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From challenge to opportunity: Revolutionizing the monitoring of emerging contaminants in water with advanced sensors 从挑战到机遇:利用先进传感器对水中新出现的污染物进行革命性监测
IF 11.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-22 DOI: 10.1016/j.watres.2024.122297

Emerging contaminants in water represent long-term and unpredictable threats to both environmental and human health due to their persistence and bioaccumulation. Current research predominantly focuses on their removal rather than sustained monitoring. This review comprehensively investigates advanced sensor technologies for detecting these contaminants in water, critically evaluating biosensors, optical sensors, electrochemical sensors, and nanomaterial sensors. Elucidating the operational principles, performance metrics such as detection thresholds, and the pros and cons of their practical applications, the review addresses a significant research gap in environmental monitoring. Moreover, it enhances understanding of sensor effectiveness, which in turn guides researchers in selecting the right sensor types for various environmental scenarios. Furthermore, by emphasizing the integration of nanotechnology and the standardization of evaluation protocols, it promotes the development of robust, deployable sensing solutions. Ultimately, this leads to the proposal of a strategic framework aimed at significantly improving the detection capabilities of emerging contaminants and supporting the preservation of environmental health.

水中的新污染物由于其持久性和生物累积性,对环境和人类健康都构成了长期和不可预测的威胁。目前的研究主要集中在去除这些污染物上,而不是持续监测。本综述全面研究了用于检测水中这些污染物的先进传感器技术,对生物传感器、光学传感器、电化学传感器和纳米材料传感器进行了严格评估。该综述阐明了操作原理、性能指标(如检测阈值)及其实际应用的利弊,填补了环境监测领域的重大研究空白。此外,它还加深了对传感器有效性的理解,进而指导研究人员为各种环境场景选择合适的传感器类型。此外,通过强调纳米技术的集成和评估协议的标准化,它还促进了稳健、可部署的传感解决方案的开发。最终,它提出了一个战略框架,旨在显著提高对新兴污染物的检测能力,为保护环境健康提供支持。
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引用次数: 0
Crucial time of emergency monitoring for reliable numerical pollution source identification 应急监测对可靠的污染源数值识别至关重要
IF 11.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-22 DOI: 10.1016/j.watres.2024.122303

The Pollution source identification (PSI) is an important issue on river water quality management especially for urban receiving water. Numerical inversion method is theoretically an effective PSI technique, which employs monitored downstream pollutant breakthrough curves to identify the pollution source. In practice, it is important to know how much monitoring data should be accumulated to provide PSI results with acceptable accuracy and uncertainty. However, no literature reports on this key point and it seriously handers the numerical PSI technology to mature practical applications. To seek a monitoring guideline for PSI, we conducted extensively numerical experiments for single-point source instantaneous release taking Bayesian-MCMC method as the baseline inversion technique. The crucial time (Tc) phenomenon was found during the data accumulation process for Bayesian source inversion. After Tc, estimated source parameters subsequent sustained low error levels and uncertainty convergence. Results shown the presence of Tc impacted by the number and location of monitoring sections, while monitoring frequency and data error do not. Under different river hydrodynamic conditions, relative crucial time (Λ) is determined by the river's Peclet number, and minimum effective Λ was controlled by dispersion coefficient (Dx). Analytic spatial structure of Λ(U, Dx) was uncovered and this relationship successfully explained by the information entropy theory. Based on these findings, a novel design method of PSI emergency monitoring network for preparedness plan and a practical framework of PSI for emergency response were established. These findings fill the important knowledge gap in PSI applications and the guidelines provide valuable references for river water quality management.

