首页 > 最新文献

Food and Bioprocess Technology最新文献

英文 中文
Prediction and Spatial Visualization of Water Holding Capacity in Frozen Lettuce via Mueller Matrix Imaging and Machine Learning 基于Mueller矩阵成像和机器学习的冷冻生菜持水能力预测和空间可视化
IF 5.8 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2026-03-12 DOI: 10.1007/s11947-026-04303-3
Yuan Li, Jia-Yong Song, Ze-Sheng Qin, Li-Feng Bian, Chen Yang

The water holding capacity (WHC) of complex food systems, such as lettuce during freezing, is governed by microstructural integrity. Optically quantifying this integrity, however, remains a challenge, as conventional optical methods typically probe chemical signatures rather than the underlying physical architecture. This study introduces a snapshot Mueller matrix polarimetric imaging system, employing quad-channel parallel demodulation, to directly assess microstructural changes and track the dynamic evolution of WHC in frozen lettuce. By acquiring full Mueller matrices and leveraging machine learning, we established quantitative models to predict WHC from 18 derived polarimetric features. The random forest regression (RFR) model yielded the highest predictive accuracy on an independent test set (R2 = 0.8718, RMSE = 0.0356). Feature importance analysis confirmed that parameters reflecting tissue anisotropy (m11, m22) and disorder (depolarization, Δ) were the most critical predictors, establishing a direct link between the optical measurement and physical degradation. Pixel-wise mapping visualized the spatio-temporal evolution of WHC, revealing a transition from initial, heterogeneous damage to widespread structural collapse. Notably, the system’s parallel architecture acquires the four analysis-state images in a single snapshot for each illumination state. This synchronous demodulation provides inherent data consistency and represents a simplified design compared to sequential analysis schemes. This research establishes Mueller matrix polarimetry as a powerful paradigm for optical food quality inspection. By directly correlating optical signatures with microstructural integrity, it also demonstrates significant potential for intelligent online monitoring in agricultural product processing.

复杂食品系统的持水能力(WHC),如生菜在冷冻过程中,是由微观结构完整性控制的。然而,光学量化这种完整性仍然是一个挑战,因为传统的光学方法通常探测化学特征,而不是潜在的物理结构。本研究采用四通道并行解调的穆勒矩阵偏振成像系统,直接评估冷冻生菜的微观结构变化,并跟踪其WHC的动态演变。通过获取完整的Mueller矩阵并利用机器学习,我们建立了定量模型,从18个衍生的偏振特征中预测WHC。随机森林回归(RFR)模型在独立测试集上的预测精度最高(R2 = 0.8718, RMSE = 0.0356)。特征重要性分析证实,反映组织各向异性(m11, m22)和无序(去极化,Δ)的参数是最关键的预测因子,建立了光学测量和物理退化之间的直接联系。基于像素的地图可视化了WHC的时空演变,揭示了从初始的非均质破坏到广泛的结构崩塌的转变。值得注意的是,该系统的并行架构在单个快照中获取每个照明状态的四个分析状态图像。这种同步解调提供了固有的数据一致性,与顺序分析方案相比,它代表了一种简化的设计。本研究建立了穆勒矩阵偏振法作为光学食品质量检测的有力范例。通过直接将光学特征与微观结构完整性相关联,它也显示了农产品加工智能在线监测的巨大潜力。
{"title":"Prediction and Spatial Visualization of Water Holding Capacity in Frozen Lettuce via Mueller Matrix Imaging and Machine Learning","authors":"Yuan Li,&nbsp;Jia-Yong Song,&nbsp;Ze-Sheng Qin,&nbsp;Li-Feng Bian,&nbsp;Chen Yang","doi":"10.1007/s11947-026-04303-3","DOIUrl":"10.1007/s11947-026-04303-3","url":null,"abstract":"<div><p>The water holding capacity (WHC) of complex food systems, such as lettuce during freezing, is governed by microstructural integrity. Optically quantifying this integrity, however, remains a challenge, as conventional optical methods typically probe chemical signatures rather than the underlying physical architecture. This study introduces a snapshot Mueller matrix polarimetric imaging system, employing quad-channel parallel demodulation, to directly assess microstructural changes and track the dynamic evolution of WHC in frozen lettuce. By acquiring full Mueller matrices and leveraging machine learning, we established quantitative models to predict WHC from 18 derived polarimetric features. The random forest regression (RFR) model yielded the highest predictive accuracy on an independent test set (R<sup>2</sup> = 0.8718, RMSE = 0.0356). Feature importance analysis confirmed that parameters reflecting tissue anisotropy (m11, m22) and disorder (depolarization, Δ) were the most critical predictors, establishing a direct link between the optical measurement and physical degradation. Pixel-wise mapping visualized the spatio-temporal evolution of WHC, revealing a transition from initial, heterogeneous damage to widespread structural collapse. Notably, the system’s parallel architecture acquires the four analysis-state images in a single snapshot for each illumination state. This synchronous demodulation provides inherent data consistency and represents a simplified design compared to sequential analysis schemes. This research establishes Mueller matrix polarimetry as a powerful paradigm for optical food quality inspection. By directly correlating optical signatures with microstructural integrity, it also demonstrates significant potential for intelligent online monitoring in agricultural product processing.</p></div>","PeriodicalId":562,"journal":{"name":"Food and Bioprocess Technology","volume":"19 5","pages":""},"PeriodicalIF":5.8,"publicationDate":"2026-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147388702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Optimization of Cold Nitrogen Gliding Arc Discharge Plasma Treatment using Box-Behnken Design for Microbial Decontamination and Quality Preservation of Apricot Kernels Box-Behnken设计优化冷氮滑动电弧等离子体处理杏果仁微生物去污及品质保鲜
IF 5.8 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2026-03-11 DOI: 10.1007/s11947-026-04238-9
Berna Fikriye Erol, Baran Onal-Ulusoy, Melike Canbolat

The effects of cold nitrogen Gliding Arc Discharge (GAD) plasma species on natural microbial contamination, physicochemical quality, and storage stability of apricot kernels were investigated. Plasma parameters, including gas flow rate (GF, 0.5–0.9 mL/min), electrode tip distance (ED, 0.6–1.0 cm), and treatment time (2–10 min) were optimized using a Box-Behnken design. Optimal conditions were determined for single-objective reduction of total mold-yeast count (0.9 mL/min GF, 0.6 cm ED, 4.18 min; plasma-I) and for multi-objective reduction of both total mold–yeast and total mesophilic aerobic bacteria (TMAB) counts (0.9 mL/min GF, 0.6 cm ED, 7.65 min; plasma-II). Plasma-II treatment achieved the highest microbial reductions of 22.1% for total mold–yeast and 7.7% for TMAB, indicating a modest decontamination effect. These microbial reductions persisted after 30 days of storage at 25 °C. Quality parameters, including moisture content, water activity, color, total phenolics, FRAP, ABTS, tocopherol isomers, free fatty acids, and fatty acid composition, were preserved after plasma-II treatment (p > 0.05). However, DPPH value decreased by 59.5% and 40.1% in plasma-I and II-treated samples, respectively, compared to the control (p < 0.05). After accelerated storage at 60 °C for 30 days, both plasma treatments led to a decrease in DPPH as well as FRAP and ABTS values of samples compared to control, but the highest decrease was determined for plasma-I (p < 0.05). This study showed that cold nitrogen GAD plasma treatment resulted in modest but measurable reductions in natural microbial contamination while maintaining storage stability of apricot kernels without compromising their physicochemical quality attributes.

