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Metabolomic and proteomic profiling of royal jelly from honeybee (Apis mellifera) colonies fed with camellia versus rapeseed bee pollen 用茶花和油菜蜂花粉喂养的蜜蜂蜂王浆的代谢组学和蛋白质组学分析
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-01-12 DOI: 10.1016/j.jafr.2026.102669
Hangfei Han , Xinhai Liu , Jilian Li , Chuan Ma
Royal jelly (RJ), a bioactive secretion of honeybees (Apis mellifera), is a functional food valued for its nutritional and therapeutic properties. Its physicochemical properties are critically influenced by pollen sources, a primary diet for honeybees. In this study, we investigated compositional changes of RJ produced from colonies fed camellia bee pollen (CBP) versus rapeseed bee pollen (RBP) through integrated metabolomic and proteomic approaches. We observed no significant differences in larval acceptance rate or RJ yield between the two RJ groups on feeding days 63, 66, and 69 (p > 0.05). Principal component analysis (PCA) of metabolome data revealed an increasingly pronounced compositional divergence between the two RJ groups harvested on days 9, 21, 42, and 63. While trans-10-hydroxy-2-decenoic acid (10-HDA) and major sugars (glucose, fructose, and sucrose) exhibited comparable abundance, RBP-RJ contained significantly higher abundance of multiple bioactive compounds, including kaempferol, lysine, taurine, trigonelline, and acetyltaurine, indicating superior nutritional value and potential functional benefits. Proteomic analysis of day-63 samples identified only nine low-abundance differentially expressed proteins (0.31 % of total protein abundance), with no significant differences in major RJ protein (MRJP) levels. Our multi-omics findings highlight the compositional superiority of RBP-RJ, offering insights for optimizing dietary strategies in high-quality RJ production.
蜂王浆(RJ)是蜜蜂(Apis mellifera)的一种生物活性分泌物,是一种具有营养和治疗价值的功能性食品。它的物理化学性质受到花粉来源的严重影响,花粉来源是蜜蜂的主要食物。本研究采用代谢组学和蛋白质组学相结合的方法,研究了饲喂茶花蜂花粉(CBP)和油菜籽蜂花粉(RBP)的菌落产生的RJ成分的变化。在饲养第63、66和69天,我们观察到两组RJ的幼虫接受率和RJ产量无显著差异(p > 0.05)。代谢组数据的主成分分析(PCA)显示,在第9、21、42和63天收获的两组RJ之间的成分差异越来越明显。虽然反式10-羟基-2-十烯酸(10-HDA)和主要糖(葡萄糖、果糖和蔗糖)的丰度相当,但RBP-RJ含有的多种生物活性化合物丰度明显更高,包括山奈酚、赖氨酸、牛磺酸、trigonelline和乙酰牛磺酸,表明其具有更高的营养价值和潜在的功能益处。第63天样品的蛋白质组学分析仅鉴定出9个低丰度差异表达蛋白(占总蛋白丰度的0.31%),主要RJ蛋白(MRJP)水平无显著差异。我们的多组学研究结果突出了RBP-RJ的组成优势,为优化高质量RJ生产的饮食策略提供了见解。
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引用次数: 0
In vitro and in silico biological activities and comprehensive metabolomic profiling using UHPLC-ESI-QTOF-MS/MS of Himalrandia tetrasperma: A novel source of bioactive metabolites from Pakistan 利用UHPLC-ESI-QTOF-MS/MS分析喜马拉雅四asperma的体外和体内生物活性和综合代谢组学分析:来自巴基斯坦的生物活性代谢物的新来源
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-01-12 DOI: 10.1016/j.jafr.2026.102633
Sajjad Ali , Shehla Sammi , Muhammad Aamir Javed , Abdul Majid , Zia ul Hassan , Mati Ur Rehman , Abdul Mueed , Iqra Bibi , Shabaz Ahmad Zakki , Muhammad Jahangir , Huaiji Zheng
This study is an inclusive assessment of the metabolite profile and biological potential of Himalrandia tetrasperma leaf extract. The crude extract was prepared using 80 % methanol and fractionated with hexane, ethyl acetate, acetone, and distilled water. The assessed biological activities include antioxidant (DPPH), phytochemical, antimicrobial, and in vitro and in silico AChE inhibitory and cytotoxic effects against the leukemia U937 cell line. Metabolomic analyses were performed with ATR-FTIR and UHPLC-ESI-QTOF-MS/MS. The crude extract showed significant antioxidant activity (IC50: 395 ± 3 μg/mL). The MIC values ranged from 500 to 1375 μg/mL against bacteria and from 625 to 1375 μg/mL against fungi. The ethyl acetate fraction exhibited the uppermost AChE inhibitory activity (IC50: 620 ± 2 μg/mL), and the hexane fraction displayed the most significant cytotoxic effect (GI50: 531 ± 1 μg/mL). FTIR study recognized various functional groups indicative of phytochemicals such as phenolics, carboxylic acids, aldehydes, ketones, ethers, esters, and amines. UHPLC-ESI-QTOF-MS/MS detected 182 metabolites, including terpenoids (49.28 %), lipids (17.77 %), steroids (11.13 %), flavonoids (4.94 %), carbohydrates (3.67 %), and phenols and phenolic acids (3.65 %). The most abundant individual metabolite was Oleanolic acid (10.11 %), followed by Ursolic acid (4.67 %), Coriolic acid (3.52 %), and Gulonic acid (2.82 %). Docking studies confirmed that Quercetin 3-glucoside-7-rhamnoside (BE -12.11 kcal/mol) and Alcesefoliside (−11.6 kcal/mol) showed significant inhibitory potential against AChE and DNA Topoisomerase II (for cytotoxicity), respectively. Overall, this research represents a sustainable approach, identifying numerous potent bioactive metabolites with promising antioxidant, antimicrobial, AChE-inhibitory, and anticancer activities, which may potentially lead to new drug development through further advanced studies.
