrometry. It is shown that the composition of the relatively large (100 μm) microplastic particles resembles components of plastic material used in the process. In contrast, the composition of the smaller (micrometer and sub-micrometer) particles is significantly different, suggesting their formation from unintended polymerization of water-soluble components occurring in drying droplets of the air-discharged waste. In addition, resin material type influences the composition of released microplastic particles. Results are further discussed to guide the detection and advanced characterization of airborne microplastics in future field and laboratory studies pertaining to sewer pipe repair technology.

由于塑料制成的各种商业产品及其相关废物的广泛不受控制的降解,微塑料颗粒越来越受到环境关注。最近,据报道,用于修复下水道的通用技术是城市地区空气中微塑料的排放源之一。本研究介绍了与管道修复过程中排放的废物有关的微塑料颗粒的多模态综合化学表征结果,并将颗粒成分与该过程中使用的未固化树脂和固化塑料复合材料的成分进行了比较。这些材料的分析采用了表面增强拉曼光谱、扫描透射X射线光谱显微镜、单粒子质谱和实时高分辨率质谱中的直接分析的互补使用。结果表明,相对较大(100μm)的微塑料颗粒的成分类似于该过程中使用的塑料材料的成分。相反,较小(微米和亚微米)颗粒的组成明显不同,这表明它们是由排出空气的废物的干燥液滴中发生的水溶性组分的意外聚合形成的。此外,树脂材料类型影响释放的微塑料颗粒的组成。进一步讨论了结果,以指导未来与下水道管道修复技术相关的现场和实验室研究中空气中微塑料的检测和高级表征。
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引用次数: 1
Autoxidation of glycols used in inhalable daily products: implications for the use of artificial fogs and e-cigarettes† 可吸入日常用品中使用的二醇的自动氧化:对使用人造烟雾和电子烟的影响。
IF 5.5 3区 环境科学与生态学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-20 DOI: 10.1039/D3EM00214D
Xinyang Guo, Ya-Chun Chan, Tania Gautam and Ran Zhao

The use of glycols is seen in various industries and occupations. In the past few decades, the health implications of inhalable glycols have gained public attention. Inhalable glycols may cause adverse health effects, especially for workers in occupations receiving frequent exposure and consumers of glycol-based daily products. Our previous work highlighted the rapid accumulation of formaldehyde and glycolaldehyde in fog juice, thus proposing the occurrence of glycol autoxidation. However, the fundamentals of glycol autoxidation remained unclear and unexplored. Our goal is to investigate the autoxidation of common glycols during indoor storage. Carbonyls were quantified using liquid chromatography-mass spectrometry (LC-MS), and peroxides from autoxidation were monitored via iodometry and UV-Vis spectrometry. The impact of certain factors such as the water mixing ratio and antioxidants (vitamin C) was also investigated. Formation of aldehydes in many glycols was weekly monitored, such as e-cigarette juice and triethylene glycol (TEG). Occurrence of autoxidation was confirmed by the increase in the total peroxide concentration. Additionally, we highlighted the dependence of the carbonyl formation rate on the TEG–water mixing ratio, demonstrating the complex role of water in glycol autoxidation. We have also tested the effectiveness of vitamin C and made suggestions for minimizing the formation of toxic carbonyls in consumer products.

二醇的使用在各种行业和职业中都可以看到。在过去的几十年里,可吸入乙醇对健康的影响已经引起了公众的关注。可吸入的乙二醇可能会对健康造成不良影响,尤其是对经常接触乙二醇的职业工人和乙二醇类日常产品的消费者。我们之前的工作强调了甲醛和乙醇醛在雾汁中的快速积累,从而提出了乙二醇自氧化的发生。然而,乙二醇自氧化的基本原理仍然不清楚和未被探索。我们的目标是研究普通乙醇在室内储存过程中的自动氧化。使用液相色谱-质谱法(LC-MS)对羰基进行定量,并通过碘量法和紫外-可见光谱法监测自氧化产生的过氧化物。还研究了某些因素的影响,如水的混合比例和抗氧化剂(维生素C)。每周监测许多二醇中醛类的形成,如电子烟汁和三甘醇(TEG)。通过总过氧化物浓度的增加证实了自动氧化的发生。此外,我们强调了羰基形成速率对TEG-水混合比的依赖性,证明了水在二醇自氧化中的复杂作用。我们还测试了维生素C的有效性,并提出了尽量减少消费品中有毒羰基形成的建议。
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引用次数: 0
Formation and sedimentation of oil–mineral aggregates in the presence of chemical dispersant 在化学分散剂存在下油矿物聚集体的形成和沉积。
IF 5.5 3区 环境科学与生态学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-19 DOI: 10.1039/D3EM00327B
Wenxin Li, Zhixin Qi, Deqi Xiong, Yifei Wu, Wei Wang, Yajing Qi and Jian Guo