研究了低温氮滑翔电弧放电(GAD)等离子体对杏核天然微生物污染、理化品质和贮藏稳定性的影响。采用Box-Behnken设计优化等离子体参数,包括气体流速(GF, 0.5-0.9 mL/min)、电极尖端距离(ED, 0.6-1.0 cm)和处理时间(2-10 min)。确定了单目标降低霉菌酵母总数的最佳条件(0.9 mL/min GF, 0.6 cm ED, 4.18 min;血浆i)和多目标降低霉菌酵母总数和中温好氧细菌总数(0.9 mL/min GF, 0.6 cm ED, 7.65 min;血浆ii)的最佳条件。血浆- ii处理对总霉菌酵母菌的微生物减少率最高,为22.1%,对TMAB的微生物减少率为7.7%,表明血浆- ii处理具有适度的去污效果。在25°C下保存30天后,这些微生物数量仍在减少。血浆ii处理后的质量参数,包括水分含量、水活度、颜色、总酚类物质、FRAP、ABTS、生育酚异构体、游离脂肪酸和脂肪酸组成均得以保存(p > 0.05)。然而,血浆i和ii处理样品的DPPH值分别比对照组下降了59.5%和40.1% (p < 0.05)。在60°C加速储存30天后,两种血浆处理均导致样品DPPH、FRAP和ABTS值较对照降低,但血浆i降低幅度最大(p < 0.05)。本研究表明,冷氮GAD等离子体处理导致天然微生物污染适度但可测量的减少,同时保持杏核的储存稳定性,而不影响其物理化学品质属性。
{"title":"Optimization of Cold Nitrogen Gliding Arc Discharge Plasma Treatment using Box-Behnken Design for Microbial Decontamination and Quality Preservation of Apricot Kernels","authors":"Berna Fikriye Erol,&nbsp;Baran Onal-Ulusoy,&nbsp;Melike Canbolat","doi":"10.1007/s11947-026-04238-9","DOIUrl":"10.1007/s11947-026-04238-9","url":null,"abstract":"<div><p>The effects of cold nitrogen Gliding Arc Discharge (GAD) plasma species on natural microbial contamination, physicochemical quality, and storage stability of apricot kernels were investigated. Plasma parameters, including gas flow rate (GF, 0.5–0.9 mL/min), electrode tip distance (ED, 0.6–1.0 cm), and treatment time (2–10 min) were optimized using a Box-Behnken design. Optimal conditions were determined for single-objective reduction of total mold-yeast count (0.9 mL/min GF, 0.6 cm ED, 4.18 min; plasma-I) and for multi-objective reduction of both total mold–yeast and total mesophilic aerobic bacteria (TMAB) counts (0.9 mL/min GF, 0.6 cm ED, 7.65 min; plasma-II). Plasma-II treatment achieved the highest microbial reductions of 22.1% for total mold–yeast and 7.7% for TMAB, indicating a modest decontamination effect. These microbial reductions persisted after 30 days of storage at 25 °C. Quality parameters, including moisture content, water activity, color, total phenolics, FRAP, ABTS, tocopherol isomers, free fatty acids, and fatty acid composition, were preserved after plasma-II treatment (<i>p</i> &gt; 0.05). However, DPPH value decreased by 59.5% and 40.1% in plasma-I and II-treated samples, respectively, compared to the control (<i>p</i> &lt; 0.05). After accelerated storage at 60 °C for 30 days, both plasma treatments led to a decrease in DPPH as well as FRAP and ABTS values of samples compared to control, but the highest decrease was determined for plasma-I (<i>p</i> &lt; 0.05). This study showed that cold nitrogen GAD plasma treatment resulted in modest but measurable reductions in natural microbial contamination while maintaining storage stability of apricot kernels without compromising their physicochemical quality attributes.</p></div>","PeriodicalId":562,"journal":{"name":"Food and Bioprocess Technology","volume":"19 4","pages":""},"PeriodicalIF":5.8,"publicationDate":"2026-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11947-026-04238-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147440835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High Hydrostatic Pressure-Assisted Extraction Enhances Protein Recovery and Techno-Functional Properties of Brewer’s Spent Grain Protein Isolate 高静水压辅助提取提高了啤酒糟蛋白分离物的蛋白质回收率和技术功能特性
IF 5.8 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2026-03-07 DOI: 10.1007/s11947-026-04281-6
Marisami Gokulakrishnan, Christina Trigka, Gerard Sabenya, Enric Gisbert, Ricard Bou

Brewer’s spent grain (BSG) is a major by-product of brewing industries and a potential protein source for valorisation. Conventional protein extraction methods often yield low protein recovery and poor techno-functional properties due to the rigid fibre matrix of the BSG. This study evaluated the effect of high hydrostatic pressure (HHP)-assisted BSG protein extraction (0.1, 300, 450, and 600 MPa) on protein extraction efficiency, structural modification, and techno-functional properties of BSG protein isolate (PI). Regardless of pressure, HHP-assisted extraction significantly enhanced protein recovery and purity of BSG PI compared to the control. Amino acid profiles also varied among different pressure levels, indicating the recovery of slightly different protein fractions. Major conformational changes were observed at 600 MPa, resulting in increased protein solubility. Free thiol content was unaffected up to 450 MPa but increased at 600 MPa compared with 300 and 450 MPa. In general, the emulsion activity index (EAI) decreased in all HHP-treated groups compared to the control except at 450 MPa, whereas the emulsion stability index (ESI) was unaffected. Foaming capacity (F0) remained unchanged, but foam stability (FS) increased three-fold at 600 MPa compared to the control. The least gelation concentration (LGC) was reduced to 7% in all HHP-treated BSG PI compared to the control (9%). Overall, current results showed that HHP-assisted extraction sustainably improves BSG PI extraction efficiency and induces structural changes that enhance most techno-functional properties, except for the EAI, supporting the use of BSG PI as a sustainable alternative protein ingredient.