本研究对喜马拉雅四叶提取物的代谢物特征和生物学潜力进行了全面评估。用80%甲醇制备粗提物,用己烷、乙酸乙酯、丙酮和蒸馏水进行分馏。评估的生物活性包括抗氧化(DPPH)、植物化学、抗菌、体外和硅体内AChE抑制和对白血病U937细胞系的细胞毒作用。代谢组学分析采用ATR-FTIR和UHPLC-ESI-QTOF-MS/MS进行。粗提物具有显著的抗氧化活性(IC50: 395±3 μg/mL)。对细菌的MIC值为500 ~ 1375 μg/mL,真菌的MIC值为625 ~ 1375 μg/mL。乙酸乙酯部位AChE抑制活性最高(IC50: 620±2 μg/mL),己烷部位细胞毒作用最显著(GI50: 531±1 μg/mL)。FTIR研究发现了各种指示植物化学物质的官能团,如酚类、羧酸、醛、酮、醚、酯和胺。UHPLC-ESI-QTOF-MS/MS检测到182种代谢物,包括萜类(49.28%)、脂类(17.77%)、类固醇(11.13%)、类黄酮(4.94%)、碳水化合物(3.67%)、酚类和酚酸(3.65%)。其中,齐墩果酸含量最高(10.11%),其次是熊果酸(4.67%)、毛臭酸(3.52%)和古兰酸(2.82%)。对接研究证实槲皮素- 3-葡萄糖苷-7-鼠李糖苷(BE -12.11 kcal/mol)和Alcesefoliside(−11.6 kcal/mol)分别对AChE和DNA拓扑异构酶II(用于细胞毒性)具有显著的抑制潜力。总的来说,这项研究代表了一种可持续的方法,确定了许多具有抗氧化、抗菌、乙酰胆酸抑制和抗癌活性的有效生物活性代谢物,这可能会通过进一步的深入研究导致新药的开发。
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引用次数: 0
Impact of dietary administration of Himalayan nettle (Urtica ardens) on histological architecture and gene expression related to growth and immunity in common carp (Cyprinus carpio) fingerlings 饲粮添加喜马拉雅荨麻对鲤鱼鱼苗组织结构及与生长和免疫相关基因表达的影响
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-01-12 DOI: 10.1016/j.jafr.2026.102665
Sidharth Chauhan , Basharat Ali , Dixit Sharma , Vikram Singh , Yogesh Kumar Rawal
Overuse of chemicals in aquaculture practices has raised serious concerns regarding the environmental impact and health implications of chemical-based feed additives, resulting in the search for natural alternatives. The present study investigated the effects of ethanolic extract of Himalayan nettle (Urtica ardens) leaf extract as dietary supplementation on the gene expression of genes responsible for growth and immunity, and histological structures of common carp (Cyprinus carpio). Experimental diets were formulated for five groups by supplementing various percentages of the nettle extract (0, 0.3, 0.6, 0.9, and 1.2 %) into a basal feed (38 % crude protein). Common carp fingerlings with an average weight of 16.03 ± 1.83 g were randomly assigned to 15 tanks (10 fish/tank; five groups; triplicate groups per treatment) and fed on formulated diets for 90 days. Histological analysis revealed reduced hepatic lipid vacuolation and enhanced intestinal villi morphology. The gene expression analysis showed upregulation of growth-related genes (GH, IGF1, IGF2) and modulation of immune-related cytokines (IL1β, IL10, TNFα). Molecular docking analysis was performed using receptor structures from the Protein Data Bank and compounds from PubChem, all of which satisfied Lipinski's rule of five. Significant binding affinities were observed, with 8-Methyl-6-nonenamide showing strong interactions with TLR-2, Ghrelin, and Telomerase; cis-vaccinic acid with NLR-1; and histamine with TLR-3. Hydrogen bond formation at the active sites indicated stable protein-ligand complexes, contributing to molecular recognition and binding specificity. These findings suggest that U. ardens supplementation can enhance growth performance, immune responses, and tissue integrity in common carp, providing a potential natural alternative to synthetic feed additives in aquaculture.