The formation and sedimentation of oil–mineral aggregates (OMAs) is the major method to transport spilled oil to the seafloor. In this study, the formation and sedimentation experiments of OMA using montmorillonite and four crude oils were performed in a wave tank in the presence of chemical dispersant. Most of the formed OMAs were droplet OMAs, and single droplet OMA would aggregate into multiple ones under the action of the dispersant. The size of the oil droplets trapped in the OMA increased with time and was larger for the oil with higher viscosity. The sinking velocities of OMAs formed in this study were between 100–1200 μm s−1 and they were positively correlated with their diameter. The density of OMA was of the same order as that of the crude oil that formed them. An increase in the dispersant dosage could promote the formation of OMAs. The oil content in OMAs was higher for the denser oil in the presence of a dispersant. The maximum oil trapping efficiency of OMAs was 48.05%. This study provides fundamental data on the formation kinetics of OMAs.

油矿物集合体(OMAs)的形成和沉积是将溢出的石油输送到海底的主要方法。在本研究中,在化学分散剂存在下,用蒙脱石和四种原油在波浪槽中进行了OMA的形成和沉积实验。形成的OMA大多是液滴OMA,在分散剂的作用下,单个液滴OMAs会聚集成多个。OMA中捕获的油滴的大小随着时间的推移而增加,并且对于具有较高粘度的油来说更大。本研究中形成的OMA的下沉速度在100-1200μm s-1之间,并且与直径呈正相关。OMA的密度与形成它们的原油的密度相同。分散剂用量的增加可以促进OMAs的形成。在分散剂存在下,对于密度较大的油,OMA中的油含量较高。OMAs的最大捕油效率为48.05%。本研究为OMAs的形成动力学提供了基础数据。
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引用次数: 0
Kinetics of hypochlorous acid reactions with organic and chloride-containing tropospheric aerosol† 次氯酸与有机和含氯化物对流层气溶胶的反应动力学†
IF 5.5 3区 环境科学与生态学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-18 DOI: 10.1039/D3EM00292F
Spiro D. Jorga, Tengyu Liu, Yutong Wang, Sumaiya Hassan, Han Huynh and Jonathan P. D. Abbatt

Chlorine plays an important role in tropospheric oxidation processes, in both marine and continental environments. Although modeling studies have explored the importance of halogen chemistry, uncertainty remains in associated chemical mechanisms and fundamental kinetics parameters. Prior kinetics measurements of multiphase halogen recycling reactions have been largely performed with dilute, bulk solutions, leaving unexplored more realistic chemical systems which have high solute concentrations and are internally mixed with both halide and organic components. Here, we address the multiphase kinetics of gaseous HOCl using an aerosol flow tube and aerosol mass spectrometer to study its reactions with particulate chloride, using atmospherically relevant particle acidity, solute concentrations, and ionic strength. We also investigate the chemistry that results when biomass burning (BB) aerosol components and chloride are internally mixed. Using pH-buffered deliquesced particles, we show that the rate constant for reaction of dissolved HOCl with H+ and Cl at high relative humidity (RH) (80–85%) is within a factor of two of the literature value for bulk phase conditions. However, at lower RH values (60–70%) where the particles are considerably more concentrated, the rate constant for chloride loss from the particles is an order of magnitude higher. For pure organic compounds commonly found in biomass burning (BB) aerosol, such as coniferaldehyde, salicylic acid and furfural, an increase in the aerosol chlorine content occurs with HOCl exposure, indicating the formation of organochlorine species. Together, these independent findings explain results for internally mixed aerosol particles with both chloride and BB components present where we observed behavior consistent with both chloride loss and organochlorine formation occurring simultaneously upon HOCl exposure. Our results indicate that chlorine recycling via HOCl uptake by chloride-containing particles will occur in the atmosphere efficiently over a wide range of RH conditions, even when reactive organic compounds are present in the same particles as chloride. Simultaneously, formation of organochlorine compounds, which are commonly toxic, is likely occurring when reactive organic components are present.