污染源识别(PSI)是河流水质管理尤其是城市受纳水体水质管理的一个重要问题。从理论上讲,数值反演法是一种有效的污染源识别技术,它利用监测到的下游污染物突破曲线来识别污染源。在实践中,重要的是要知道应该积累多少监测数据才能提供具有可接受精度和不确定性的 PSI 结果。然而,目前还没有文献对这一关键点进行报道,这严重阻碍了数值 PSI 技术在实际应用中的成熟。为了寻求 PSI 的监测准则,我们以贝叶斯-MCMC 方法为基准反演技术,对单点源瞬时释放进行了广泛的数值实验。在贝叶斯源反演的数据积累过程中发现了关键时间(Tc)现象。在 Tc 之后,估计的源参数持续保持低误差水平和不确定性收敛。结果表明,Tc 的存在受监测断面数量和位置的影响,而监测频率和数据误差则不受影响。在不同的河流水动力条件下,相对关键时间(Λ)由河流的佩克莱特数决定,而最小有效Λ则由扩散系数(Dx)控制。分析发现了Λ(U, Dx)的空间结构,并成功地用信息熵理论解释了这种关系。在此基础上,建立了一种新颖的防灾预案 PSI 应急监测网络设计方法和一个实用的 PSI 应急响应框架。这些发现填补了 PSI 应用领域的重要知识空白,为河流水质管理提供了有价值的参考指南。
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引用次数: 0
Correlation between intracellular electron transfer and gene expression for electrically conductive pili in electroactive bacteria during anaerobic digestion with ethanol 乙醇厌氧消化过程中电活性细菌细胞内电子传递与导电纤毛基因表达之间的相关性
IF 11.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-22 DOI: 10.1016/j.watres.2024.122307

Ethanol feeding has been widely documented as an economical and effective strategy for establishing direct interspecies electron transfer (DIET) during anaerobic digestion. However, the mechanisms involved are still unclear, especially on correlation between intracellular electron transfer in electroactive bacteria and their gene expression for electrically conductive pili (e-pili), the most essential electrical connection component for DIET. Upon cooling from room temperature, the conductivity of digester aggregates with ethanol exponentially increased by an order of magnitude (from 45.5 to 125.4 μS/cm), whereas which with its metabolites (acetaldehyde [from 40.5 to 54.4 μS/cm] or acetate [from 32.1 to 50.4 μS/cm]) did not increase significantly. In addition, the digester aggregates only with ethanol were observed with a strong dependence of conductivity on pH. Metagenomic and metatranscriptomic analysis showed that Desulfovibrio desulfuricans was the most dominant and metabolically active bacterium that contained and highly expressed the genes for e-pili. Abundance of genes encoding the total type IV pilus assembly proteins (6.72E-04 vs 1.24E-03, P < 0.05), PilA that determined the conductive properties (2.22E-04 vs 2.44E-04, P > 0.05), and PilB that proceeded the polymerization of pilin (1.56E-04 vs 3.52E-03, P < 0.05) with ethanol was lower than that with acetaldehyde. However, transcript abundance of these genes with ethanol was generally higher than that with acetaldehyde. In comparison to acetaldehyde, ethanol increased the transcript abundance of genes encoding the key enzymes involved in NADH/NAD+ transformation on complex I and ATP synthesis on complex V in intracellular electron transport chain. The improvement of intracellular electron transfer in D. desulfuricans suggested that electrons were intracellularly energized with high energy to activate e-pili during DIET.

乙醇喂养被广泛认为是在厌氧消化过程中建立种间直接电子传递(DIET)的一种经济而有效的策略。然而,其中的机制仍不清楚,尤其是电活性细菌细胞内电子传递与导电纤毛(e-pili)基因表达之间的相关性,而导电纤毛是直接种间电子传递最基本的电连接成分。从室温冷却后,含有乙醇的消化器聚集体的电导率呈指数级增长(从 45.5 μS/cm 增长到 125.4 μS/cm),而含有乙醇代谢物(乙醛 [从 40.5 μS/cm 增长到 54.4 μS/cm] 或乙酸盐 [从 32.1 μS/cm 增长到 50.4 μS/cm])的消化器聚集体的电导率则没有显著增长。此外,只观察到乙醇的消化器聚集体,其电导率与 pH 值密切相关。元基因组学和元转录物组学分析表明,最主要和代谢最活跃的细菌是含有并高表达 e-pili 基因的细菌。与乙醇相比,编码总的 IV 型柔毛组装蛋白(6.72E-04 vs 1.24E-03,< 0.05)、决定导电性能的 PilA(2.22E-04 vs 2.44E-04,> 0.05)和进行柔毛聚合的 PilB(1.56E-04 vs 3.52E-03,< 0.05)的基因丰度较低。然而,这些基因在乙醇中的转录丰度普遍高于乙醛。与乙醛相比,乙醇增加了细胞内电子传递链中参与复合体 I 上 NADH/NAD 转化和复合体 V 上 ATP 合成的关键酶编码基因的转录丰度。细胞内电子传递的改善表明,在 DIET 过程中,电子在细胞内获得了高能量,从而激活了电子纤毛。
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引用次数: 0
Cyanobacteria decay alters CH4 and CO2 produced hotspots along vertical sediment profiles in eutrophic lakes 蓝藻衰变改变了富营养化湖泊垂直沉积剖面上产生甲烷和二氧化碳的热点区域
IF 11.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-22 DOI: 10.1016/j.watres.2024.122319

