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Peptide screening, design, and application for detecting small-molecule contaminants in food 检测食品中小分子污染物的肽筛选、设计及应用
IF 13.4 2区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-11-28 DOI: 10.1016/j.teac.2025.e00290
Yunling Shao , Miao Wang , Yongxin She , Zhen Cao , Fen Jin , Maojun Jin , Jing Wang , A.M. Abd El-Aty
Small-molecule contaminants (SMCs), including pesticides, veterinary drugs, mycotoxins, and heavy metals, threaten food safety and human health. Traditional detection methods such as chromatography and immunoassays are accurate but costly, time-consuming, and less practical for rapid screening. Peptides have emerged as promising alternatives because of their small size, modifiability, high specificity, and compatibility with sensor platforms. This review integrates developments in traditional peptide screening, computational design, and analytical applications for detecting SMCs in food. It critically evaluates the strengths and limitations of current methods while exploring how artificial intelligence and nanomaterial-based strategies enhance peptide performance. By bridging peptide engineering and analytical chemistry, this review provides practical insights for developing rapid, cost-effective, and sensitive detection tools. It also identifies knowledge gaps and future opportunities, guiding both experienced researchers and newcomers to advance peptide-based assays toward real-world applications in food safety and environmental monitoring.
小分子污染物(SMCs),包括农药、兽药、真菌毒素和重金属,威胁着食品安全和人类健康。传统的检测方法,如色谱法和免疫测定法是准确的,但昂贵,耗时,不太实用的快速筛选。多肽由于其小尺寸、可修饰性、高特异性和与传感器平台的兼容性而成为有希望的替代品。本文综述了传统肽筛选、计算设计和分析应用在食品中检测SMCs方面的进展。它批判性地评估了当前方法的优势和局限性,同时探索了人工智能和纳米材料为基础的策略如何增强肽的性能。通过多肽工程和分析化学的结合,本综述为开发快速、经济、灵敏的检测工具提供了实用的见解。它还确定了知识差距和未来的机会,指导经验丰富的研究人员和新手将基于肽的分析推向食品安全和环境监测的实际应用。
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引用次数: 0
Atomic spectrometric techniques in bees and beehive products analysis for elemental determination and their use as environmental indicators 蜜蜂和蜂箱产品分析中元素测定的原子光谱技术及其作为环境指标的应用
IF 13.4 2区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-11-06 DOI: 10.1016/j.teac.2025.e00288
Marcos Levi C.M. dos Reis , Lucas F.M. dos Santos , Leonardo B. Guimarães , Luciano A. de Albuquerque , Rodolfo M.M. Santana , Daniele C.M.B. dos Santos , Leonardo S.G. Teixeira , Fabio de S. Dias
Anthropogenic activities are the primary sources of potentially toxic elements released into the environment. Bees and their products, such as honey, pollen, propolis, royal jelly, geopropolis, and beeswax, can accumulate these contaminants through contact with air, water, soil, and vegetation, making them valuable bioindicators for environmental monitoring. This review compiles and critically evaluates recent scientific literature (2020–2025) on the application of atomic spectrometric techniques for elemental determination in bee-related matrices, with a focus on their role in biomonitoring. Among the studies reviewed, bees, pollen, and honey are the most frequently examined samples, each with over 4600 publications in their peak years, while propolis and geopropolis remain less studied, despite their growing importance. The review highlights the increasing use of plasma-based spectrometric techniques, particularly ICP-OES and ICP-MS, because of their high sensitivity, multielement analysis capability, and robustness for trace-level detection. Sample preparation using wet acid digestion remains the most common method, although it is increasingly being complemented or replaced by simpler, more sustainable alternatives, such as ultrasound-assisted extraction and direct dilution. The review also discusses innovative ways to interpret contamination data, including ecological risk indices and bioaccumulation metrics, such as the Overlap Bioaccumulation Index (OBI), which enables comparison of biomonitoring potential across matrices. Overall, this work presents a comprehensive and integrated perspective on current analytical methods and emerging trends in utilizing bees and their products for environmental assessment, offering guidance for future research and standardized monitoring protocols.