啤酒精(BSG)是酿造业的主要副产品,也是一种潜在的增值蛋白质来源。由于BSG的刚性纤维基质,传统的蛋白质提取方法通常产生较低的蛋白质回收率和较差的技术功能特性。本研究评价了高静水压力(HHP)辅助提取BSG蛋白(0.1、300、450和600 MPa)对BSG蛋白分离物(PI)的蛋白提取效率、结构修饰和技术功能特性的影响。无论压力如何,与对照组相比,hhp辅助提取显著提高了BSG PI的蛋白质回收率和纯度。氨基酸谱在不同压力水平下也有所不同,表明蛋白质组分的恢复略有不同。在600 MPa下观察到主要构象变化,导致蛋白质溶解度增加。游离硫醇含量在450mpa时不受影响,但在600mpa时比300mpa和450mpa时有所增加。总体而言,除450 MPa外,所有hp处理组的乳液活性指数(EAI)均低于对照组,而乳液稳定性指数(ESI)未受影响。泡沫容量(F0)保持不变,但泡沫稳定性(FS)在600 MPa下比对照组提高了3倍。与对照组(9%)相比,所有hhp处理的BSG PI的最低凝胶化浓度(LGC)降至7%。总的来说,目前的研究结果表明,hhp辅助提取可持续地提高了BSG PI的提取效率,并诱导了结构变化,增强了除EAI外的大多数技术功能特性,支持BSG PI作为可持续的替代蛋白质成分的使用。
{"title":"High Hydrostatic Pressure-Assisted Extraction Enhances Protein Recovery and Techno-Functional Properties of Brewer’s Spent Grain Protein Isolate","authors":"Marisami Gokulakrishnan,&nbsp;Christina Trigka,&nbsp;Gerard Sabenya,&nbsp;Enric Gisbert,&nbsp;Ricard Bou","doi":"10.1007/s11947-026-04281-6","DOIUrl":"10.1007/s11947-026-04281-6","url":null,"abstract":"<div><p>Brewer’s spent grain (BSG) is a major by-product of brewing industries and a potential protein source for valorisation. Conventional protein extraction methods often yield low protein recovery and poor techno-functional properties due to the rigid fibre matrix of the BSG. This study evaluated the effect of high hydrostatic pressure (HHP)-assisted BSG protein extraction (0.1, 300, 450, and 600 MPa) on protein extraction efficiency, structural modification, and techno-functional properties of BSG protein isolate (PI). Regardless of pressure, HHP-assisted extraction significantly enhanced protein recovery and purity of BSG PI compared to the control. Amino acid profiles also varied among different pressure levels, indicating the recovery of slightly different protein fractions. Major conformational changes were observed at 600 MPa, resulting in increased protein solubility. Free thiol content was unaffected up to 450 MPa but increased at 600 MPa compared with 300 and 450 MPa. In general, the emulsion activity index (EAI) decreased in all HHP-treated groups compared to the control except at 450 MPa, whereas the emulsion stability index (ESI) was unaffected. Foaming capacity (F<sub>0</sub>) remained unchanged, but foam stability (FS) increased three-fold at 600 MPa compared to the control. The least gelation concentration (LGC) was reduced to 7% in all HHP-treated BSG PI compared to the control (9%). Overall, current results showed that HHP-assisted extraction sustainably improves BSG PI extraction efficiency and induces structural changes that enhance most techno-functional properties, except for the EAI, supporting the use of BSG PI as a sustainable alternative protein ingredient.</p></div>","PeriodicalId":562,"journal":{"name":"Food and Bioprocess Technology","volume":"19 4","pages":""},"PeriodicalIF":5.8,"publicationDate":"2026-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11947-026-04281-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147363368","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of Pulsed Electric Field, High-Pressure Processing, Combined, and Thermal Treatments on the Quality of Tender Coconut Water During Refrigerated Preservation 脉冲电场、高压处理、复合处理和热处理对冷藏过程中鲜嫩椰子汁品质的影响
IF 5.8 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2026-03-07 DOI: 10.1007/s11947-026-04278-1
Bhanu Prakash Reddy N, Thivya P, Sinija V. R.

Tender coconut water (TCW) is a nutrient-rich natural beverage with several health benefits and is highly prone to spoilage once extracted from the nut due to microbial contamination and its nutrient-rich composition. Conventional heat thermal preservation methods, like pasteurization, often degrade sensitive nutrients and affect sensory quality. In contrast, non-thermal methods like high-pressure processing (HPP) and pulsed electric field (PEF) have shown promise for better quality retention. In this study, the effects of PEF (16 kV/cm for 0.84 s; 12,000 pulses × 70 µs pulse width), HPP (475 MPa for 6 min), combined treatment (PEF + HPP), and thermal processing (90 °C for 5 min) on the overall quality of TCW during refrigerated storage were evaluated. The impact of these treatments on mineral content and volatile composition was also assessed. Results revealed that PEF and HPP enhanced total phenolic content and antioxidant activity significantly (p < 0.05) and by at least 10%, whereas combined and conventional heat treatments caused significant reductions (p < 0.05). No significant differences were observed in pH, total soluble solids, viscosity, and sugar content immediately after treatment. Complete inactivation of polyphenol oxidase was achieved by PEF, combined, and conventional heat treatments, while peroxidase remained more resistant. Microbial counts remained within acceptable limits across treatments. During storage, a gradual decline in pH, viscosity, protein, and vitamin C, along with increased microbial growth, enzyme activity, and reducing sugars, was noted. Based on sensory evaluation, physicochemical stability, nutritional retention, and cost considerations, PEF emerged as the most effective method for preserving TCW quality for up to 25 days under refrigeration.

