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Filter-PUF Tandem Exhaust Sampling Corrects Underestimation of Vehicular Nitrated Phenols 过滤器- puf串联排气采样校正车辆硝化酚的低估
IF 8.8 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-26 DOI: 10.1021/acs.estlett.5c01041
Sheng Li, , , Runqi Zhang, , , Lei Wang, , , Ziyue Xiang, , , Qiongwei Zhang, , , Datong Luo, , , Zhan Liu, , and , Xinming Wang*, 

Conventional filter-only exhaust sampling misses gas-phase and semivolatile nitrated phenols (NPs), biasing vehicular emission estimates low. We deployed a tandem quartz filter-polyurethane foam (filter-PUF) sampler downstream of dilution to quantify 19 NPs from in-use diesel (China III–VI) and gasoline vehicles (China IV–V), and found that filter-only protocols underestimate total NPs (sum of filter and PUF retained under specified dilution) by 66–76% (diesel) and 66–71% (gasoline). Corrected fuel-based NP emission factors declined sharply with tighter standards (up to 97% lower from China-III to -VI), and the mixture was dominated by 4-nitrophenol and its methylated derivatives (∼50–63%). Applying the corrected factors to China’s 2023 fleet yields vehicular NP emissions of 528 Mg, which is comparable in magnitude to previous estimates for biomass burning (∼670 Mg, based on filter-only data) and potentially larger than that for residential coal (∼178 Mg, based on filter-only data). This suggests that vehicular emissions may rank similarly to, or even surpass, these sources when accounting for nonfilter-retained NPs. Recognizing and correcting this filter-only artifact with a drop-in filter-PUF fix enables more accurate inventories and will improve assessments of NPs’ impacts on urban air quality, HONO budgets, and brown carbon.

传统的纯过滤器排气采样错过了气相和半挥发性硝化酚(NPs),使车辆排放估计偏低。我们在稀释下游部署了石英过滤器-聚氨酯泡沫(过滤器-PUF)串联采样器,量化了使用中的柴油(中国III-VI)和汽油车辆(中国IV-V)的19个NPs,发现仅使用过滤器的方案低估了总NPs(指定稀释下保留的过滤器和PUF的总和)66% - 76%(柴油)和66% - 71%(汽油)。修正后的基于燃料的NP排放因子随着更严格的标准而急剧下降(从中国- iii到-VI降低了97%),并且混合物主要由4-硝基苯酚及其甲基化衍生物(~ 50-63%)组成。将修正后的因素应用到中国2023年的车队中,车辆NP排放量为528毫克,与之前估计的生物质燃烧(基于纯过滤器数据的~ 670毫克)相当,可能大于住宅煤(基于纯过滤器数据的~ 178毫克)。这表明,当考虑到非过滤器保留的NPs时,车辆排放的排名可能与这些来源相似,甚至超过这些来源。通过插入式过滤器- puf修复来识别和纠正这个仅过滤器的人工产物,可以实现更准确的清单,并将改进NPs对城市空气质量、HONO预算和棕色碳影响的评估。
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引用次数: 0
Changes in PM2.5-Attributable Mortality in the US by Sector, 2002–2019 2002-2019年美国各行业pm2.5可归因死亡率变化
IF 8.8 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-21 DOI: 10.1021/acs.estlett.5c00901
Bujin Bekbulat, , , Alper Unal, , , Arushi Sharma, , , Joshua S Apte, , and , Julian D. Marshall*, 

Levels of fine particulate matter (PM2.5) air pollution in the United States have declined substantially in recent decades, yielding substantial benefits to public health. This study evaluates emission reductions across five key economic sectors─electricity, industrial, transportation, agriculture, and residential─and their impact on air quality and health. We employ a recently developed sector-specific inventory that provides emissions and their spatial disaggregation across time in a self-consistent framework. Using a national source-receptor matrix, we estimate annual PM2.5-attributable mortality and its variability spatiotemporally and by sector. We find that annual PM2.5-attributable mortality decreased 51% between 2002 (197,000 deaths) and 2019 (96,000 deaths). The largest reductions were from electricity and transportation, especially secondary PM2.5 from NOx, SOx, and VOC emissions. Emissions reductions from industrial and residential sectors were more modest. In contrast, agricultural emissions, especially NH3, increased over time; the importance of agriculture among the five sectors increased from second-smallest (2002) to the largest (2019). While the reductions in PM2.5-attributable mortality have been large (approximately a factor of 2), future progress may need to focus greater attention on agricultural emissions, in addition to traditionally dominant sources such as transportation and industry.