人为活动是释放到环境中的潜在有毒元素的主要来源。蜜蜂和它们的产品,如蜂蜜、花粉、蜂胶、蜂王浆、土工蜂胶和蜂蜡,可以通过与空气、水、土壤和植被的接触积累这些污染物,使它们成为有价值的环境监测生物指标。这篇综述汇编并批判性地评价了最近的科学文献(2020-2025)关于原子光谱技术在蜜蜂相关基质中元素测定的应用,重点是它们在生物监测中的作用。在回顾的研究中,蜜蜂、花粉和蜂蜜是最常被检测的样本,在它们的高峰时期,每一种都有超过4600篇论文发表,而蜂胶和土工蜂胶尽管越来越重要,但对它们的研究却很少。该综述强调了基于等离子体的光谱技术,特别是ICP-OES和ICP-MS的使用越来越多,因为它们具有高灵敏度、多元素分析能力和痕量水平检测的鲁棒性。使用湿酸消化法制备样品仍然是最常用的方法,尽管它越来越多地被更简单、更可持续的替代方法所补充或取代,如超声辅助提取和直接稀释。本文还讨论了解释污染数据的创新方法,包括生态风险指数和生物积累指标,如重叠生物积累指数(OBI),它可以比较不同基质的生物监测潜力。总体而言,本工作对利用蜜蜂及其产品进行环境评估的当前分析方法和新趋势提供了全面和综合的视角,为未来的研究和标准化监测方案提供了指导。
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引用次数: 0
Different approaches, but one goal – An overview of various methods adopted to perform the human health risk assessment regarding to chemical pollutants in indoor environment 不同的方法,但只有一个目标——概述室内环境中化学污染物对人体健康风险进行评估所采用的各种方法
IF 13.4 2区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-11-05 DOI: 10.1016/j.teac.2025.e00287
Karolina Budnarowska , Michalina Pielaszewska , Mariusz Marć
Exposure assessment is a key element of environmental research because it examines the interactions between people and environmental factors that may pose health risks and affect health conditions. Key compounds for assessing indoor air exposure include particulate matter (PM) such as PM10 and PM2.5, representatives of volatile organic compounds (VOCs) and semi-volatile organic compounds (SVOCs), inorganic pollutants, as well as microbial pathogens. Determining the routes of exposure—whether through inhalation, skin contact, ingestion, or absorption through mucous membranes—is critical to assess the potential health effects. Accurate exposure assessment is important for identifying health hazards and developing regulations and protective measures. This paper provides a review of, comparison of traditional sampling techniques with newer, non-conventional approaches (sensors application and individual silicone samplers). The essential element of this work is the collection of current literature information on different types of approaches to assess the degree of exposure of occupants of enclosed areas to harmful chemical compounds present in different types of indoor environments – household or work environments. In addition, a summary of current legal regulations concerning monitored parameters, sampling techniques used, and methods applied to estimate health risks was also presented. It was observed that in most cases the level of exposure of users to harmful chemical compounds was estimated based on the determined total levels of a specific group of compounds such as sum of organophosphate flame retardants (FRs), polycyclic aromatic hydrocarbon (PAHs) or polybrominated diphenyl ethers (PBDEs). A more detailed assessment of the human exposure level was performed in the case of the determination of individual VOCs like benzene or xylenes and trace elements such as Cd and Ni.
