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From detection to prevention: A cyber-secure AI ecosystem for mitigating milk adulteration and dairy fraud 从检测到预防:减少牛奶掺假和乳制品欺诈的网络安全人工智能生态系统
IF 15.4 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-12-16 DOI: 10.1016/j.tifs.2025.105503
Mati Ullah Khan , Limin Zhen , Jiaqi Tian , Anum Farid , Zhiwei Chen , Hongliang Liu

Background

The global dairy industry faces persistent and evolving threats from milk adulteration and fraudulent practices, which jeopardize public health, economic stability, and consumer trust. Conventional detection methods are reactive and increasingly inadequate, necessitating a paradigm shift towards preemptive prevention.

Scope and approach

This review critically examines the potential of a cyber-secure AI ecosystem, an integrated framework that progressively fuses Artificial Intelligence (AI) and cybersecurity to transform the dairy supply chain through seamless technical integration. We analyze how AI-driven methodologies, such as machine learning (ML) for non-linear pattern recognition, spectroscopic analysis for chemical profiling, and computer vision (CV) for visual inspection, are unified with cybersecurity measures via specific interfaces like secure Application Programming Interfaces (APIs) for Internet of Things (IoT) data ingestion and blockchain smart contracts for data validation. This enables encrypted data flows from supply chain sensors (capturing temperature, geolocation, and compositional profiles) to AI models, with feedback mechanisms, such as predictive anomaly alerts and adaptive model retraining, ensuring continuous system resilience and end-to-end data integrity, moving beyond isolated technologies to a cohesive ecosystem.

Key findings and conclusions

Our synthesis demonstrates that this deep integration creates a robust, multi-layered defense system where AI's predictive analytics are fortified by cybersecurity's protective protocols, enabling forensic attribution through immutable audit trails and a decisive transition from detection to prevention. For example, real-time IoT data, secured by zero-trust architectures, feeds into AI models for adulterant detection, with feedback loops triggering automated responses like data quarantines or model updates via federated learning, ensuring dynamic system adaptability. However, this paradigm shift faces significant hurdles, including the black box nature of complex AI models, the cost and scalability of blockchain, and socio-technical adoption barriers. We conclude that the strategic implementation of this ecosystem, while not a panacea, is critical for safeguarding public health and ensuring dairy industry integrity. The review provides a cohesive roadmap for stakeholders, emphasizing collaborative governance, standardized protocols, and emerging technologies like federated learning and quantum-resistant encryption to overcome existing barriers and build a resilient supply chain.
全球乳制品行业面临着牛奶掺假和欺诈行为持续不断的威胁,这些威胁危及公众健康、经济稳定和消费者信任。传统的检测方法是被动的,而且越来越不充分,因此有必要转向先发制人的预防。本综述批判性地考察了网络安全人工智能生态系统的潜力,这是一个逐步融合人工智能(AI)和网络安全的集成框架,通过无缝的技术集成来改变乳制品供应链。我们分析了人工智能驱动的方法,如用于非线性模式识别的机器学习(ML)、用于化学分析的光谱分析和用于视觉检查的计算机视觉(CV),如何通过特定接口(如用于物联网(IoT)数据摄取的安全应用程序编程接口(api)和用于数据验证的区块链智能合约)与网络安全措施相统一。这使得加密数据能够从供应链传感器(捕获温度、地理位置和成分配置文件)流向人工智能模型,并具有反馈机制,如预测异常警报和自适应模型再训练,确保持续的系统弹性和端到端数据完整性,超越孤立的技术,进入一个有凝聚力的生态系统。sour综合表明,这种深度集成创建了一个强大的多层防御系统,其中人工智能的预测分析通过网络安全保护协议得到加强,通过不可变的审计跟踪实现法医归因,并从检测到预防的决定性过渡。例如,由零信任架构保护的实时物联网数据被输入人工智能模型进行掺假检测,反馈回路触发自动响应,如数据隔离或通过联邦学习更新模型,确保动态系统适应性。然而,这种范式转变面临着重大障碍,包括复杂人工智能模型的黑箱特性、区块链的成本和可扩展性,以及社会技术采用障碍。我们的结论是,这一生态系统的战略实施虽然不是万灵药,但对保护公众健康和确保乳制品行业的完整性至关重要。该评估为利益相关者提供了一个有凝聚力的路线图,强调协作治理、标准化协议以及联邦学习和抗量子加密等新兴技术,以克服现有障碍,建立一个有弹性的供应链。
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引用次数: 0
Natural functional sweet-tasting molecules from food-medicine plants: an updated review of their sources and classifications, sensory evaluation, mechanism of sweet taste transduction and safety 食药植物天然功能性甜味分子的来源、分类、感官评价、甜味转导机制及安全性综述
IF 15.4 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-12-16 DOI: 10.1016/j.tifs.2025.105494
Rong Li , Kangmeng Sun , Jiayi Liang , Xinyu Luan , Xinyuan Sun , Peigen Xiao , Chunnian He

Background

There is growing public interest in reducing sugar intake and adopting healthier diets. Natural sweet-tasting molecules derived from food-medicine plants can satisfy the desire for sweetness while offering potential health benefits. These properties align with current trends in sugar reduction and healthy consumption, highlighting their considerable market potential and prospective health value. However, information on the sources, sensory properties, pharmacological activities, and safety profiles of many natural non-sugar sweet-tasting compounds remains fragmented and insufficiently integrated.

