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Surfactants can compete with microplastics for surfaces using adhesives as substrates for microplastic sequestration 表面活性剂可与微塑料争夺使用粘合剂作为微塑料封存基质的表面
IF 8.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-22 DOI: 10.1016/j.envpol.2024.125372
Tolulope Lawal, Timothy Jugovic, Griffin Josephs, Paul M. Zimmerman, Brian J. Love
Experimental efforts supplemented by modeling gauged whether common additives found in soaps and laundry detergents interfered with polyacrylate adhesive-based capture of microplastics. On the experimental front, poly(2-ethylhexyl acrylate) (PEHA) samples were evaluated using gravimetric analysis, probe tack, and functional assessments of adhesive-coated glass slides immersed into DI water solutions containing both microparticles and additives (solvents, softeners, and non-ionic surfactants). Nylon-6 spheres and polyethylene terephthalate microplastics were chosen for adsorption using a count-based method by ImageJ imaging analysis. Molecular dynamics computations simulated 2-ethyl-hexylacrylate (2-EHA) adhesive and microplastic interactions in the presence of water, citrate, glycerol and tergitol detergent additives. The experimental work showed that fewer microplastics were collected when tergitol was added and was in line with lower experimental Work of Adhesion (WoAaq) results for nylon and PETE (94.5% and 54.5% reductions respectively). Computational results also confirmed lower adhesion in the presence of tergitol. The experiments also showed that the adhesive swelled while equilibrating in additive solutions. Models suggested that tergitol most negatively impacted particle binding through a competitive “blocking” of the adhesive substrate while the other additives were less conclusive about potential interferences based on competitive binding.
以实验为基础,辅以建模,评估肥皂和洗衣粉中常见的添加剂是否会干扰聚丙烯酸酯粘合剂对微塑料的捕捉。在实验方面,使用重力分析、探针粘性以及将涂有粘合剂的玻璃载玻片浸入含有微颗粒和添加剂(溶剂、软化剂和非离子表面活性剂)的去离子水溶液中进行功能评估,对聚(2-乙基己基丙烯酸酯)(PEHA)样品进行了评估。通过 ImageJ 成像分析,采用基于计数的方法选择尼龙-6 球和聚对苯二甲酸乙二酯微塑料进行吸附。分子动力学计算模拟了 2-乙基-己基丙烯酸酯(2-EHA)粘合剂和微塑料在水、柠檬酸盐、甘油和特立醇洗涤剂添加剂存在下的相互作用。实验结果表明,添加特立醇后,收集到的微塑料更少,这与尼龙和 PETE 较低的粘附功(WoAaq)实验结果一致(分别降低了 94.5% 和 54.5%)。计算结果也证实了有特立醇存在时粘附力较低。实验还表明,粘合剂在添加剂溶液中平衡时会膨胀。模型表明,松脂醇通过竞争性 "阻塞 "粘合剂基质对颗粒粘合力的负面影响最大,而其他添加剂对基于竞争性粘合力的潜在干扰的影响较小。
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引用次数: 0
Microplastics in stools and their influencing factors among young adults from three cities in China: a multicenter cross-sectional study 中国三个城市青壮年粪便中的微塑料及其影响因素:一项多中心横断面研究
IF 8.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-22 DOI: 10.1016/j.envpol.2024.125168
Yongye Song, Jianfen Zhang, Xiuhua Shen, Lina Yang, Yong Jia, Fangfang Song, Yue Huang, Bingyue Han, Shuyi Zhou, Na Zhang, Guansheng Ma
The mass concentration of microplastics in stools and influencing factors remain unclear. The aim was to investigate the types and mass concentrations of microplastics in the stools of young college students and to explore potential influencing factors. Twenty-six participants were recruited from colleges in each city using stratified simple sampling, including Changsha, Shanghai, and Changchun. Participants’ dietary and fluid intake behavior was recorded using the 3-day 24-hour dietary questionnaire and the 7-day 24-hour fluid intake record, respectively. Lifestyle factor information related to microplastic exposure was collected through a microplastic exposure questionnaire. Stools were collected and detectd using pyrolysis gas chromatography–mass spectrometry (Py-GCMS) method. Eventually, 78 participants completed the study. The detection rate of microplastics, including polyethylene (PE), polyvinyl chloride (PVC), polystyrene (PS), polypropylene (PP) and polyethylene terephthalate (PET), in stools was 98.7%, with a total mass concentration of 54.7 (10.1-102.7) μg/g. There were differences in the total mass concentrations of microplastics in the stools of participants in three cities, namely Changsha, Shanghai, and Changchun, which decreased sequentially (χ2=47.819, P<0.05). Participants with a relatively high frequency of takeaway food consumption had higher total mass concentrations of microplastics mass concentrations in stools (χ2=7.390, P<0.05). Participants with a relatively high frequency of consuming reheated food had a greater mass concentration of PET microplastics (χ2=6.117, P<0.05). The total mass concentration of microplastics, as well as the mass concentrations of PE, PVC, PP, and PA66, in the bottled water intake group were greater than those in the nonintake group (all P<0.05). Overall, the total mass concentration of microplastics in stools was related to residential city, consumption of reheated food, and bottled water intake (all P<0.05). Young college students generally experience microplastic exposure, with the main types being PE, PVC, PS, PP, PET, and PA66. Living location, reheated food consumption, and bottled water intake were factors influencing microplastic exposure.