近几十年来,美国的细颗粒物(PM2.5)空气污染水平大幅下降,给公众健康带来了巨大好处。这项研究评估了电力、工业、交通、农业和住宅等五个关键经济部门的减排情况,以及它们对空气质量和健康的影响。我们采用最近开发的特定行业清单,在自一致的框架内提供排放量及其随时间的空间分解情况。使用国家源受体矩阵,我们估计了每年pm2.5可归因死亡率及其时空和部门变化。我们发现,在2002年(19.7万人死亡)至2019年(9.6万人死亡)期间,每年pm2.5导致的死亡率下降了51%。减少幅度最大的是电力和交通,尤其是氮氧化物、硫氧化物和挥发性有机化合物排放产生的二次PM2.5。工业和居民部门的减排则较为温和。相比之下,农业排放,尤其是NH3,随着时间的推移而增加;在五个部门中,农业的重要性从第二位(2002年)上升到第一位(2019年)。虽然pm2.5导致的死亡率下降幅度很大(约为1 / 2),但除了交通和工业等传统的主要排放源外,未来的进展可能需要更加关注农业排放。
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引用次数: 0
Colloidal Side-Chain Fluorinated Polymer Nanoparticles Are a Significant Source of Polyfluoroalkyl Substance Contamination in Textile Wastewater 胶体侧链氟化聚合物纳米颗粒是纺织废水中多氟烷基物质污染的重要来源
IF 8.8 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-18 DOI: 10.1021/acs.estlett.5c01014
Patrick W. Faught, , , Marzieh Shojaei, , , Abigail S. Joyce, , and , P. Lee Ferguson*, 

Side-chain fluorinated polymers (SCFP) are a class of per- and polyfluoroalkyl substances (PFAS) that are extensively used in functional textiles as water and stain repellents. The potential for environmental contamination through the release of SCFP into aqueous waste streams during textile manufacturing is poorly understood. In this study, SCFP in textile wastewater were characterized using targeted analysis, total oxidizable precursor (TOP) and total hydrolyzable precursor (THP) assays, ultrafiltration, and asymmetric-flow field-flow fractionation (AF4). An investigation into point sources of PFAS precursors in Burlington, NC’s wastewater treatment plant (EBWWTP) using the TOP assay revealed a significant PFAS burden stemming from textile manufacturing operations within the city’s sewershed (max: 12,000,000 ng/L after oxidation), far outweighing domestic contributions. TOP and THP profiling of textile manufacturing wastewater showed that the dominant precursors contained 6:2 fluorotelomer functionality, and ultrafiltration and AF4 showed them to be colloidal in size (hydrodynamic diameter: ∼100 nm), resulting in the determination of SCFP in textile wastewater. PFAS mass loading analysis showed that most SCFP exiting the EBWWTP were associated with sludge rather than effluent, where ∑PFAS concentrations up to 150,000 ng/g were measured using the direct TOP assay; thus, the land application of SCFP-contaminated biosolids may represent a significant route of environmental contamination.