Scope and approach

This paper aims to provide a comprehensive overview of major food-medicine sweet-tasting plants worldwide and their principal functional sweet-tasting molecules. It systematically addresses their sources and classifications, sensory characteristics, edible and medicinal uses, sensory evaluation methods, sweetness signal transduction mechanisms, and safety.

Key findings and conclusions

Twenty-four types of food-medicine sweet-tasting plants from different global regions have been systematically reviewed. In addition, at least 35 other potential sweet-tasting plants with dual medicinal and edible applications have been identified. From these plants, over 56 representative functional sweet-tasting molecules have been selected, and their structural characteristics systematically summarized. These compounds demonstrate both perceptible sweetness and measurable pharmacological activity, highlighting their dual potential for applications in the food and pharmaceutical industries. Accordingly, we propose the new term "functional sweet-tasting molecules (FSTMs)" to provide a scientific designation for non-sugar sweet-tasting molecules possessing both medicinal and food uses. Integrated and intelligent analytical methods have significantly improved the accuracy and efficiency of sweet taste sensory evaluation. Nevertheless, human sensory analysis remains a reliable approach for validating sweetness and specific flavor profiles. The heterogeneity of sweet taste receptors and the complexity of sweet signal transduction offer potential targets for developing novel personalized sweeteners and therapeutic interventions for metabolic diseases. Moreover, most natural functional sweet-tasting molecules show no significant toxicity at normal intake levels, though additional studies are necessary.
公众对减少糖的摄入和采用更健康的饮食越来越感兴趣。从食药植物中提取的天然甜味分子可以满足人们对甜味的渴望,同时提供潜在的健康益处。这些特性符合当前减糖和健康消费的趋势,突出了它们巨大的市场潜力和潜在的健康价值。然而,关于许多天然非糖甜味化合物的来源、感官特性、药理活性和安全性的信息仍然是碎片化的,缺乏充分的整合。本文旨在全面概述世界上主要的食药甜味植物及其主要功能甜味分子。它系统地阐述了它们的来源和分类、感官特性、食用和药用、感官评价方法、甜味信号转导机制和安全性。对来自全球不同地区的24种食药甜味植物进行了系统综述。此外,至少有35种其他具有药用和食用双重用途的潜在甜味植物已被确定。从这些植物中筛选出56个以上具有代表性的功能性甜味分子,并对其结构特征进行了系统总结。这些化合物具有可感知的甜味和可测量的药理活性,突出了它们在食品和制药工业中的双重应用潜力。因此,我们提出了“功能性甜味分子”(functional sweet-tasting molecules, FSTMs)这一新术语,为具有药用和食品双重用途的非糖甜味分子提供了一个科学的名称。综合智能分析方法显著提高了甜味感官评价的准确性和效率。尽管如此,人类感官分析仍然是验证甜味和特定风味概况的可靠方法。甜味受体的异质性和甜味信号转导的复杂性为开发新型个性化甜味剂和代谢性疾病的治疗干预提供了潜在的靶点。此外,大多数天然的功能性甜味分子在正常摄入水平下没有明显的毒性,尽管还需要进一步的研究。
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引用次数: 0
Emerging photo-responsive antimicrobial packaging films: From rational design to food preservation applications 新兴光敏抗菌包装薄膜:从合理设计到食品保鲜应用
IF 15.4 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-12-16 DOI: 10.1016/j.tifs.2025.105506
Lu Chen , Shiying Tang , Yong Zhao , Qiaohui Zeng , Jing Jing Wang

Background

Microbial contamination poses a significant threat to food safety and human health, particularly in perishable foods such as meat, seafood, fruits, and vegetables. Traditional antimicrobial packaging films (APFs) face challenges including instability of antimicrobial agents, uncontrolled release behavior, and the risk of bacterial resistance. In response, photo-responsive APFs have emerged as an innovative solution to address these limitations while preserving food quality.

Scope and approach

This review examines photo-responsive APFs that leverage light-activated mechanisms including photodynamic inactivation (PDI), photocatalysis, photothermal conversion, quantum dots (QDs), and photo-responsive sustained-release processes. These technologies utilize light as an external trigger to generate reactive oxygen species (ROS) or localized hyperthermia, enabling precise and efficient antimicrobial activity. The special emphasis of this review has been focused on their design, fabrication strategies, fundamental action mechanisms, and practical applications in food preservation.