在海洋和大陆环境中,氯在对流层氧化过程中起着重要作用。尽管建模研究已经探索了卤素化学的重要性,但相关的化学机制和基本动力学参数仍存在不确定性。先前对多相卤素再循环反应的动力学测量主要是用稀释的本体溶液进行的,留下了未经探索的更现实的化学系统,这些化学系统具有高溶质浓度并与卤化物和有机组分内部混合。在这里,我们使用气溶胶流管和气溶胶质谱仪研究了气态HOCl的多相动力学,以研究其与颗粒氯化物的反应,使用与大气相关的颗粒酸度、溶质浓度和离子强度。我们还研究了生物质燃烧(BB)气溶胶成分和氯化物内部混合时产生的化学反应。使用pH缓冲的潮解颗粒,我们表明,在高相对湿度(RH)(80–85%)下,溶解的HOCl与H+和Cl−的反应速率常数在体相条件下文献值的两倍以内。然而,在相对湿度较低(60-70%)的情况下,颗粒的浓度要高得多,颗粒中氯化物损失的速率常数要高出一个数量级。对于生物质燃烧(BB)气溶胶中常见的纯有机化合物,如针叶树醛、水杨酸和糠醛,气溶胶氯含量随着HOCl的暴露而增加,表明有机氯物种的形成。总之,这些独立的发现解释了同时存在氯化物和BB成分的内部混合气溶胶颗粒的结果,其中我们观察到的行为与HOCl暴露时同时发生的氯化物损失和有机氯形成一致。我们的结果表明,在大范围的RH条件下,即使活性有机化合物与氯化物存在于相同的颗粒中,含氯化物颗粒通过HOCl吸收的氯循环也会在大气中有效地进行。同时,当存在活性有机成分时,可能会形成通常有毒的有机氯化合物。
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引用次数: 0
Limitations of conventional approaches to identify photochemically produced reactive intermediates involved in contaminant indirect photodegradation† 识别涉及污染物间接光降解的光化学产生的反应中间体的传统方法的局限性。
IF 5.5 3区 环境科学与生态学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-14 DOI: 10.1039/D3EM00304C
Reid P. Milstead, Stephanie M. Berg, Bella M. Kelly, Christian D. Knellwolf, Cooper J. Larson, Kristine H. Wammer and Christina K. Remucal

Dissolved organic matter (DOM) mediated indirect photodegradation can play an important role in the degradation of aquatic contaminants. Predicting the rate of this process requires knowledge of the photochemically produced reactive intermediates (PPRI) that react with the compound of interest, as well as the ability of individual DOM samples to produce PPRI. Key PPRI are typically identified using quencher studies, yet this approach often leads to results that are difficult to interpret. In this work, we analyze the indirect photodegradation of atorvastatin, carbamazepine, sulfadiazine, and benzotriazole using a diverse set of 48 waters from natural and engineered aquatic systems. We use this large data set to evaluate relationships between PPRI formation and indirect photodegradation rate constants, which are directly compared to results using standard quenching experiments. These data demonstrate that triplet state DOM (3DOM) and singlet oxygen (1O2) are critical PPRI for atorvastatin, carbamazepine, and sulfadiazine, while hydroxyl radical (˙OH) contributes to the indirect photodegradation of benzotriazole. We caution against relying on quenching studies because quenching of 3DOM limits the formation of 1O2 and all studied quenchers react with ˙OH. Furthermore, we show that DOM composition directly influences indirect photodegradation and that low molecular weight, microbial-like DOM is positively correlated with the indirect photodegradation rates of carbamazepine, sulfadiazine, and benzotriazole.