侧链氟化聚合物(SCFP)是一类单氟烷基和多氟烷基物质(PFAS),广泛用于功能性纺织品中作为防水和防污剂。在纺织制造过程中,通过将SCFP释放到水废物流中对环境造成污染的可能性知之甚少。本研究采用定向分析、总氧化前驱体(TOP)和总水解前驱体(THP)测定、超滤和不对称流场-流分馏(AF4)对纺织废水中的SCFP进行了表征。对北卡罗来纳州伯灵顿污水处理厂(EBWWTP)中PFAS前体的点源进行的一项调查显示,该市下水道内的纺织制造业务造成了严重的PFAS负担(氧化后最高为12,000,000 ng/L),远远超过了国内贡献。纺织废水的TOP和THP谱分析表明,主要前驱体具有6:2的氟端粒官能团,超滤和AF4显示它们的尺寸为胶体(水动力直径:~ 100 nm),从而测定了纺织废水中的SCFP。PFAS质量负荷分析表明,大多数从EBWWTP流出的SCFP与污泥有关,而不是与污水有关,其中使用直接TOP法测量∑PFAS浓度高达150,000 ng/g;因此,受scfp污染的生物固体的土地应用可能是环境污染的重要途径。
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引用次数: 0
Prenatal Exposure to Emerging Pesticides and Childhood Allergy Risk: A Mixture Assessment in an Urban Birth Cohort 产前暴露于新兴农药和儿童过敏风险:在城市出生队列的混合评估
IF 8.8 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-17 DOI: 10.1021/acs.estlett.5c00836
Sergio Gómez-Olarte*, , , Stefan Röder, , , Michael Borte, , , Martin Krauss, , , Werner Brack, , , Ana C. Zenclussen, , , Gunda Herberth*, , and , Carolin Huber, 

Pesticide gestational exposure may contribute to the development of allergies in childhood, yet evidence on its health impact on urban populations remains limited. This study investigates the association between prenatal exposure to individual and mixed pesticides and allergic outcomes, including asthma, wheezing, and eczema, at age 6 in 387 mother-child pairs from the German prospective cohort LiNA. Forty pesticides and metabolites were detected in urine during pregnancy through nontargeted screening, and 11 were selected (detection rate ≥ 17%) for further analysis. Multivariable logistic regression models adjusted for covariates revealed statistically significant associations between dihydroxy-pyrimethanil and asthma (aOR = 1.35, 95% CI: 1.02–1.79), and fluazifop-desbuthyl and wheezing (aOR = 1.14, 95% CI: 1.01–1.30). No significant associations were observed for eczema. The weighted quantile sum (WQS) regression showed that higher pesticide coexposures significantly increased wheezing odds (aOR = 2.08, 95% CI: 1.21–3.56). The main components of the WQS index were fluazifop-desbuthyl, flonicamid, hydroxy-metazachlor, and terbuthylazine, accounting for 67% of the overall mixture effect. These findings suggest that prenatal exposure to pesticides, likely from dietary sources, may increase the risk of childhood asthma and wheezing. Replication studies in populations with comparable pesticide exposures, along with experimental mechanistic validation, will strengthen the understanding of the observed associations.

妊娠期接触农药可能导致儿童过敏,但其对城市人口健康影响的证据仍然有限。本研究调查了来自德国前瞻性队列LiNA的387对6岁时的母子对,产前暴露于单一农药和混合农药与过敏结局(包括哮喘、喘息和湿疹)之间的关系。通过非靶向筛查,在妊娠期尿液中检出农药及代谢物40种,选择检出率≥17%的11种进行进一步分析。校正协变量的多变量logistic回归模型显示,二羟基乙胺与哮喘(aOR = 1.35, 95% CI: 1.02-1.79)、氟齐磷-地丁基与喘息(aOR = 1.14, 95% CI: 1.01-1.30)之间存在统计学意义上的相关性。未观察到湿疹的显著相关性。加权分位数和(WQS)回归显示,较高的农药共暴露显著增加喘息几率(aOR = 2.08, 95% CI: 1.21-3.56)。WQS指数的主要成分为氟硝磷-癸丁基、氟硝酰胺、羟基甲扎氯和特丁基嗪,占总混合效果的67%。这些发现表明,产前接触杀虫剂(可能来自饮食来源)可能会增加儿童哮喘和喘息的风险。在具有类似农药暴露的人群中进行的重复研究,以及实验机制验证,将加强对所观察到的关联的理解。
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引用次数: 0
In Situ Low-Field Nuclear Magnetic Resonance Reveals Dynamic Adsorption of Paramagnetic Heavy Metals on Microplastics 原位低场核磁共振揭示顺磁性重金属在微塑料上的动态吸附
IF 8.8 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-16 DOI: 10.1021/acs.estlett.5c01060
Jingfan Ye, , , Yanhui Dong*, , , Dongwei Fan, , , Yun Ren, , and , Liheng Wang, 