Graphical Abstract

嫩椰子水(TCW)是一种营养丰富的天然饮料,具有多种健康益处,一旦从坚果中提取,由于微生物污染和其营养丰富的成分,很容易变质。传统的保温方法,如巴氏灭菌法,往往会降解敏感的营养物质,影响感官质量。相比之下,高压处理(HPP)和脉冲电场(PEF)等非热处理方法有望获得更好的质量保留。在本研究中,评估了PEF (16 kV/cm, 0.84 s, 12000脉冲× 70µs脉冲宽度)、HPP (475 MPa, 6 min)、联合处理(PEF + HPP)和热处理(90°C, 5 min)对冷藏期间TCW整体质量的影响。还评估了这些处理对矿物含量和挥发性成分的影响。结果表明,PEF和HPP显著提高了总酚含量和抗氧化活性(p < 0.05),至少提高了10%,而联合热处理和常规热处理则显著降低了总酚含量(p < 0.05)。处理后,pH、总可溶性固形物、粘度和糖含量均无显著差异。PEF、联合热处理和常规热处理均可使多酚氧化酶完全失活,而过氧化物酶仍具有更强的抗性。微生物计数在处理过程中保持在可接受的范围内。在储存期间,pH值、粘度、蛋白质和维生素C逐渐下降,同时微生物生长、酶活性和还原糖增加。基于感官评价、物理化学稳定性、营养保留和成本考虑,PEF成为在冷藏条件下保存TCW质量长达25天的最有效方法。图形抽象
{"title":"Impact of Pulsed Electric Field, High-Pressure Processing, Combined, and Thermal Treatments on the Quality of Tender Coconut Water During Refrigerated Preservation","authors":"Bhanu Prakash Reddy N,&nbsp;Thivya P,&nbsp;Sinija V. R.","doi":"10.1007/s11947-026-04278-1","DOIUrl":"10.1007/s11947-026-04278-1","url":null,"abstract":"<div><p>Tender coconut water (TCW) is a nutrient-rich natural beverage with several health benefits and is highly prone to spoilage once extracted from the nut due to microbial contamination and its nutrient-rich composition. Conventional heat thermal preservation methods, like pasteurization, often degrade sensitive nutrients and affect sensory quality. In contrast, non-thermal methods like high-pressure processing (HPP) and pulsed electric field (PEF) have shown promise for better quality retention. In this study, the effects of PEF (16 kV/cm for 0.84 s; 12,000 pulses × 70 µs pulse width), HPP (475 MPa for 6 min), combined treatment (PEF + HPP), and thermal processing (90 °C for 5 min) on the overall quality of TCW during refrigerated storage were evaluated. The impact of these treatments on mineral content and volatile composition was also assessed. Results revealed that PEF and HPP enhanced total phenolic content and antioxidant activity significantly (<i>p</i> &lt; 0.05) and by at least 10%, whereas combined and conventional heat treatments caused significant reductions (<i>p</i> &lt; 0.05). No significant differences were observed in pH, total soluble solids, viscosity, and sugar content immediately after treatment. Complete inactivation of polyphenol oxidase was achieved by PEF, combined, and conventional heat treatments, while peroxidase remained more resistant. Microbial counts remained within acceptable limits across treatments. During storage, a gradual decline in pH, viscosity, protein, and vitamin C, along with increased microbial growth, enzyme activity, and reducing sugars, was noted. Based on sensory evaluation, physicochemical stability, nutritional retention, and cost considerations, PEF emerged as the most effective method for preserving TCW quality for up to 25 days under refrigeration.</p><h3>Graphical Abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":562,"journal":{"name":"Food and Bioprocess Technology","volume":"19 4","pages":""},"PeriodicalIF":5.8,"publicationDate":"2026-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147363369","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
From Source to Structure: Industrial Processing Technologies for Attenuating the Allergenicity of Food Proteins 从来源到结构:降低食品蛋白致敏性的工业加工技术
IF 5.8 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2026-03-05 DOI: 10.1007/s11947-026-04285-2
Huxue Deng, Sulin Xu, Jinyang Huang, Zejun Zhao, Xiaochen Zheng, Jialin Zou, Ziqian Su, Ming Wang, Yang Tian

Food allergy is a major food safety and public health concern, driven by the increasing consumption of processed foods and the globalization of food supply chains. Industrial processing can profoundly alter the structure, digestibility, and immunoreactivity of food proteins, thereby either attenuating or enhancing their allergenic potential. This review provides a critical and mechanistic overview of how conventional and emerging processing technologies modulate the allergenicity of major food allergens from animal, plant, and microbial sources. Across diverse processing strategies, allergen risk modulation can be systematically interpreted through four fundamental processing-induced “epitope-fate” mechanisms: (i) destruction of epitopes via targeted hydrolysis or enzymatic cleavage, (ii) masking or inactivation of epitopes through aggregation or cross-linking, (iii) exposure or creation of neo-epitopes driven by protein unfolding or chemical modification, and (iv) physical removal of allergenic fractions using separation approaches such as ultrafiltration. The effects of thermal (boiling, frying, roasting), non-thermal (high-pressure processing, irradiation, pulsed light, cold plasma), and bioprocessing methods (enzymatic hydrolysis, fermentation) on allergenicity are comparatively evaluated. Our analysis shows that no single method consistently reduces allergen risk. Thermal treatments vary based on conditions, while high-pressure and enzymatic approaches are more reliable. Robust allergen risk mitigation is most reliably achieved through sequenced, orthogonal processing combinations, which integrate moderate unfolding, targeted proteolysis or fermentation, and physical clearance steps while actively managing trade-offs among efficacy, product quality, industrial feasibility, and the risk of process-induced neo-allergenicity.

在加工食品消费不断增加和食品供应链全球化的推动下,食物过敏是一个主要的食品安全和公共卫生问题。工业加工可以深刻地改变食物蛋白质的结构、消化率和免疫反应性,从而减弱或增强其致敏潜力。这篇综述提供了传统和新兴加工技术如何调节来自动物、植物和微生物来源的主要食物过敏原的致敏性的关键和机制概述。在不同的加工策略中,过敏原风险调节可以通过四种基本的加工诱导的“表位-命运”机制系统地解释:(i)通过靶向水解或酶切破坏表位,(ii)通过聚集或交联掩盖或失活表位,(iii)通过蛋白质展开或化学修饰暴露或产生新表位,以及(iv)使用超滤等分离方法物理去除致敏部分。比较评价了热处理(煮沸、油炸、烘烤)、非热处理(高压处理、辐照、脉冲光、冷等离子)和生物处理方法(酶解、发酵)对致敏性的影响。我们的分析表明,没有一种方法能始终如一地降低过敏原风险。热处理因条件而异,而高压和酶促方法更可靠。通过测序、正交处理组合,最可靠地实现了稳健的过敏原风险缓解,其中整合了适度展开、靶向蛋白水解或发酵和物理清除步骤,同时积极管理功效、产品质量、工业可行性和工艺诱导的新过敏原风险之间的权衡。
{"title":"From Source to Structure: Industrial Processing Technologies for Attenuating the Allergenicity of Food Proteins","authors":"Huxue Deng,&nbsp;Sulin Xu,&nbsp;Jinyang Huang,&nbsp;Zejun Zhao,&nbsp;Xiaochen Zheng,&nbsp;Jialin Zou,&nbsp;Ziqian Su,&nbsp;Ming Wang,&nbsp;Yang Tian","doi":"10.1007/s11947-026-04285-2","DOIUrl":"10.1007/s11947-026-04285-2","url":null,"abstract":"<div><p>Food allergy is a major food safety and public health concern, driven by the increasing consumption of processed foods and the globalization of food supply chains. Industrial processing can profoundly alter the structure, digestibility, and immunoreactivity of food proteins, thereby either attenuating or enhancing their allergenic potential. This review provides a critical and mechanistic overview of how conventional and emerging processing technologies modulate the allergenicity of major food allergens from animal, plant, and microbial sources. Across diverse processing strategies, allergen risk modulation can be systematically interpreted through four fundamental processing-induced “epitope-fate” mechanisms: (i) destruction of epitopes via targeted hydrolysis or enzymatic cleavage, (ii) masking or inactivation of epitopes through aggregation or cross-linking, (iii) exposure or creation of neo-epitopes driven by protein unfolding or chemical modification, and (iv) physical removal of allergenic fractions using separation approaches such as ultrafiltration. The effects of thermal (boiling, frying, roasting), non-thermal (high-pressure processing, irradiation, pulsed light, cold plasma), and bioprocessing methods (enzymatic hydrolysis, fermentation) on allergenicity are comparatively evaluated. Our analysis shows that no single method consistently reduces allergen risk. Thermal treatments vary based on conditions, while high-pressure and enzymatic approaches are more reliable. Robust allergen risk mitigation is most reliably achieved through sequenced, orthogonal processing combinations, which integrate moderate unfolding, targeted proteolysis or fermentation, and physical clearance steps while actively managing trade-offs among efficacy, product quality, industrial feasibility, and the risk of process-induced neo-allergenicity.</p></div>","PeriodicalId":562,"journal":{"name":"Food and Bioprocess Technology","volume":"19 4","pages":""},"PeriodicalIF":5.8,"publicationDate":"2026-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147362948","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Comparative Effects of Plasma-Activated and Distilled Water in Microwave-Assisted Heat-Moisture Treatment of Barnyard Millet Starch 等离子体活化水与蒸馏水微波热湿处理谷子淀粉的效果比较
IF 5.8 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2026-03-05 DOI: 10.1007/s11947-026-04302-4
Sai Pratyusha Velichala, S. Ganga Kishore, R. Rahul, Madhuresh Dwivedi, Niranjan thota, Chingakham Ngotomba Singh, J. Deepa, G. Jeevarathinam

