首页 > 最新文献

Journal of Agriculture and Food Research最新文献

英文 中文
Revealing the impact of different drying methods on the metabolites and bioactivities of Elsholtzia rugulosa based on untargeted metabolomics combined with chemometrics 基于非靶向代谢组学与化学计量学相结合的方法,揭示不同干燥方式对黑草代谢物及生物活性的影响
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-03-01 Epub Date: 2026-01-14 DOI: 10.1016/j.jafr.2026.102668
Lijuan Zhang , Peifeng Zhu , Peng Zhang , Afsar Khan , Huixi Su , Qiong Jin , Junying Huang , Lu Liu
Elsholtzia rugulosa Hemsl., a plant with a long history of use as an herbal tea, a honey source, and a folk medicine, is widely distributed in Southwest China. To investigate the effect of various drying approaches on the metabolites and biological activities of E. rugulosa, this study applied an untargeted metabolomics approach, utilizing ultra-performance liquid chromatography quadrupole time-of-flight mass spectrometry (UPLC-Q-TOF-MS) and gas chromatography-mass spectrometry (GC-MS), combined with chemometric analysis of the experimental data. The results indicated that vacuum freeze drying (VFD) yielded the highest contents of total phenols, total flavonoids, and total triterpenoids. In contrast, shade drying (SD) was more effective in preserving total proteins and soluble total sugars; while hot air drying (HAD) resulted in the most abundant volatile metabolites. Dattelic acid and epigallocatechin were identified as the most significantly differential metabolites in E. rugulosa among the three drying methods. Additionally, comparative analysis of metabolic pathways identified flavonoid biosynthesis as the core differentially enriched pathway among various metabolites, underscoring its significance in the metabolic response to drying. Compared with SD and HAD, the VFD resulted in samples with superior inhibitory activities against α-glucosidase, α-amylase, and lipase. For α-glucosidase, α-amylase, and lipase, five differential metabolites were selected as targets for molecular docking studies, all of which exhibited high binding affinities towards their respective receptors. These findings provide a scientific basis for optimizing processing strategies to enhance the health-promoting properties of E. rugulosa. Furthermore, this study offers a systematic insight into the metabolic characteristics and variations in E. rugulosa under three different drying methods, providing a crucial scientific basis for future process-optimization and targeted exploration of bioactive constituents.
Elsholtzia rugulosa Hemsl。它是一种历史悠久的植物,被用作凉茶、蜂蜜和民间药物,广泛分布在中国西南地区。为了研究不同干燥方式对蓝草代谢物和生物活性的影响,本研究采用非靶向代谢组学方法,利用超高效液相色谱-四极杆飞行时间质谱(UPLC-Q-TOF-MS)和气相色谱-质谱(GC-MS),结合化学计量学分析实验数据。结果表明,真空冷冻干燥的总酚、总黄酮和总三萜含量最高。遮荫干燥对总蛋白和可溶性总糖的保存效果较好;而热风干燥(HAD)产生的挥发性代谢物最多。结果表明,三种干燥方法中,散子酸和表没食子儿茶素的代谢物差异最大。此外,代谢途径的比较分析发现,黄酮类生物合成是各种代谢物中差异富集的核心途径,强调了其在干燥代谢响应中的重要意义。与SD和HAD相比,VFD对α-葡萄糖苷酶、α-淀粉酶和脂肪酶具有更强的抑制活性。对于α-葡萄糖苷酶、α-淀粉酶和脂肪酶,我们选择了5种差异代谢物作为分子对接研究的靶点,它们都对各自的受体具有很高的结合亲和力。这些研究结果为优化炮制策略以提高金丝莲的保健功效提供了科学依据。此外,本研究还系统地揭示了三种不同干燥方法下黑松叶的代谢特性及其变化,为后续工艺优化和有针对性地发掘其生物活性成分提供了重要的科学依据。
{"title":"Revealing the impact of different drying methods on the metabolites and bioactivities of Elsholtzia rugulosa based on untargeted metabolomics combined with chemometrics","authors":"Lijuan Zhang ,&nbsp;Peifeng Zhu ,&nbsp;Peng Zhang ,&nbsp;Afsar Khan ,&nbsp;Huixi Su ,&nbsp;Qiong Jin ,&nbsp;Junying Huang ,&nbsp;Lu Liu","doi":"10.1016/j.jafr.2026.102668","DOIUrl":"10.1016/j.jafr.2026.102668","url":null,"abstract":"<div><div><em>Elsholtzia rugulosa</em> Hemsl., a plant with a long history of use as an herbal tea, a honey source, and a folk medicine, is widely distributed in Southwest China. To investigate the effect of various drying approaches on the metabolites and biological activities of <em>E. rugulosa</em>, this study applied an untargeted metabolomics approach, utilizing ultra-performance liquid chromatography quadrupole time-of-flight mass spectrometry (UPLC-Q-TOF-MS) and gas chromatography-mass spectrometry (GC-MS), combined with chemometric analysis of the experimental data. The results indicated that vacuum freeze drying (VFD) yielded the highest contents of total phenols, total flavonoids, and total triterpenoids. In contrast, shade drying (SD) was more effective in preserving total proteins and soluble total sugars; while hot air drying (HAD) resulted in the most abundant volatile metabolites. Dattelic acid and epigallocatechin were identified as the most significantly differential metabolites in <em>E. rugulosa</em> among the three drying methods. Additionally, comparative analysis of metabolic pathways identified flavonoid biosynthesis as the core differentially enriched pathway among various metabolites, underscoring its significance in the metabolic response to drying. Compared with SD and HAD, the VFD resulted in samples with superior inhibitory activities against <em>α</em>-glucosidase, <em>α</em>-amylase, and lipase. For <em>α</em>-glucosidase, <em>α</em>-amylase, and lipase, five differential metabolites were selected as targets for molecular docking studies, all of which exhibited high binding affinities towards their respective receptors. These findings provide a scientific basis for optimizing processing strategies to enhance the health-promoting properties of <em>E. rugulosa</em>. Furthermore, this study offers a systematic insight into the metabolic characteristics and variations in <em>E. rugulosa</em> under three different drying methods, providing a crucial scientific basis for future process-optimization and targeted exploration of bioactive constituents.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102668"},"PeriodicalIF":6.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145979563","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
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 : 2026-03-01 Epub 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。
{"title":"UAV-based integration of RGB, thermal, and structural features with machine learning for multi-class basal stem rot (BSR) severity detection in oil palm","authors":"N.A. Husin ,&nbsp;N.A.H.M. Baktiar ,&nbsp;V.U. Tagang ,&nbsp;S. Khairunniza–Bejo ,&nbsp;M.F.M. Yusuf","doi":"10.1016/j.jafr.2026.102660","DOIUrl":"10.1016/j.jafr.2026.102660","url":null,"abstract":"<div><div>Basal Stem Rot (BSR) caused by <em>Ganoderma boninense</em> 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.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102660"},"PeriodicalIF":6.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145979565","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