在水产养殖做法中过度使用化学品已引起人们对化学饲料添加剂的环境影响和健康影响的严重关切,从而促使人们寻找天然替代品。本试验研究了饲粮中添加喜马拉雅荨麻叶提取物乙醇提取物对鲤鱼生长和免疫相关基因表达及组织结构的影响。在基础饲料(38%粗蛋白质)中添加不同比例的荨麻提取物(0、0.3、0.6、0.9和1.2%),配制5组试验饲粮。选取平均体重为16.03±1.83 g的鲤鱼鱼种,随机分为15个鱼缸(10尾/鱼缸,每处理5组,3个重复组),饲喂配制饲料90 d。组织学分析显示肝脏脂质空泡化减少,肠绒毛形态增强。基因表达分析显示,生长相关基因(GH、IGF1、IGF2)上调,免疫相关细胞因子(il - 1β、il - 10、tnf - α)调节。使用来自Protein Data Bank的受体结构和来自PubChem的化合物进行分子对接分析,所有这些都满足Lipinski的五法则。8-甲基-6-非氨基酰胺与TLR-2、Ghrelin和端粒酶有很强的相互作用;顺式疫苗酸与NLR-1;组胺与TLR-3在活性位点形成氢键表明稳定的蛋白质-配体复合物,有助于分子识别和结合特异性。这些结果表明,在普通鲤鱼中添加蒲草可提高生长性能、免疫反应和组织完整性,为水产养殖中替代合成饲料添加剂提供了潜在的天然替代品。
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引用次数: 0
Feeding during off-flavour purging in recirculating aquaculture systems? An exploratory characterisation of waterborne and feedborne odour-active compounds in Russian sturgeon (Acipenser gueldenstaedtii) 循环水养殖系统异味净化期间的饲喂?俄罗斯鲟鱼(Acipenser gueldenstaedtii)水中和饲料中气味活性化合物的探索性特征
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-01-10 DOI: 10.1016/j.jafr.2025.102615
Matteo Egiddi , Mariana Rodrigues da Silva , Eva Ortner , Bastien Debeuf , Helene M. Loos , Andrea Buettner , Jonathan Beauchamp
Off-flavours are a major challenge in recirculating aquaculture systems (RAS), with geosmin and 2-methylisoborneol (2-MIB) among key contributors to earthy taints. Purging unfed fish in flow-through (FT) water is a standard strategy for off-flavour removal, yet it entails high costs. This descriptive study examined off-flavour development in Russian sturgeon (Acipenser gueldenstaedtii) reared in two systems (RAS and FT depuration) under fed or unfed conditions. Sturgeon fillets, water of both systems, and the commercial feed were analysed via gas chromatography–mass spectrometry/olfactometry (GC–MS/O) combined with aroma extract dilution analysis (AEDA), leading to the identification of 85 odour-active compounds. Water and fillets from RAS showed greater off-odour diversity and potency in terms of their flavour dilution (FD) factors, including geosmin, 2-MIB, 1,3-benzothiazole and pyrazines. In contrast, water and fillets from depuration exhibited fewer off-odours and more desirable notes, such as green, fruity and popcorn-like attributes. The influence of feeding was system-dependent: in depuration, fed animals exhibited lower FD values of key compounds (e.g., geosmin) but higher odour diversity, including both pleasant (e.g., mushroom-like, citrus-like) and unpleasant (e.g., ink-like, sweaty, pungent) notes, whereas in RAS, lower compound diversity and minor odour profile differences were detected in fed sturgeons. Although not statistically relevant, observed differences between groups arose from shifts in relative odour attribute frequencies, compound diversity and FD values across water types and between feeding groups. Overall, sturgeon fed during depuration exhibited a preferable odour profile and a lower geosmin level, but new feedborne odorants were also introduced. The hypotheses generated in this study warrant future targeted sensory assessments and suggest formulation of finishing feeds that can mitigate off-odours and improve the marketability of RAS-reared fish.
异味是循环水养殖系统(RAS)的主要挑战,土臭素和2-甲基异龙脑(2-MIB)是造成泥土污染的主要因素。在流通(FT)水中清洗未喂食的鱼是去除异味的标准策略,但它需要高昂的成本。本描述性研究考察了在两种系统(RAS和FT净化)中饲养的俄罗斯鲟鱼(Acipenser gueldenstaedtii)在喂食或不喂食条件下的变质发育。采用气相色谱-质谱联用(GC-MS /O)和香气萃取物稀释分析法(AEDA)对鲟鱼鱼片、两种系统的水和商业饲料进行分析,鉴定出85种气味活性化合物。RAS的水和鱼片在其风味稀释因子(FD)方面表现出更大的异味多样性和效力,包括土臭素,2-MIB, 1,3-苯并噻唑和吡嗪。相比之下,净化后的水和鱼片的异味更少,更令人满意的味道,比如绿色、水果味和爆米花味。喂食的影响是系统依赖的:在净化中,喂食的动物表现出较低的关键化合物(例如土臭素)的FD值,但更高的气味多样性,包括令人愉快的(例如,蘑菇样,柑橘样)和令人不快的(例如,墨水样,汗味,刺鼻)的气味,而在RAS中,喂食的鲟鱼检测到较低的化合物多样性和轻微的气味特征差异。虽然没有统计学上的相关性,但观察到的组间差异是由相对气味属性频率、化合物多样性和FD值在水类型和饲喂组之间的变化引起的。总体而言,在净化期间喂食的鲟鱼表现出较好的气味特征和较低的土臭素水平,但也引入了新的饲料气味剂。本研究中产生的假设为未来有针对性的感官评估提供了依据,并提出了可以减轻臭味和提高ras养殖鱼类适销性的育肥性饲料配方。
{"title":"Feeding during off-flavour purging in recirculating aquaculture systems? An exploratory characterisation of waterborne and feedborne odour-active compounds in Russian sturgeon (Acipenser gueldenstaedtii)","authors":"Matteo Egiddi ,&nbsp;Mariana Rodrigues da Silva ,&nbsp;Eva Ortner ,&nbsp;Bastien Debeuf ,&nbsp;Helene M. Loos ,&nbsp;Andrea Buettner ,&nbsp;Jonathan Beauchamp","doi":"10.1016/j.jafr.2025.102615","DOIUrl":"10.1016/j.jafr.2025.102615","url":null,"abstract":"<div><div>Off-flavours are a major challenge in recirculating aquaculture systems (RAS), with geosmin and 2-methylisoborneol (2-MIB) among key contributors to <em>earthy</em> taints. Purging unfed fish in flow-through (FT) water is a standard