粪便中微塑料的质量浓度及其影响因素仍不清楚。本研究旨在调查青年大学生粪便中微塑料的种类和质量浓度,并探讨潜在的影响因素。研究采用分层简单抽样法,从长沙、上海和长春等城市的高校各招募了26名参与者。参与者的饮食和液体摄入行为分别通过 3 天 24 小时饮食问卷和 7 天 24 小时液体摄入记录进行记录。通过微塑料暴露调查问卷收集与微塑料暴露相关的生活方式因素信息。收集粪便并采用热解气相色谱-质谱法(Py-GCMS)进行检测。最终,78 名参与者完成了研究。粪便中聚乙烯(PE)、聚氯乙烯(PVC)、聚苯乙烯(PS)、聚丙烯(PP)和聚对苯二甲酸乙二醇酯(PET)等微塑料的检出率为 98.7%,总质量浓度为 54.7 (10.1-102.7) μg/g。长沙、上海和长春三个城市参与者粪便中微塑料的总质量浓度存在差异,且依次下降(χ2=47.819,P<0.05)。外卖消费频率相对较高的参与者粪便中微塑料的总质量浓度更高(χ2=7.390,P<0.05)。食用加热食物频率相对较高的参与者,其 PET 微塑料的质量浓度更高(χ2=6.117,P<0.05)。瓶装水摄入组的微塑料总质量浓度以及PE、PVC、PP和PA66的质量浓度均高于非摄入组(均为P<0.05)。总体而言,粪便中微塑料的总质量浓度与居住城市、加热食物的消费量和瓶装水的摄入量有关(均为P<0.05)。青年大学生普遍接触过微塑料,主要类型有 PE、PVC、PS、PP、PET 和 PA66。生活地点、热食摄入量和瓶装水摄入量是影响微塑料暴露的因素。
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引用次数: 0
Dispatched microbial community assembly processes driving ecological succession during phytostabilization of mercury-rich tailings 富汞尾矿植物稳定过程中驱动生态演替的调度微生物群落组装过程
IF 8.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-22 DOI: 10.1016/j.envpol.2024.125376
Shengxiang Yang, Bang Liu, Lu Wang, Robert Duran
Phytostabilization is an important way for the remediation of mine tailings, but the associated microbial processes and community succession remain largely unknown. In this study, we investigated the assembly mechanisms maintaining the core and satellite subcommunities diversity during phytostabilizaion of a mercury-rich mine tailings. The contents of total Hg and methylmercury decreased with a concomitant increase of total and available phosphorus content along the successive remediation stages. Microbial community composition, profiled by 16S rRNA gene sequencing, revealed amplicon sequence variants (ASVs) that were separated according to their abundance within either the core community (abundant ASVs) or the satellite community (rare ASVs). Community dynamics analysis showed that alpha diversity indices increased for the core community while decreased for the satellite community. Both satellite and core communities were mainly driven by stochastic drift process, and homogeneous selection was relatively higher in shaping the core community organization. The core community included ASVs affiliated to Proteobacteria, Crenarchaeota, Bacteroidota, Verrucomicrobiota, Acidobacteriota, and Myxococcota phyla, which were driven primarily by heterogeneous selection and drift. The satellite community included ASVs affiliated to Acidobacteriota, Ktedonobacteria, Anaerolineae and Verrucomicrobiota phyla, which were mainly influenced by heterogeneous selection. Nineteen taxa and one taxon were identified as keystone taxa for the satellite and core communities respectively. This study provides important insights on the assemble rules within the core and satellite communities, and theoretical guidance for further ecological restoration and management during microbial remediation of metal-mined derelict land.