接触评估是环境研究的一个关键要素,因为它审查可能构成健康风险和影响健康状况的人与环境因素之间的相互作用。评估室内空气暴露的关键化合物包括颗粒物(PM),如PM10和PM2.5,挥发性有机化合物(VOCs)和半挥发性有机化合物(SVOCs)的代表,无机污染物以及微生物病原体。确定暴露途径——无论是通过吸入、皮肤接触、摄入还是通过粘膜吸收——对于评估潜在的健康影响至关重要。准确的接触评估对于确定健康危害和制定法规和保护措施非常重要。本文提供了一个回顾,比较传统的采样技术与新的,非传统的方法(传感器应用和单个硅胶采样器)。这项工作的基本要素是收集关于评估封闭区域居住者在不同类型的室内环境(家庭或工作环境)中对有害化合物的暴露程度的不同类型方法的当前文献信息。此外,还概述了有关监测参数、使用的抽样技术和用于估计健康风险的方法的现行法律条例。据观察,在大多数情况下,使用者接触有害化合物的程度是根据确定的某一类化合物的总水平来估计的,如有机磷阻燃剂、多环芳烃或多溴联苯醚的总量。在确定苯或二甲苯等个别挥发性有机化合物以及Cd和Ni等微量元素的情况下,对人体暴露水平进行了更详细的评估。
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引用次数: 0
Supramolecular interactions in luminescent sensing of per- and polyfluoroalkyl substances (PFAS) 全氟烷基和多氟烷基物质(PFAS)发光传感中的超分子相互作用
IF 13.4 2区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-11-03 DOI: 10.1016/j.teac.2025.e00286
Kun Zhang , Zhilin Guo , Ya Hu , Han Yan , Yanzhou Bao , Bintian Zhang
The detection of per- and polyfluoroalkyl substances (PFAS) is of critical environmental and public health importance due to their extreme persistence, bioaccumulative nature and toxicity. Luminescence-based sensing has emerged as a powerful alternative, offering faster response, higher sensitivity, and potential for on-site monitoring compared to traditional detection methods. In this paper, we summarised recent advances in luminescent PFAS sensors and systematically explored design strategies across diverse material platforms. Supramolecular interactions, including electrostatic attraction, hydrogen bonding, hydrophobic interaction and fluorine–fluorine (F–F) interactions between the recognition interface and PFAS molecules, play an important role in selectively capturing PFAS species and modulating the luminescent response. Despite the significant progress, we also discussed the current challenges and outlined key directions for future research. This review provides implications and guidance for the design and development of luminescent materials for selective and effective PFAS sensing.
由于全氟烷基和多氟烷基物质具有极强的持久性、生物蓄积性和毒性,因此对它们的检测具有重要的环境和公共卫生意义。与传统的检测方法相比,基于发光的传感已经成为一种强大的替代方案,提供更快的响应,更高的灵敏度和现场监测的潜力。在本文中,我们总结了发光PFAS传感器的最新进展,并系统地探讨了不同材料平台的设计策略。超分子相互作用,包括静电吸引、氢键、疏水相互作用和PFAS分子之间的氟-氟(F-F)相互作用,在选择性捕获PFAS物种和调节发光响应中起重要作用。尽管取得了重大进展,但我们也讨论了当前的挑战,并概述了未来研究的关键方向。本文综述为设计和开发具有选择性和有效性的PFAS发光材料提供了参考和指导。
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引用次数: 0
Green solutions for clean water: Natural materials in contaminant detection and removal 清洁水的绿色解决方案:污染物检测和去除中的天然材料
IF 13.4 2区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-09-30 DOI: 10.1016/j.teac.2025.e00285
Mithra Geetha, Reyhanath Pilakka Veettil, Kishor Kumar Sadasivuni
The growing crisis of global water contamination, fueled by rapid industrialization, urban development, and intensified agriculture, has created an urgent need for sustainable, efficient, and environmentally friendly water treatment technologies. Conventional treatment approaches often fall short due to high operational costs, potential secondary pollution, and limited effectiveness against emerging pollutants. In response, green and natural materials have emerged as attractive alternatives for both contaminant removal and water quality monitoring, offering advantages such as biodegradability, ecological safety, cost-efficiency, and wide availability. This review provides a detailed overview of recent advancements in utilizing plant-based adsorbents, agricultural and industrial bio-wastes, natural polymers, clays, algae, microbial biomass, and eco-friendly nanomaterials for water purification. It explores key removal strategies including adsorption, photocatalytic degradation, membrane filtration, bio-based coagulation-flocculation, and bioremediation, demonstrating their effectiveness in targeting heavy metals, organic pollutants, biological contaminants, microplastics, and newly recognized environmental toxins. Furthermore, the integration of these natural materials into portable, low-cost sensing technologies—such as colorimetric, electrochemical, and fluorescent biosensors—is examined, offering innovative tools for real-time contaminant detection. The review also highlights emerging hybrid systems that combine green nanomaterials with biochar, biopolymers, and metal-based nanoparticles to enhance contaminant removal and multifunctional performance. Key practical considerations, including scalability, material uniformity, environmental impacts, biodegradability, and regulatory challenges, are addressed. A life cycle assessment (LCA) perspective is incorporated to compare the sustainability of these green alternatives with conventional materials. The article concludes by outlining future research opportunities focused on hybrid technologies, smart sensing integration, and circular economy frameworks to support scalable, sustainable, and decentralized water purification solutions.