strategy for off-flavour removal, yet it entails high costs. This descriptive study examined off-flavour development in Russian sturgeon (<em>Acipenser gueldenstaedtii</em>) reared in two systems (RAS and FT depuration) under fed or unfed conditions. Sturgeon fillets, water of both systems, and the commercial feed were analysed via gas chromatography–mass spectrometry/olfactometry (GC–MS/O) combined with aroma extract dilution analysis (AEDA), leading to the identification of 85 odour-active compounds. Water and fillets from RAS showed greater off-odour diversity and potency in terms of their flavour dilution (FD) factors, including geosmin, 2-MIB, 1,3-benzothiazole and pyrazines. In contrast, water and fillets from depuration exhibited fewer off-odours and more desirable notes, such as <em>green</em>, <em>fruity</em> and <em>popcorn-like</em> attributes. The influence of feeding was system-dependent: in depuration, fed animals exhibited lower FD values of key compounds (e.g.<em>,</em> geosmin) but higher odour diversity, including both pleasant (e.g.<em>, mushroom-like, citrus-like</em>) and unpleasant (e.g.<em>, ink-like, sweaty, pungent</em>) notes, whereas in RAS, lower compound diversity and minor odour profile differences were detected in fed sturgeons. Although not statistically relevant, observed differences between groups arose from shifts in relative odour attribute frequencies, compound diversity and FD values across water types and between feeding groups. Overall, sturgeon fed during depuration exhibited a preferable odour profile and a lower geosmin level, but new feedborne odorants were also introduced. The hypotheses generated in this study warrant future targeted sensory assessments and suggest formulation of finishing feeds that can mitigate off-odours and improve the marketability of RAS-reared fish.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102615"},"PeriodicalIF":6.2,"publicationDate":"2026-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145979544","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrating chemical, organic, water-soluble and microbial fertilizers achieve mutually benefits of high nutrient utilization, improved yield and quality in tobacco cultivation 化学肥料、有机肥料、水溶性肥料和微生物肥料相结合,在烟草种植中实现了养分利用率高、产量和品质提高的互利共赢
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-01-10 DOI: 10.1016/j.jafr.2026.102667
Wei Yang , Chenjian Zhao , Zhijie Chen , Xiaopeng Deng , Junying Li , Junwei Sun , Panlei Wang , Bo Zhu , Bingxue Wang , Zhengqin Xiong , Yu'e Li , Bin Wang
Optimizing nutrient management measures is fundamental to balancing tobacco yield and quality. While individual effects of fertilizers are well-documented, the integrated synergy of organic amendments with water-soluble fertilizers or microbial agents remains relatively scarce. Hence, a two-year field experiment was conducted to evaluate the comprehensive effects of five distinct nutrient management measures, no fertilization (CK), conventional chemical fertilizer (CF), organic fertilizer combined with conventional chemical fertilizer (CM), organic fertilizer combined with water-soluble fertilizer (WS), organic fertilizer combined with a compound microbial agent (OM), on tobacco growth, nutrient uptake and its use efficiency, leaf chemical composition, yield, quality, and revenue. The results revealed that WS and OM treatments increased tobacco yield and quality (proportion of premium and medium-grade tobacco leaves) by 14.9 %–24.6 % and 1.6 %–6.3 %, respectively, compared to the CF treatment. These improvements were primarily driven by enhanced plant height, stem girth, number of leaves, leaf area index, biomass, nutrient use efficiency and total sugar, potassium contents. Specifically, WS and OM increased N use efficiency by 106.0 %–130.9 % and 97.4 %–126.1 %, P use efficiency by 62.7 %–149.6 % and 79.2 %–112.4 %, K use efficiency by 473.1 %–551.4 % and 474.6 %–480.5 %, tobacco yield by 20.9 %–24.6 % and 14.9 %–19.1 %, the proportion of premium-grade leaf by 6.5 %–17.2 % and 8.9 %–11.1 %, and tobacco revenue by 26.8 %–29.0 % and 22.8 %–31.5 %, respectively. In summary, both the WS and OM treatments significantly improved the nutrient use efficiency, tobacco yield, leaf quality and revenue; among these, the WS treatment demonstrated the best comprehensive performance. Thus, organic fertilizer combined with water-soluble fertilizer is crucial for promoting the sustainable development of the tobacco industry.