植物稳定化是矿山尾矿修复的重要途径,但相关的微生物过程和群落演替在很大程度上仍不为人所知。本研究调查了富汞尾矿植物稳定过程中维持核心和卫星亚群落多样性的组装机制。在连续的修复阶段,总汞和甲基汞的含量下降,同时总磷和可利用磷的含量增加。通过 16S rRNA 基因测序分析微生物群落组成,发现了扩增子序列变体(ASVs),这些变体根据其在核心群落(丰富的 ASVs)或卫星群落(稀少的 ASVs)中的丰度而被区分开来。群落动态分析显示,核心群落的阿尔法多样性指数上升,而卫星群落的阿尔法多样性指数下降。卫星群落和核心群落都主要由随机漂移过程驱动,同质选择在形成核心群落组织方面的作用相对较大。核心群落包括隶属于变形菌门(Proteobacteria)、弧菌门(Crenarchaeota)、类杆菌门(Bacteroidota)、弧菌门(Verrucomicrobiota)、酸性杆菌门(Acidobacteriota)和肌球菌门(Myxococcota)的ASV,主要由异质选择和漂移驱动。卫星群落包括隶属于酸性杆菌科、Ktedonobacteria、Anaerolineae 和 Verrucomicrobiota 的 ASV,主要受异质选择的影响。19个类群和1个类群分别被确定为卫星群落和核心群落的关键类群。这项研究对核心群落和卫星群落内部的组合规律提供了重要启示,为金属矿废弃地微生物修复过程中进一步的生态恢复和管理提供了理论指导。
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引用次数: 0
Remediation of antimony and arsenic in co-contaminated soil by electrolytic manganese residue-biochar composite: Effects, mechanisms, and microbial response 电解锰渣-生物炭复合材料对共污染土壤中锑和砷的修复:效果、机制和微生物反应
IF 8.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-22 DOI: 10.1016/j.envpol.2024.125371
Ming Wei, Bing Wang, Miao Chen, Pan Wu, Xueyang Zhang
Antimony (Sb) mining and smelting activities caused Sb and arsenic (As) pollution in the soil, posing a threat to the ecosystem and human health. To remediate Sb and As in co-contaminated soil and realize the resource utilization of typical industrial solid waste, electrolytic manganese residue (EMR)-biochar composite (EB) was prepared from EMR and distillers grains by a facile one-step pyrolysis method. The immobilization effect of EB on Sb and As in soil was studied using a column leaching experiment. Pot and soil incubation experiments were conducted to investigate the effects of EB on the bioavailability of Sb/As and microbial communities. The results showed that 4 wt% EB treatment reduced the accumulated contents of Sb and As in leachates by 29.21%-55.65% and 53.51%-68.95%, respectively, compared with the control. EB treatment (1 wt%) improved plant height, root length, phytomass, and chlorophyll content of Brassica campestris L. Compared to the untreated soils, 4 wt% EB treatment increased the well-crystallized hydrous oxides and residual fractions of Sb and As by 4.29%-6.23% and 4.09%-7.03%, respectively. The concentrations of bioavailable Sb and As in soil were reduced by 48.01%-71.92% and 52.31%-53.81%, respectively. EB interacted with As/Sb-resistant dominant microorganisms such as Proteobacteria in the soil, promoted their growth, and enhanced the immobilization of Sb/As. EB increased the relative abundance of redox-related bacteria of Sb and As (Thiobacillus and Sulfuriferula) by affecting soil EC and bioavailable Sb/As. The immobilization of As and Sb by EB include complexation, hydrogen bonding, and pore filling. These findings provide novel insights into the remediation of Sb and As co-contaminated soils.