快速工业化、城市发展和集约化农业加剧了全球日益严重的水污染危机,迫切需要可持续、高效和环境友好的水处理技术。由于操作成本高,潜在的二次污染以及对新出现的污染物的有效性有限,传统的处理方法往往不足。因此,绿色和天然材料已成为污染物去除和水质监测的有吸引力的替代品,具有可生物降解性、生态安全性、成本效益和广泛可用性等优点。本文综述了近年来利用植物吸附剂、农业和工业生物废弃物、天然聚合物、粘土、藻类、微生物生物量和生态友好型纳米材料进行水净化的研究进展。它探讨了包括吸附、光催化降解、膜过滤、生物基混凝絮凝和生物修复在内的关键去除策略,展示了它们在重金属、有机污染物、生物污染物、微塑料和新发现的环境毒素方面的有效性。此外,将这些天然材料整合到便携式、低成本的传感技术中,如比色、电化学和荧光生物传感器,为实时污染物检测提供了创新工具。该综述还强调了新兴的混合系统,将绿色纳米材料与生物炭、生物聚合物和金属基纳米颗粒结合起来,以增强污染物去除和多功能性能。关键的实际考虑因素,包括可扩展性、材料均匀性、环境影响、生物降解性和监管挑战。采用生命周期评估(LCA)的观点来比较这些绿色替代品与传统材料的可持续性。文章最后概述了未来的研究机会,重点是混合技术、智能传感集成和循环经济框架,以支持可扩展、可持续和分散的水净化解决方案。
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引用次数: 0
From design to detection: MOF-functional nanomaterial hybrids for ultrasensitive electrochemical monitoring pharmaceutical contaminants in the aquatic environment 从设计到检测:mof功能纳米材料杂交体用于超灵敏电化学监测水生环境中的药物污染物
IF 13.4 2区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-09-23 DOI: 10.1016/j.teac.2025.e00284
Seyed Morteza Naghib , Mohammad Ali Khorasani , Fatemeh Sadat Fateminia , Fariborz Sharifianjazi , Ketevan Tavamaishvili
Improper disposal of pharmaceutical waste, ineffective wastewater treatment, and manufacturing runoff have resulted in enduring drug residues in aquatic habitats. These pollutants bioaccumulate, foster antimicrobial resistance, and present significant threats to both environmental and human health. This study offers a concentrated evaluation of hybrid electrochemical sensors that combine metal-organic frameworks (MOFs) with functional nanomaterials for the very sensitive detection of drugs in water. This paper highlights recent advancements (2022–2025) in molecularly designed MOFs, post-synthetic alterations, and the incorporation of conductive nanomaterials, which tackle persistent challenges of hydrolytic instability and inadequate conductivity. We critically examine manufacturing methodologies, including in situ metal-organic framework growth on nanomaterial scaffolds, polymer-assisted assembly, and downsized electrode designs, which provide enhanced electron transport, analyte pre-concentration, and field deployability. Case studies demonstrate the detection of antibiotics, analgesics, and hormones in water at nanomolar to femtomolar concentrations, emphasizing reliability in intricate matrices. We delineate existing challenges-sensor fouling, reusability, and commercial scalability-and present solutions including resilient antifouling coatings, multiplexed sensor arrays, and wireless IoT-enabled systems. This focused study seeks to direct future efforts towards the development of scalable, field-deployable MOF/nanomaterial electrochemical sensors for the protection of water quality.