Key findings and conclusions

Photo-responsive APFs exhibit broad-spectrum antibacterial activity, and effectively prolong the shelf life of various food products. Notably, key innovations lie in the integration of natural photosensitizers (e.g., curcumin, berberine), semiconductor photocatalysts (e.g., TiO2, g-C3N4), and photothermal nanomaterials (gold nanorods, melanin nanoparticles) into biodegradable polymer materials. Despite their promising potential, critical challenges persist, including the poor photostability of functional components, nanomaterial migration from AFP matrix, and uneven light distribution in complex food systems. Accordingly, future research should focus on optimizing light-harvesting efficiency of these APFs, developing scalable manufacturing processes, and validating their long-term safety to facilitate commercialization. Overall speaking, photo-responsive APFs represent a transformative advancement in food preservation, offering a sustainable and efficient alternative to conventional APFs that effectively address critical food safety challenges.
微生物污染对食品安全和人类健康构成重大威胁,特别是在肉类、海鲜、水果和蔬菜等易腐食品中。传统的抗菌素包装薄膜面临着抗菌素不稳定、不受控制的释放行为和细菌耐药风险等挑战。因此,光响应apf作为一种创新的解决方案出现,在保持食品质量的同时解决了这些限制。本文综述了利用光激活机制的光响应APFs,包括光动力失活(PDI)、光催化、光热转换、量子点(QDs)和光响应缓释过程。这些技术利用光作为外部触发器来产生活性氧(ROS)或局部热疗,从而实现精确和有效的抗菌活性。本文就其设计、制备策略、基本作用机制及其在食品保鲜中的实际应用进行了综述。结论光响应型APFs具有广谱抗菌活性,可有效延长各种食品的保质期。值得注意的是,关键的创新在于将天然光敏剂(如姜黄素、小檗碱)、半导体光催化剂(如TiO2、g-C3N4)和光热纳米材料(金纳米棒、黑色素纳米颗粒)整合到可生物降解的聚合物材料中。尽管它们有很大的潜力,但关键的挑战仍然存在,包括功能成分的光稳定性差,纳米材料从AFP基质迁移,以及复杂食物系统中的光分布不均匀。因此,未来的研究应侧重于优化这些apf的光收集效率,开发可扩展的制造工艺,并验证其长期安全性,以促进商业化。总的来说,光响应式apf代表了食品保鲜领域的革命性进步,为传统apf提供了一种可持续和高效的替代方案,有效解决了关键的食品安全挑战。
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引用次数: 0
pH-Responsive fluorescent hydrogels for food anticounterfeiting, freshness monitoring and preservation: Mechanisms, fabrication strategies, and emerging applications ph响应荧光水凝胶用于食品防伪,新鲜度监测和保存:机制,制造策略和新兴应用
IF 15.4 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-12-13 DOI: 10.1016/j.tifs.2025.105499
Xiaowen Xu

Background

The worldwide issues of food deterioration and product counterfeiting highlight the need for creating advanced, intelligent materials. pH-responsive fluorescent hydrogels are promising smart materials, integrating hydrogel pH-triggered swelling with embedded fluorophores’ tunable optical signaling. They enable real-time non-destructive food spoilage pH detection and anti-counterfeiting via customizable, hard-to-replicate optics, advancing food safety and brand integrity.

Scope and approach

This review systematically summarizes recent advancements in the design and application of pH-responsive fluorescent hydrogels for food preservation, freshness monitoring, and dynamic anticounterfeiting. It delves into the fundamental principles of pH-induced hydrogel property changes and the key fluorescence modulation mechanisms, including Photoinduced Electron Transfer (PET), Intramolecular Charge Transfer (ICT), Förster Resonance Energy Transfer (FRET), and Aggregation-Induced Emission (AIE). Furthermore, it details various fabrication strategies, from the selection of fluorophores (small organic dyes, carbon dots, quantum dots, rare earth chelates and green fluorescent protein) to their integration into hydrogel networks via physical doping or covalent bonding.