Effects of tillage reversal and crop rotation on soil health and soil organic carbon fractions and stocks in wheat-based cropping systems under dryland Morocco 摩洛哥旱地小麦轮作制度对土壤健康和土壤有机碳组分及储量的影响
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-03-01 Epub Date: 2026-01-05 DOI: 10.1016/j.jafr.2026.102641
Massamba Diop , Khalil El Mejahed , Salvador Francisco Acuña-Guzman , Harun Cicek , Aziz Zine El Abidine , Mohamed El Gharous , Adnane Beniaich
Tillage and cropping systems can strongly influence soil health and soil organic carbon (SOC). We carried out an integrative study on the effects of permanent shifting from no-tillage (NT) to reduced tillage (RT) and crop rotation on soil health indicators, soil organic carbon (SOC) fractions and stocks, and soil health index (SHI) in a semi-arid Mediterranean environment. A rainfed field experiment including 12-year continuous NT (“NT12”) and 7-year NT converted to 5-year RT (“NT7RT5”, i.e., tillage reversal), both combined with three wheat-based diversified crop rotations (DCRs), was conducted. A 12-year continuous conventional tillage (“CT12”) system under wheat monoculture served as a reference. Soil samples were collected at 0–7.5, 7.5–15, and 15–30 cm depths. SOC fractions included particulate organic carbon (POC) and mineral-associated organic carbon (MAOC). Compared to continuous NT (i.e., NT12), tillage reversal from NT to RT (i.e., NT7RT5) did not affect the contents of SOC and its fractions and SOC stocks at 0–30 cm but modified the vertical distribution of SOC and its fractions, with NT7RT5 having lower contents of SOC (1.74 %) and POC (0.65 %) at 0–7.5 cm but greater contents of SOC (1.68 %) and MAOC (1.05 %) at 7.5–15 cm and higher POC content (0.70 %) at 15–30 cm; NT7RT5 lowered the available water capacity (−18 %) and increased total nitrogen (+8 %) at 0–30 cm; but SHI values at 0–30 cm were comparable between NT12 (0.5) and NT7RT5 (0.54). Under NT12 and NT7RT5, crop rotation influenced total nitrogen, cation exchange capacity, bulk density, and total porosity, with “Rotation 3”, including wheat, pea, triticale, and faba bean, showing the best results. Despite having higher nutrient (N-P-K) inputs, CT12 resulted in lower SOC content (1.16 %) and stock (45.2 Mg C ha-1) and POC content (0.31 %) at 0-30 cm compared to the cropping systems in NT12 and NT7RT5. These results: i) provide evidence on the possibility of shifting from long-term NT to RT without harming, in the short term, the overall soil health status and SOC storage in the topsoil (0-30 cm), but with the risk of reducing water retention in the soil, which may penalize crop productivity; ii) suggest that Rotation 3 could be recommended in the study region and similar Mediterranean areas for improving certain soil health attributes; and iii) confirm the soil and carbon benefits of conservation tillage (NT, RT) coupled with DCRs.
耕作和种植制度对土壤健康和土壤有机碳(SOC)具有重要影响。以地中海半干旱地区为研究对象,研究了免耕减耕和轮作对土壤健康指标、土壤有机碳(SOC)组分和储量以及土壤健康指数(SHI)的影响。采用3种以小麦为基础的多样化轮作(DCRs),进行了12年连续免耕(NT12)和7年免耕转5年免耕(NT7RT5)的旱作试验。以小麦单一栽培下12年常规连续耕作(CT12)制度为参考。土壤取样深度分别为0 ~ 7.5、7.5 ~ 15和15 ~ 30 cm。土壤有机碳组分包括颗粒有机碳(POC)和矿物伴生有机碳(MAOC)。与连续NT(即NT12)相比,NT转RT(即NT7RT5)对0 ~ 30 cm土壤有机碳及其组分含量和有机碳储量没有影响,但改变了有机碳及其组分的垂直分布,其中NT7RT5在0 ~ 7.5 cm土壤有机碳含量(1.74%)和POC含量(0.65%)较低,而在7.5 ~ 15 cm土壤有机碳含量(1.68%)和MAOC含量(1.05%)较高,15 ~ 30 cm土壤POC含量较高(0.70%);NT7RT5降低了0 ~ 30 cm有效水量(- 18%),增加了总氮(+ 8%);但0 ~ 30 cm的SHI值在NT12(0.5)和NT7RT5(0.54)之间具有可比性。在NT12和NT7RT5条件下,作物轮作对土壤全氮、阳离子交换量、容重和总孔隙度均有影响,以“轮作3”小麦、豌豆、小黑麦和蚕豆效果最好。尽管CT12的养分(N-P-K)投入较高,但与NT12和NT7RT5相比,CT12在0-30 cm处的有机碳含量(1.16%)、存量(45.2 Mg cha -1)和POC含量(0.31%)较低。这些结果表明:1)短期内,从长期耕地向全耕地转变不会损害土壤整体健康状况和表层土壤(0 ~ 30 cm)有机碳储量,但有降低土壤保水能力的风险,这可能会影响作物生产力;ii)建议在研究区域和类似的地中海地区推荐第三轮,以改善某些土壤健康属性;iii)确认保护性耕作(NT, RT)与dcr相结合的土壤和碳效益。
{"title":"Effects of tillage reversal and crop rotation on soil health and soil organic carbon fractions and stocks in wheat-based cropping systems under dryland Morocco","authors":"Massamba Diop ,&nbsp;Khalil El Mejahed ,&nbsp;Salvador Francisco Acuña-Guzman ,&nbsp;Harun Cicek ,&nbsp;Aziz Zine El Abidine ,&nbsp;Mohamed El Gharous ,&nbsp;Adnane Beniaich","doi":"10.1016/j.jafr.2026.102641","DOIUrl":"10.1016/j.jafr.2026.102641","url":null,"abstract":"<div><div>Tillage and cropping systems can strongly influence soil health and soil organic carbon (SOC). We carried out an integrative study on the effects of permanent shifting from no-tillage (NT) to reduced tillage (RT) and crop rotation on soil health indicators, soil organic carbon (SOC) fractions and stocks, and soil health index (SHI) in a semi-arid Mediterranean environment. A rainfed field experiment including 12-year continuous NT (“NT12”) and 7-year NT converted to 5-year RT (“NT7RT5”, i.e., tillage reversal), both combined with three wheat-based diversified crop rotations (DCRs), was conducted. A 12-year continuous conventional tillage (“CT12”) system under wheat monoculture served as a reference. Soil samples were collected at 0–7.5, 7.5–15, and 15–30 cm depths. SOC fractions included particulate organic carbon (POC) and mineral-associated organic carbon (MAOC). Compared to continuous NT (i.e., NT12), tillage reversal from NT to RT (i.e., NT7RT5) did not affect the contents of SOC and its fractions and SOC stocks at 0–30 cm but modified the vertical distribution of SOC and its fractions, with NT7RT5 having lower contents of SOC (1.74 %) and POC (0.65 %) at 0–7.5 cm but greater contents of SOC (1.68 %) and MAOC (1.05 %) at 7.5–15 cm and higher POC content (0.70 %) at 15–30 cm; NT7RT5 lowered the available water capacity (−18 %) and increased total nitrogen (+8 %) at 0–30 cm; but SHI values at 0–30 cm were comparable between NT12 (0.5) and NT7RT5 (0.54). Under NT12 and NT7RT5, crop rotation influenced total nitrogen, cation exchange capacity, bulk density, and total porosity, with “Rotation 3”, including wheat, pea, triticale, and faba bean, showing the best results. Despite having higher nutrient (N-P-K) inputs, CT12 resulted in lower SOC content (1.16 %) and stock (45.2 Mg C ha<sup>-1</sup>) and POC content (0.31 %) at 0-30 cm compared to the cropping systems in NT12 and NT7RT5. These results: i) provide evidence on the possibility of shifting from long-term NT to RT without harming, in the short term, the overall soil health status and SOC storage in the topsoil (0-30 cm), but with the risk of reducing water retention in the soil, which may penalize crop productivity; ii) suggest that Rotation 3 could be recommended in the study region and similar Mediterranean areas for improving certain soil health attributes; and iii) confirm the soil and carbon benefits of conservation tillage (NT, RT) coupled with DCRs.