锑(Sb)的开采和冶炼活动造成了土壤中锑(Sb)和砷(As)的污染,对生态系统和人类健康构成威胁。为了修复共污染土壤中的Sb和As,实现典型工业固体废弃物的资源化利用,研究人员采用一步热解法,利用电解锰渣和蒸馏谷物制备了电解锰渣-生物炭复合材料(EB)。通过柱浸出实验研究了 EB 对土壤中锑和砷的固定作用。还进行了盆栽和土壤培养实验,以研究 EB 对 Sb/As 的生物利用率和微生物群落的影响。结果表明,与对照组相比,4 wt% EB 处理可使浸出液中锑和砷的累积含量分别降低 29.21%-55.65% 和 53.51%-68.95% 。与未处理的土壤相比,4 wt% 的 EB 处理使 Sb 和 As 的结晶氧化物和残留物含量分别增加了 4.29%-6.23% 和 4.09%-7.03% 。土壤中生物可利用的锑和砷浓度分别降低了 48.01%-71.92% 和 52.31%-53.81%。EB 与土壤中抗砷/锑的优势微生物(如变形菌)相互作用,促进了它们的生长,并增强了对 Sb/As 的固定。EB 通过影响土壤导电率和生物可利用的 Sb/As 增加了 Sb 和 As 的氧化还原相关细菌(硫杆菌和硫杆菌)的相对丰度。EB 对砷和锑的固定作用包括络合、氢键作用和孔隙填充。这些发现为锑和砷共同污染土壤的修复提供了新的见解。
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引用次数: 0
Inconsistency between process-based model and dose-response function in estimating Biomass losses in Northern Hemisphere due to elevated O3 基于过程的模型与剂量反应函数在估算臭氧升高导致北半球生物量损失时的不一致性
IF 8.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-22 DOI: 10.1016/j.envpol.2024.125379
Beatrice Sorrentino, Alessandro Anav, Vicent Calatayud, Alessio Collalti, Pierre Sicard, Stefan Leca, Francesca Fornasier, Elena Paoletti, Alessandra De Marco
Tropospheric ozone (O3) concentrations in the Northern Hemisphere have significantly increased since the pre-industrial era, with ongoing growth driven by emissions from industrial, agricultural, and transportation activities, further exacerbated by the warming temperatures and altered atmospheric circulation patterns associated with climate change. This study compared different methodologies for estimating biomass potential losses (BPL) in forests due to elevated O3 using both concentration-based (AOT40) and flux-based (POD1) metrics. Moreover, to further assess the impact of O3 on forest health and carbon uptake across the dominant forest types in the Northern Hemisphere, we also compared BPL estimates from dose-response functions with those derived from the process-based model ORCHIDEE .Our analysis showed that deciduous forests, particularly boreal and continental types, are more sensitive to O3-induced biomass loss compared to evergreen forests. Importantly, the study also revealed significant regional differences, with Europe and North America experiencing higher BPL than Asia and North Africa. Regression analysis between BPL and Gross Primary Production anomalies indicated that the relationship between O3 exposure and forest productivity varied across forest types, with continental deciduous forests showing stronger correlations. The findings highlighted the importance of using flux-based metrics like POD1 in assessing O3 impacts and that current dose-response functions may require further validation across diverse ecological settings to propose effective forest management and conservation strategies.
自前工业化时代以来,北半球对流层臭氧(O3)浓度显著增加,工业、农业和运输活动的排放推动了臭氧浓度的持续增长,而与气候变化相关的气温升高和大气环流模式改变进一步加剧了臭氧浓度的增长。本研究采用基于浓度(AOT40)和基于通量(POD1)的指标,比较了估算臭氧升高导致的森林生物量潜在损失(BPL)的不同方法。此外,为了进一步评估 O3 对北半球主要森林类型的森林健康和碳吸收的影响,我们还比较了剂量反应函数和基于过程的 ORCHIDEE 模型得出的 BPL 估计值。我们的分析表明,与常绿森林相比,落叶林(尤其是北方和大陆类型)对 O3 引起的生物量损失更为敏感。重要的是,研究还发现了显著的地区差异,欧洲和北美洲的生物量损失率高于亚洲和北非。BPL 与总初级生产力异常之间的回归分析表明,不同类型森林的臭氧暴露与森林生产力之间的关系各不相同,大陆落叶林的相关性更强。研究结果强调了使用基于通量的指标(如 POD1)评估臭氧影响的重要性,并指出目前的剂量-反应函数可能需要在不同的生态环境中进一步验证,以提出有效的森林管理和保护策略。
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引用次数: 0
Increases in PM2.5 levels in Houston are associated with a highly recirculating sea breeze 休斯顿 PM2.5 水平的上升与高度循环的海风有关
IF 8.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-22 DOI: 10.1016/j.envpol.2024.125381
Chun-Ying Chao, Wei Li, Philip K. Hopke, Fangzhou Guo, Yuxuan Wang, Robert J. Griffin
Local land-sea breezes play an important role in coastal air quality because they circulate air between coastal/urban and marine areas, potentially causing the accumulation of pollutants. This has been observed for the secondary photochemical pollutant ozone. However, particulate matter (PM) also warrants investigation. To understand the complicated interactions between coastal urban air quality and a local land-sea breeze, we analyzed historical monitoring data from Houston, Texas, which is the fourth most populous city in the United States. Using k-means clustering algorithms to analyze wind data from Houston, we successfully identified a sea breeze recirculation cluster. Additionally, we performed positive matrix factorization on PM2.5 (2.5 μm in diameter or less) composition data for 2010-2018 from Houston Deer Park #2 monitoring site, 5 km south of the industrialized Houston Ship Channel. The resulting eight factors indicated a variety of anthropogenic, natural, primary and secondary sources. Emphasizing the PM2.5 sources in each of the wind clusters for June, July, and August, we discovered that on southernly wind and sea breeze recirculation days, the PM2.5 concentrations are ∼30% higher than those under other wind patterns. Under southerly wind, 53% of PM2.5 was attributed to long-range transport of soil and 15% to aged and fresh sea salt. In contrast, on days identified as being impacted by a sea breeze, 60% of PM2.5 was attributed to anthropogenic emissions and only 15% to soil sources. Secondary organic aerosol from multiple sources also appeared to be important on sea breeze days.