不适当的药物废物处理、无效的废水处理和生产径流导致了水生栖息地中持久的药物残留。这些污染物具有生物蓄积性,促进抗菌素耐药性,并对环境和人类健康构成重大威胁。本研究对混合电化学传感器进行了集中评价,该传感器将金属有机框架(MOFs)与功能纳米材料结合起来,用于非常敏感的水中药物检测。本文重点介绍了分子设计mof,合成后改变和导电纳米材料的结合方面的最新进展(2022-2025),这些进展解决了水解不稳定性和导电性不足的持续挑战。我们批判性地研究了制造方法,包括纳米材料支架上的原位金属有机框架生长,聚合物辅助组装和小型化电极设计,这些设计提供了增强的电子传递,分析物预浓缩和现场部署能力。案例研究展示了在纳摩尔到飞摩尔浓度的水中检测抗生素、镇痛药和激素,强调了在复杂基质中的可靠性。我们描述了现有的挑战——传感器污垢、可重用性和商业可扩展性,并提出了解决方案,包括弹性防污涂层、多路复用传感器阵列和无线物联网系统。这项重点研究旨在指导未来发展可扩展、可现场部署的MOF/纳米材料电化学传感器,以保护水质。
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引用次数: 0
Lead(II) sensing in biological and environmental systems: A decade (2015–2024) of fluorescent probe innovations and emerging trends 生物和环境系统中的铅(II)传感:荧光探针创新和新兴趋势的十年(2015-2024)
IF 13.4 2区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-09-16 DOI: 10.1016/j.teac.2025.e00283
Swagatika Mishra , Siddhesh Puri , Pragyan P. Dash , Patitapaban Mohanty , Suban K. Sahoo , Bigyan R. Jali
Lead (Pb²⁺) contamination in environmental and biological systems causes a significant risk to human health and ecosystems because of its high toxicity, persistence, and bioaccumulation potential. Even at trace levels, exposure to lead can result in severe neurological, developmental, and organ-related disorders. Hence, the development of highly sensitive and selective detection methods for Pb²⁺ is crucial. This review provides an overview of recent advancements in lead chromofluorogenic sensors (2015–2024), including Schiff bases, homocyclic and heterocyclic aromatic compounds, molecular organic frameworks (MOFs), macrocyclic ligands and nanomaterial-based approaches. The sensing mechanisms, detection limits, response times, and analytical applications in biological and environmental monitoring of the reviewed Pb2 + sensors have been discussed. Additionally, the challenges and future perspectives of Pb²⁺ sensing technologies are discussed to guide further research in this critical field.
铅(Pb 2 +)在环境和生物系统中的污染由于其高毒性、持久性和生物蓄积潜力,对人类健康和生态系统造成重大风险。即使是微量水平,接触铅也会导致严重的神经、发育和器官相关疾病。因此,开发高灵敏度和高选择性的pb2 +检测方法至关重要。本文综述了铅荧光传感器的最新进展(2015-2024),包括希夫碱、均环和杂环芳香族化合物、分子有机框架(MOFs)、大环配体和基于纳米材料的方法。综述了Pb2 +传感器的传感机制、检测限、响应时间以及在生物和环境监测中的分析应用。此外,还讨论了pb2 +传感技术的挑战和未来前景,以指导这一关键领域的进一步研究。
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引用次数: 0
Latest advances in environmental applications of COFs and their derivatives towards marine biotoxins COFs及其衍生物在海洋生物毒素方面环境应用的最新进展
IF 13.4 2区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-09-16 DOI: 10.1016/j.teac.2025.e00282
Tianxing Wang , Zhou Qin , Nini Liang , Yucheng Zou , Yongqiang Shi , Junjun Zhang , Tingting Shen , Jian Zhu
Marine biotoxins pose persistent threats to aquatic ecosystems and food safety, calling for advanced monitoring and remediation strategies. This review highlights covalent organic frameworks (COFs) as multifunctional materials for toxin sensing, adsorption, and catalytic degradation under marine conditions. Key advances in framework design, including pore engineering, surface functionalization, and hybridization, are summarized to illustrate how structural control enhances toxin-specific recognition. Representative applications targeting saxitoxin, domoic acid, okadaic acid, and microcystins are highlighted. COF adsorbents show high capacities for lipophilic shellfish toxins (e.g., okadaic acid/dinophysistoxin-1 up to 812/830 mg g⁻¹) and ultrafast adsorption for polar analytes (e.g., domoic acid reaching 66.5 mg g⁻¹ within 7 min), while retaining > 80 % efficiency after multiple regeneration cycles. COF-based sensors achieve detection limits as low as pg mL⁻¹ in seawater and 0.005 µg kg⁻¹ in shellfish. Moreover, mechanistic insights into pseudo-second-order adsorption kinetics, Freundlich/Langmuir isotherms, binding forces (π–π conjugation, hydrogen bonding, electrostatic, and hydrophobic interactions), and key signal transduction pathways (photoinduced electron transfer (PET), fluorescence resonance energy transfer (FRET)) are critically discussed, together with COF-based photocatalytic systems enabling ROS (•OH, 1O2, and O2•⁻)-driven degradation of recalcitrant toxins. Despite these advances, challenges remain regarding scalability, long-term stability, and field deployment. Future opportunities include machine learning-guided COF design, integrated sensing–remediation systems, and alignment with regulatory standards, providing a roadmap toward next-generation solutions for marine toxin management.