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102641"},"PeriodicalIF":6.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145979487","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
Crop disease surveillance through integration of machine and deep learning in the face of climate change 面对气候变化,通过机器和深度学习的整合进行作物病害监测
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-03-01 Epub Date: 2026-01-30 DOI: 10.1016/j.jafr.2026.102733
Avneet Kaur , Gurjit S. Randhawa , Aitazaz A. Farooque , Mumtaz Ali , Harmanpreet Singh , Khalil Al-Mughrabi , Dave Bell , Rajandeep Singh
Early detection of potato plant diseases is vital for agricultural productivity, plants, economy, and human health. Preventing disease spread minimizes agricultural losses and safeguard food production. Potatoes are a major food source worldwide, and reduced production could contribute to food insecurity. Precise and automatic plant disease detection represents a fundamental research topic. This study focuses on detecting potato disease risk associated with Early Blight (EB) and Gray Mold (GM) spores under the influence of dynamic climate. The aim of this study is to utilize Deep Learning (DL) and Machine Learning (ML) technologies for the disease detection of infected and healthy potato plants in Atlantic Canada, for Prince Edward Island (PEI) and New Brunswick (NB); and United States (U.S.), for Maine, to mitigate agricultural losses. The novel potato dataset used in the study comprised 5630 instances, with 1482 instances from PEI, 3032 from NB, and 1116 from Maine. A hybrid Artificial Neural Network - Random Forest (ANN-RF) is implemented model for binary disease classification, where the presence of EB or GM spores is considered as a single ‘diseased’ class. The hybrid ANN-RF model yields testing accuracy of 91 % for PEI, 86.5 % for NB, 88.4 % for Atlantic Canada, 84 % for Maine, and 87.5 % for combined data, with training accuracy of 97 %, 94.7 %, 91 %, 94.5 %, and 91 %, respectively, and log loss values under 0.4. These results highlight the potential of the developed model for disease detection in potato crops based on historical spore and weather data. The research findings examine potato diseases across multiple regions, uncovering geographical dissimilarities that shape disease prevalence, patterns, and management effectiveness. The study emphasizes the effectiveness of the hybrid model for predicting the likelihood of potato disease based on pathogenic spores, demonstrating the importance of AI in enhancing agricultural productivity, pesticide inventory control, and promoting sustainable farming practices.
马铃薯病害的早期发现对农业生产力、植物、经济和人类健康至关重要。预防疾病传播可最大限度地减少农业损失,保障粮食生产。土豆是世界范围内的主要食物来源,产量减少可能导致粮食不安全。植物病害的精确自动检测是一个基础性的研究课题。研究了动态气候条件下马铃薯早疫病(EB)和灰霉病(GM)孢子相关病害风险的检测。本研究的目的是利用深度学习(DL)和机器学习(ML)技术对加拿大大西洋爱德华王子岛(PEI)和新不伦瑞克省(NB)的感染和健康马铃薯植物进行疾病检测;以及美国(U.S.)的缅因州,以减轻农业损失。研究中使用的新马铃薯数据集包括5630个实例,其中1482个来自PEI, 3032个来自NB, 1116个来自缅因州。采用混合人工神经网络-随机森林(ANN-RF)模型进行二元疾病分类,其中EB或GM孢子的存在被认为是单一的“患病”类别。混合ANN-RF模型对PEI的测试准确率为91%,NB为86.5%,加拿大大西洋地区为88.4%,缅因州为84%,组合数据为87.5%,训练准确率分别为97%,94.7%,91%,94.5%和91%,对数损失值低于0.4。这些结果突出了基于历史孢子和天气数据的马铃薯作物疾病检测模型的潜力。研究结果检查了多个地区的马铃薯疾病,揭示了影响疾病流行、模式和管理有效性的地理差异。该研究强调了基于致病孢子的杂交模型在预测马铃薯患病可能性方面的有效性,证明了人工智能在提高农业生产力、农药库存控制和促进可持续农业实践方面的重要性。
{"title":"Crop disease surveillance through integration of machine and deep learning in the face of climate change","authors":"Avneet Kaur ,&nbsp;Gurjit S. Randhawa ,&nbsp;Aitazaz A. Farooque ,&nbsp;Mumtaz Ali ,&nbsp;Harmanpreet Singh ,&nbsp;Khalil Al-Mughrabi ,&nbsp;Dave Bell ,&nbsp;Rajandeep Singh","doi":"10.1016/j.jafr.2026.102733","DOIUrl":"10.1016/j.jafr.2026.102733","url":null,"abstract":"<div><div>Early detection of potato plant diseases is vital for agricultural productivity, plants, economy, and human health. Preventing disease spread minimizes agricultural losses and safeguard food production. Potatoes are a major food source worldwide, and reduced production could contribute to food insecurity. Precise and automatic plant disease detection represents a fundamental research topic. This study focuses on detecting potato disease risk associated with Early Blight (EB) and Gray Mold (GM) spores under the influence of dynamic climate. The aim of this study is to utilize Deep Learning (DL) and Machine Learning (ML) technologies for the disease detection of infected and healthy potato plants in Atlantic Canada, for Prince Edward Island (PEI) and New Brunswick (NB); and United States (U.S.), for Maine, to mitigate agricultural losses. The novel potato dataset used in the study comprised 5630 instances, with 1482 instances from PEI, 3032 from NB, and 1116 from Maine. A hybrid Artificial Neural Network - Random Forest (ANN-RF) is implemented model for binary disease classification, where the presence of EB or GM spores is considered as a single ‘diseased’ class. The hybrid ANN-RF model yields testing accuracy of 91 % for PEI, 86.5 % for NB, 88.4 % for Atlantic Canada, 84 % for Maine, and 87.5 % for combined data, with training accuracy of 97 %, 94.7 %, 91 %, 94.5 %, and 91 %, respectively, and log loss values under 0.4. These results highlight the potential of the developed model for disease detection in potato crops based on historical spore and weather data. The research findings examine potato diseases across multiple regions, uncovering geographical dissimilarities that shape disease prevalence, patterns, and management effectiveness. The study emphasizes the effectiveness of the hybrid model for predicting the likelihood of potato disease based on pathogenic spores, demonstrating the importance of AI in enhancing agricultural productivity, pesticide inventory control, and promoting sustainable farming practices.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102733"},"PeriodicalIF":6.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146189180","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
