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Influence of active modified atmosphere packaging using silica gel and potassium permanganate on quality and shelf life of strawberry (Fragaria × ananassa Duch.) cv. Nabila under ambient storage 硅胶和高锰酸钾活性改性气调包装对草莓品质和保质期的影响纳比拉在常温下储存
Pub Date : 2026-01-15 DOI: 10.1016/j.foohum.2026.101029
Grandhi N.V.G.K.S. Nimita , Vikanksha , Jatinder Singh, Arun Kumar
The present study investigated the influence of active modified atmosphere packaging (MAP) on the quality and shelf life of strawberries (Fragaria × ananassa Duch.) cv. Nabila under ambient winter storage conditions. Freshly harvested fruits were packaged using low-density polyethylene (LDPE), biaxially oriented polypropylene (BOPP), corrugated fiberboard (CFB), and aluminum foil containers, with silica gel and potassium permanganate used as active components, and compared with an untreated control. Parameters evaluated for fruit quality assessment included physiological weight loss, firmness, total soluble solids, titratable acidity, sugars, anthocyanin content, ascorbic acid, total phenols, antioxidant activity, and decay incidence. Overall, active MAP treatments effectively reduced quality deterioration and decay compared to the control, as evidenced by improved retention of physical and biochemical attributes during storage. These findings highlight the potential of active MAP as a practical, low-cost technology for prolonging strawberry freshness and supporting improved postharvest handling and distribution under ambient conditions.
研究了活性气调包装(MAP)对草莓(Fragaria × ananassa Duch.)品质和保质期的影响。在冬季环境储存条件下的纳比拉。新鲜收获的水果用低密度聚乙烯(LDPE)、双轴定向聚丙烯(BOPP)、瓦楞纤维板(CFB)和铝箔容器包装,硅胶和高锰酸钾作为活性成分,并与未经处理的对照进行比较。果实质量评价的参数包括生理失重、硬度、总可溶性固形物、可滴定酸度、糖、花青素含量、抗坏血酸、总酚、抗氧化活性和腐烂率。总的来说,与对照组相比,主动MAP处理有效地减少了质量恶化和腐烂,这可以从储存期间物理和生化属性的保留情况得到证明。这些发现突出了主动MAP作为一种实用的低成本技术的潜力,可以延长草莓的新鲜度,并支持在环境条件下改善采后处理和分配。
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引用次数: 0
Food hygiene and handling practices in Brazilian households: Insights from a nationwide survey 巴西家庭的食品卫生和处理做法:来自全国调查的见解
Pub Date : 2026-01-14 DOI: 10.1016/j.foohum.2026.101019
Jéssica de A.F.F. Finger , Emília M.F. Lima , Camille P. Coutinho , Guilherme A. Silva , Daniela A. Costa , Mariza Landgraf , Bernadette D.G.M. Franco , Daniele F. Maffei , Uelinton M. Pinto
Epidemiological data from several countries indicate that most foodborne disease (FBD) outbreaks occur in households, yet information on hygiene and food handling practices in this setting remains limited. This study aimed to assess adherence to hygiene, handling, and food storage practices in Brazilian households, with implications that may extend to other countries, generating insights that can support food safety communication and public policies. A nationwide cross-sectional survey was conducted with 5000 participants using a structured online questionnaire addressing food purchasing, storage, and handling behaviors. In the second stage of the research, a subsample of 216 participants from the metropolitan region of Sao Paulo recorded refrigerator temperatures over three days. The main observations that stood out were that only 38 % of participants properly sanitize vegetables, half of them wash meat in the kitchen sink, 24 % consume undercooked meat, and 17 % consume raw or undercooked eggs. Most participants (81 %) do not use thermal bags to transport refrigerated food from the store to their homes, and 39 % defrost food at room temperature. Statistical analysis revealed a relationship between monthly family income and certain habits, such as the methods used to wash fruits and vegetables and the consumption and handling of animal products, indicating different hygiene standards. Regarding refrigerator temperatures, 91 % of the recorded values fell within the recommended range (0–10 °C). These findings highlight that a substantial portion of the population adopts inadequate hygiene, handling, and storage practices at home, potentially increasing the risk of FBD. Strengthening public communication on food safety and consumer education is essential to reducing preventable FBD and promoting safer food consumption.