海洋生物毒素对水生生态系统和食品安全构成持续威胁,需要先进的监测和补救战略。本文综述了共价有机框架(COFs)作为海洋条件下毒素传感、吸附和催化降解的多功能材料。概述了框架设计的关键进展,包括孔隙工程,表面功能化和杂交,以说明结构控制如何增强毒素特异性识别。重点介绍了针对蛤蚌毒素、软骨藻酸、冈田酸和微囊藻毒素的代表性应用。COF吸附剂对亲脂性贝类毒素(例如,冈田酸/甲藻毒素-1高达812/830 mg g⁻¹)的吸附能力很强,对极性分析物(例如,7 min内达到66.5 mg g⁻¹)的吸附能力很强,在多次再生循环后仍保持 80 %的效率。基于cof的传感器在海水中的检测限低至pg mL⁻¹ ,在贝类中的检测限低至0.005 µg kg⁻¹ 。此外,伪二级吸附动力学、Freundlich/Langmuir等温线、结合力(π -π共轭、氢键、静电和疏水相互作用)和关键的信号转导途径(光诱导电子转移(PET)、荧光共振能量转移(FRET))的机理深入讨论,以及基于cof的光催化系统,使ROS(•OH、1O2和O2•毒化)驱动降解顽固毒素。尽管取得了这些进步,但在可扩展性、长期稳定性和现场部署方面仍然存在挑战。未来的机会包括机器学习引导的COF设计,集成传感修复系统,以及与监管标准的一致性,为下一代海洋毒素管理解决方案提供路线图。
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引用次数: 0
Copper-based nanozymes for environmental analytical applications: A review 铜基纳米酶在环境分析中的应用综述
IF 13.4 2区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-09-09 DOI: 10.1016/j.teac.2025.e00281
Qing Han , Xixingchi Chen , Ke Li , Hui Huang , Yongxin Li
The analysis and detection of pollutants is one of the important steps in solving environmental problems. Natural enzymes, as efficient catalysts produced in living organisms, can be applied to the detection and sensing of pollutants through their mediated enzymatic reactions. However, the poor environmental stability, complex purification techniques, and high costs of natural enzymes have limited their large-scale application in environmental analysis. Nanozymes, as a class of nanomaterials with enzyme-like activity, are characterized by high catalytic activity, good stability, low cost, and easy production and preparation. Most nanozymes use transition metals as catalytic active sites. Since copper has multiple oxidation states, nanozymes with copper as the active center typically exhibit multiple activities, particularly some copper-based nanozymes that possess oxidase-like activity, whose catalytic action relies on oxygen. This characteristic has enabled their broader application in environmental analysis (e.g., rapid detection and identification of environmental pollutants). This review discusses the classification of enzyme-like activities of copper-based nanozymes and their design strategies, composition types, and various applications in the field of environmental analysis (rapid detection and identification of environmental pollutants) based mainly on the research of copper-based nanozymes for the analysis of environmental pollutants in the last three years, and summarizes the current status of copper-based nanozymes in environmental analysis (their effectiveness in detecting and identifying environmental pollutants), challenges (low sensitivity, poor selectivity, lack of rational design), and future trends (integration with electrocatalysis, molecular imprinting technology, and rational design based on target substance characteristics). We link the activity of copper-based nanozymes with their corresponding design strategies and discuss approaches to yield copper-based nanozymes with a range of activities. The interactions between the target substances and the signal output generated by copper-based nanozymes are summarized. We believe this will facilitate the further development of practical applications for copper-based nanozymes in environmental analysis.