Biochar-amended soils enhance drought resilience in lettuce: Integrating Hyperspectral Imaging (HSI) and CNN-based moisture prediction 生物炭改良土壤增强生菜抗旱性:整合高光谱成像(HSI)和基于cnn的水分预测
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-03-01 Epub Date: 2026-01-23 DOI: 10.1016/j.jafr.2026.102711
Ruogu Tang , Ashish Reddy Mulaka , Wenxin Rong , Xu Yuan , Yin Bao , Juzhong Tan
The increasing frequency and severity of drought events threaten global food security by degrading soil fertility and reducing crop yields. In this study, we employed biochar as a soil amendment to improve soil water-holding capacity and support plant growth under limited irrigation. While biochar offers a practical means to enhance crop performance, its evaluation has traditionally relied on destructive, labor-intensive measurements. Although we confirmed the positive effects of biochar through experimental assessments, we recognized the need for a rapid, non-destructive method to evaluate drought resilience under reduced irrigation more efficiently. To address this demand, we integrated biochar amendments with hyperspectral imaging (HSI) and convolutional neural network (CNN) modeling into a unified agronomic-computational framework. Corn-stalk-derived biochars, produced at 350 °C, 550 °C, and 700 °C and applied at 1 %, 3 %, 5 wt%, by weight, were tested in lettuce under well-watered and water-stressed conditions. Under drought stress, highly pyrolyzed biochars (CSB550 and CSB700) at 5 wt% increased fresh biomass by 33.2 %, plant height by 29.8 %, and leaf moisture content by 5.63 % relative to the drought-stressed control without biochar amendment, while improving soil moisture retention by up to 24 %. Leveraging HSI's rich spectral signatures and CNN's ability to model complex, non-linear relationships, plant moisture content was predicted with an R2 of 0.93 and RMSE of 0.28 %, closely matching destructive measurements. This integrated approach delivers both a practical soil management strategy to mitigate drought impacts and a scalable, high-throughput tool for real-time crop water monitoring, supporting precision irrigation and climate-resilient agriculture.
干旱事件日益频繁和严重,导致土壤肥力退化和作物减产,从而威胁到全球粮食安全。本研究采用生物炭作为土壤改良剂,在有限灌溉条件下提高土壤持水能力,支持植物生长。虽然生物炭提供了一种提高作物性能的实用手段,但其评估传统上依赖于破坏性的、劳动密集型的测量。虽然我们通过实验评估确认了生物炭的积极作用,但我们认识到需要一种快速、非破坏性的方法来更有效地评估减少灌溉下的抗旱能力。为了满足这一需求,我们将生物炭修正与高光谱成像(HSI)和卷积神经网络(CNN)建模整合到统一的农学计算框架中。在350°C、550°C和700°C条件下生产的玉米秸秆衍生生物炭,分别以重量1%、3%和5wt %的比例施用,在水分充足和缺水的条件下在生菜中进行试验。在干旱胁迫下,高热解生物炭(CSB550和CSB700)在5 wt%的浓度下比未添加生物炭的干旱胁迫对照增加了33.2%的新鲜生物量、29.8%的株高和5.63%的叶片含水量,同时提高了24%的土壤保水能力。利用HSI丰富的光谱特征和CNN模拟复杂非线性关系的能力,预测植物水分含量的R2为0.93,RMSE为0.28%,与破坏性测量结果密切匹配。这种综合方法既提供了减轻干旱影响的实用土壤管理策略,又提供了可扩展的高通量实时作物水分监测工具,支持精准灌溉和气候适应型农业。
{"title":"Biochar-amended soils enhance drought resilience in lettuce: Integrating Hyperspectral Imaging (HSI) and CNN-based moisture prediction","authors":"Ruogu Tang ,&nbsp;Ashish Reddy Mulaka ,&nbsp;Wenxin Rong ,&nbsp;Xu Yuan ,&nbsp;Yin Bao ,&nbsp;Juzhong Tan","doi":"10.1016/j.jafr.2026.102711","DOIUrl":"10.1016/j.jafr.2026.102711","url":null,"abstract":"<div><div>The increasing frequency and severity of drought events threaten global food security by degrading soil fertility and reducing crop yields. In this study, we employed biochar as a soil amendment to improve soil water-holding capacity and support plant growth under limited irrigation. While biochar offers a practical means to enhance crop performance, its evaluation has traditionally relied on destructive, labor-intensive measurements. Although we confirmed the positive effects of biochar through experimental assessments, we recognized the need for a rapid, non-destructive method to evaluate drought resilience under reduced irrigation more efficiently. To address this demand, we integrated biochar amendments with hyperspectral imaging (HSI) and convolutional neural network (CNN) modeling into a unified agronomic-computational framework. Corn-stalk-derived biochars, produced at 350 °C, 550 °C, and 700 °C and applied at 1 %, 3 %, 5 wt%, by weight, were tested in lettuce under well-watered and water-stressed conditions. Under drought stress, highly pyrolyzed biochars (CSB550 and CSB700) at 5 wt% increased fresh biomass by 33.2 %, plant height by 29.8 %, and leaf moisture content by 5.63 % relative to the drought-stressed control without biochar amendment, while improving soil moisture retention by up to 24 %. Leveraging HSI's rich spectral signatures and CNN's ability to model complex, non-linear relationships, plant moisture content was predicted with an R<sup>2</sup> of 0.93 and RMSE of 0.28 %, closely matching destructive measurements. This integrated approach delivers both a practical soil management strategy to mitigate drought impacts and a scalable, high-throughput tool for real-time crop water monitoring, supporting precision irrigation and climate-resilient agriculture.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102711"},"PeriodicalIF":6.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146078682","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
Navigating sustainability transitions in China's dairy sector: Insights from a multi-dimensional driver analysis 引导中国乳制品行业的可持续转型:来自多维驱动因素分析的见解
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-03-01 Epub Date: 2026-01-27 DOI: 10.1016/j.jafr.2026.102723
Linshan Lin , Philipp Mennig , Roberto Villalba , Johannes Sauer