一些国家的流行病学数据表明,大多数食源性疾病暴发发生在家庭中,但在这种情况下关于卫生和食品处理做法的信息仍然有限。本研究旨在评估巴西家庭对卫生、处理和食品储存做法的遵守情况,其影响可能会扩展到其他国家,从而产生可以支持食品安全沟通和公共政策的见解。在全国范围内进行了一项横断面调查,共有5000名参与者使用结构化的在线问卷调查了食品购买、储存和处理行为。在研究的第二阶段,来自圣保罗大都市地区的216名参与者的子样本记录了三天内冰箱的温度。值得注意的主要观察结果是,只有38% %的参与者对蔬菜进行了适当的消毒,其中一半的人在厨房水槽中清洗肉类,24% %的人食用未煮熟的肉类,17% %的人食用生的或未煮熟的鸡蛋。大多数参与者(81% %)不使用保温袋将冷藏食品从商店运送到家中,39% %的人在室温下解冻食品。统计分析揭示了家庭月收入与某些习惯之间的关系,例如清洗水果和蔬菜的方法,以及动物产品的消费和处理方式,表明了不同的卫生标准。关于冰箱温度,91% %的记录值落在推荐范围内(0-10°C)。这些发现强调,很大一部分人口在家中采取了不适当的卫生、处理和储存做法,这可能会增加FBD的风险。加强食物安全的公众沟通和消费者教育,对减少可预防的食物中毒和促进更安全的食物消费至关重要。
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引用次数: 0
European perspectives on fungi-based food: Appeal and concerns 欧洲人对真菌食品的看法:呼吁和关注
Pub Date : 2026-01-14 DOI: 10.1016/j.foohum.2026.101025
Coralie Hellwig , Mohammad J. Taherzadeh
Ensuring food security while reducing the environmental footprint of food production has intensified interest in fungi-based foods. This study gauges Europeans’ sentiments to such products by surveying 6004 adults in Germany, Spain and Sweden (Oct–Nov 2024), countries chosen for their contrasting food cultures, sustainability views and regulatory contexts. Many respondents already find the concept appealing, while a similarly large group is open to trying it. A group of respondents voices disinterest, and many do not know what fungi-based food is, highlighting an opportunity for awareness-building. Country effects are modest: Spain shows slightly higher rejection, Germany more uncertainty and Sweden the most trial experience. Up to one-quarter report no concerns; the remainder focus mainly on additives, processing transparency, toxicity, price and flavor or texture parity with meat, while nutritional, digestibility and sustainability worries are rarer. Younger, highly educated and animal-derived food minimizing or avoiding (e.g., flexitarian or vegetarian) persons are more receptive than older or meat-oriented cohorts. Clear labeling, sensory optimization and targeted messaging could convert the sizeable open-minded segment into early adopters, advancing the EU Farm-to-Fork vision of resilient, resource-efficient food.
在确保粮食安全的同时减少粮食生产的环境足迹,人们对真菌基食品的兴趣日益浓厚。这项研究通过调查德国、西班牙和瑞典的6004名成年人(2024年10月至11月)来衡量欧洲人对这类产品的看法,这些国家被选中的原因是它们不同的饮食文化、可持续性观点和监管背景。许多受访者已经发现这个概念很吸引人,而同样多的人愿意尝试。一组受访者表示不感兴趣,许多人不知道真菌食品是什么,这凸显了提高认识的机会。对国家的影响不大:西班牙的拒绝率略高,德国的不确定性更大,瑞典的试验经验最多。多达四分之一的报告没有担忧;其余的主要集中在添加剂、加工透明度、毒性、价格和味道或质地与肉类相似,而营养、消化和可持续性方面的担忧则较少。年轻的、受过高等教育的和减少或避免动物性食物(例如,弹性素食者或素食者)的人比年长的或以肉类为导向的人群更容易接受。清晰的标签、感官优化和有针对性的信息传递可以将相当大的开放人群转变为早期采用者,推进欧盟“从农场到餐桌”的愿景,即弹性、资源节约型食品。
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引用次数: 0
Impact of pre-salting of reconstituted skim milk on rennet gel formation and structural properties 预盐化脱脂乳对凝乳酶凝胶形成及结构性质的影响
Pub Date : 2026-01-13 DOI: 10.1016/j.foohum.2026.101018
Joseph F. Kayihura , Marc Antoine Ndisanze , Endy Triyannanto
The present study examined the renneting behaviour of reconstituted skim milk pre-salted at levels relevant to Domiati-style cheese-making (up to 3 M, NaCl) using dynamic rheometry, dynamic light scattering and Fourier transform infrared spectroscopy techniques. The aim was to reveal some fundamental reasons for the impairment of rennet gel structural formation. Gelation rate improved slightly at 0.1 M (rennet coagulation time (RCT) of 7 min vs 9 min at 0 M), then decreased as pre-salting levels increased (RCT > 60 min at 2.7 and 3 M). The storage modulus, loss tangent and complex viscosity of gels formed