The co-occurrence of microplastics and heavy metals poses significant environmental risks. However, conventional analytical methods are ex situ, destructive, and unable to capture real-time adsorption dynamics. We present a low-field nuclear magnetic resonance (LF-NMR) technique that enables the in situ, nondestructive, time-resolved quantification of paramagnetic metal adsorption onto microplastics. We applied this method to monitor the adsorption of Cu(II) and Cr(III) onto poly(vinyl chloride) and polystyrene microplastics under diverse water chemistry conditions. Validation using inductively coupled plasma mass spectrometry confirmed the excellent accuracy of the proposed method, which exhibited high linearity (R2 > 0.99), an average recovery of 100.7%, and detection limits of approximately 0.1 mg L–1. The method showed robust sensitivity and stability across varying salinity (0–250 mM) and pH (3.5–6.5) with minimal interference. LF-NMR revealed a two-stage adsorption mechanism characterized by rapid surface binding followed by slower intraparticle diffusion. Critically, the nondestructive nature preserved the microplastic–paramagnetic metal complexes for subsequent characterization, overcoming the limitations of conventional destructive techniques. This real-time approach bridges quantitative detection with mechanistic understanding, providing a powerful tool for elucidating microplastic–metal interactions and showing strong potential for nanoplastic and aging studies.

微塑料和重金属的共存带来了巨大的环境风险。然而,传统的分析方法是非原位的,破坏性的,并且无法捕获实时吸附动力学。我们提出了一种低场核磁共振(LF-NMR)技术,该技术能够原位,无损,时间分辨的顺磁性金属吸附到微塑料上的量化。我们应用该方法监测了不同水化学条件下聚氯乙烯和聚苯乙烯微塑料对Cu(II)和Cr(III)的吸附。采用电感耦合等离子体质谱法验证该方法具有良好的准确度,线性度高(R2 > 0.99),平均回收率为100.7%,检出限约为0.1 mg L-1。该方法在不同的盐度(0-250 mM)和pH(3.5-6.5)范围内具有很强的灵敏度和稳定性,干扰最小。LF-NMR揭示了一种两阶段吸附机制,其特征是快速表面结合,然后是较慢的颗粒内扩散。至关重要的是,非破坏性的性质保留了微塑性顺磁性金属配合物的后续表征,克服了传统破坏性技术的局限性。这种实时方法将定量检测与机制理解联系起来,为阐明微塑性-金属相互作用提供了强大的工具,并在纳米塑性和老化研究中显示出强大的潜力。
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引用次数: 0
Cluster-Specific Biomarkers for Effective Assessment of 1,4-Dioxane Biodegradation Potentials for Natural Attenuation and Propane Biosparging 用于有效评估1,4-二恶烷自然衰减和丙烷生物喷射生物降解潜力的簇特异性生物标志物
IF 8.8 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-12 DOI: 10.1021/acs.estlett.5c00963
Jose Manuel Diaz Antunes, , , Devi Kumari Dhakal Gaudel, , , Caitlin H. Bell, , , Stephanie Fiorenza, , , Matthew Schnobrich, , and , Mengyan Li*, 

Natural attenuation (NA) and propane biostimulation (PB) are effective and cost-efficient in situ techniques for remediating 1,4-dioxane (dioxane)-contaminated groundwater. We designed and validated three primer/probe sets capable of distinguishing among three clusters of group-6 propane monooxygenases (PRMs) and evaluated their correlation with dioxane degradation in microcosms mimicking NA and PB treatments. These biomarkers demonstrated exclusive specificity and high sensitivity (500–1600 copies/mL groundwater). Microcosms prepared with groundwater at seven monitoring wells across two sites exhibited significant dioxane removal, particularly where active propane biosparging was implemented. Using Taqman-based qPCR assays, prmAI and prmAIII were most dominant, while prmAII and thmA were absent, indicating the pivotal roles of Cluster I and III PRMs in the observed dioxane biodegradation. Moreover, the average abundance of total prmA, as well as prmAI and prmAIII individually, correlated significantly with the dioxane degradation rates. Correlation and regression analyses highlighted a stronger association of prmAIII than prmAI, suggesting a greater influence of Cluster III PRMs under tested conditions. Samples with total prmA below 104.5 copies/mL groundwater exhibited negligible dioxane removal, suggesting a practical threshold for assessing the bioremediation potential. These findings establish cluster-specific group-6 PRM biomarkers as effective tools for predicting and monitoring dioxane biodegradation in impacted aquifers.