Cyanobacteria-derived organic carbon has been reported to intensify greenhouse gas emissions from lacustrine sediments. However, the specific processes of CH4 and CO2 production and release from sediments into the atmosphere remain unclear, especially in eutrophic lakes. To investigate the influence of severe cyanobacteria accumulation on the production and migration of sedimentary CH4 and CO2, this study examined the different trophic level lakes along the middle and lower reaches of the Yangtze River. The results demonstrated that eutrophication amplified CH4 and CO2 emissions, notably in Lake Taihu, where fluxes peaked at 929.9 and 7222.5 μmol/m2·h, mirroring dissolved gas levels in overlying waters. Increased sedimentary organic carbon raised dissolved CH4 and CO2 concentrations in pore-water, with isotopic tracking showing cyanobacteria-derived carbon specifically elevated CH4 and CO2 in surface sediment pore-water more than in deeper layers. Cyanobacteria-derived carbon deposition on surface sediment boosted organic carbon and moisture levels, fostering an anaerobic microenvironment conducive to enhanced biogenic CH4 and CO2 production in surface sediments. In the microcosm systems with the most severe cyanobacteria accumulation, average CH4 and CO2 concentrations in surface sediments reached 6.9 and 2.3 mol/L, respectively, surpassing the 4.7 and 1.4 mol/L observed in bottom sediments, indicating upward migration of CH4 and CO2 hotspots from deeper to surface layers. These findings enhance our understanding of the mechanisms underlying lake sediment carbon emissions induced by eutrophication and provide a more accurate assessment of lake carbon emissions.

据报道,源自蓝藻的有机碳会加剧湖泊沉积物的温室气体排放。然而,CH 和 CO 从沉积物中产生并释放到大气中的具体过程仍不清楚,尤其是在富营养化湖泊中。为了研究蓝藻严重积累对沉积物中 CH 和 CO 的产生和迁移的影响,本研究考察了长江中下游不同营养级的湖泊。结果表明,富营养化放大了CH和CO的排放,尤其是在太湖,通量峰值分别为929.9和7222.5 μmol/m-h,反映了上覆水域的溶解气体水平。沉积有机碳的增加提高了孔隙水中溶解的CH和CO浓度,同位素追踪显示蓝藻衍生碳对表层沉积孔隙水CH和CO浓度的升高比对深层沉积孔隙水CH和CO浓度的升高更明显。蓝藻衍生碳沉积在表层沉积物上,提高了有机碳和湿度水平,营造了一个厌氧的微环境,有利于提高表层沉积物中生物源 CH 和 CO 的产生。在蓝藻积累最严重的微生态系统中,表层沉积物中 CH 和 CO 的平均浓度分别达到 6.9 和 2.3 mol/L,超过了在底层沉积物中观察到的 4.7 和 1.4 mol/L,这表明 CH 和 CO 的热点从深层向表层上移。这些发现加深了我们对富营养化诱导湖泊沉积物碳排放机制的理解,并提供了更准确的湖泊碳排放评估。
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引用次数: 0
Membrane electrolysis distillation for volatile fatty acids extraction from pH-neutral fermented wastewater 从 pH 值中性的发酵废水中提取挥发性脂肪酸的膜电解蒸馏技术
IF 11.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-22 DOI: 10.1016/j.watres.2024.122306