at pre-salting levels ≤ 0.9 M were strain- and frequency-dependent. Gels returned to liquid-like states at frequencies between 15 and 35 Hz depending on their strengths (0.1 > 0.3 > 0 > 0.9). At 2.7 and 3 M, milk still behaved as a liquid 60 min after rennet addition and was characterised by lower charge density, larger protein complexes and slower micellar diffusivity than at levels ≤ 0.9 M. Moreover, the principal component analysis clearly discriminated and correlated various protein secondary structures with pre-salting levels. Renneted samples with < 0.9 M correlated mainly with intramolecular β-sheets and random coils whereas those with extremely high salt correlated with α-helices, aggregated β-sheets, side chains and β-turns structures. Findings demonstrate that pre-salting of milk can alter the secondary structures of proteins and induce micellar restructuring, thus, could suggest impediment to potent casein interactions as the reason for inhibited gelation although this correlation remains to be unravelled.
本研究使用动态流变学、动态光散射和傅立叶变换红外光谱技术,研究了在与domatii式奶酪制作相关的水平(高达3 M, NaCl)下预盐重组脱脂牛奶的凝乳行为。目的是揭示凝血酶凝胶结构形成障碍的一些根本原因。凝胶率在0.1 M时略有提高(凝血酶凝固时间(RCT)为7 min,而0 M时为9 min),然后随着盐前水平的增加而下降(RCT > 60 min, 2.7和3 M)。盐前水平≤ 0.9 M时形成的凝胶的储存模量、损失切线和复合粘度与应变和频率有关。凝胶根据其强度(0.1 > 0.3 > 0 > 0.9),在15到35 Hz之间的频率下恢复到液体状态。在2.7和3 M时,加入凝乳酶60 min后,牛奶仍然表现为液体,并且与≤ 0.9 M时相比,具有更低的电荷密度、更大的蛋白质复合物和更慢的胶束扩散率。此外,主成分分析清晰地区分了各种蛋白质二级结构并将其与盐前水平相关联。含有<; 0.9 M的ren网状样品主要与分子内β-片和随机线圈相关,而含有极高盐的样品则与α-螺旋、聚集β-片、侧链和β-匝结构相关。研究结果表明,牛奶的预盐可以改变蛋白质的二级结构并诱导胶束重组,因此,可能表明酪蛋白相互作用的障碍是抑制凝胶化的原因,尽管这种相关性仍有待阐明。
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引用次数: 0
Reflective diagnostics: A self-learning CRISPR–biosensor–AI platform for adaptive food and health safety monitoring 反思性诊断:自学习crispr -生物传感器-人工智能平台,用于自适应食品和健康安全监测
Pub Date : 2026-01-12 DOI: 10.1016/j.foohum.2026.101005
Jacob Tizhe Liberty
Traditional food and health diagnostics are often limited by rigid protocols and binary outputs, which reduce their ability to respond effectively to complex, decentralized, and climate-sensitive safety challenges. This paper introduces the concept of Reflective Diagnostics, an adaptive diagnostic platform that combines three core elements: (1) CRISPR-based molecular detection, which identifies specific genetic material from pathogens; (2) interpretive biosensing, which contextualizes sensor signals by incorporating environmental data such as temperature, humidity, and time; and (3) AI-driven learning loops, which continuously update decision rules based on accumulated data and system feedback. These features support dynamic probe selection, memory-informed interpretation, and context-aware risk evaluation. The system generates a composite risk score, a multidimensional index that integrates molecular signals and environmental metadata to reflect overall risk levels. Applications include cold chain monitoring, ready-to-eat food safety, traceability systems, personalized nutrition, smart packaging, and use in resource-limited settings. This approach transforms diagnostics into an evolving and responsive process capable of real-time adaptation. The work presents a novel architecture that links molecular detection with environmental sensing and intelligent interpretation, offering a forward-looking framework not yet explored in the literature. Future development should focus on integrating digital twins, aligning with regulatory standards, and ensuring equitable implementation.