优化营养管理措施是平衡烟草产量和品质的基础。虽然肥料的个别影响已被充分证明,但有机修正剂与水溶性肥料或微生物剂的综合协同作用仍然相对较少。为此,通过为期2年的田间试验,评价了不施肥(CK)、常规化肥(CF)、有机肥与常规化肥(CM)、有机肥与水溶性肥(WS)、有机肥与复合微生物剂(OM) 5种不同营养管理措施对烤烟生长、养分吸收及其利用效率、叶片化学成分、产量、品质、烟叶质量和烟叶质量的综合影响。和收入。结果表明,与CF处理相比,WS和OM处理分别提高了14.9% ~ 24.6%和1.6% ~ 6.3%的烟叶产量和品质(优质和中等烟叶比例)。这些改善主要是由于株高、茎周长、叶数、叶面积指数、生物量、养分利用效率和总糖、钾含量的增加所致。其中,WS和OM分别提高氮素利用效率106.0% ~ 130.9%和97.4% ~ 126.1%,P利用效率62.7% ~ 149.6%和79.2% ~ 112.4%,K利用效率473.1% ~ 551.4%和474.6% ~ 480.5%,烟叶产量分别提高20.9% ~ 24.6%和14.9% ~ 19.1%,优质叶比例分别提高6.5% ~ 17.2%和8.9% ~ 11.1%,烟草收入分别提高26.8% ~ 29.0%和22.8% ~ 31.5%。综上所述,WS和OM处理均显著提高了养分利用效率、烟叶产量、叶品质和收入;其中,WS处理综合性能最好。因此,有机肥与水溶性肥配合施用对促进烟草业的可持续发展至关重要。
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引用次数: 0
UAV-based integration of RGB, thermal, and structural features with machine learning for multi-class basal stem rot (BSR) severity detection in oil palm 基于无人机的油棕多类基茎腐病(BSR)严重程度检测集成RGB、热、结构特征与机器学习
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-01-10 DOI: 10.1016/j.jafr.2026.102660
N.A. Husin , N.A.H.M. Baktiar , V.U. Tagang , S. Khairunniza–Bejo , M.F.M. Yusuf
Basal Stem Rot (BSR) caused by Ganoderma boninense is the foremost threat to global oil palm productivity, yet its early and scalable detection remains profoundly challenging. This study presents an integrated UAV-based framework that combines RGB and thermal imagery with top-view structural palm features - crown area, frond number, and frond angle to classify BSR severity levels (T0–T3) using machine learning. A total of 1278 field-verified oil palm trees were assessed, and the Synthetic Minority Oversampling Technique (SMOTE) was applied to address substantial class imbalance. Vegetation indices (VARI, ExG, GLI), thermal pixel intensities, and canopy structural attributes were extracted and Principal Component Analysis was enabled in Machine Learning before training 30 classification models. Among these, the Ensemble Bagged Trees classifier achieved the most robust and consistent performance, recording 94.20 % accuracy for both validation and testing phases, with high per-class precision up to 98.5 % and recall up to 99.7 %. VARI demonstrated the strongest and most consistent spectral response to disease progression, while ExG and GLI exhibited unstable patterns due to canopy shadowing and radiometric variability. The findings highlight the potential of integrating multisensor UAV data with ensemble learning to develop an accurate, scalable, and cost-efficient BSR severity mapping system, supporting improved surveillance and precision disease management across commercial oil palm plantations.
根茎腐病(BSR)是全球油棕产量的最大威胁,但其早期和可扩展的检测仍然是极具挑战性的。本研究提出了一个基于无人机的集成框架,该框架将RGB和热图像与顶视图结构手掌特征(树冠面积、树冠数量和树冠角度)结合起来,利用机器学习对BSR严重程度(T0-T3)进行分类。对1278棵经实地验证的油棕树进行了评估,并采用了合成少数派过采样技术(SMOTE)来解决严重的类不平衡问题。提取植被指数(VARI, ExG, GLI)、热像元强度和冠层结构属性,并在机器学习中启用主成分分析,然后训练30个分类模型。其中,Ensemble Bagged Trees分类器实现了最稳健和一致的性能,在验证和测试阶段都记录了94.20%的准确率,每类精度高达98.5%,召回率高达99.7%。VARI对疾病进展表现出最强和最一致的光谱反应,而ExG和GLI由于树冠遮蔽和辐射变异性而表现出不稳定的模式。研究结果强调了将多传感器无人机数据与集成学习集成在一起的潜力,以开发准确、可扩展且具有成本效益的BSR严重性绘图系统,支持改善商业油棕种植园的监测和精确疾病管理。
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引用次数: 0
Effects of slightly acidic electrolyzed water on the postharvest quality of Ottelia acuminata 微酸性电解水对水獭采后品质的影响
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-01-10 DOI: 10.1016/j.jafr.2026.102657
Rui Zhang , Si-Qi Wang , Ming-Zhu Li , Liu Yang , Shi-Kang Shen
Freshly harvested vegetables, such as Ottelia acuminata, are prone to water loss, wilting, yellowing, and microbial damage owing to accelerated biochemical reactions. Slightly acidic electrolyzed water (SAEW) enhances the activity of disease-resistant enzymes, improves disease resistance in vegetables during storage, and maintains postharvest freshness and nutritional quality. Although SAEW has been widely used in order to enhance the postharvest quality of various vegetables, research on its regulatory mechanisms in aquatic vegetables remains limited. In this study, physiological and biochemical indicators and metabolomic data were integrated to elucidate the differences in the preservation mechanisms of SAEW, low-temperature storage, and PE bag treatments in O. acuminata. Physiological and biochemical results showed that the key indicators of appearance and nutritional quality, including flavonoids, total phenols, chlorophyll, chlorophyll b, and starch content, reached their highest levels under the combined treatment of SAEW and low-temperature storage. Metabolomic analysis revealed that numerous differentially accumulated metabolites (DAMs) participate in key pathways, including phenylpropanoid and flavonoid biosynthesis. These findings indicate that SAEW treatment allocates more resources to the accumulation of antioxidant and antimicrobial compounds in secondary rather than primary metabolic pathways. DAMs were enriched in pathways related to antioxidant activity, membrane stabilization, and stress responses, suggesting their potential contribution to postharvest preservation under SAEW treatment. This study has elucidated how SAEW combined with low-temperature storage preserves the postharvest quality of O. acuminata, and proposes SAEW as an effective postharvest strategy to reduce spoilage and deterioration and meet consumer demand for high-quality vegetables.