China's demand for animal-sourced foods has risen quickly as dietary patterns shift, which has added to environmental pressure. Sustainable dairy production depends not only on natural resource endowments but also on macro-level socio-economic development, meso-level market mechanisms, and farm-level industrialization and resource investment. However, few studies have examined how these drivers interact with one another. In this study, we employ structural equation modeling (SEM) and panel data from 29 Chinese provinces (2006–2022) to build a framework of multidimensional drivers and analyze the spatiotemporal changes in milk production and its associated environmental costs. We find that growing regional gaps in milk output and environmental impacts are driven mainly by socioeconomic growth and dairy industrialization, rather than by natural endowments. Fresh milk supply also remains highly uneven: in more developed regions, demand has grown much faster than local production. For most drivers, increases in milk production are larger than the extra environmental burdens they create. Resource investment is the main exception: its pollution effect is about 1.5 times its production benefit. Although technological and managerial progress has slowed the rise in environmental costs, industrialization has not fully offset the pressure caused by more intensive use of feed and energy. These findings suggest that future policy should focus on improving feed and energy efficiency, better balancing regional supply and demand, and promoting cleaner industrialization with joint carbon–nitrogen management. Overall, the study provides evidence for more sustainable dairy development and context-specific policy design, offering insights into improving agricultural sustainability and resource efficiency in line with the Sustainable Development Goals.
随着饮食模式的转变,中国对动物性食品的需求迅速上升,这加大了环境压力。奶业的可持续生产不仅取决于自然资源禀赋,还取决于宏观社会经济发展、中观市场机制、养殖场工业化和资源投资。然而,很少有研究调查这些驱动因素是如何相互作用的。本研究采用结构方程模型(SEM)和中国29个省份(2006-2022)的面板数据,构建了多维驱动因素框架,分析了牛奶生产及其相关环境成本的时空变化。我们发现,不断扩大的牛奶产量和环境影响的区域差距主要是由社会经济增长和乳制品工业化驱动的,而不是由自然禀赋驱动的。鲜奶供应也仍然高度不均衡:在较发达地区,需求的增长远远快于当地生产的增长。对于大多数司机来说,牛奶产量的增加比它们造成的额外环境负担更大。资源投资是主要的例外:其污染效应约为其生产效益的1.5倍。虽然技术和管理方面的进步减缓了环境成本的上升,但工业化并没有完全抵消饲料和能源的更密集使用所造成的压力。这些发现表明,未来的政策应侧重于提高饲料和能源效率,更好地平衡区域供需,并通过碳氮联合管理促进更清洁的工业化。总体而言,该研究为更可持续的乳业发展和因地制宜的政策设计提供了证据,为根据可持续发展目标提高农业可持续性和资源效率提供了见解。
{"title":"Navigating sustainability transitions in China's dairy sector: Insights from a multi-dimensional driver analysis","authors":"Linshan Lin ,&nbsp;Philipp Mennig ,&nbsp;Roberto Villalba ,&nbsp;Johannes Sauer","doi":"10.1016/j.jafr.2026.102723","DOIUrl":"10.1016/j.jafr.2026.102723","url":null,"abstract":"<div><div>China's demand for animal-sourced foods has risen quickly as dietary patterns shift, which has added to environmental pressure. Sustainable dairy production depends not only on natural resource endowments but also on macro-level socio-economic development, meso-level market mechanisms, and farm-level industrialization and resource investment. However, few studies have examined how these drivers interact with one another. In this study, we employ structural equation modeling (SEM) and panel data from 29 Chinese provinces (2006–2022) to build a framework of multidimensional drivers and analyze the spatiotemporal changes in milk production and its associated environmental costs. We find that growing regional gaps in milk output and environmental impacts are driven mainly by socioeconomic growth and dairy industrialization, rather than by natural endowments. Fresh milk supply also remains highly uneven: in more developed regions, demand has grown much faster than local production. For most drivers, increases in milk production are larger than the extra environmental burdens they create. Resource investment is the main exception: its pollution effect is about 1.5 times its production benefit. Although technological and managerial progress has slowed the rise in environmental costs, industrialization has not fully offset the pressure caused by more intensive use of feed and energy. These findings suggest that future policy should focus on improving feed and energy efficiency, better balancing regional supply and demand, and promoting cleaner industrialization with joint carbon–nitrogen management. Overall, the study provides evidence for more sustainable dairy development and context-specific policy design, offering insights into improving agricultural sustainability and resource efficiency in line with the Sustainable Development Goals.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102723"},"PeriodicalIF":6.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146078691","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
Effect of supplementary flaxseed on growth performance, serum parameters, and nitrogen metabolism in Tibetan sheep fattened in a feedlot 饲粮中添加亚麻籽对育肥藏羊生长性能、血清指标及氮代谢的影响
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-03-01 Epub Date: 2026-01-25 DOI: 10.1016/j.jafr.2026.102715
Huiying Ji , Hualong Chen , Lili Chen , Abraham Allan Degen , Yan Li , Xiuxiu Weng , Yi Ma , Jianwei Zhou
Traditionally, Tibetan sheep grazed natural pasture without supplements, but growth performance was poor. Feedlot finishing was introduced to improve the average daily gain (ADG) rate of these sheep, but there was concern that it may compromise the nutritional value and characteristic meat flavor. Flaxseed, rich in omega-3 polyunsaturated fatty acids, has been reported to improve meat quality and flavor, but its effects on bodyweight change, serum parameters, and nitrogen (N) metabolism in fattening Tibetan sheep remain unclear. This study aimed to address this knowledge gap. Twenty castrated male Tibetan sheep (43.6 ± 2.11 kg) were assigned randomly to a control (CON) group and an 8 % flaxseed-supplemented (FS) (n = 10 per group) for 50 days. CON sheep had greater (P < 0.05) dry matter intake, nitrogen (N) excretion, and N retention, tended to reduce ADG, while feed conversion rate (FCR) and N utilization efficiency did not differ between groups. FS sheep had lesser (P < 0.05) serum concentrations of total protein, globulin, glucose and malondialdehyde, but a greater (P < 0.01) concentration of glutathione peroxidase. Urinary purine derivatives excretion tended to be greater (P < 0.01) in CON than FS sheep, whereas rumen microbial N production, microbial protein synthesis efficiency and renal urea-N reabsorption did not differ between groups. In conclusion, flaxseed tended to reduce growth performance and increase FCR but improved antioxidant capacity without affecting N utilization efficiency in feedlot Tibetan sheep.