Key findings and conclusions

The review highlights state-of-the-art applications where these hydrogels act as intelligent labels for real-time food spoilage detection through visible fluorescence changes and as sophisticated, multi-level security tags with pH-erasable and rewritable patterns. This is the first comprehensive review to bridge fundamental fluorescence modulation mechanisms with emerging applications of pH-responsive hydrogels specifically for food sector. Despite their immense potential, challenges regarding long-term stability, toxicity, and scalable production remain. Future research should focus on enhancing material robustness, ensuring biosafety, and integrating these systems with digital technologies like machine learning to transition these innovative hydrogels from the laboratory to widespread commercial use.
世界范围内的食品变质和产品假冒问题突出了创造先进智能材料的必要性。ph响应荧光水凝胶是一种很有前途的智能材料,它将水凝胶ph触发的膨胀与嵌入的荧光团的可调谐光信号相结合。它们通过可定制的、难以复制的光学器件实现实时无损食品腐败pH值检测和防伪,从而提高食品安全和品牌完整性。本文系统地综述了ph响应型荧光水凝胶在食品保鲜、新鲜度监测和动态防伪等方面的设计和应用的最新进展。深入探讨了ph诱导水凝胶性质变化的基本原理和关键的荧光调制机制,包括光诱导电子转移(PET)、分子内电荷转移(ICT)、Förster共振能量转移(FRET)和聚集诱导发射(AIE)。此外,它还详细介绍了各种制造策略,从选择荧光团(小有机染料,碳点,量子点,稀土螯合物和绿色荧光蛋白)到通过物理掺杂或共价键将其整合到水凝胶网络中。主要发现和结论综述强调了这些水凝胶作为智能标签的最新应用,通过可见荧光变化实时检测食品腐败,并作为复杂的多级安全标签,具有ph可擦除和可重写的图案。这是第一个全面的审查,以桥梁基本的荧光调制机制与ph响应水凝胶的新兴应用,特别是在食品部门。尽管它们潜力巨大,但长期稳定性、毒性和可扩展生产方面的挑战仍然存在。未来的研究应侧重于提高材料的坚固性,确保生物安全,并将这些系统与机器学习等数字技术相结合,将这些创新的水凝胶从实验室转变为广泛的商业用途。
{"title":"pH-Responsive fluorescent hydrogels for food anticounterfeiting, freshness monitoring and preservation: Mechanisms, fabrication strategies, and emerging applications","authors":"Xiaowen Xu","doi":"10.1016/j.tifs.2025.105499","DOIUrl":"10.1016/j.tifs.2025.105499","url":null,"abstract":"<div><h3>Background</h3><div>The worldwide issues of food deterioration and product counterfeiting highlight the need for creating advanced, intelligent materials. pH-responsive fluorescent hydrogels are promising smart materials, integrating hydrogel pH-triggered swelling with embedded fluorophores’ tunable optical signaling. They enable real-time non-destructive food spoilage pH detection and anti-counterfeiting via customizable, hard-to-replicate optics, advancing food safety and brand integrity.</div></div><div><h3>Scope and approach</h3><div>This review systematically summarizes recent advancements in the design and application of pH-responsive fluorescent hydrogels for food preservation, freshness monitoring, and dynamic anticounterfeiting. It delves into the fundamental principles of pH-induced hydrogel property changes and the key fluorescence modulation mechanisms, including Photoinduced Electron Transfer (PET), Intramolecular Charge Transfer (ICT), Förster Resonance Energy Transfer (FRET), and Aggregation-Induced Emission (AIE). Furthermore, it details various fabrication strategies, from the selection of fluorophores (small organic dyes, carbon dots, quantum dots, rare earth chelates and green fluorescent protein) to their integration into hydrogel networks via physical doping or covalent bonding.</div></div><div><h3>Key findings and conclusions</h3><div>The review highlights state-of-the-art applications where these hydrogels act as intelligent labels for real-time food spoilage detection through visible fluorescence changes and as sophisticated, multi-level security tags with pH-erasable and rewritable patterns. This is the first comprehensive review to bridge fundamental fluorescence modulation mechanisms with emerging applications of pH-responsive hydrogels specifically for food sector. Despite their immense potential, challenges regarding long-term stability, toxicity, and scalable production remain. Future research should focus on enhancing material robustness, ensuring biosafety, and integrating these systems with digital technologies like machine learning to transition these innovative hydrogels from the laboratory to widespread commercial use.</div></div>","PeriodicalId":441,"journal":{"name":"Trends in Food Science & Technology","volume":"168 ","pages":"Article 105499"},"PeriodicalIF":15.4,"publicationDate":"2025-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145788151","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exosome-like nanovesicles (ELNVs) from aquatic products: An emerging food bioactive resource 水产品外泌体样纳米囊泡(ELNVs):一种新兴的食品生物活性资源
IF 15.4 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-12-13 DOI: 10.1016/j.tifs.2025.105501
Chengxin Ma , Yixuan Wang , Haoying Ren , Yong Xue , Chunhuan Liu , Xiaoming Jiang , Changhu Xue

Background

Exosome-like nanovesicles (ELNVs) are emerging as important bioactive carriers in functional foods. ELNVs derived from plants and milk have attracted attention because they are stable, biocompatible, and can protect and deliver bioactive compounds to target cells. However, ELNVs from aquatic products such as fish, shellfish, and sea cucumbers remain largely underexplored, despite their rich bioactive composition and promising potential for functional food applications.