新鲜收获的蔬菜,如水獭,由于加速的生化反应,容易失水、枯萎、发黄和微生物损害。微酸性电解水(SAEW)可以增强抗病酶的活性,提高蔬菜在贮藏过程中的抗病性,保持采后的新鲜度和营养品质。尽管SAEW已被广泛应用于提高各种蔬菜采后品质,但对其在水生蔬菜中的调控机制的研究还很有限。本研究综合了生理生化指标和代谢组学数据,阐明了SAEW、低温贮藏和PE袋处理在水杨花保鲜机制上的差异。生理生化结果表明,在低温贮藏和SAEW处理下,黄酮类、总酚类、叶绿素、叶绿素b和淀粉含量等主要外观和营养品质指标达到了最高水平。代谢组学分析显示,许多差异积累代谢物(dam)参与了关键途径,包括苯丙烷和类黄酮的生物合成。这些发现表明,SAEW处理将更多资源分配给次级代谢途径中抗氧化和抗菌化合物的积累,而不是初级代谢途径。坝富含与抗氧化活性、膜稳定和应激反应相关的途径,这表明它们在SAEW处理下对采后保存有潜在的贡献。本研究阐明了低温保鲜与低温保鲜相结合的方法如何有效地保持了欧米伽青果采后的品质,并提出了低温保鲜作为一种有效的采后保鲜策略,以减少腐败变质,满足消费者对优质蔬菜的需求。
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引用次数: 0
Plant-based biopolymers for the encapsulation of food antimicrobials: Current advances and challenges 用于食品抗菌剂包封的植物性生物聚合物:目前的进展和挑战
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-01-10 DOI: 10.1016/j.jafr.2026.102666
Jun Ji , Mohamed Brahmi , Emilie Dumas , Nour-Eddine Chihib , Adem Gharsallaoui
Food antimicrobials are essential to curb spoilage and pathogens, but many antimicrobials, particularly natural ones, suffer from poor solubility, instability, and uncontrolled migration in food matrices. Plant-based biopolymer encapsulation offers an emerging and sustainable solution, providing protection and controlled release of these sensitive compounds. This review synthesizes recent advances on plant-derived polysaccharides, proteins, and lipids as edible encapsulation carriers for food antimicrobials. We discuss sources, structures, and techno-functional properties, encapsulation efficiency, and release behavior, with emphasis on release mechanisms/kinetic modeling and in situ performance in real foods. We critically appraise current limitations, mechanical weakness, and moisture/oxygen permeability of many plant-derived matrices; batch-to-batch variability of botanical polymers, and compatibility issues with hydrophobic actives, together with promising solutions: chemical/enzymatic/physical modifications, hybrid and nanocomposite systems, and formulation tactics (e.g., complex coacervation, Pickering stabilization, and multilayer coatings). We also outline emerging computational approaches (model-based design, AI-assisted optimization) and highlight the need for pilot-scale validation, standardized testing, and clearer regulatory pathways. Overall, plant-based biopolymers constitute a versatile and eco-friendly platform for antimicrobial delivery and active packaging, but future progress requires resolving key engineering and scale-up challenges, including reproducible raw-material sourcing, high-solids continuous processing of viscous biopolymer systems, uniform micro/nanostructure formation at industrial throughput, and integration of encapsulation steps into existing food-packaging lines.