传统的食品和健康诊断往往受到严格的协议和二元输出的限制,这降低了它们有效应对复杂、分散和气候敏感的安全挑战的能力。本文介绍了反射诊断的概念,这是一个自适应诊断平台,结合了三个核心要素:(1)基于crispr的分子检测,从病原体中识别特定的遗传物质;(2)解释性生物传感,通过结合温度、湿度和时间等环境数据将传感器信号语境化;(3)人工智能驱动的学习循环,根据积累的数据和系统反馈不断更新决策规则。这些特性支持动态探针选择、记忆信息解释和上下文感知风险评估。该系统生成一个综合风险评分,这是一个多维指数,整合了分子信号和环境元数据,以反映整体风险水平。应用包括冷链监控、即食食品安全、可追溯系统、个性化营养、智能包装以及在资源有限的环境中使用。这种方法将诊断转变为能够实时适应的不断发展和响应的过程。这项工作提出了一种新的架构,将分子检测与环境传感和智能解释联系起来,提供了一个尚未在文献中探索的前瞻性框架。未来的发展应侧重于整合数字孪生,与监管标准保持一致,并确保公平实施。
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引用次数: 0
Investigating the impact of yeast extract on the growth and development of callus cultures and plants of Moringa oleifera Lam. 研究酵母提取物对辣木愈伤组织培养物及植株生长发育的影响。
Pub Date : 2026-01-12 DOI: 10.1016/j.foohum.2026.101016
Iqra Rafique, Shehla Noreen, Zahoor Ahmad Sajid
The present study was conducted to investigate the impact of 0, 50, 100 and 200 mg L−1 Yeast Extract (YE), a well-known biotic elicitor, on the callus cultures, and in vitro and pot grown plants of Moringa oleifera. The results revealed a significant increase in fresh and dry weight (1.736 and 0.863 g) of callus at 100 mg L−1 YE. The root and shoot length, number of leaves, leaf fresh and dry weight was found to be maximum at 200 mg L−1 YE both in in vitro (6.40 and 3.53 cm, 21.33, 1.99 and 0.95 g) and pot grown plants (41.00 and 16.66 cm, 56.33, 21.6 and 10.01 g). The Peroxidases (POD) activity was highest (2.83 and 1.74 mg g−1) at 100 mg L−1 YE in callus cultures and pot grown plants, whereas in in vitro grown plants maximum POD activity (1.4 mg g−1) was exhibited at 50 mg L−1 YE. Superoxide Dismutase (SOD) was found to be maximum (1.20, 0.32, 0.83 mg−1) at 200 mg L−1 YE while Catalase (CAT) was highest (3.3233, 2.42, 2.5 mL−1) at 100 mg L−1 YE in all the three experiments. The results also revealed that maximum increase in TSP (172.01, 90.2, 110.93 mg g−1), TSS (8.653, 6.15, 6.43 mg mL−1) and TFC (29.8, 22.06, 28.9 mg g−1 DW) was recorded at 200 mg L−1 YE in all the three cases. TPC was recorded to be maximum (85.16 and 48.12 mg GAE g−1 DW) at 50 mg L−1 YE in case of callus cultures and pot grown plants, whereas in in vitro grown plants it was maximum (31.27 mg GAE g−1 DW) at 200 mg L−1 YE. These outcomes suggest that YE can act as an efficient elicitor to enhance the phytochemicals in M. oleifera.