当地的海陆风对沿岸空气质量起着重要作用,因为它们使空气在沿海/城市和海 洋地区之间循环,有可能造成污染物的积累。在二次光化学污染物臭氧方面已经观察到了这种情况。然而,颗粒物(PM)也值得研究。为了了解沿海城市空气质量与当地海陆风之间复杂的相互作用,我们分析了美国人口第四大城市得克萨斯州休斯顿的历史监测数据。利用 k-means 聚类算法分析休斯顿的风数据,我们成功确定了一个海风再循环集群。此外,我们还对休斯顿鹿公园 2 号监测点(位于休斯顿工业化航道以南 5 公里处)2010-2018 年 PM2.5(直径 2.5 μm 或以下)成分数据进行了正矩阵因式分解。由此得出的八个因子显示了各种人为、自然、原生和次生来源。在强调 6 月、7 月和 8 月各风组的 PM2.5 来源时,我们发现在南风和海风再循环日,PM2.5 浓度比其他风型下的浓度高出 30%。在南风模式下,53%的PM2.5来自土壤的长程飘移,15%来自陈年海盐和新鲜海盐。相比之下,在被确定为受海风影响的日子里,60%的PM2.5归因于人为排放,只有15%归因于土壤来源。在海风天,多种来源的二次有机气溶胶似乎也很重要。
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引用次数: 0
Chemical composition, multiple sources, and health risks of PM2.5: A case study in Linyi, China’s plate and logistics capital PM2.5 的化学成分、多重来源与健康风险:中国板材与物流之都临沂的案例研究
IF 8.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-21 DOI: 10.1016/j.envpol.2024.125343
Sai Liu, Gang Wang, Fanhua Kong, Ziwei Huang, Na Zhao, Wenkang Gao
Elucidating the chemical composition, sources, and health risks of fine particulate matter (PM2.5) is crucial for effectively preventing and controlling air pollution. This study collected PM2.5 samples in Linyi from November 10, 2021, to October 15, 2022, spanning the period of the 2022 Winter Olympics and Paralympics. The analysis focused on seasonal variations in the chemical composition of PM2.5, including water-soluble ions, inorganic elements, and carbonaceous aerosols. Results from the random forest model indicated that control measures during the Olympics and Paralympics reduced PM2.5 concentrations by 21.5% in Linyi. Organic matter was the dominant component of PM2.5, followed by NO3, SO42–, and NH4+. Among secondary inorganic ions, SO42– exhibited the highest concentration in summer, while NO3 and NH4+ showed the lowest concentrations. The inorganic elements S, K, Fe, and Si had high mean annual concentrations, underscoring the need for targeted control measures for plate production, bulk coal burning, and biomass combustion in Linyi. The organic carbon (OC) to elemental carbon ratio (17.7–20.5) in Linyi was high, highlighting the importance of addressing secondary OC pollution. According to the positive matrix factorization model, coal burning, and the secondary formation processes of sulfate and nitrate were the dominant sources of PM2.5. Backward air mass trajectories revealed substantial contributions from the southeastern, local, and southwestern regions of Linyi. This suggests the need for enhanced regional joint prevention and control efforts between Linyi and neighboring cities, such as Rizhao and Jining in Shandong Province, as well as northern cities in Jiangsu Province. The highest non-carcinogenic and carcinogenic risks (CRs) were associated with As. coal burning posed significant noncarcinogenic risks and a moderate CR, contributing 41.7% and 44.0% of the total health risk, respectively. These findings are crucial for developing effective air pollution prevention and control strategies.