食品抗菌剂对遏制腐败和病原体至关重要,但许多抗菌剂,特别是天然抗菌剂,在食品基质中溶解度差、不稳定和不受控制的迁移。基于植物的生物聚合物包封提供了一种新兴的可持续解决方案,为这些敏感化合物提供保护和控制释放。本文综述了近年来植物性多糖、蛋白质和脂质作为食品抗菌剂的可食包封载体的研究进展。我们讨论了其来源、结构和技术功能特性、封装效率和释放行为,重点是释放机制/动力学建模和在真实食品中的原位性能。我们批判性地评估当前的局限性,机械弱点,以及许多植物源性基质的湿气/氧气渗透性;植物聚合物的批间可变性,疏水性活性的相容性问题,以及有前途的解决方案:化学/酶/物理改性,杂化和纳米复合系统,以及配方策略(例如,复杂凝聚,皮克林稳定和多层涂层)。我们还概述了新兴的计算方法(基于模型的设计、人工智能辅助优化),并强调了中试规模验证、标准化测试和更清晰的监管途径的必要性。总体而言,基于植物的生物聚合物构成了一个多功能和环保的抗菌输送和活性包装平台,但未来的进展需要解决关键的工程和规模挑战,包括可复制的原材料来源,粘性生物聚合物系统的高固体连续加工,工业吞吐量均匀的微/纳米结构形成,以及将封装步骤集成到现有的食品包装生产线中。
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引用次数: 0
Analyzing meteorological effects on crop yield and yield prediction through machine learning with different data partitioning approaches: A case study from Czech Republic 通过不同数据划分方法的机器学习分析气象对作物产量和产量预测的影响:以捷克共和国为例
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-01-10 DOI: 10.1016/j.jafr.2026.102662
Bojana Petrovic , Daniel Paluba , Adenan Yandra Nofrizal , Ales Kucera
Climate change and increasing weather variability pose significant challenges to agricultural productivity, particularly in temperate regions. This study examines climate impacts on yields of barley, rapeseed, rye, and wheat across the Czech Republic (2016–2024) using meteorological data and evaluates three machine learning models (Random Forest, Gradient Boosting, Support Vector Regression) for yield prediction solely on meteorological variables. Three validation strategies were tested: random (70/30 %), spatial (region-based), and temporal (last three years). Random partitioning yielded the highest accuracy, but risks data leakage and is therefore not recommended for forecasting. Spatial partitioning showed low to moderate accuracy, suggesting ML approaches can partially interpolate yields in areas with no data (interpolation), particularly for barley and wheat. Temporal partitioning caused a substantial drop in predictive skill, producing unreliable forecasts for rye and rapeseed and indicating that meteorological data alone are insufficient for robust yield prediction. Support Vector Regression produced consistently negative R2 values across all validation strategies, demonstrating fundamental model-task incompatibility. Wheat showed highest accuracy (random: 72.57 ± 7.19 %; spatial: 53.45 ± 19.31 %; temporal: 25.10 %), driven largely by Year (>50 % importance). Without Year, spatial R2 dropped to 0.2–27 %, confirming limited predictive power of meteorological variables alone. Crop climate analysis revealed distinct responses: rye was highly heat-sensitive, wheat and rapeseed benefited from late-season warmth, excess soil moisture during dormancy reduced rapeseed and wheat yields, and barley responded positively to stable warm conditions. These findings emphasize the importance of choosing an appropriate validation approach for yield prediction, depending on the intended task (interpolation or forecasting), as well as the value of feature interpretability. Key limitations include reliance on meteorology-only predictors without management or soil data, a small temporal test set (3 years, 42 observations per crop), and models' strong dependence on Year and Region features that limit operational forecasting utility.
气候变化和日益增加的天气变率对农业生产力构成重大挑战,特别是在温带地区。本研究利用气象数据考察了气候对捷克共和国大麦、油菜籽、黑麦和小麦产量的影响(2016-2024年),并评估了仅根据气象变量进行产量预测的三种机器学习模型(随机森林、梯度增强、支持向量回归)。测试了三种验证策略:随机(70/ 30%)、空间(基于区域)和时间(最近三年)。随机分区产生了最高的准确性,但有数据泄露的风险,因此不建议用于预测。空间划分显示出低到中等的准确性,这表明ML方法可以在没有数据的地区部分地插值产量(插值),特别是大麦和小麦。时间划分导致预测技能的大幅下降,对黑麦和油菜籽的预测不可靠,表明仅凭气象数据不足以进行可靠的产量预测。支持向量回归在所有验证策略中产生一致的负R2值,表明基本的模型-任务不兼容。小麦的准确性最高(随机:72.57±7.19%,空间:53.45±19.31%,时间:25.10%),主要受年份的影响(>; 50%的重要性)。不考虑年份,空间R2下降到0.2 - 27%,证实了气象变量单独的预测能力有限。作物气候分析显示出不同的响应:黑麦对温度高度敏感,小麦和油菜籽受益于季末的温暖,休眠期间土壤水分过多会降低油菜籽和小麦的产量,而大麦对稳定的温暖条件反应积极。这些发现强调了根据预期任务(插值或预测)选择适当的产率预测验证方法的重要性,以及特征可解释性的价值。主要的限制包括依赖于没有管理或土壤数据的气象预测器,一个小的时间测试集(3年,每种作物42次观测),以及模型对年份和区域特征的强烈依赖,这限制了业务预测的效用。
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引用次数: 0
Global research hotspots and trends in polysaccharide anti-tumor therapy: A systematic bibliometric analysis and review 多糖抗肿瘤治疗的全球研究热点与趋势:系统文献计量学分析与综述
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-01-10 DOI: 10.1016/j.jafr.2026.102635
Yuyang Su , Weiqing Qian , Xiaohan Cao , Hongying Wang , Xiaocan Lei , Weidong Gong , Jialin Hu

Objective

Polysaccharides, as natural bioactive macromolecules with anti-tumor potential, have become a research hotspot in the context of limited traditional cancer treatment methods. However, there is a lack of systematic reviews and clear delineation of future trends in this field regarding polysaccharide-based anti-tumor therapy. To fill this gap, this study aims to analyze the research hotspots and trends using bibliometric methods, providing support for promoting clinical translation.