溶解有机物(DOM)介导的间接光降解在水生污染物的降解中起着重要作用。预测该过程的速率需要了解与感兴趣的化合物反应的光化学产生的反应中间体(PPRI),以及单个DOM样品产生PPRI的能力。关键的PPRI通常使用淬火研究来确定,但这种方法通常会导致难以解释的结果。在这项工作中,我们使用来自天然和工程水生系统的48种不同的水来分析阿托伐他汀、卡马西平、磺胺嘧啶和苯并三唑的间接光降解。我们使用这个大数据集来评估PPRI形成和间接光降解速率常数之间的关系,并将其与使用标准猝灭实验的结果进行直接比较。这些数据表明,三重态DOM(3DOM)和单线态氧(1O2)是阿托伐他汀、卡马西平和磺胺嘧啶的关键PPRI,而羟基自由基(*OH)有助于苯并三唑的间接光降解。我们警告不要依赖猝灭研究,因为3DOM的猝灭限制了1O2的形成,并且所有研究的猝灭剂都与*OH反应。此外,我们发现DOM组成直接影响间接光降解,并且低分子量的类微生物DOM与卡马西平、磺胺嘧啶和苯并三唑的间接光降解率呈正相关。
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引用次数: 0
Read-across-based intelligent learning: development of a global q-RASAR model for the efficient quantitative predictions of skin sensitization potential of diverse organic chemicals† 基于阅读的智能学习:开发全球q-RASAR模型,用于有效定量预测各种有机化学物质的皮肤致敏潜力†
IF 5.5 3区 环境科学与生态学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-05 DOI: 10.1039/D3EM00322A
Arkaprava Banerjee and Kunal Roy

Environmental chemicals and contaminants cause a wide array of harmful implications to terrestrial and aquatic life which ranges from skin sensitization to acute oral toxicity. The current study aims to assess the quantitative skin sensitization potential of a large set of industrial and environmental chemicals acting through different mechanisms using the novel quantitative Read-Across Structure–Activity Relationship (q-RASAR) approach. Based on the identified important set of structural and physicochemical features, Read-Across-based hyperparameters were optimized using the training set compounds followed by the calculation of similarity and error-based RASAR descriptors. Data fusion, further feature selection, and removal of prediction confidence outliers were performed to generate a partial least squares (PLS) q-RASAR model, followed by the application of various Machine Learning (ML) tools to check the quality of predictions. The PLS model was found to be the best among different models. A simple user-friendly Java-based software tool was developed based on the PLS model, which efficiently predicts the toxicity value(s) of query compound(s) along with their status of Applicability Domain (AD) in terms of leverage values. This model has been developed using structurally diverse compounds and is expected to predict efficiently and quantitatively the skin sensitization potential of environmental chemicals to estimate their occupational and health hazards.

环境化学品和污染物对陆地和水生生物造成广泛的有害影响,从皮肤致敏到急性口服毒性。目前的研究旨在使用新的定量跨结构-活性关系(q-RASAR)方法评估大量工业和环境化学品通过不同机制作用的定量皮肤致敏潜力。基于确定的一组重要的结构和物理化学特征,使用训练集化合物优化基于读取的超参数,然后计算基于相似性和误差的RASAR描述符。进行数据融合、进一步的特征选择和去除预测置信度异常值,以生成偏最小二乘(PLS)q-RASAR模型,然后应用各种机器学习(ML)工具来检查预测质量。PLS模型被发现是不同模型中最好的。基于PLS模型开发了一个简单、用户友好的基于Java的软件工具,该工具可以有效地预测查询化合物的毒性值及其在杠杆值方面的适用域(AD)状态。该模型是使用结构多样的化合物开发的,有望有效和定量地预测环境化学品的皮肤致敏潜力,以估计其职业和健康危害。
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引用次数: 0
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Environmental Science: Processes & Impacts
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