阐明细颗粒物(PM2.5)的化学成分、来源和健康风险对于有效预防和控制空气污染至关重要。本研究采集了 2021 年 11 月 10 日至 2022 年 10 月 15 日临沂市的 PM2.5 样品,时间跨度为 2022 年冬奥会和冬残奥会期间。分析的重点是 PM2.5 化学成分的季节性变化,包括水溶性离子、无机元素和碳质气溶胶。随机森林模型的结果表明,奥运会和残奥会期间的控制措施使临沂的 PM2.5 浓度降低了 21.5%。有机物是 PM2.5 的主要成分,其次是 NO3-、SO42- 和 NH4+。在次生无机离子中,SO42- 在夏季浓度最高,而 NO3- 和 NH4+ 浓度最低。无机元素 S、K、Fe 和 Si 的年均浓度较高,这说明临沂的板材生产、散煤燃烧和生物质燃烧需要采取有针对性的控制措施。临沂的有机碳(OC)与元素碳的比值(17.7-20.5)较高,凸显了解决有机碳二次污染的重要性。根据正矩阵因式分解模型,燃煤以及硫酸盐和硝酸盐的二次形成过程是 PM2.5 的主要来源。后向气团轨迹显示,临沂的东南部、本地和西南部地区对PM2.5有很大贡献。这表明临沂与山东省日照市、济宁市等周边城市以及江苏省北部城市之间需要加强区域联防联控。砷的非致癌风险和致癌风险(CRs)最高,燃煤的非致癌风险和致癌风险适中,分别占总健康风险的 41.7% 和 44.0%。这些发现对于制定有效的空气污染预防和控制策略至关重要。
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引用次数: 0
Improving PM2.5 and PM10 predictions in China from WRF_Chem through a deep learning method: multiscale depth-separable UNet 通过深度学习方法改进WRF_Chem对中国PM2.5和PM10的预测:多尺度深度分离UNet
IF 8.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-21 DOI: 10.1016/j.envpol.2024.125344
Xingxing Ma, Hongnian Liu, Zhen Peng
Accurate predictions of atmospheric particulate matter can be applied in providing services for air pollution prevention and control. However, the forecasting accuracy of traditional air quality models is limited owing to model uncertainties. In this study, we developed a deep learning model, named multiscale depth-separable UNet (MDS-UNet), to improve PM2.5 and PM10 concentration forecasts from WRF_Chem over China. Results showed that MDS-UNet was able to capture the complex nonlinear errors between model predictions and observations, which was helpful in correcting the biases and spatiotemporal distribution patterns of PM2.5 and PM10 concentrations predicted by WRF_Chem. MDS-UNet made a better performance in the improvement of both PM2.5 and PM10 prediction accuracy than UNet and CNN during the 0-24 forecasts. Using MDS-UNet, the reductions in the root-mean-square error (RMSE) of the regionally averaged PM2.5 and PM10 concentration forecasts were 35.08% and 17.74%, respectively. During the 0–24-h forecast period, MDS-UNet performed well in terms of PM2.5 and PM10 over six key urban agglomerations in China. Taking a pollution process as a case study, results demonstrated that, compared with WRF_Chem, MDS-UNet was able to make the best improvement in YRD, the Sichuan Basin, and central China, with reductions in the RMSE of the PM2.5 forecasts of 55.22%, 55.53%, and 52.17%, respectively; and for PM10 forecasts these reductions were 44.90%, 40.97%, and 46.79%, respectively. Through this analysis, it was apparent that MDS-UNet demonstrated a better effect in terms of improving both PM2.5 and PM10 predictions in these key urban agglomerations during an important pollution process.