传统上,藏羊以天然牧草为食,不加补料,生长性能较差。为了提高这些羊的平均日增重,引入了饲养场育肥,但担心会影响这些羊的营养价值和特色肉味。据报道,亚麻籽富含omega-3多不饱和脂肪酸,可以改善藏羊的肉质和风味,但其对育肥藏羊体重变化、血清参数和氮代谢的影响尚不清楚。本研究旨在解决这一知识差距。选取20只(43.6±2.11 kg)阉割的公藏羊,随机分为对照(CON)组和添加8%亚麻籽(FS)组(每组10只),试验期50 d。CON羊的干物质采食量、氮排泄量和氮滞留量显著增加(P < 0.05),有降低平均日增重的趋势,而饲料系数和氮利用效率各组间无显著差异。FS羊血清总蛋白、球蛋白、葡萄糖和丙二醛浓度较低(P < 0.05),但谷胱甘肽过氧化物酶浓度较高(P < 0.01)。对照组尿嘌呤衍生物排泄量高于对照组(P < 0.01),而组间瘤胃微生物氮产量、微生物蛋白质合成效率和肾脏尿素氮重吸收率无显著差异。综上所述,亚麻籽有降低藏羊生长性能、提高饲料比、提高抗氧化能力的趋势,但不影响氮素利用效率。
{"title":"Effect of supplementary flaxseed on growth performance, serum parameters, and nitrogen metabolism in Tibetan sheep fattened in a feedlot","authors":"Huiying Ji ,&nbsp;Hualong Chen ,&nbsp;Lili Chen ,&nbsp;Abraham Allan Degen ,&nbsp;Yan Li ,&nbsp;Xiuxiu Weng ,&nbsp;Yi Ma ,&nbsp;Jianwei Zhou","doi":"10.1016/j.jafr.2026.102715","DOIUrl":"10.1016/j.jafr.2026.102715","url":null,"abstract":"<div><div>Traditionally, Tibetan sheep grazed natural pasture without supplements, but growth performance was poor. Feedlot finishing was introduced to improve the average daily gain (ADG) rate of these sheep, but there was concern that it may compromise the nutritional value and characteristic meat flavor. Flaxseed, rich in omega-3 polyunsaturated fatty acids, has been reported to improve meat quality and flavor, but its effects on bodyweight change, serum parameters, and nitrogen (N) metabolism in fattening Tibetan sheep remain unclear. This study aimed to address this knowledge gap. Twenty castrated male Tibetan sheep (43.6 ± 2.11 kg) were assigned randomly to a control (CON) group and an 8 % flaxseed-supplemented (FS) (n = 10 per group) for 50 days. CON sheep had greater (<em>P</em> &lt; 0.05) dry matter intake, nitrogen (N) excretion, and N retention, tended to reduce ADG, while feed conversion rate (FCR) and N utilization efficiency did not differ between groups. FS sheep had lesser (<em>P</em> &lt; 0.05) serum concentrations of total protein, globulin, glucose and malondialdehyde, but a greater (<em>P</em> &lt; 0.01) concentration of glutathione peroxidase. Urinary purine derivatives excretion tended to be greater (<em>P</em> &lt; 0.01) in CON than FS sheep, whereas rumen microbial N production, microbial protein synthesis efficiency and renal urea-N reabsorption did not differ between groups. In conclusion, flaxseed tended to reduce growth performance and increase FCR but improved antioxidant capacity without affecting N utilization efficiency in feedlot Tibetan sheep.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102715"},"PeriodicalIF":6.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146078694","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
Impact of extraction methods on the physicochemical and structural characteristics of pomelo peel pectin 提取方法对柚皮果胶理化及结构特性的影响
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-03-01 Epub Date: 2026-01-01 DOI: 10.1016/j.jafr.2026.102631
Danni Lin , Jiaxin Lin , Zhiqing Li , Songlin Zhao , Liping Wang , Yanhong Ran , Hosahalli S. Ramaswamy , Hanying Duan , Weibin Bai , Chao Wang
Four methods (acid extraction (HAE), acid–ultrasound extraction (US–HAE), alkaline extraction (BE), and alkaline–ultrasound extraction (US–BE)) were used to prepare pomelo peel pectins. The effects of these different extraction methods on the physicochemical and structural properties of pomelo peel pectins were investigated. As a result, HAE and US–HAE showed higher yields (9.93 % and 11.72 %) and higher molecular weights (Mws 1756.33 and 1641.43 kDa), while BE and US–BE showed lower yields (5.28 % and 6.79 %) and smaller Mws (912.61 and 806.67 kDa). The purity of US–HAE pectin was 7.62 % higher than that of HAE, and the purity of US–BE was 3.74 % higher than that of BE. Acid-extracted pectins (HAE and US–HAE) exhibited a high degree of esterification (DE), high Mw, predominantly homogalacturonan-rich structures, more linear conformations, and a loose lamellar morphology. By contrast, alkali-extracted pectins (BE and US–BE) displayed low DE, low Mw, and high branching, which were characterized by more complex rhamnogalacturonan I side chains and a rough, porous surface. The apparent viscosity, gel strength, and emulsifying properties of the acid-extracted pectins were significantly higher than those of alkali-extracted pectins (p < 0.05). Ultrasound-assisted extraction increased the yield and purity of pectin while reducing its DE and Mw without significantly affecting apparent viscosity or gel strength. Ultrasound treatment promoted GalA accumulation in the primary chain, enhancing linearity and increasing the degree of structural fragmentation. Overall, this study provides a theoretical basis for the high-value utilization of pomelo peel pectin and the design of function-oriented extraction processes.