本研究研究了0、50、100和200 mg L−1酵母提取物(YE)对辣木愈伤组织培养、离体和盆栽植株的影响。结果表明,在100 mg L−1 YE处理下,愈伤组织鲜重和干重显著增加(分别为1.736和0.863 g)。在试管苗(6.40和3.53 cm, 21.33, 1.99和0.95 g)和盆栽植株(41.00和16.66 cm, 56.33, 21.6和10.01 g)中,200 mg L−1 YE的根长、茎长、叶数、叶鲜重和干重最大。愈伤组织培养和盆栽植株在100 mg L−1 YE时过氧化物酶(POD)活性最高,分别为2.83和1.74 mg g−1,而离体植株在50 mg L−1 YE时POD活性最高,为1.4 mg g−1。在200 mg L−1叶下,超氧化物歧化酶(SOD)含量最高(1.20、0.32、0.83 mg−1);在100 mg L−1叶下,过氧化氢酶(CAT)含量最高(3.3233、2.42、2.5 mL−1)。结果还显示,在200 mg L−1 YE时,TSP(172.01、90.2、110.93 mg g−1)、TSS(8.653、6.15、6.43 mg mL−1)和TFC(29.8、22.06、28.9 mg g−1 DW)的最大增幅均为172.01、90.2、110.93 mg g−1。愈伤组织培养和盆栽植株在50 mg L−1 YE时TPC最高(85.16和48.12 mg GAE g−1 DW),而离体植株在200 mg L−1 YE时TPC最高(31.27 mg GAE g−1 DW)。这些结果表明,叶黄素可以作为一种有效的激发子,提高油橄榄中植物化学物质的含量。
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引用次数: 0
A new way to identify the composition of lipids in milk from different animal species by Raman and infrared spectroscopy 用拉曼光谱和红外光谱鉴别不同动物乳中脂类成分的新方法
Pub Date : 2026-01-09 DOI: 10.1016/j.foohum.2026.101009
Thaís Lourenço Oliveira, Gabriela de Paula Oliveira, Luiz Fernando Cappa de Oliveira
Milk lipids, mainly triacylglycerols (TAGs) and minor phospholipids, vary significantly among animal species, affecting both the nutritional and technological properties of dairy products. In this study, Fourier Transform Infrared Spectroscopy (FTIR) and Raman Spectroscopy (FT-Raman), combined with Principal Component Analysis (PCA), were applied to characterize and compare lipid fractions extracted from raw cow, goat, sheep, and buffalo milk. Lipids were obtained using the Folch method and analyzed for their structural and compositional differences. PCA successfully differentiated the species groups, with the first two principal components explaining over 90 % of the total variance. In FTIR data, buffalo and goat milk lipids were associated with higher absorbance at ∼1740 cm⁻¹ (CO stretching of esters) and 1100–1200 cm⁻¹ (C–O stretching), suggesting a higher proportion of short- and medium-chain saturated fatty acids. In contrast, cow and sheep milk exhibited stronger signals around 1655 cm⁻¹ , related to CC stretching, indicating a higher degree of unsaturation. Raman spectra supported these findings, with clear separation driven by differences in the 1655 cm⁻¹ and 1440 cm⁻¹ bands, corresponding to double-bond vibrations and CH₂ deformation modes, respectively. These results confirm that species differ mainly in fatty-acid unsaturation and chain-length distribution and demonstrate that vibrational spectroscopy combined with chemometrics is a rapid and non-destructive approach to differentiate and characterize milk lipid profiles according to animal origin.
乳脂,主要是三酰基甘油(TAGs)和少量磷脂,在动物物种之间差异很大,影响乳制品的营养和工艺性能。本研究采用傅里叶变换红外光谱(FTIR)和拉曼光谱(FT-Raman),结合主成分分析(PCA),对牛、山羊、绵羊和水牛乳中提取的脂质组分进行了表征和比较。用Folch法获得脂质,并分析了它们的结构和组成差异。PCA成功地区分了物种群,前两个主成分解释了超过90% %的总方差。在FTIR数据中,水牛和山羊奶脂与高吸光度在~ 1740 cm⁻¹ (酯的CO拉伸)和1100-1200 cm⁻¹ (C-O拉伸)相关,这表明短链和中链饱和脂肪酸的比例更高。相比之下,牛奶和羊奶在1655 cm⁻¹ 左右表现出更强的信号,与CC拉伸有关,表明不饱和程度更高。拉曼光谱支持了这些发现,1655 cm⁻¹ 和1440 cm⁻¹ 波段的差异导致了清晰的分离,分别对应于双键振动和CH₂变形模式。这些结果证实了物种的差异主要在于脂肪酸不饱和度和链长分布,并表明振动光谱结合化学计量学是一种快速、非破坏性的方法,可以根据动物来源区分和表征牛奶脂质谱。
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引用次数: 0
Bioactive packaging films derived from food industry by‑products: A systematic review 来自食品工业副产品的生物活性包装薄膜:系统综述
Pub Date : 2026-01-09 DOI: 10.1016/j.foohum.2026.101008
Nafisah Musa , NorulNazilah Ab’lah
The valorisation of food-industry by-products as sources of biopolymers and functional additives offers a compelling pathway to enhance food safety, reduce dependence on petroleum-based plastics, and advance circular-economy objectives. This systematic review critically evaluates the capacity of agro-food and seafood waste materials to improve the functional performance of biodegradable films used in bioactive and smart packaging. A structured search of major scientific databases was conducted, followed by rigorous screening and critical appraisal using the Catchii evaluation framework to ensure methodological robustness. Eligible studies were synthesised across four domains: phytochemical-rich plant residues, animal-derived proteins, nano-reinforced hybrid composites, and intelligent packaging systems employing waste-derived pigments and sensing agents. Findings show that plant-based by-products substantially enhance antioxidant activity, microbial inhibition, mechanical properties, and barrier performance. Proteins from animal waste strengthen tensile behaviour, water resistance, and matrix cohesion. Inorganic and carbon-based nanofillers derived from waste streams improve ultraviolet protection, tensile reinforcement, thermal stability, and antimicrobial function, while enabling controlled-release behaviour. Smart packaging systems incorporating natural pigments and carbon nanodots provide real-time visual spoilage detection, demonstrating strong potential for improving food transparency and reducing waste. Despite these advances, major gaps remain, including inconsistent testing protocols, limited real-world stability data, and insufficient toxicological and migration assessments, particularly for nano-enabled systems. Addressing these gaps through methodological standardisation, safety validation, and techno-economic evaluation is essential to transition waste-derived packaging from laboratory innovation to commercially viable, sustainable solutions.