大气颗粒物的准确预测可用于提供空气污染防治服务。然而,由于模型的不确定性,传统空气质量模型的预测精度有限。在本研究中,我们开发了一种名为多尺度深度可分UNet(MDS-UNet)的深度学习模型,以改进WRF_Chem对中国的PM2.5和PM10浓度预报。结果表明,MDS-UNet能够捕捉模式预测和观测之间复杂的非线性误差,有助于修正WRF_Chem预测的PM2.5和PM10浓度的偏差和时空分布模式。在0-24预报期间,MDS-UNet在提高PM2.5和PM10预测精度方面的表现优于UNet和CNN。使用MDS-UNet,区域平均PM2.5和PM10浓度预报的均方根误差(RMSE)分别降低了35.08%和17.74%。在0-24小时预报期内,MDS-UNet在中国六个重点城市群的PM2.5和PM10预报方面表现良好。以污染过程为例,结果表明,与WRF_Chem相比,MDS-UNet在长三角、四川盆地和华中地区的改善效果最好,PM2.5预报的均方根误差分别降低了55.22%、55.53%和52.17%;PM10预报的均方根误差分别降低了44.90%、40.97%和46.79%。通过分析可以看出,MDS-UNet 在改善这些重点城市群重要污染过程中的 PM2.5 和 PM10 预测方面表现出更好的效果。
{"title":"Improving PM2.5 and PM10 predictions in China from WRF_Chem through a deep learning method: multiscale depth-separable UNet","authors":"Xingxing Ma, Hongnian Liu, Zhen Peng","doi":"10.1016/j.envpol.2024.125344","DOIUrl":"https://doi.org/10.1016/j.envpol.2024.125344","url":null,"abstract":"Accurate predictions of atmospheric particulate matter can be applied in providing services for air pollution prevention and control. However, the forecasting accuracy of traditional air quality models is limited owing to model uncertainties. In this study, we developed a deep learning model, named multiscale depth-separable UNet (MDS-UNet), to improve PM<sub>2.5</sub> and PM<sub>10</sub> concentration forecasts from WRF_Chem over China. Results showed that MDS-UNet was able to capture the complex nonlinear errors between model predictions and observations, which was helpful in correcting the biases and spatiotemporal distribution patterns of PM<sub>2.5</sub> and PM<sub>10</sub> concentrations predicted by WRF_Chem. MDS-UNet made a better performance in the improvement of both PM<sub>2.5</sub> and PM<sub>10</sub> prediction accuracy than UNet and CNN during the 0-24 forecasts. Using MDS-UNet, the reductions in the root-mean-square error (RMSE) of the regionally averaged PM<sub>2.5</sub> and PM<sub>10</sub> concentration forecasts were 35.08% and 17.74%, respectively. During the 0–24-h forecast period, MDS-UNet performed well in terms of PM<sub>2.5</sub> and PM<sub>10</sub> over six key urban agglomerations in China. Taking a pollution process as a case study, results demonstrated that, compared with WRF_Chem, MDS-UNet was able to make the best improvement in YRD, the Sichuan Basin, and central China, with reductions in the RMSE of the PM<sub>2.5</sub> forecasts of 55.22%, 55.53%, and 52.17%, respectively; and for PM<sub>10</sub> forecasts these reductions were 44.90%, 40.97%, and 46.79%, respectively. Through this analysis, it was apparent that MDS-UNet demonstrated a better effect in terms of improving both PM<sub>2.5</sub> and PM<sub>10</sub> predictions in these key urban agglomerations during an important pollution process.","PeriodicalId":311,"journal":{"name":"Environmental Pollution","volume":"26 1","pages":""},"PeriodicalIF":8.9,"publicationDate":"2024-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142678493","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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}
引用次数: 0
Polystyrene microplastics induced spermatogenesis disorder via disrupting mitochondrial function through the regulation of the Sirt1-Pgc1α signaling pathway in male mice 聚苯乙烯微塑料通过调控Sirt1-Pgc1α信号通路破坏线粒体功能诱导雄性小鼠精子发生障碍
IF 8.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-21 DOI: 10.1016/j.envpol.2024.125364
Haibo Jin, Bowen Xue, Xuefang Chen, Tan Ma, Yonggang Ma, Hui Zou, Jiaqiao Zhu, Xishuai Tong, Ruilong Song, Weiqian Meng, Zongping Liu
Microplastics (MPs) have emerged as hazardous substances, eliciting widespread concern regarding their potential toxicity. Although our previous research has indicated that polystyrene MPs (PS-MPs) might cause male reproductive toxicity in mammals, their precise effects on sperm motility parameters and acrosomal development remain uncertain. Herein, the effects on sperm motility of PS-MPs at varied particle sizes (0.5 μm, 4 μm and 10 μm) and the underlying mechanisms were examined. The results revealed that PS-MPs caused a decrease in sperm motility, accompanied by abnormalities in the structure and function of the sperm acrosome. Meanwhile, PS-MPs triggered the elevation of intracellular reactive oxygen species levels and the abnormal expression of antioxidant enzymes (γH2AX, GPX4, Peroxiredoxin 5 and SDHB), indicating disruption of the sperm antioxidant system. Furthermore, we observed aberrant expression of key factors involved in mitochondrial fission/fusion (Drp1, Fis1, Mfn1, Mfn2) and biogenesis (Tfam, Nrf1, Pgc1α), potentially resulting in disrupted mitochondrial dynamics and biogenesis in mice testis and Sertoli cells exposed to PS-MPs. Additionally, PS-MPs induced mitochondrial dysfunction by regulating the Sirt1-Pgc1α signaling pathway. Our data provided novel insights into potential mechanisms underlying the spermatogenesis disorders triggered by PS-MPs.