采用酸提取(HAE)、酸-超声提取(US-HAE)、碱提取(BE)、碱-超声提取(US-BE)四种方法制备柚皮果胶。研究了不同提取方法对柚皮果胶理化性质和结构性质的影响。结果表明,HAE和US-HAE的产率分别为9.93%和11.72%,分子量分别为1756.33和1641.43 kDa, BE和US-BE的产率分别为5.28%和6.79%,分子量分别为912.61和806.67 kDa。US-HAE果胶的纯度比HAE高7.62%,US-BE的纯度比BE高3.74%。酸萃取果胶(HAE和US-HAE)表现出高度的酯化(DE)、高分子量、主要是富含半乳糖醛酸的均质结构、更线性的构象和松散的层状形态。相比之下,碱提果胶(BE和US-BE)表现出低DE、低Mw和高分枝,其特征是更复杂的鼠李糖半乳糖酸I侧链和粗糙的多孔表面。酸提果胶的表观粘度、凝胶强度和乳化性能均显著高于碱提果胶(p < 0.05)。超声辅助提取提高了果胶的得率和纯度,同时降低了果胶的DE和Mw,但对果胶的表观粘度和凝胶强度没有显著影响。超声治疗促进GalA在初级链的积累,增强线性,增加结构破碎程度。综上所述,本研究为柚皮果胶的高价值利用和功能化提取工艺的设计提供了理论依据。
{"title":"Impact of extraction methods on the physicochemical and structural characteristics of pomelo peel pectin","authors":"Danni Lin ,&nbsp;Jiaxin Lin ,&nbsp;Zhiqing Li ,&nbsp;Songlin Zhao ,&nbsp;Liping Wang ,&nbsp;Yanhong Ran ,&nbsp;Hosahalli S. Ramaswamy ,&nbsp;Hanying Duan ,&nbsp;Weibin Bai ,&nbsp;Chao Wang","doi":"10.1016/j.jafr.2026.102631","DOIUrl":"10.1016/j.jafr.2026.102631","url":null,"abstract":"<div><div>Four methods (acid extraction (HAE), acid–ultrasound extraction (US–HAE), alkaline extraction (BE), and alkaline–ultrasound extraction (US–BE)) were used to prepare pomelo peel pectins. The effects of these different extraction methods on the physicochemical and structural properties of pomelo peel pectins were investigated. As a result, HAE and US–HAE showed higher yields (9.93 % and 11.72 %) and higher molecular weights (M<sub>w</sub>s 1756.33 and 1641.43 kDa), while BE and US–BE showed lower yields (5.28 % and 6.79 %) and smaller M<sub>w</sub>s (912.61 and 806.67 kDa). The purity of US–HAE pectin was 7.62 % higher than that of HAE, and the purity of US–BE was 3.74 % higher than that of BE. Acid-extracted pectins (HAE and US–HAE) exhibited a high degree of esterification (DE), high M<sub>w</sub>, predominantly homogalacturonan-rich structures, more linear conformations, and a loose lamellar morphology. By contrast, alkali-extracted pectins (BE and US–BE) displayed low DE, low M<sub>w</sub>, and high branching, which were characterized by more complex rhamnogalacturonan I side chains and a rough, porous surface. The apparent viscosity, gel strength, and emulsifying properties of the acid-extracted pectins were significantly higher than those of alkali-extracted pectins (<em>p</em> &lt; 0.05). Ultrasound-assisted extraction increased the yield and purity of pectin while reducing its DE and M<sub>w</sub> without significantly affecting apparent viscosity or gel strength. Ultrasound treatment promoted GalA accumulation in the primary chain, enhancing linearity and increasing the degree of structural fragmentation. Overall, this study provides a theoretical basis for the high-value utilization of pomelo peel pectin and the design of function-oriented extraction processes.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102631"},"PeriodicalIF":6.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145928732","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
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 : 2026-03-01 Epub 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。
{"title":"Effects of slightly acidic electrolyzed water on the postharvest quality of Ottelia acuminata","authors":"Rui Zhang ,&nbsp;Si-Qi Wang ,&nbsp;Ming-Zhu Li ,&nbsp;Liu Yang ,&nbsp;Shi-Kang Shen","doi":"10.1016/j.jafr.2026.102657","DOIUrl":"10.1016/j.jafr.2026.102657","url":null,"abstract":"<div><div>Freshly harvested vegetables, such as <em>Ottelia acuminata</em>, 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 <em>O. acuminata</em>. 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 <em>O. acuminata</em>, and proposes SAEW as an effective postharvest strategy to reduce spoilage and deterioration and meet consumer demand for high-quality vegetables.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102657"},"PeriodicalIF":6.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145979590","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
Transcriptomic and functional analysis of a polysaccharide from Caulerpa lentillifera with immunostimulatory and antioxidant properties 具有免疫刺激和抗氧化特性的扁豆多糖的转录组学和功能分析
IF 6.2 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2026-03-01 Epub Date: 2025-12-30 DOI: 10.1016/j.jafr.2025.102619
Suphaporn Tesvichian , Apaporn Rodpan , Papassara Sangtanoo , Tanatorn Saisavoey , Anumart Buakeaw , Simab Kanwal , Jatupol Liangsakul , Anek Sopon , Aphichart Karnchanatat , Piroonporn Srimongkol
This study investigates the immunomodulatory and antioxidative potential of SGP31, a sulfated polysaccharide derived from the seaweed Caulerpa lentillifera. Transcriptomic profiling of RAW 264.7 macrophages treated with SGP31 indicated dose-dependent modulation of genes associated with immune responses and oxidative stress regulation. Key genes, including Tnf, Il6, Hmox1, and Txnrd1 were differentially expressed, suggesting activation of inflammatory and antioxidant pathways. Pathway enrichment analysis highlighted signaling networks, including cytokine–cytokine receptor interaction and AGE–RAGE signaling, which may contribute to the observed cellular responses. To validate these transcriptomic findings, qRT-PCR analysis was conducted on selected genes. SGP31 significantly increased the expression of Tnf and Il6 relative to the untreated control, although expression levels remained considerably lower than those induced by LPS, suggesting a moderate immunostimulatory effect. The antioxidant-related gene Hmox1 was markedly upregulated at higher SGP31 concentrations, whereas Nqo1 expression decreased in a concentration-dependent manner. Functional assays revealed no cytotoxicity across the tested concentrations, with cell viability remaining above 88 %. SGP31 also increased nitric oxide (NO) production in a dose-dependent manner, consistent with its immunostimulatory potential. Collectively, these findings suggest that SGP31 can influence both inflammatory cytokines and antioxidant genes in macrophages, supporting its promise as a natural bioactive compound for immune and antioxidant modulation.