Volatile fatty acids (VFAs) serve as building blocks for a wide range of chemicals, but it is difficult to extract VFAs from pH-neutral wastewater using evaporation methods because of the ionized form. This study presents a new membrane electrolysis distillation (MED) process that extracts VFAs from such fermentation solutions. MED uniquely integrates pH regulation and joule heating to facilitate the efficient evaporation of VFAs. This integration occurs alongside a hydrophobic membrane that ensures effective gas-liquid phase separation. Operating solely on electricity, MED achieved an acid flux rate of 12.03 g/m2/h at 6V. In contrast, the control results without the joule heating or pH swing only obtained a 0.23 g/m2/h and 0.32 g/m2/h flux, respectively. In addition, a physicochemical model was developed to assess the impacts of temperature on membrane surface pH. This system enhances resource recovery from waste streams and helps achieve a circular carbon economy.

挥发性脂肪酸(VFAs)是多种化学品的基本成分,但由于其离子化形式,很难用蒸发法从 pH 值中性的废水中提取 VFAs。本研究提出了一种新型膜电解蒸馏(MED)工艺,可从此类发酵溶液中提取 VFAs。MED 独特地整合了 pH 值调节和焦耳加热,以促进 VFAs 的高效蒸发。这种整合与疏水膜同时进行,确保了有效的气液相分离。仅靠电力运行时,MED 在 6V 电压下的酸通量为 12.03 克/米/小时。相比之下,没有焦耳加热或 pH 值摆动的对照结果仅分别获得了 0.23 克/米/小时和 0.32 克/米/小时的通量。此外,还开发了一个物理化学模型来评估温度对膜表面 pH 值的影响。该系统提高了废物流的资源回收率,有助于实现循环碳经济。
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引用次数: 0
Exploring waterborne viruses in groundwater: Quantification and Virome characterization via passive sampling and targeted enrichment sequencing 探索地下水中的水传播病毒:通过被动采样和定向富集测序进行定量和病毒特征描述
IF 11.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-22 DOI: 10.1016/j.watres.2024.122305

Aquifers, which provide drinking water for nearly half the world's population, face significant challenges from microbial contamination, particularly from waterborne viruses such as human adenovirus (HAdV), norovirus (NoV) and enterovirus (EV). This study, conducted as part of the UPWATER project, investigates the sources of urban groundwater contamination using viral passive sampling (VPS) and target enrichment sequencing (TES). We assessed the abundance of eight viral pathogens (HAdV, EV, NoV genogroup I and II, rotavirus, influenza A virus, hepatitis E virus and SARS-CoV-2) and investigated the virome diversity of groundwater in the aquifer of the Besòs River Delta in Catalonia. Over a period of 7 months, we collected 114 samples from the aquifer using nylon and nitrocellulose membranes to adsorb viruses over a 10-day period. Human faecal contamination was detected in nearly 50 % of the groundwater samples, with mean HAdV total counts ranging from 1.23E+02 to 3.66E+03 GC, and occasional detections of EV and NoV GI and GII. In addition, deep sequencing revealed a diverse virome in the aquifer, with detection of human pathogens, including adenovirus, astrovirus, calicivirus, enterovirus, herpesvirus, papillomavirus and rotavirus. Time-integrated sampling using VPS increases the likelihood of virus detection and, when combined with TES, can provide a deeper understanding of virus prevalence in this important water compartment. This approach is expected to streamline long-term monitoring efforts and enable small communities or water managers with limited resources to effectively manage their groundwater reservoirs.