微塑料(MPs)已成为一种有害物质,引起了人们对其潜在毒性的广泛关注。尽管我们之前的研究表明,聚苯乙烯微塑料(PS-MPs)可能会对哺乳动物的雄性生殖系统造成毒性,但它们对精子运动参数和顶体发育的确切影响仍不确定。本文研究了不同粒径(0.5 微米、4 微米和 10 微米)的 PS-MPs 对精子活力的影响及其内在机制。结果发现,PS-MPs 会导致精子活力下降,并伴随着精子顶体结构和功能的异常。同时,PS-MPs 引发了细胞内活性氧水平的升高和抗氧化酶(γH2AX、GPX4、过氧化还原酶 5 和 SDHB)的异常表达,表明精子的抗氧化系统受到破坏。此外,我们还观察到参与线粒体裂变/融合(Drp1、Fis1、Mfn1、Mfn2)和生物生成(Tfam、Nrf1、Pgc1α)的关键因子的异常表达,这可能会导致暴露于 PS-MPs 的小鼠睾丸和 Sertoli 细胞中的线粒体动力学和生物生成受到破坏。此外,PS-MPs 还通过调节 Sirt1-Pgc1α 信号通路诱导线粒体功能障碍。我们的数据为了解 PS-MPs 引发精子发生障碍的潜在机制提供了新的视角。
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引用次数: 0
Effects of contaminants and flooding on the physiology of harvested estuarine decapod crustaceans: A global review and meta-analysis 污染物和洪水对收获的河口十足目甲壳类动物生理机能的影响:全球回顾与荟萃分析
IF 8.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-20 DOI: 10.1016/j.envpol.2024.125347
Benjamin CT. Gray, Curtis Champion, Matt K. Broadhurst, Melinda A. Coleman, Kirsten Benkendorff
Contaminants are transported into estuaries during rainfall events, impacting the physiology of harvested species, and thereby threatening fisheries sustainability. Decapod crustaceans are among the most economically important groups harvested from estuaries, but are at high risk of contaminant exposure. We conducted a systematic review and meta-analysis evaluating the physiological responses of harvested estuarine decapods to contaminants and flooding. A total of 138 research articles were identified, with global research effort corresponding to the geographic distribution of crustacean harvesting. From these studies, 305 acute toxicity values for metals and pesticide chemical classes were extracted and 341 sublethal effect sizes (log-response ratios; LnRRs) calculated using 91 physiological measures across seven response categories. At sublethal environmentally relevant concentrations, exposure to various metals, pesticide chemical classes and polycyclic aromatic hydrocarbons consistently elicited negative effects on decapod physiology (LnRR range: –0.67 to –0.07). Key physiological processes impacted by contaminant exposure included nutritional condition, osmoregulation, oxidative stress defences, acetylcholinesterase activity, metabolism and growth (LnRR range: –0.73 to –0.1), with a general trend for greater effects later in ontogeny. With new agricultural and industrial chemicals continually being marketed, our meta-analysis highlights the need for regulatory testing on harvested species prior to registration for use in catchment areas. Under future climatic variability, harvested estuarine decapods may be increasingly exposed to contaminants, with implications for fisheries and global food security.
污染物会在降雨过程中进入河口,影响捕捞物种的生理机能,从而威胁渔业的可持续性。十足类甲壳动物是从河口捕捞的最重要的经济鱼类之一,但接触污染物的风险很高。我们对河口捕捞的十足类甲壳动物对污染物和洪水的生理反应进行了系统回顾和荟萃分析评估。共确定了 138 篇研究文章,全球研究工作与甲壳类捕捞的地理分布相对应。从这些研究中提取了 305 个金属和农药化学类别的急性毒性值,并使用 7 个反应类别中的 91 个生理指标计算了 341 个亚致死效应大小(对数反应比;LnRR)。在亚致死环境相关浓度下,暴露于各种金属、农药化学类别和多环芳烃会持续对十足目动物的生理产生负面影响(LnRR 范围:-0.67 至 -0.07)。受污染物影响的主要生理过程包括营养状况、渗透调节、氧化应激防御、乙酰胆碱酯酶活性、新陈代谢和生长(LnRR 范围:-0.73 至 -0.1),总体趋势是在发育后期影响更大。随着新的农业和工业化学品不断上市,我们的荟萃分析强调了在集水区注册使用之前对收获物种进行监管测试的必要性。在未来气候多变的情况下,被捕捞的河口十足目动物可能会越来越多地受到污染物的影响,从而对渔业和全球粮食安全产生影响。
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引用次数: 0
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Environmental Pollution
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