Barnyard millets are highly nutritious, non-glutinous cereals, with starch constituting about 70% of the grain. The utilization of this native starch is limited by its inferior cooking, physicochemical, structural, and functional properties. However, these limitations can be addressed by modifying the starch for diverse applications in the food industry. This study investigated the effects of plasma-activated water (PAW) and microwave heat treatment (MWHT) on barnyard millet starch, in comparison with distilled water-assisted MWHT (DW-MWHT) and native starch. These treatments significantly improved physicochemical, functional, and nutritional properties, though with distinct outcomes. At optimized conditions (2.0 W/g, 5 min), PAW-MWHT showed superior enhancements in water absorption capacity (1.11 g/g), oil binding capacity (2.01 g/g), swelling power (3.46 g/g), solubility ratio (0.14 g/g), amylose content (32.67%), and degree of gelatinization (172.09%), compared to DW-MWHT (1.08 g/g, 1.92 g/g, 2.36 g/g, 0.09 g/g, 26.77%, 157.75%) and native starch (0.83 g/g, 1.46 g/g, 2.01 g/g, 0.11 g/g, 24.72%, 164.92%). PAW-MWHT also achieved greater reductions in phytates and tannins, while retaining higher levels of saponins (1.24 mg/g) and phenolics (1.12 mg/100 g). In contrast, DW-MWHT better preserved amylose content and paste clarity, reflecting its milder structural impact. The structural (FTIR, XRD), rheological, and morphological analyses confirmed stronger amorphization, chain depolymerization, and granule collapse under PAW-MWHT. These findings highlight the synergistic role of microwave-induced thermal disruption and PAW-derived oxidative restructuring in tailoring starch functionality. Overall, PAW-MWHT emerges as a green, efficient, and versatile strategy for producing functionally enhanced, nutrient-rich millet-based ingredients with broad potential in food and biopolymer applications.

Barnyard millet starch, recognized for its low glycaemic index and high fiber content, supports digestive health and offers versatility in the food industry. It serves as an efficient thickening agent in soups, sauces, custards, and puddings, maintaining consistency without affecting flavour. It also plays a significant role in traditional culinary practices and industrial beverage fermentation. Its nutritional value enhances health foods and baby food formulations. Additionally, it is utilized in the production of biodegradable plastics, adhesives, and coatings, contributing to sustainable packaging materials.

谷子是一种营养丰富的无粘性谷物,淀粉约占谷物的70%。这种天然淀粉的烹调、理化、结构和功能特性较差,限制了其利用。然而,这些限制可以通过改变淀粉在食品工业中的各种应用来解决。研究了等离子体活化水(PAW)和微波热处理(MWHT)对谷子淀粉的影响,并与蒸馏水辅助MWHT (DW-MWHT)和天然淀粉进行了比较。这些处理显著改善了理化、功能和营养特性,尽管结果不同。在优化条件下(2.0 W/g, 5 min), PAW-MWHT在吸水量(1.11 g/g)、油结合量(2.01 g/g)、溶胀力(3.46 g/g)、溶解度(0.14 g/g)、直链淀粉含量(32.67%)和糊化度(172.09%)方面均优于DW-MWHT (1.08 g/g、1.92 g/g、2.36 g/g、0.09 g/g、26.77%、157.75%)和天然淀粉(0.83 g/g、1.46 g/g、2.01 g/g、0.11 g/g、24.72%、164.92%)。PAW-MWHT还减少了更多的植酸盐和单宁,同时保留了较高水平的皂苷(1.24 mg/g)和酚类物质(1.12 mg/100 g)。相比之下,DW-MWHT更好地保留了直链淀粉含量和糊状清晰度,反映了其结构影响较小。结构(FTIR, XRD),流变学和形态学分析证实了在PAW-MWHT作用下更强的非晶化,链解聚和颗粒坍塌。这些发现强调了微波诱导的热破坏和聚乙二醇衍生的氧化重组在淀粉功能中的协同作用。总的来说,PAW-MWHT是一种绿色、高效和通用的策略,用于生产功能增强、营养丰富的小米成分,在食品和生物聚合物应用中具有广泛的潜力。谷子淀粉,以其低血糖指数和高纤维含量而闻名,支持消化健康,并在食品工业中提供多功能性。它在汤、酱汁、蛋奶冻和布丁中作为一种有效的增稠剂,保持稠度而不影响风味。它在传统烹饪实践和工业饮料发酵中也起着重要作用。它的营养价值提高了健康食品和婴儿食品配方。此外,它还用于生产可生物降解塑料、粘合剂和涂料,有助于可持续包装材料。
{"title":"Comparative Effects of Plasma-Activated and Distilled Water in Microwave-Assisted Heat-Moisture Treatment of Barnyard Millet Starch","authors":"Sai Pratyusha Velichala,&nbsp;S. Ganga Kishore,&nbsp;R. Rahul,&nbsp;Madhuresh Dwivedi,&nbsp;Niranjan thota,&nbsp;Chingakham Ngotomba Singh,&nbsp;J. Deepa,&nbsp;G. Jeevarathinam","doi":"10.1007/s11947-026-04302-4","DOIUrl":"10.1007/s11947-026-04302-4","url":null,"abstract":"<p>Barnyard millets are highly nutritious, non-glutinous cereals, with starch constituting about 70% of the grain. The utilization of this native starch is limited by its inferior cooking, physicochemical, structural, and functional properties. However, these limitations can be addressed by modifying the starch for diverse applications in the food industry. This study investigated the effects of plasma-activated water (PAW) and microwave heat treatment (MWHT) on barnyard millet starch, in comparison with distilled water-assisted MWHT (DW-MWHT) and native starch. These treatments significantly improved physicochemical, functional, and nutritional properties, though with distinct outcomes. At optimized conditions (2.0 W/g, 5 min), PAW-MWHT showed superior enhancements in water absorption capacity (1.11 g/g), oil binding capacity (2.01 g/g), swelling power (3.46 g/g), solubility ratio (0.14 g/g), amylose content (32.67%), and degree of gelatinization (172.09%), compared to DW-MWHT (1.08 g/g, 1.92 g/g, 2.36 g/g, 0.09 g/g, 26.77%, 157.75%) and native starch (0.83 g/g, 1.46 g/g, 2.01 g/g, 0.11 g/g, 24.72%, 164.92%). PAW-MWHT also achieved greater reductions in phytates and tannins, while retaining higher levels of saponins (1.24 mg/g) and phenolics (1.12 mg/100 g). In contrast, DW-MWHT better preserved amylose content and paste clarity, reflecting its milder structural impact. The structural (FTIR, XRD), rheological, and morphological analyses confirmed stronger amorphization, chain depolymerization, and granule collapse under PAW-MWHT. These findings highlight the synergistic role of microwave-induced thermal disruption and PAW-derived oxidative restructuring in tailoring starch functionality. Overall, PAW-MWHT emerges as a green, efficient, and versatile strategy for producing functionally enhanced, nutrient-rich millet-based ingredients with broad potential in food and biopolymer applications.</p><p>Barnyard millet starch, recognized for its low glycaemic index and high fiber content, supports digestive health and offers versatility in the food industry. It serves as an efficient thickening agent in soups, sauces, custards, and puddings, maintaining consistency without affecting flavour. It also plays a significant role in traditional culinary practices and industrial beverage fermentation. Its nutritional value enhances health foods and baby food formulations. Additionally, it is utilized in the production of biodegradable plastics, adhesives, and coatings, contributing to sustainable packaging materials.</p>","PeriodicalId":562,"journal":{"name":"Food and Bioprocess Technology","volume":"19 4","pages":""},"PeriodicalIF":5.8,"publicationDate":"2026-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147362946","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Hempseed Flour-Based Bioingredient Fermented by Lactiplantibacillus plantarum ITM21B for Salt-Reduced Bread Production in Industrial Bakery Environment 植物乳杆菌ITM21B发酵大麻籽面粉生物原料在工业烘焙环境下生产盐还原面包
IF 5.8 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2026-03-04 DOI: 10.1007/s11947-026-04298-x
Mariaelena Di Biase, Valentina Cifarelli, Marco Montemurro, Stella Lisa Lonigro, Mara Pulpito, Angelica Bruno, Isabella D’Antuono, Andrea Minisci, Luana Nionelli, Sonia Convertino, Francesca Valerio