污染物的分析和检测是解决环境问题的重要步骤之一。天然酶作为生物体内产生的高效催化剂,可以通过其介导的酶促反应来检测和感知污染物。然而,天然酶的环境稳定性差、纯化技术复杂、成本高,限制了其在环境分析中的大规模应用。纳米酶是一类具有类酶活性的纳米材料,具有催化活性高、稳定性好、成本低、易于生产和制备等特点。大多数纳米酶使用过渡金属作为催化活性位点。由于铜具有多种氧化态,以铜为活性中心的纳米酶通常表现出多种活性,特别是一些具有类似氧化酶活性的铜基纳米酶,其催化作用依赖于氧。这一特点使其在环境分析(例如,快速检测和识别环境污染物)中得到更广泛的应用。本文以近三年来分析环境污染物的铜基纳米酶的研究为基础,综述了铜基纳米酶类酶活性的分类、设计策略、组成类型及其在环境分析(快速检测和识别环境污染物)领域的各种应用。总结了铜基纳米酶在环境分析中的现状(检测和识别环境污染物的有效性)、挑战(灵敏度低、选择性差、缺乏合理设计)和未来趋势(与电催化、分子印迹技术的结合、基于目标物质特性的合理设计)。我们将铜基纳米酶的活性与其相应的设计策略联系起来,并讨论了产生具有一系列活性的铜基纳米酶的方法。综述了靶物质与铜基纳米酶信号输出之间的相互作用。我们相信这将促进铜基纳米酶在环境分析中的实际应用的进一步发展。
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引用次数: 0
Artificial intelligence and machine learning for colorimetric detections: Techniques, applications, and future prospects 人工智能和机器学习用于比色检测:技术、应用和未来前景
IF 13.4 2区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-09-06 DOI: 10.1016/j.teac.2025.e00280
Arpita Parakh , Ashish Awate , Sampa Manoranjan Barman , Rakesh K. Kadu , Dhiraj P. Tulaskar , Madhusudan B. Kulkarni , Manish Bhaiyya
Rapid, low-cost detection of contaminants and quality markers is critical across healthcare, food safety, environmental monitoring, and industrial applications. While traditional laboratory methods remain accurate, they are often slow, expensive, and unsuitable for point-of-care or field use. Colorimetric biosensing offers a simple, affordable, and visually intuitive alternative; however, its dependence on subjective human interpretation introduces bias and limits reproducibility, particularly when subtle color variations arise under different lighting conditions or device types. Recent advances in artificial intelligence (AI), machine learning (ML), and especially deep learning (DL) have transformed these limitations into opportunities by enabling automated, robust, and highly precise analysis. Models such as convolutional neural networks (CNNs) and specialized architectures like ColorNet can directly interpret raw images, extract complex features, and adapt across varied environments, thereby enhancing accuracy and scalability. Through smartphone integration, edge computing, and explainable AI, these systems are now being deployed in diverse real-world scenarios, including biomedical diagnostics, wound and tissue health monitoring, food spoilage and adulteration detection, environmental pollutant sensing, and smart packaging. This review critically examines AI/ML/DL-assisted colorimetric systems, highlights domain-specific applications, and addresses challenges such as dataset generalizability, model interpretability, and regulatory validation, offering practical solutions and future directions for smarter, portable, and accessible biosensing platforms.
快速、低成本地检测污染物和质量标记在医疗保健、食品安全、环境监测和工业应用中至关重要。虽然传统的实验室方法仍然准确,但它们通常速度慢、价格昂贵,而且不适合在护理点或现场使用。比色生物传感提供了一种简单、经济、直观的替代方案;然而,它对人类主观解释的依赖引入了偏见和限制再现性,特别是当在不同的照明条件或设备类型下出现细微的颜色变化时。人工智能(AI)、机器学习(ML),尤其是深度学习(DL)的最新进展,通过实现自动化、鲁棒性和高度精确的分析,将这些限制转化为机会。卷积神经网络(cnn)等模型和ColorNet等专业架构可以直接解释原始图像,提取复杂特征,并适应各种环境,从而提高准确性和可扩展性。通过智能手机集成、边缘计算和可解释的人工智能,这些系统现在被部署在各种现实场景中,包括生物医学诊断、伤口和组织健康监测、食品腐败和掺假检测、环境污染物传感和智能包装。本综述严格审查了AI/ML/ dl辅助比色系统,重点介绍了特定领域的应用,并解决了诸如数据集通用性,模型可解释性和监管验证等挑战,为更智能,便携和可访问的生物传感平台提供了实用的解决方案和未来方向。
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引用次数: 0
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Trends in Environmental Analytical Chemistry
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