食品工业副产品作为生物聚合物和功能性添加剂来源的价值增值,为加强食品安全、减少对石油基塑料的依赖和推进循环经济目标提供了一条令人信服的途径。本系统综述批判性地评估了农业食品和海鲜废弃物的能力,以提高生物活性和智能包装中使用的可生物降解薄膜的功能性能。对主要科学数据库进行了结构化搜索,然后使用Catchii评估框架进行严格筛选和批判性评估,以确保方法的稳健性。符合条件的研究涵盖四个领域:富含植物化学物质的植物残留物、动物来源的蛋白质、纳米增强混合复合材料,以及使用废物来源的色素和传感剂的智能包装系统。研究结果表明,植物基副产物显著增强了抗氧化活性、微生物抑制、机械性能和屏障性能。动物粪便中的蛋白质增强了拉伸性能、抗水性和基质凝聚力。来自废物流的无机和碳基纳米填料改善了紫外线防护、拉伸增强、热稳定性和抗菌功能,同时实现了控释行为。结合天然色素和碳纳米点的智能包装系统提供实时视觉腐败检测,显示出提高食品透明度和减少浪费的巨大潜力。尽管取得了这些进步,但主要的差距仍然存在,包括不一致的测试方案,有限的实际稳定性数据,以及不充分的毒理学和迁移评估,特别是对于纳米系统。通过方法标准化、安全验证和技术经济评估来解决这些差距,对于将来自废物的包装从实验室创新转变为商业上可行的可持续解决方案至关重要。
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引用次数: 0
Methodological pitfalls in food security analytics: Addressing biases in regression, SHAP, and feature importance analyses 食品安全分析中的方法缺陷:处理回归、SHAP和特征重要性分析中的偏差
Pub Date : 2026-01-09 DOI: 10.1016/j.foohum.2026.101006
Yoshiyasu Takefuji
This paper critically examines methodological challenges in food security research through analysis of 576 articles published in the Global Food Security journal, introducing a novel "leave-top1-out" validation approach to assess feature importance reliability. Using a public dataset of 12,564 instances with 195 features, we demonstrate how supervised models achieve high prediction accuracy while producing unstable feature importance rankings. Our empirical findings reveal that unsupervised methods and non-target-prediction approaches maintain remarkable consistency in feature rankings despite perturbation, while supervised models and their SHapley Additive exPlanations (SHAP) variants exhibit dramatic shifts in feature importance hierarchies when top predictors are removed. These results substantiate our identification of primary methodological misapplications in ground truth challenges in model interpretation. The supervised models' focus on demographic characteristics rather than direct food security indicators further demonstrates how optimization for prediction accuracy can compromise reliable feature identification without consistency and dose-response relationships validation. To address these limitations, we advocate for a multifaceted analytical framework combining unsupervised techniques with nonlinear nonparametric methods to achieve greater stability in identifying reliable food security determinants. Our complete methodology and implementation code are publicly available on GitHub to promote reproducibility and methodological transparency in food security research.