Scope and approach

ELNVs from aquatic products encapsulate the unique bioactive molecules and specialized physiological structures evolved by aquatic products over hundreds of millions of years. They are naturally enriched in structural lipids, proteins, omega-3 fatty acids, bioactive peptides, and marine polysaccharides. Moreover, ELNVs reflect the functional properties of their source tissues. For example, they carry the antibacterial activity of fish mucus and the osteogenic effects of mollusk mantle membranes. These features highlight their potential as functional nanocarriers for antibacterial therapy and bone health.

Key findings and conclusions

Herein, this review aims to explore the relationship between the unique composition and physiological structures of aquatic products and the functional properties of ELNVs from aquatic products. It provides new insights for the study of food-grade ELNVs and broadens their potential applications in functional foods and nutrition.
体样纳米囊泡(ELNVs)作为重要的生物活性载体在功能性食品中崭露头角。从植物和牛奶中提取的elnv因其稳定性、生物相容性以及能够保护和传递生物活性化合物到靶细胞而受到关注。然而,尽管来自鱼类、贝类和海参等水产品的ELNVs具有丰富的生物活性成分和在功能性食品中的应用潜力,但它们的开发程度仍很低。水产品中的helnvs封装了数亿年来水产品进化出的独特的生物活性分子和特殊的生理结构。它们天然富含结构脂质、蛋白质、omega-3脂肪酸、生物活性肽和海洋多糖。此外,elnv反映了其来源组织的功能特性。例如,它们具有鱼类粘液的抗菌活性和软体动物外套膜的成骨作用。这些特点突出了它们作为抗菌治疗和骨骼健康的功能性纳米载体的潜力。主要发现和结论本文旨在探讨水产品中ELNVs的独特组成和生理结构与水产品中ELNVs功能特性的关系。这为食品级ELNVs的研究提供了新的思路,拓宽了其在功能食品和营养领域的潜在应用。
{"title":"Exosome-like nanovesicles (ELNVs) from aquatic products: An emerging food bioactive resource","authors":"Chengxin Ma ,&nbsp;Yixuan Wang ,&nbsp;Haoying Ren ,&nbsp;Yong Xue ,&nbsp;Chunhuan Liu ,&nbsp;Xiaoming Jiang ,&nbsp;Changhu Xue","doi":"10.1016/j.tifs.2025.105501","DOIUrl":"10.1016/j.tifs.2025.105501","url":null,"abstract":"<div><h3>Background</h3><div>Exosome-like nanovesicles (ELNVs) are emerging as important bioactive carriers in functional foods. ELNVs derived from plants and milk have attracted attention because they are stable, biocompatible, and can protect and deliver bioactive compounds to target cells. However, ELNVs from aquatic products such as fish, shellfish, and sea cucumbers remain largely underexplored, despite their rich bioactive composition and promising potential for functional food applications.</div></div><div><h3>Scope and approach</h3><div>ELNVs from aquatic products encapsulate the unique bioactive molecules and specialized physiological structures evolved by aquatic products over hundreds of millions of years. They are naturally enriched in structural lipids, proteins, omega-3 fatty acids, bioactive peptides, and marine polysaccharides. Moreover, ELNVs reflect the functional properties of their source tissues. For example, they carry the antibacterial activity of fish mucus and the osteogenic effects of mollusk mantle membranes. These features highlight their potential as functional nanocarriers for antibacterial therapy and bone health.</div></div><div><h3>Key findings and conclusions</h3><div>Herein, this review aims to explore the relationship between the unique composition and physiological structures of aquatic products and the functional properties of ELNVs from aquatic products. It provides new insights for the study of food-grade ELNVs and broadens their potential applications in functional foods and nutrition.</div></div>","PeriodicalId":441,"journal":{"name":"Trends in Food Science & Technology","volume":"168 ","pages":"Article 105501"},"PeriodicalIF":15.4,"publicationDate":"2025-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145837038","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Digital twin technology in AI-operated metaverse for food processing: A pathway to sustainability, efficiency and innovation 人工智能操作的食品加工虚拟世界中的数字孪生技术:通往可持续性、效率和创新的途径
IF 15.4 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-12-13 DOI: 10.1016/j.tifs.2025.105491
Batuhan İnanlar, Filiz Altay
This review presents recent developments in digital twin (DT) technology for food processing, emphasizing its integration with artificial intelligence (AI), Internet of Things (IoT), and immersive VR/AR environments. DTs leverage 3D modeling and physics-based simulations to create dynamic virtual representations of food processes, enabling real-time monitoring, predictive analytics, and virtual prototyping. Applications in fermentation, pasteurisation, cooking, and cold chain logistics demonstrate notable improvements in efficiency, sustainability, and product quality. Key challenges include data standardization, cybersecurity, and ethical AI considerations, while emerging approaches such as edge computing and blockchain-enhanced security offer promising solutions. The review also highlights the transition toward cognitive twin ecosystems in Industry 5.0-enabled agri-food systems, supporting cross-disciplinary collaboration and innovation. By synthesizing current research and identifying gaps, this study provides guidance for implementing DTs to enhance resilience, traceability, and digital transformation in modern food processing.
本文综述了食品加工中数字孪生(DT)技术的最新发展,强调了其与人工智能(AI)、物联网(IoT)和沉浸式VR/AR环境的集成。DTs利用3D建模和基于物理的模拟来创建食品过程的动态虚拟表示,实现实时监控,预测分析和虚拟原型。在发酵、巴氏杀菌、烹饪和冷链物流方面的应用表明,在效率、可持续性和产品质量方面有显著改善。关键挑战包括数据标准化、网络安全和道德人工智能考虑,而边缘计算和区块链增强安全性等新兴方法提供了有希望的解决方案。该综述还强调了工业5.0农业食品系统向认知双生态系统的过渡,支持跨学科合作和创新。通过综合目前的研究并找出差距,本研究为实施直销技术以增强现代食品加工的弹性、可追溯性和数字化转型提供了指导。
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引用次数: 0
Soybean hull polysaccharides: Extraction technologies, Structure–Function relationships, and emerging bioactivities 大豆壳多糖:提取技术、结构-功能关系和新兴生物活性
IF 15.4 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-12-12 DOI: 10.1016/j.tifs.2025.105500
Zixuan Zhang , Hanbing Jia , András Koris , Attila Csighy , Bingyu Chen , Linyi Zhou , Xiaoyong Liu , Zhongjiang Wang , Feiyue Ren , Hongzhi Liu