This study aimed to investigate a sustainable biotechnological method for producing salt-reduced baked goods without compromising sensory appeal or texture, in line with current health recommendations. A yeast-leavened bread was formulated by incorporating, at 10% (w/w dough), a biomolecule-enriched bioingredient based on fermented hempseed or wheat gluten flour mixed to wheat flour, acting as salt replacer to achieve a 50% reduction in salt. The bioingredients, obtained using Lactiplantibacillus plantarum ITM21B as a starter culture under two Fermentation Conditions (FC1: Dough Yield 500, 37 °C and FC2: Dough Yield 250, 25 °C), were characterized for strain growth, pH, total titratable acidity (TTA), organic acids (lactic, acetic, propionic, phenyllactic and hydroxy-phenyllactic), total proteins, total free amino acids (TFAA) and L-glutamic acid. The two bioingredients obtained under FC2, which were particularly rich in biomolecules, were then incorporated in 50% salt-reduced bread formulation (6.7 g/kg) and processed in an industrially relevant pilot plant. The presence of both bioingredients resulted in a twofold increase of L-glutamic acid content compared with the Control bread (standard salt content, no bioingredient). Additionally, breads containing the bioingredients exhibited significantly reduced hardness and chewiness, as well as a softer crumb, with the strongest effects observed in breads containing hempseed-based bioingredient. Sensory analysis revealed that despite the salt reduction, bread enriched with the hempseed bioingredient was well-accepted by panelists, showing color, crust and crumb firmness, staling, odor, taste and sapidity attributes comparable to the Control bread. In conclusion, the addition of 10% hempseed-based bioingredient improved texture and increased L-glutamic acid levels, effectively compensating for the reduced salt in sensory evaluations.