含水层为全球近一半的人口提供饮用水,但却面临着微生物污染的巨大挑战,尤其是人腺病毒 (HAdV)、诺如病毒 (NoV) 和肠道病毒 (EV) 等水传播病毒的污染。本研究是 UPWATER 项目的一部分,利用病毒被动采样(VPS)和目标富集测序(TES)调查城市地下水污染的来源。我们评估了八种病毒病原体(HAdV、EV、NoV 基因组 I 和 II、轮状病毒、甲型流感病毒、戊型肝炎病毒和 SARS-CoV-2 )的丰度,并调查了加泰罗尼亚贝索斯河三角洲含水层地下水病毒组的多样性。在 7 个月的时间里,我们从含水层中采集了 114 个样本,使用尼龙膜和硝酸纤维素膜在 10 天内吸附病毒。在近 50% 的地下水样本中检测到人类粪便污染,HAdV 的平均总计数从 1.23E+02 到 3.66E+03 GC 不等,偶尔还检测到 EV 和 NoV GI 和 GII。此外,深度测序显示含水层中的病毒群多种多样,检测到人类病原体,包括腺病毒、星状病毒、卡里科病毒、肠道病毒、疱疹病毒、乳头瘤病毒和轮状病毒。使用 VPS 进行时间整合采样可增加检测到病毒的可能性,如果与 TES 结合使用,则可更深入地了解这一重要水域的病毒流行情况。这种方法有望简化长期监测工作,使资源有限的小型社区或水管理者能够有效管理其地下水库。
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引用次数: 0
Overlooked drivers of the greenhouse effect: The nutrient-methane nexus mediated by submerged macrophytes 被忽视的温室效应驱动因素:由沉水大型藻类介导的营养物质与甲烷之间的关系
IF 11.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-22 DOI: 10.1016/j.watres.2024.122316

Submerged macrophytes remediation is a commonly used technique for improving water quality and restoring habitat in aquatic ecosystems. However, the drivers of success in the submerged macrophytes assembly process and their specific impacts on methane emissions are poorly understood. Thus, we conducted a mesocosm experiment to test the growth plasticity and carbon fixation of widespread submerged macrophytes (Vallisneria natans) under different nutrient conditions. A refined dynamic chamber method was utilized to concurrently collect and quantify methane emission fluxes arising from ebullition and diffusion processes. Significant correlations were found between methane flux and variations in the physiological activities of V. nantas by the fluorescence imaging system. Our results show that exceeding tolerance thresholds of ammonia in the water significantly interfered with the photosynthetic systems in submerged leaves and the radial oxygen loss in adventitious roots. The recovery process of V. natans accelerated the consumption of dissolved oxygen, leading to increase in the populations of methanogen (153.3 % increase of mcrA genes) and subsequently elevating CH4 emission fluxes (23.7 %) under high nutrient concentrations. Conversely, V. natans increased the available organic carbon under low nutrient conditions by radial oxygen loss, further increasing CH4 emission fluxes (94.7 %). Quantitative genetic and modeling analyses revealed that plant restoration processes drive ecological niche differentiation of methanogenic and methane oxidation microorganisms, affecting methane release fluxes within the restored area. The speciation process of V. natans is incapable of simultaneously meeting improved water purification and reduced methane emissions goals.

沉水大型藻类修复是改善水质和恢复水生生态系统生境的常用技术。然而,人们对沉水大型底栖生物集结过程的成功驱动因素及其对甲烷排放的具体影响知之甚少。因此,我们进行了一个中型宇宙实验,以测试广泛沉水大型植物()在不同营养条件下的生长可塑性和碳固定。我们采用了一种改进的动态室方法,同时收集和量化沸腾和扩散过程产生的甲烷排放通量。研究发现,甲烷通量与荧光成像系统的生理活动变化之间存在显著的相关性。我们的研究结果表明,超过水中氨的耐受阈值会严重干扰沉水叶片的光合系统和不定根的径向氧损失。恢复过程加速了溶解氧的消耗,导致甲烷菌数量增加(基因增加了 153.3%),进而提高了高营养浓度下的甲烷排放通量(23.7%)。相反,在低营养条件下,由于径向氧损失,可用有机碳增加,进一步提高了甲烷排放通量(94.7%)。定量遗传和建模分析表明,植物恢复过程推动了产甲烷微生物和甲烷氧化微生物的生态位分化,影响了恢复区域内的甲烷释放通量。这种分化过程无法同时实现改善水质净化和减少甲烷排放的目标。
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引用次数: 0
Asymmetric defective sites-mediated high-valent cobalt-oxo species in self-suspension aerogel platform for efficient peroxymonosulfate activation 自悬浮气凝胶平台中的非对称缺陷点介导的高价钴氧物种,可实现高效过硫酸盐活化
IF 11.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-22 DOI: 10.1016/j.watres.2024.122304