Background

Soybean hulls, a major by-product of the global soybean processing industry, are often underutilized or discarded despite being a rich source of valuable polysaccharides such as pectin, cellulose, and hemicellulose. These polysaccharides exhibit promising functional and bioactive properties, offering substantial potential for applications across food, pharmaceutical, and material science domains.

Scope and method

This review critically examines recent advances in the extraction, structural characterization, and functional evaluation of soybean hull polysaccharides (SHP). Both conventional and emerging extraction technologies including enzymatic, ultrasonic, microwave-assisted, and deep eutectic solvent methods are compared in terms of yield, environmental sustainability, and preservation of polysaccharide integrity. The relationships between structural attributes (e.g., molecular weight, monosaccharide composition, and chemical modifications) and biofunctional outcomes are systematically analyzed.

Main findings and conclusions

Structural features of SHP strongly influence their antioxidant, hypolipidemic, immunomodulatory, and prebiotic activities. Advances in SHP modification have expanded their application potential in novel delivery systems, biodegradable films, emulsions, cryoprotectants, and 3D-printed biomaterials. Despite promising functionality, further research is needed to enhance extraction efficiency, control structure–function outcomes and support regulatory approval. Future directions include omics-guided characterization, targeted modification strategies, and integration of SHP valorization into circular bioeconomy models. Overall, SHP represent a sustainable and multifunctional ingredient for next-generation food and biomedical innovations.
大豆壳是全球大豆加工业的主要副产品,尽管它是果胶、纤维素和半纤维素等有价值的多糖的丰富来源,但往往未得到充分利用或被丢弃。这些多糖具有良好的功能和生物活性,在食品、制药和材料科学领域具有巨大的应用潜力。本文综述了大豆壳多糖(SHP)的提取、结构表征和功能评价方面的最新进展。在产率、环境可持续性和多糖完整性保存方面,比较了传统和新兴的提取技术,包括酶、超声波、微波辅助和深度共晶溶剂方法。系统地分析了结构属性(如分子量、单糖组成和化学修饰)与生物功能结果之间的关系。SHP的结构特性对其抗氧化、降血脂、免疫调节和益生元活性有重要影响。SHP改性的进展扩大了其在新型递送系统、可生物降解薄膜、乳液、低温保护剂和3d打印生物材料方面的应用潜力。尽管具有良好的功能,但需要进一步的研究来提高提取效率,控制结构-功能结果并支持监管部门的批准。未来的发展方向包括组学指导的表征,有针对性的修饰策略,以及将SHP价值整合到循环生物经济模型中。总的来说,SHP代表了下一代食品和生物医学创新的可持续和多功能成分。
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引用次数: 0
The quiet side of EU novel foods: how ‘ordinary’ innovations are overshadowed by extreme cases 欧盟新型食品安静的一面:“普通”的创新如何被极端案例所掩盖
IF 15.4 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-12-11 DOI: 10.1016/j.tifs.2025.105490
Maria Giulia Bonomini, Chiara Dall’Asta

Background

Novel foods (NFs) are often seen as radical innovations that challenge ethical norms and cultural expectations, fueling polarized debates on safety and acceptability. Yet, many authorised NFs have entered markets quietly, without triggering adverse consumer reactions.