Method

Relevant literature was retrieved from the Web of Science database, and key indicators such as annual publication volume, national/institutional collaboration models, and research hotspots were visually analyzed.

Result

The global publications on polysaccharide-based anti-tumor therapy have been on the rise. China, the United States, and India are the top three countries in terms of output. The research hotspots can be clustered into three major directions: “Polysaccharide-based nanocarriers and tumor-targeted delivery”, “Polysaccharide-mediated drug delivery systems and efficacy enhancement”, and “Polysaccharide anti-tumor mechanisms and tumor treatment effects”. Current research focuses on nanocarrier construction, targeted delivery mechanisms, and exploration of the anti-tumor activity of natural polysaccharides.

Conclusion

Research on polysaccharide-based anti-tumor therapy is steadily developing and has a cross-disciplinary characteristic. Based on the analysis of the research dynamics in this field, this study not only further validates and highlights the anti-tumor potential of polysaccharides, but also clearly indicates that future research will focus on precision medicine, combined treatment, and green synthesis technologies, providing key references for promoting clinical innovation and transformation in tumor treatment.
目的多糖作为具有抗肿瘤潜力的天然生物活性大分子,在传统肿瘤治疗方法有限的情况下成为研究热点。然而,目前缺乏系统的综述和对该领域以多糖为基础的抗肿瘤治疗的未来趋势的明确描述。为了填补这一空白,本研究旨在利用文献计量学方法分析研究热点和趋势,为促进临床翻译提供支持。方法从Web of Science数据库中检索相关文献,可视化分析年发表量、国家/机构合作模式、研究热点等关键指标。结果全球多糖类抗肿瘤药物的研究文献呈上升趋势。中国、美国和印度是产量最高的三个国家。研究热点可集中在“基于多糖的纳米载体与肿瘤靶向递送”、“多糖介导的药物递送系统与功效增强”和“多糖抗肿瘤机制与肿瘤治疗作用”三大方向。目前的研究主要集中在天然多糖的纳米载体构建、靶向递送机制以及抗肿瘤活性的探索等方面。结论以多糖为基础的抗肿瘤治疗研究正在稳步发展,具有跨学科的特点。在分析该领域研究动态的基础上,本研究不仅进一步验证和凸显了多糖的抗肿瘤潜力,也明确了未来的研究方向将集中在精准医疗、联合治疗、绿色合成技术等方面,为推动肿瘤治疗的临床创新和转型提供关键参考。
{"title":"Global research hotspots and trends in polysaccharide anti-tumor therapy: A systematic bibliometric analysis and review","authors":"Yuyang Su ,&nbsp;Weiqing Qian ,&nbsp;Xiaohan Cao ,&nbsp;Hongying Wang ,&nbsp;Xiaocan Lei ,&nbsp;Weidong Gong ,&nbsp;Jialin Hu","doi":"10.1016/j.jafr.2026.102635","DOIUrl":"10.1016/j.jafr.2026.102635","url":null,"abstract":"<div><h3>Objective</h3><div>Polysaccharides, as natural bioactive macromolecules with anti-tumor potential, have become a research hotspot in the context of limited traditional cancer treatment methods. However, there is a lack of systematic reviews and clear delineation of future trends in this field regarding polysaccharide-based anti-tumor therapy. To fill this gap, this study aims to analyze the research hotspots and trends using bibliometric methods, providing support for promoting clinical translation.</div></div><div><h3>Method</h3><div>Relevant literature was retrieved from the Web of Science database, and key indicators such as annual publication volume, national/institutional collaboration models, and research hotspots were visually analyzed.</div></div><div><h3>Result</h3><div>The global publications on polysaccharide-based anti-tumor therapy have been on the rise. China, the United States, and India are the top three countries in terms of output. The research hotspots can be clustered into three major directions: “Polysaccharide-based nanocarriers and tumor-targeted delivery”, “Polysaccharide-mediated drug delivery systems and efficacy enhancement”, and “Polysaccharide anti-tumor mechanisms and tumor treatment effects”. Current research focuses on nanocarrier construction, targeted delivery mechanisms, and exploration of the anti-tumor activity of natural polysaccharides.</div></div><div><h3>Conclusion</h3><div>Research on polysaccharide-based anti-tumor therapy is steadily developing and has a cross-disciplinary characteristic. Based on the analysis of the research dynamics in this field, this study not only further validates and highlights the anti-tumor potential of polysaccharides, but also clearly indicates that future research will focus on precision medicine, combined treatment, and green synthesis technologies, providing key references for promoting clinical innovation and transformation in tumor treatment.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102635"},"PeriodicalIF":6.2,"publicationDate":"2026-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145979564","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of Agriculture and Food Research
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