本研究旨在研究一种可持续的生物技术方法,在不影响感官吸引力或质地的情况下生产低盐烘焙食品,符合当前的健康建议。一种酵母发酵面包的配方是将一种生物分子富集的生物成分(以发酵的大麻籽或小麦面筋面粉为基础)与小麦粉混合,以10% (w/w面团)的比例制成,作为盐替代品,实现了50%的盐减少。以植物乳杆菌ITM21B为发酵剂,在两种发酵条件下(FC1:面团产率500、37℃和FC2:面团产率250、25℃),对菌株生长、pH、总可滴定酸度(TTA)、有机酸(乳酸、乙酸、丙酸、苯基乳酸和羟基苯基乳酸)、总蛋白质、总游离氨基酸(TFAA)和l -谷氨酸进行了表征。在FC2下获得的两种生物成分尤其富含生物分子,然后将其加入50%盐还原面包配方(6.7 g/kg)中,并在工业相关的中试工厂进行加工。与对照面包(含盐量标准,不含生物成分)相比,这两种生物成分的存在导致l -谷氨酸含量增加了两倍。此外,含有生物成分的面包硬度和嚼劲显著降低,面包屑更软,其中含有大麻籽生物成分的面包效果最强。感官分析显示,尽管盐减少了,但富含大麻籽生物成分的面包被小组成员所接受,显示出与对照面包相当的颜色,外壳和碎屑硬度,腐烂,气味,味道和酸味属性。综上所述,添加10%的大麻籽生物成分改善了口感,提高了l -谷氨酸水平,有效补偿了感官评价中盐含量的降低。
{"title":"Hempseed Flour-Based Bioingredient Fermented by Lactiplantibacillus plantarum ITM21B for Salt-Reduced Bread Production in Industrial Bakery Environment","authors":"Mariaelena Di Biase,&nbsp;Valentina Cifarelli,&nbsp;Marco Montemurro,&nbsp;Stella Lisa Lonigro,&nbsp;Mara Pulpito,&nbsp;Angelica Bruno,&nbsp;Isabella D’Antuono,&nbsp;Andrea Minisci,&nbsp;Luana Nionelli,&nbsp;Sonia Convertino,&nbsp;Francesca Valerio","doi":"10.1007/s11947-026-04298-x","DOIUrl":"10.1007/s11947-026-04298-x","url":null,"abstract":"<div><p>This study aimed to investigate a sustainable biotechnological method for producing salt-reduced baked goods without compromising sensory appeal or texture, in line with current health recommendations. A yeast-leavened bread was formulated by incorporating, at 10% (w/w dough), a biomolecule-enriched bioingredient based on fermented hempseed or wheat gluten flour mixed to wheat flour, acting as salt replacer to achieve a 50% reduction in salt. The bioingredients, obtained using <i>Lactiplantibacillus plantarum</i> ITM21B as a starter culture under two Fermentation Conditions (FC1: Dough Yield 500, 37 °C and FC2: Dough Yield 250, 25 °C), were characterized for strain growth, pH, total titratable acidity (TTA), organic acids (lactic, acetic, propionic, phenyllactic and hydroxy-phenyllactic), total proteins, total free amino acids (TFAA) and L-glutamic acid. The two bioingredients obtained under FC2, which were particularly rich in biomolecules, were then incorporated in 50% salt-reduced bread formulation (6.7 g/kg) and processed in an industrially relevant pilot plant. The presence of both bioingredients resulted in a twofold increase of L-glutamic acid content compared with the Control bread (standard salt content, no bioingredient). Additionally, breads containing the bioingredients exhibited significantly reduced hardness and chewiness, as well as a softer crumb, with the strongest effects observed in breads containing hempseed-based bioingredient. Sensory analysis revealed that despite the salt reduction, bread enriched with the hempseed bioingredient was well-accepted by panelists, showing color, crust and crumb firmness, staling, odor, taste and sapidity attributes comparable to the Control bread. In conclusion, the addition of 10% hempseed-based bioingredient improved texture and increased L-glutamic acid levels, effectively compensating for the reduced salt in sensory evaluations.</p></div>","PeriodicalId":562,"journal":{"name":"Food and Bioprocess Technology","volume":"19 4","pages":""},"PeriodicalIF":5.8,"publicationDate":"2026-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147362828","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Attention Guided Convolutional Neural Networks for Accurate Egg Defect Detection in Food Quality Assessment 关注引导卷积神经网络在食品质量评估中鸡蛋缺陷准确检测中的应用
IF 5.8 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2026-03-04 DOI: 10.1007/s11947-026-04282-5
Pauline Ong, Chee Kiong Sia, Cheng Kit Cheong

Egg defect detection is essential for ensuring food safety and quality in the egg production industry. This study introduces a novel approach for egg defect detection by integrating a multi-head self-attention (MHSA) mechanism into the AlexNet convolutional neural network (CNN) to overcome the limitations of traditional CNNs in capturing long-range dependencies and global context. A machine vision system equipped with a constant-speed rotating mechanism was developed to capture multi-view images of each egg’s surface. Each egg was imaged from six angles, generating a dataset of 2400 images categorized into four classes: bloodstained, cracked, dirty, and intact. The collected images were pre-processed through segmentation and cropping before being fed into the MHSA-AlexNet architecture. The extracted feature maps were flattened and passed through an MHSA layer with eight attention heads, followed by a fully connected layer and Softmax classifier. The proposed MHSA-AlexNet model achieved an average accuracy of 0.9847, outperforming the baseline AlexNet and surpassing other state-of-the-art CNNs. The model also surpassed conventional machine learning models, including Naïve Bayes, Random Forest, and Support Vector Machine, by 36.35–66.81%. Comparison with prior studies demonstrated that MHSA-AlexNet achieved superior accuracy, emphasizing the effectiveness of integrating self-attention mechanisms for egg defect detection.

鸡蛋缺陷检测对于保证鸡蛋生产行业的食品安全和质量至关重要。本研究通过将多头自注意(MHSA)机制集成到AlexNet卷积神经网络(CNN)中,引入了一种新的卵子缺陷检测方法,以克服传统CNN在捕获远程依赖关系和全局上下文方面的局限性。开发了一种配备等速旋转机构的机器视觉系统,以捕获每个鸡蛋表面的多视图图像。每个鸡蛋从6个角度进行成像,生成2400张图像的数据集,分为四类:血迹、破裂、肮脏和完整。采集到的图像经过分割和裁剪预处理,然后输入到MHSA-AlexNet架构中。提取的特征图被平面化并通过具有8个注意头的MHSA层,然后是一个完全连接的层和Softmax分类器。所提出的MHSA-AlexNet模型的平均准确率为0.9847,优于基线AlexNet,超过了其他最先进的cnn。该模型也超过了传统的机器学习模型,包括Naïve贝叶斯,随机森林和支持向量机,达到36.35-66.81%。与以往的研究相比,MHSA-AlexNet获得了更高的准确性,强调了整合自注意机制用于卵子缺陷检测的有效性。
{"title":"Attention Guided Convolutional Neural Networks for Accurate Egg Defect Detection in Food Quality Assessment","authors":"Pauline Ong,&nbsp;Chee Kiong Sia,&nbsp;Cheng Kit Cheong","doi":"10.1007/s11947-026-04282-5","DOIUrl":"10.1007/s11947-026-04282-5","url":null,"abstract":"<div><p>Egg defect detection is essential for ensuring food safety and quality in the egg production industry. This study introduces a novel approach for egg defect detection by integrating a multi-head self-attention (MHSA) mechanism into the AlexNet convolutional neural network (CNN) to overcome the limitations of traditional CNNs in capturing long-range dependencies and global context. A machine vision system equipped with a constant-speed rotating mechanism was developed to capture multi-view images of each egg’s surface. Each egg was imaged from six angles, generating a dataset of 2400 images categorized into four classes: bloodstained, cracked, dirty, and intact. The collected images were pre-processed through segmentation and cropping before being fed into the MHSA-AlexNet architecture. The extracted feature maps were flattened and passed through an MHSA layer with eight attention heads, followed by a fully connected layer and Softmax classifier. The proposed MHSA-AlexNet model achieved an average accuracy of 0.9847, outperforming the baseline AlexNet and surpassing other state-of-the-art CNNs. The model also surpassed conventional machine learning models, including Naïve Bayes, Random Forest, and Support Vector Machine, by 36.35–66.81%. Comparison with prior studies demonstrated that MHSA-AlexNet achieved superior accuracy, emphasizing the effectiveness of integrating self-attention mechanisms for egg defect detection.</p></div>","PeriodicalId":562,"journal":{"name":"Food and Bioprocess Technology","volume":"19 4","pages":""},"PeriodicalIF":5.8,"publicationDate":"2026-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11947-026-04282-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147362913","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhanced Inactivation of Aspergillus flavus in Rice by Combined Physical Technologies with Tempering: Efficacy and Quality Evaluation 物理技术与回火技术联合增强水稻黄曲霉灭活效果及质量评价
IF 5.8 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2026-03-03 DOI: 10.1007/s11947-026-04291-4
Yiting Guo, Shenao Nan, Chenyu Song, Ya Liu, Haile Ma, Bengang Wu