Aim

This commentary illustrates the ‘quiet side’ of NFs by highlighting authorised ingredients that have been integrated into EU food systems with limited public visibility, and by discussing how media narratives and cognitive biases shape this asymmetry.

Methods

We examined authorised NFs including human-identical milk oligosaccharides (3-Fucosyllactose, 3′-Sialyllactose Sodium Salt), DHA-rich oil from Schizochytrium sp., Yarrowia lipolytica biomass, chia seeds, and prebiotic oligosaccharides (GOS, XOS, IMOS). Data were collected from regulatory dossiers, scientific literature, and market reports to assess safety, functional properties, and integration into conventional diets.

Results

Many NFs are not radically different from conventional foods but provide nutritional, technological, and environmental benefits. Our analysis highlights a pronounced gap between public perception—often shaped by sensationalized narratives—and scientific evaluation confirming safety and functionality.

Conclusions

Recognizing the low-profile success of many NFs emphasizes the importance of clear and evidence-based science communication. Educating consumers about the safety, benefits, and integration of NFs can reduce polarized opinions and foster informed acceptance. By bridging innovation, regulation, and consumer understanding, these insights support the responsible development of sustainable, nutritionally enhanced, and technologically advanced food systems.
新型食品(NFs)通常被视为挑战道德规范和文化期望的激进创新,引发了关于安全性和可接受性的两极分化辩论。然而,许多获得授权的NFs已悄悄进入市场,没有引发消费者的不良反应。这篇评论通过强调已被纳入欧盟食品系统的授权成分,并通过讨论媒体叙事和认知偏见如何塑造这种不对称,说明了NFs的“安静的一面”。方法我们检测了授权的NFs,包括与人类相同的牛奶低聚糖(3-聚焦乳糖,3 ' -唾液乳糖钠盐),富含dha的Schizochytrium sp.油,多脂耶氏菌生物质,奇亚籽和益生元低聚糖(GOS, XOS, IMOS)。从监管档案、科学文献和市场报告中收集数据,以评估安全性、功能特性和与传统饮食的整合情况。结果许多纳米食品与传统食品并没有根本的不同,但却提供了营养、技术和环境效益。我们的分析强调了公众认知(通常由耸人听闻的叙述塑造)和科学评估(证实安全性和功能性)之间的明显差距。认识到许多NFs的低调成功强调了明确和基于证据的科学传播的重要性。教育消费者关于NFs的安全性、好处和集成,可以减少两极分化的意见,并促进知情接受。通过将创新、监管和消费者理解联系起来,这些见解支持负责任地开发可持续、营养增强和技术先进的食品系统。
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引用次数: 0
A review on advancing sustainable vegan meat alternatives through scalable production of plant-based smart proteins 通过大规模生产植物性智能蛋白质来推进可持续纯素肉类替代品的综述
IF 15.4 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-12-11 DOI: 10.1016/j.tifs.2025.105497
Shubhi Singh, Meena Krishania

Background

Meeting the global demand for protein has become a critical challenge, as animal meat production imposes significant environmental and health burdens. Plant-based smart proteins (PBSP) have emerged as a potential source to produce vegan meat due to improved nutritional quality, diverse functional properties and compatibility with modern structuring techniques. Moreover, the valorization of agricultural residues, abundant in countries like India, provides a renewable feedstock for PBSP while simultaneously reducing waste and pollution.

Scope and approach

This review provides insights into recent advances in PBSP research, highlighting their functional properties, extraction methods and formulation strategies to replicate meat-like texture, flavor and juiciness through extrusion, shear cell processing, freeze structuring and 3D printing techniques. Furthermore, it also examines flavor masking and fat simulation approaches to overcome sensory limitations, alongside life cycle assessment examples that determine industrial viability of PBSP.