自然衰减法(NA)和丙烷生物刺激法(PB)是修复1,4-二氧六环(二氧六环)污染地下水的有效且经济的原位技术。我们设计并验证了3个引物/探针组,它们能够区分3个群-6丙烷单加氧酶(PRMs),并评估了它们在模拟NA和PB处理的微观环境中与二氧六烷降解的相关性。这些生物标志物具有特异性和高灵敏度(500-1600拷贝/mL地下水)。在两个地点的7口监测井中,用地下水制备的微生态系统显示出显著的二恶烷去除效果,特别是在实施活性丙烷生物喷射的地方。基于taqman的qPCR分析显示,prmAI和prmAIII是最显性的,而prmAII和thmA则不存在,这表明集群I和III PRMs在观察到的二氧六环生物降解中起着关键作用。此外,总prmA的平均丰度以及prmAI和prmAIII的平均丰度与二氧六环降解率显著相关。相关性和回归分析强调了prmAIII比prmAI更强的相关性,这表明在测试条件下,III类PRMs的影响更大。总prmA低于104.5拷贝/mL地下水的样品对二氧六环的去除可以忽略不计,这表明评估生物修复潜力的实用阈值。这些发现为预测和监测受影响含水层中二氧六环的生物降解提供了有效的工具。
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引用次数: 0
Environmental Nanoparticles Endocytosis Causes the Influx of Calcium-Rich Extracellular Fluid and Calcium Overload 环境纳米颗粒内吞作用导致富钙细胞外液的流入和钙超载
IF 8.8 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-12 DOI: 10.1021/acs.estlett.5c01000
Xuting Liu,  and , Yang Song*, 

The understanding of the toxic effect of environmental nanoparticle exposure at the cellular level is critical. We surprisingly discovered that environmental nanoparticle endocytosis inadvertently transports a small volume of the surrounding extracellular fluid into the cells, without disruption of the cell membrane. Although the volume of engulfed fluid is relatively small, the corresponding Ca2+ influx is rather considerable. Nanoparticles, along with their “hijacked” extracellular fluid, accumulate in the lysosomes. Therefore, the elevated Ca2+ levels were observed in the lysosomes, accompanied by certain lysosomal damage. In contrast, inhibiting the influx of extracellular Ca2+ or activating the lysosomal calcium ion channel TRPML1 significantly mitigated lysosomal calcium overload. Overall, this study may be beneficial for nanoparticles-related ecotoxicological examination and risk assessment.

在细胞水平上了解环境纳米颗粒暴露的毒性作用是至关重要的。我们惊奇地发现,环境纳米颗粒内吞作用不经意地将少量周围的细胞外液输送到细胞内,而不会破坏细胞膜。虽然被吞没的流体体积相对较小,但相应的Ca2+内流相当可观。纳米粒子连同它们被“劫持”的细胞外液,在溶酶体中积累。因此,在溶酶体中观察到Ca2+水平升高,并伴有一定的溶酶体损伤。相反,抑制细胞外Ca2+的内流或激活溶酶体钙离子通道TRPML1可显著减轻溶酶体钙超载。本研究对纳米颗粒相关的生态毒理学检查和风险评估具有一定的指导意义。
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引用次数: 0
What Is the 6PPP-Quinone Concentration That Is Protective for Coho Salmon? 对银鲑有保护作用的6ppp -醌浓度是多少?
IF 8.8 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-12 DOI: 10.1021/acs.estlett.5c00969
John D. Stark*, 