This study evaluated the efficacy of five physical technologies, including catalytic infrared (CIR), radiofrequency (RF), pulsed light (PL), low-temperature plasma (LTP), and ozone (O₃), for inactivating aflatoxigenic Aspergillus flavus (A. flavus) in rice. Individually, these treatments showed limited antimicrobial activity, with ozone performing the highest efficacy among single treatments (p < 0.05). Combining treatments produced synergistic effects: CIR or RF with PL or LTP significantly reduced microbial counts by 1.0—3.0 log (p < 0.05), whereas integrating ozone with tempering (60℃, 240 min) achieved effective antifungal activity and shortened the required exposure time. The sequence of treatments showed no significant effect. Mechanistic analysis revealed that both thermal and non-thermal effects disrupted spore cell walls and membranes, significantly increasing electrolyte leakage (p < 0.05). Microscopic images showed structural collapse and perforation under combined treatments. Rice quality was largely maintained. Thermal treatments significantly improved head rice yield (HRY) (from 52.3% to 60.6%) (p < 0.05) through moisture migration, while ozone treatment decreased amylose content (AC) from 16.93% to 14.83% (p < 0.05). Heat retention mitigated these effects and balanced quality parameters. Overall, combining physical technologies with controlled tempering significantly enhances A. flavus inactivation while preserving rice quality. These findings demonstrate a feasible, non-chemical strategy for enhancing fungal safety in rice while maintaining processing quality.

Graphical Abstract

本研究评估了催化红外(CIR)、射频(RF)、脉冲光(PL)、低温等离子体(LTP)和臭氧(O₃)五种物理技术灭活水稻中黄曲霉(A. flavus)的效果。单独而言,这些处理显示出有限的抗菌活性,臭氧在单一处理中表现出最高的效果(p < 0.05)。组合处理产生协同效应:CIR或RF与PL或LTP可显著减少微生物数量1.0-3.0 log (p < 0.05),而臭氧与回火(60℃,240 min)相结合具有有效的抑菌活性并缩短了所需的暴露时间。处理顺序无显著影响。机制分析显示,热效应和非热效应都破坏了孢子细胞壁和细胞膜,显著增加了电解质泄漏(p < 0.05)。显微图像显示结构塌陷和穿孔在联合处理下。稻米品质基本保持。热处理通过水分迁移显著提高了抽穗产量(HRY)(从52.3%提高到60.6%)(p < 0.05),臭氧处理使直链淀粉含量(AC)从16.93%降低到14.83% (p < 0.05)。保温减轻了这些影响,并平衡了质量参数。综上所述,物理技术与调控回火相结合,在保证大米品质的同时,显著提高了黄曲霉的失活能力。这些发现证明了一种可行的非化学策略,可以在保持加工质量的同时提高真菌在大米中的安全性。图形抽象
{"title":"Enhanced Inactivation of Aspergillus flavus in Rice by Combined Physical Technologies with Tempering: Efficacy and Quality Evaluation","authors":"Yiting Guo,&nbsp;Shenao Nan,&nbsp;Chenyu Song,&nbsp;Ya Liu,&nbsp;Haile Ma,&nbsp;Bengang Wu","doi":"10.1007/s11947-026-04291-4","DOIUrl":"10.1007/s11947-026-04291-4","url":null,"abstract":"<div><p>This study evaluated the efficacy of five physical technologies, including catalytic infrared (CIR), radiofrequency (RF), pulsed light (PL), low-temperature plasma (LTP), and ozone (O₃), for inactivating aflatoxigenic <i>Aspergillus flavus</i> (<i>A. flavus</i>) in rice. Individually, these treatments showed limited antimicrobial activity, with ozone performing the highest efficacy among single treatments (<i>p</i> &lt; 0.05). Combining treatments produced synergistic effects: CIR or RF with PL or LTP significantly reduced microbial counts by 1.0—3.0 log (<i>p</i> &lt; 0.05), whereas integrating ozone with tempering (60℃, 240 min) achieved effective antifungal activity and shortened the required exposure time. The sequence of treatments showed no significant effect. Mechanistic analysis revealed that both thermal and non-thermal effects disrupted spore cell walls and membranes, significantly increasing electrolyte leakage (<i>p</i> &lt; 0.05). Microscopic images showed structural collapse and perforation under combined treatments. Rice quality was largely maintained. Thermal treatments significantly improved head rice yield (HRY) (from 52.3% to 60.6%) (<i>p</i> &lt; 0.05) through moisture migration, while ozone treatment decreased amylose content (AC) from 16.93% to 14.83% (<i>p</i> &lt; 0.05). Heat retention mitigated these effects and balanced quality parameters. Overall, combining physical technologies with controlled tempering significantly enhances <i>A. flavus</i> inactivation while preserving rice quality. These findings demonstrate a feasible, non-chemical strategy for enhancing fungal safety in rice while maintaining processing quality.</p><h3>Graphical Abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":562,"journal":{"name":"Food and Bioprocess Technology","volume":"19 4","pages":""},"PeriodicalIF":5.8,"publicationDate":"2026-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147336675","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Correction: Enhancing Hot-Air Drying Efficiency and Quality Attributes of Blueberries via Synergistic Ultrasound-Sodium Carbonate Pretreatment 修正:超声-碳酸钠协同预处理提高蓝莓热风干燥效率和品质属性
IF 5.8 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2026-03-03 DOI: 10.1007/s11947-026-04288-z
Zheng Yang, Xingrui Bei, Xiaojie Yu, Baoguo Xu, Bo Wang, Lei Zhang, Li Chen, Yabin Feng, Zhenfeng Yang, Dajing Li, Haile Ma, Cunshan Zhou
{"title":"Correction: Enhancing Hot-Air Drying Efficiency and Quality Attributes of Blueberries via Synergistic Ultrasound-Sodium Carbonate Pretreatment","authors":"Zheng Yang,&nbsp;Xingrui Bei,&nbsp;Xiaojie Yu,&nbsp;Baoguo Xu,&nbsp;Bo Wang,&nbsp;Lei Zhang,&nbsp;Li Chen,&nbsp;Yabin Feng,&nbsp;Zhenfeng Yang,&nbsp;Dajing Li,&nbsp;Haile Ma,&nbsp;Cunshan Zhou","doi":"10.1007/s11947-026-04288-z","DOIUrl":"10.1007/s11947-026-04288-z","url":null,"abstract":"","PeriodicalId":562,"journal":{"name":"Food and Bioprocess Technology","volume":"19 4","pages":""},"PeriodicalIF":5.8,"publicationDate":"2026-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147336668","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
期刊
Food and Bioprocess Technology
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1