本文通过分析发表在《全球粮食安全》杂志上的576篇文章,批判性地审视了粮食安全研究中的方法论挑战,引入了一种新的“不考虑top - 1”验证方法来评估特征重要性的可靠性。使用具有195个特征的12,564个实例的公共数据集,我们演示了监督模型如何在产生不稳定特征重要性排名的同时实现高预测精度。我们的实证研究结果表明,尽管存在扰动,无监督方法和非目标预测方法在特征排名上仍保持显著的一致性,而有监督模型及其SHapley加性解释(SHAP)变体在去除顶级预测因子后,特征重要性层次发生了巨大变化。这些结果证实了我们对模型解释中地面真值挑战的主要方法误用的识别。监督模型关注人口统计特征,而不是直接的粮食安全指标,这进一步表明,在没有一致性和剂量-反应关系验证的情况下,预测精度的优化如何损害可靠的特征识别。为了解决这些限制,我们提倡将无监督技术与非线性非参数方法相结合的多方面分析框架,以在确定可靠的粮食安全决定因素方面实现更大的稳定性。我们完整的方法和实现代码在GitHub上公开,以促进粮食安全研究的可重复性和方法透明度。
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引用次数: 0
In-depth study of the chemical composition and volatile profile of oils extracted from blueberry and raspberry pomace 深入研究了蓝莓和覆盆子果渣提取油的化学成分和挥发性特征
Pub Date : 2026-01-09 DOI: 10.1016/j.foohum.2026.101004
Yassine Jaouhari , Vincenzo Disca , Francesca Carrà , Pedro Ferreira-Santos , Lorenzo Cecchi , Ioannis C. Martakos , Georgia Soultani , Nikolaos S. Thomaidis , Nadia Mulinacci , Fabiano Travaglia , Matteo Bordiga , Jean Daniel Coïsson
This study presents a comprehensive chemical and volatilomic characterization of oils exhaustively extracted from blueberry (Vaccinium corymbosum L.) and raspberry (Rubus idaeus L.) pomace. Both oils are dominated by polyunsaturated fatty acids (PUFAs): linoleic acid (36.5 % in blueberry, 49.3 % in raspberry) and α-linolenic acid (32.7 % and 28.2 %, respectively), with favorable ω-6/ω-3 ratios of 1.75 (blueberry) and 1.12 (raspberry). Key unsaponifiable bioactives were quantified: raspberry pomace oil (RPO) contained 3620 mg/kg total tocopherols and 4244 mg/kg phytosterols; blueberry pomace oil (BPO) was notable for 509 mg/kg squalene. Polar phenolics (21–32 mg/kg) included p-coumaric and ferulic acids, vanillin, and flavonoids such as naringenin, enhancing antioxidant potential. Headspace SPME–GC–MS quantified 41 volatile organic compounds; BPO’s aroma was dominated by terpenes and aldehydes, whereas RPO showed a richer carboxylic acid profile. The use of an in-depth analytical approach enabled a thorough assessment of the oils’ compositional potential, offering a valuable reference for future applications. These findings provide a foundation for the optimization and improvement of extraction processes aimed at producing sustainable and bioactive-rich ingredients, aligning with circular economy principles to reduce waste and develop high-value products with health and sensory benefits.
本研究对从蓝莓(Vaccinium corymbosum L.)和覆盆子(Rubus idaeus L.)果渣中提取的油脂进行了全面的化学和挥发性表征。两种油脂均以多不饱和脂肪酸(PUFAs)为主:亚油酸(蓝莓中为36.5% %,树莓中为49.3% %)和α-亚麻酸(分别为32.7% %和28.2% %),ω-6/ω-3比值为1.75(蓝莓)和1.12(树莓)。测定了树莓果渣油(RPO)的主要不皂化活性成分,其中总生育酚含量为3620 mg/kg,植物甾醇含量为4244 mg/kg;蓝莓果渣油(BPO)中角鲨烯含量为509 mg/kg。极性酚类物质(21-32 mg/kg)包括对香豆酸和阿魏酸、香兰素和柚皮素等类黄酮,增强抗氧化能力。顶空SPME-GC-MS定量分析41种挥发性有机物;BPO的香气以萜烯和醛类为主,而RPO则表现出较丰富的羧酸特征。利用深入的分析方法,可以全面评估油的成分潜力,为未来的应用提供有价值的参考。这些发现为优化和改进提取工艺提供了基础,旨在生产可持续和富含生物活性的成分,符合循环经济原则,减少浪费,开发具有健康和感官效益的高价值产品。
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Food and Humanity
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