The main pressing problems should be solved for heterogeneous catalysts in activation of peroxymonosulfate (PMS) are sluggish mass transfer kinetics and low intrinsic activity. Here, oxygen vacancies (Vo)-rich of Co3O4 nanosheets were anchored on the superficies of spirulina-based reduced graphene oxide-konjac glucomannan (KGM) aerogel (R-Co3O4-x/SRGA). The porous structure and superhydrophilicity conferred by KGM maximized the diffusion and transport of reactant. More interestingly, R-Co3O4-x/SRGA came true self-suspension rather than conventional self-floating without the aid of external force, maximizing space utilization and facilitating catalysts recovery. Anchored R-Co3O4-x nanosheets acted as “engines” to drive the reaction. Density functional theory (DFT) manifested Vo was capable of breaking the symmetry of the electronic structure of Co3O4. The formation of asymmetric active sites (Vo) was revealed to modulate the d-band center, enhanced affinity for PMS, and promoted evolution of high-valent cobalt-oxo (Co(IV)=O) species. R-Co3O4-x/SRGA achieved complete removal of sulfamethoxazole (SMX) within 12 min. Furthermore, R-Co3O4-x/SRGA demonstrated exceptional stability in the presence of various environmental interference factors and continuous flow device. This insightful work cleverly integrates the macroscopic design of structure, and the microscopic regulation of active sites is expected to open up new opportunities for the development of water treatment.

在活化过一硫酸盐(PMS)的过程中,异相催化剂亟待解决的主要问题是传质动力学缓慢和内在活性低。在这里,富氧空位(Vo)的 Co3O4 纳米片被锚定在螺旋藻基还原氧化石墨烯-魔芋葡甘聚糖(KGM)气凝胶(R-Co3O4-x/SRGA)的表面。KGM 所具有的多孔结构和超亲水性最大程度地促进了反应物的扩散和运输。更有趣的是,R-Co3O4-x/SRGA 实现了真正的自悬浮,而不是传统的不借助外力的自漂浮,从而最大限度地利用了空间,促进了催化剂的回收。锚定的 R-Co3O4-x 纳米片起到了驱动反应的 "引擎 "作用。密度泛函理论(DFT)表明,Vo 能够打破 Co3O4 电子结构的对称性。不对称活性位点(Vo)的形成调节了 d 波段中心,增强了对 PMS 的亲和力,并促进了高价钴-氧(Co(IV)=O)物种的演化。R-Co3O4-x/SRGA 可在 12 分钟内完全去除磺胺甲噁唑(SMX)。此外,R-Co3O4-x/SRGA 还在各种环境干扰因素和连续流动装置的作用下表现出卓越的稳定性。这项富有洞察力的工作巧妙地将结构的宏观设计与活性位点的微观调控融为一体,有望为水处理技术的发展带来新的机遇。
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引用次数: 0
Achieving nitrite shunt using in-situ free ammonia enriched by natural zeolite: Pilot-scale mainstream anammox with flexible nitritation strategy 利用天然沸石富集原位游离氨实现亚硝酸盐分流:采用灵活的亚硝酸盐策略的中试规模主流厌氧反应
IF 11.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-22 DOI: 10.1016/j.watres.2024.122314

The mainstream partial nitritation/anammox (PN/A) process represents a significant innovation in decarbonizing municipal wastewater treatment. However, its implementation is considerably hampered by the challenge of stable nitrite supply. In this study, a pilot-scale PN/A system receiving real sewage (20 m3) was operated at room temperature for nearly one year. Remarkable PN performance with relatively high nitrite accumulation ratio of 75.04 ± 10.05 % was obtained via in-situ free ammonia (FA) strategy. The ammonium concentration enriched in the zeolite increased significantly by 548.8 times compared to that in the aqueous phase by ion exchange. This substantial increase robustly inhibited nitrite-oxidizing bacteria (NOB), resulting in high relative abundance ratio of ammonia-oxidizing bacteria (AOB) to NOB of 37.93 ± 12.61 in the zeolite biofilm, compared to 10.22 ± 1.67 in suspended floc sludge. The significant differences in FA concentrations between zeolite biofilm and suspended floc sludge resulted in distinct spatial distribution disparities of AOB and NOB, which were central to achieving stable nitrite accumulation without complex multiple selective pressures. Consequently, compliant effluent with total nitrogen of 10.91 ± 4.23 mg N/L was achieved at 10.4-31.1 °C without external carbon source addition. The biocarriers in the anammox process played a key role in enhancing functional genes and electron flow, supporting anammox-dominated nitrogen removal. This study presents a flexible and adaptable strategy for mainstream nitrite shunting, highlighting its potential for large-scale implementation of mainstream anammox treatment.