Key findings and conclusion

PBSP exhibit essential techno-functional traits, such as gelation, water- and oil-holding capacities as well as emulsifying potential, which are critical for replicating fibrous and anisotropic structures in vegan meat. Moreover, PBSP offer environmental benefits, including reduced land use, water consumption, and greenhouse gas emissions compared to conventional meat production. However, the functional performance can vary depending on the protein extraction and processing methods employed, particularly when derived from agri-residues. Therefore, by integrating smart proteins with agri-residue valorization and advanced structuring techniques, this review outlines a roadmap for the scalable, cost-effective and environmentally sustainable production of vegan meat analogues, bridging scientific innovation with industrial application.
满足全球对蛋白质的需求已成为一项重大挑战,因为动物肉类生产给环境和健康带来了沉重负担。基于植物的智能蛋白(PBSP)由于其改善的营养质量、多样化的功能特性以及与现代结构技术的兼容性,已成为生产纯素肉的潜在来源。此外,在印度等国家,大量的农业残留物的增值为PBSP提供了可再生原料,同时减少了浪费和污染。本文综述了PBSP的最新研究进展,重点介绍了PBSP的功能特性、提取方法和配方策略,通过挤压、剪切细胞加工、冷冻结构和3D打印技术来复制肉的质地、风味和多汁性。此外,它还研究了风味掩蔽和脂肪模拟方法,以克服感官限制,以及确定PBSP工业可行性的生命周期评估示例。pbsp具有基本的技术功能特征,如凝胶、持水和持油能力以及乳化潜力,这对于复制素食肉类中的纤维和各向异性结构至关重要。此外,与传统肉类生产相比,PBSP具有环境效益,包括减少土地使用、水消耗和温室气体排放。然而,功能性能可能因所采用的蛋白质提取和加工方法而异,特别是当从农业残留物中提取时。因此,通过将智能蛋白质与农业残留物增值和先进的结构技术相结合,本文概述了可扩展,成本效益和环境可持续的纯素肉类类似物生产的路线图,将科学创新与工业应用联系起来。
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引用次数: 0
Anthocyanin-based indicator labels for intelligent food packaging: Mechanisms, multiscale regulation, and future perspectives for enhancing color-response performance 智能食品包装中基于花青素的指示标签:机制,多尺度调节,以及提高颜色响应性能的未来前景
IF 15.4 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-12-11 DOI: 10.1016/j.tifs.2025.105495
Yiwen Bao , Huijun Cui , Xu Si , Jiaxin Li , Tao Huang , Bin Li

Background

As global food safety risks and food waste issues become increasingly severe, intelligent indicator labels have garnered attention as an emerging non-destructive visual monitoring method. Anthocyanin-based indicator labels demonstrate unique potential in food freshness monitoring due to their highly specific color-response to environmental pH fluctuations and volatile compounds. However, their coloration behavior remains constrained by the challenge of balancing stability and sensitivity.

Scope and approach

This paper systematically reviews the color response mechanisms of anthocyanin indicator labels in food freshness monitoring, incorporating the “Stimulus-Transport-Reaction-Colorimetry (S-T-R-C)” framework as a novel organizing principle, and critically examines recent research advances in multiscale color-response regulation strategies. It focuses on four key aspects: pH initialization, intermolecular copigmentation, nano/micro-scale confined release, and porosity regulation. Additionally, the paper discusses the prospects and key challenges of anthocyanin indicator labels in practical food packaging.

Key findings and conclusions

This review reveals that the color-response of anthocyanin indicator labels is fundamentally a strongly microenvironment-driven multiscale coupled process, with their color development behavior jointly determined by the synergistic effects of stimulation, mass transport, and structural transformation. By introducing the S-T-R-C framework, we systematically organize the color development mechanism of anthocyanin indicator labels and elucidate the complementary roles of regulatory strategies in balancing stability and sensitivity. However, anthocyanin indicator labels still face challenges in signal stability, colorimetric standardization, customized regulation, multidimensional response, structural controllability, and overall safety and sustainability. Future efforts should integrate diverse strategies to optimize performance and accelerate the transition of anthocyanin indicator labels from laboratory research to industrialization.
随着全球食品安全风险和食物浪费问题的日益严重,智能指示牌作为一种新兴的无损视觉监控手段受到了人们的关注。基于花青素的指示剂标签在食品新鲜度监测中表现出独特的潜力,因为它们对环境pH值波动和挥发性化合物具有高度特异性的颜色响应。然而,它们的着色行为仍然受到平衡稳定性和灵敏度的挑战的限制。本文以“刺激-转运-反应-比色法(S-T-R-C)”为新的组织原理,系统地综述了食品新鲜度监测中花青素指示剂标签的颜色反应机制,并对多尺度颜色反应调节策略的最新研究进展进行了批判性的回顾。它侧重于四个关键方面:pH初始化,分子间共色素沉着,纳米/微尺度限制释放和孔隙调节。此外,本文还讨论了花青素指示标签在实际食品包装中的应用前景和面临的主要挑战。花青素指示剂标签的显色反应本质上是一个微环境驱动的多尺度耦合过程,其显色行为是由刺激、质量传递和结构转化的协同作用共同决定的。通过引入S-T-R-C框架,系统梳理花青素指示剂标签的显色机制,阐明调控策略在平衡稳定性和敏感性中的互补作用。然而,花青素指标标签在信号稳定性、比色标准化、定制化调控、多维响应、结构可控、整体安全性和可持续性等方面仍面临挑战。未来的努力应整合多种策略,以优化性能,加快花青素指标标签从实验室研究到工业化的过渡。
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引用次数: 0
期刊
Trends in Food Science & Technology
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