The USEPA developed an Aquatic Life Screening Value (ASLV) of 11 ng/L for 6PPD Quinone (6PPD-Q), a breakdown product of 6PPD, an antiozonant in automobile tires. Because some coho populations are listed, “Take” requires that no individuals be harmed. The question asked in the present study is whether the ASLV for 6PPD-Q is protective for coho salmon. To answer this question, a concentration–response regression was developed for juvenile coho salmon from the raw data used to generate the three published acute mortality studies. The % mortality from the ASLV was read from the concentration–response regression resulting in a mean predicted mortality (95% confidence limits) of 2% (1–14%). Because of the Take restriction on harming a threatened or endangered species, the protective concentration of 6PPD-Q in coho-bearing streams should be set below the concentration–response curve. The LC1 and 95% CL are 8.5 (1.3–17.8) ng/L. The lower CL is 8.5 times lower than the EPA ASLV. A concentration of 6PPD-Q that does not result in mortality of one individual coho salmon should be below the lower 95% CL of the LC1 (approximately 1 ng/L). Results of this study show that the EPA ASLV is not protective for coho.

美国环保局制定了一个水生生物筛选值(ASLV)为11 ng/L的6PPD醌(6PPD- q), 6PPD是汽车轮胎中的抗臭氧剂6PPD的分解产物。因为一些鳕鱼种群被列入名单,所以《Take》要求不伤害任何个体。本研究提出的问题是6PPD-Q的ASLV是否对银鲑具有保护作用。为了回答这个问题,我们根据三个已发表的急性死亡率研究的原始数据,对幼银鲑进行了浓度-响应回归。从浓度-反应回归中读取ASLV的死亡率%,得出平均预测死亡率(95%置信限)为2%(1-14%)。由于对受威胁或濒危物种的危害有限制,含铜河流中6PPD-Q的保护浓度应设置在浓度-响应曲线以下。LC1和95% CL为8.5 (1.3 ~ 17.8)ng/L。低CL是EPA ASLV的8.5倍。如果6PPD-Q浓度低于LC1的95%下限(约1纳克/升),则不会导致一条鳕鱼死亡。本研究结果表明EPA ASLV对鳕鱼没有保护作用。
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引用次数: 0
Environmental Science & Technology Letters Presents the 2024 Excellence in Review Awards: We Will Persevere! 《环境科学与技术快报》颁发2024卓越评审奖:我们将坚持不懈!
IF 8.8 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-11 DOI: 10.1021/acs.estlett.5c01062
Bryan Brooks*, 
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引用次数: 0
ILToxDB: A Database on Cytotoxicity of Ionic Liquids 离子液体细胞毒性数据库
IF 8.8 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-11 DOI: 10.1021/acs.estlett.5c00860
Philip V. Toukach, , , Liana A. Arakelyan, , , Ksenia S. Egorova*, , and , Valentine P. Ananikov*, 

Ionic liquids (ILs) are widely used in diverse scientific and industrial fields, yet many of these substances exhibit significant cytotoxicity, challenging their classification as “green solvents”. To facilitate access to established experimental cytotoxicity data on ILs, we present ILToxDB - a curated, open-access database containing 3844 cytotoxicity assay entries for 1224 ILs tested across 154 cell lines and extracted from 152 scientific publications. Each entry includes detailed experimental context, such as the assay type, cell line characteristics, and compound structure (including SMILES), allowing flexible search and analysis. ILToxDB offers a user-friendly web interface and supports advanced structure-based queries. The database is designed to support toxicological assessment, green chemistry development, and machine learning applications for safer IL design. ILToxDB is freely available at https://iltox.ananikovlab.ai/.

离子液体广泛应用于各种科学和工业领域,但许多离子液体具有显著的细胞毒性,这对它们作为“绿色溶剂”的分类提出了挑战。为了方便获取已建立的il实验细胞毒性数据,我们提出了ILToxDB——一个精心设计的开放访问数据库,包含3844个细胞毒性试验条目,涉及154个细胞系的1224个il,提取自152个科学出版物。每个条目包括详细的实验背景,如测定类型,细胞系特征和化合物结构(包括SMILES),允许灵活的搜索和分析。ILToxDB提供了用户友好的web界面,并支持高级的基于结构的查询。该数据库旨在支持毒理学评估、绿色化学开发和机器学习应用,以实现更安全的IL设计。ILToxDB可在https://iltox.ananikovlab.ai/免费获得。
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引用次数: 0
期刊
Environmental Science & Technology Letters Environ.
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