主流的部分亚硝酸盐/氨氧化(PN/A)工艺是城市污水处理脱碳过程中的一项重大创新。然而,亚硝酸盐的稳定供应问题严重阻碍了该工艺的实施。在这项研究中,一个接收真实污水(20 立方米)的中试规模 PN/A 系统在室温下运行了近一年。通过原位游离氨(FA)策略,获得了显著的 PN 性能和相对较高的亚硝酸盐累积率(75.04 ± 10.05 %)。通过离子交换,沸石中富集的铵浓度比水相中富集的铵浓度显著增加了 548.8 倍。沸石生物膜中氨氧化细菌(AOB)与亚硝酸盐氧化细菌(NOB)的相对丰度比为 37.93 ± 12.61,而悬浮絮状污泥中为 10.22 ± 1.67。沸石生物膜和悬浮絮状污泥中 FA 浓度的显著差异导致了 AOB 和 NOB 在空间分布上的明显差异,这是在没有复杂的多重选择压力的情况下实现亚硝酸盐稳定积累的关键。因此,在 10.4-31.1 °C的温度条件下,无需添加外部碳源,即可获得总氮为 10.91 ± 4.23 毫克/升的达标出水。anammox过程中的生物载体在增强功能基因和电子流方面发挥了关键作用,支持了以anammox为主的脱氮过程。本研究提出了一种灵活、适应性强的亚硝酸盐主流分流策略,突出了其在大规模实施主流 anammox 处理方面的潜力。
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引用次数: 0
Machine learning surveillance of foodborne infectious diseases using wastewater microbiome, crowdsourced, and environmental data 利用废水微生物组、众包和环境数据对食源性传染病进行机器学习监控
IF 11.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-21 DOI: 10.1016/j.watres.2024.122282

Clostridium perfringens (CP) is a common cause of foodborne infection, leading to significant human health risks and a high economic burden. Thus, effective CP disease surveillance is essential for preventive and therapeutic interventions; however, conventional practices often entail complex, resource-intensive, and costly procedures. This study introduced a data-driven machine learning (ML) modeling framework for CP-related disease surveillance. It leveraged an integrated dataset of municipal wastewater microbiome (e.g., CP abundance), crowdsourced (CP-related web search keywords), and environmental data. Various optimization strategies, including data integration, data normalization, model selection, and hyperparameter tuning, were implemented to improve the ML modeling performance, leading to enhanced predictions of CP cases over time. Explainable artificial intelligence methods identified CP abundance as the most reliable predictor of CP disease cases. Multi-omics subsequently revealed the presence of CP and its genotypes/toxinotypes in wastewater, validating the utility of microbiome-data-enabled ML surveillance for foodborne diseases. This ML-based framework thus exhibits significant potential for complementing and reinforcing existing disease surveillance systems.

(CP)是食源性感染的常见病因,对人类健康造成重大风险,并带来沉重的经济负担。因此,有效的 CP 疾病监测对于预防和治疗干预措施至关重要;然而,传统的做法往往需要复杂、资源密集和成本高昂的程序。本研究为 CP 相关疾病监测引入了数据驱动的机器学习(ML)建模框架。它利用了城市污水微生物组(如 CP 丰度)、众包(CP 相关网络搜索关键词)和环境数据的综合数据集。为提高 ML 建模性能,实施了各种优化策略,包括数据整合、数据归一化、模型选择和超参数调整,从而提高了对 CP 病例随时间变化的预测能力。可解释的人工智能方法发现,CP 丰度是预测 CP 病例的最可靠指标。多组学随后揭示了废水中存在的氯化石蜡及其基因型/毒素型,验证了微生物组数据支持的 ML 监测对食源性疾病的实用性。因此,这一基于多组学的框架在补充和加强现有疾病监测系统方面具有巨大潜力。
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