本研究探讨了从扁豆藻中提取的硫酸酸化多糖SGP31的免疫调节和抗氧化潜力。SGP31处理RAW 264.7巨噬细胞的转录组学分析表明,与免疫反应和氧化应激调节相关的基因具有剂量依赖性调节。关键基因包括Tnf、Il6、Hmox1和Txnrd1的差异表达,提示炎症和抗氧化途径的激活。通路富集分析强调了信号网络,包括细胞因子-细胞因子受体相互作用和AGE-RAGE信号,这可能有助于观察到的细胞反应。为了验证这些转录组学发现,对选定的基因进行了qRT-PCR分析。与未处理对照组相比,SGP31显著增加了Tnf和il - 6的表达,但表达水平仍远低于LPS诱导的水平,表明SGP31具有适度的免疫刺激作用。抗氧化相关基因Hmox1在高SGP31浓度下显著上调,而Nqo1表达呈浓度依赖性下降。功能分析显示,在不同浓度的测试中没有细胞毒性,细胞活力保持在88%以上。SGP31还以剂量依赖的方式增加一氧化氮(NO)的产生,与其免疫刺激潜力一致。总的来说,这些发现表明SGP31可以影响巨噬细胞中的炎症细胞因子和抗氧化基因,支持其作为免疫和抗氧化调节的天然生物活性化合物的前景。
{"title":"Transcriptomic and functional analysis of a polysaccharide from Caulerpa lentillifera with immunostimulatory and antioxidant properties","authors":"Suphaporn Tesvichian ,&nbsp;Apaporn Rodpan ,&nbsp;Papassara Sangtanoo ,&nbsp;Tanatorn Saisavoey ,&nbsp;Anumart Buakeaw ,&nbsp;Simab Kanwal ,&nbsp;Jatupol Liangsakul ,&nbsp;Anek Sopon ,&nbsp;Aphichart Karnchanatat ,&nbsp;Piroonporn Srimongkol","doi":"10.1016/j.jafr.2025.102619","DOIUrl":"10.1016/j.jafr.2025.102619","url":null,"abstract":"<div><div>This study investigates the immunomodulatory and antioxidative potential of SGP<sub>31</sub>, a sulfated polysaccharide derived from the seaweed <em>Caulerpa lentillifera</em>. Transcriptomic profiling of RAW 264.7 macrophages treated with SGP<sub>31</sub> indicated dose-dependent modulation of genes associated with immune responses and oxidative stress regulation. Key genes, including <em>Tnf, Il6, Hmox1,</em> and <em>Txnrd1</em> were differentially expressed, suggesting activation of inflammatory and antioxidant pathways. Pathway enrichment analysis highlighted signaling networks, including cytokine–cytokine receptor interaction and AGE–RAGE signaling, which may contribute to the observed cellular responses. To validate these transcriptomic findings, qRT-PCR analysis was conducted on selected genes. SGP<sub>31</sub> significantly increased the expression of <em>Tnf</em> and <em>Il6</em> relative to the untreated control, although expression levels remained considerably lower than those induced by LPS, suggesting a moderate immunostimulatory effect. The antioxidant-related gene <em>Hmox1</em> was markedly upregulated at higher SGP<sub>31</sub> concentrations, whereas <em>Nqo1</em> expression decreased in a concentration-dependent manner. Functional assays revealed no cytotoxicity across the tested concentrations, with cell viability remaining above 88 %. SGP<sub>31</sub> also increased nitric oxide (NO) production in a dose-dependent manner, consistent with its immunostimulatory potential. Collectively, these findings suggest that SGP<sub>31</sub> can influence both inflammatory cytokines and antioxidant genes in macrophages, supporting its promise as a natural bioactive compound for immune and antioxidant modulation.</div></div>","PeriodicalId":34393,"journal":{"name":"Journal of Agriculture and Food Research","volume":"26 ","pages":"Article 102619"},"PeriodicalIF":6.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145979545","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
期刊
Journal of Agriculture and Food Research
全部 Geochim. Cosmochim. Acta Communications Earth & Environment Chem. Ecol. Geochem. Trans. Geostand. Geoanal. Res. Clean-Soil Air Water Environmental Claims Journal Environmental Progress GEOLOGY Nat. Geosci. Ocean Modell. Environmental Control in Biology Asia-Pac. J. Atmos. Sci. J. Lumin. Acta Geophys. Jpn. J. Appl. Phys. 航空科学与技术(英文) Environ. Geochem. Health Expert Rev. Mol. Diagn. Yan Ke Xue Bao (Hong Kong) Ocean Dyn. High Pressure Res. ECOLOGY Fossil Rec. Appl. Geochem. J PALAEONTOL SOC IND J. Appl. Phys. J. Earth Sci. EXPERT REV ANTICANC 2011 IEEE 2nd International Conference on Computing, Control and Industrial Engineering Environmental Health Insights Environ. Eng. Res. 2013 IEEE MTT-S International Microwave Workshop Series on RF and Wireless Technologies for Biomedical and Healthcare Applications (IMWS-BIO) 2011 Annual Report Conference on Electrical Insulation and Dielectric Phenomena TECTONICS 电力系统及其自动化学报 Nucl. Sci. Tech. Can. J. Phys. Nucl. Phys. A Curr. Appl Phys. Nat. Phys. Quat. Int. Atmos. Res. PROG PHYS GEOG Int. J. Biometeorol. GEOL BELG LIGHT-SCI APPL Quat. Res. Expert Rev. Clin. Pharmacol. J. Afr. Earth. Sci. Environ. Eng. Sci. Atmos. Chem. Phys. Études Caribéennes Big Earth Data Am. J. Phys. Anthropol. ACTA GEOL POL Aquat. Geochem. J. Hydrol. Acta Oceanolog. Sin. Adv. Atmos. Sci. Aust. J. Earth Sci. Adv. Meteorol. Atmos. Meas. Tech. ACTA PETROL SIN AAPG Bull. J. Atmos. Chem. ARCT ANTARCT ALP RES ATMOSPHERE-BASEL ACTA GEOL SIN-ENGL Org. Geochem. Am. J. Sci. ACTA CARDIOL Annu. Rev. Earth Planet. Sci. ARCHAEOMETRY IZV-PHYS SOLID EART+ Basin Res. Environ. Pollut. Bioavailability BIOGEOSCIENCES Environ. Educ. Res, Ann. Glaciol. Am. Mineral. Environ. Prog. Sustainable Energy Archaeol. Anthropol. Sci. Environ. Eng. Manage. J. High Temp. SPACE WEATHER Acta Geochimica Energy Ecol Environ ECOTOXICOLOGY ECOL RESTOR Polar Sci. Contrib. Plasma Phys. Contrib. Mineral. Petrol. ENVIRON HEALTH-GLOB Chin. Phys. C ERN: Other Microeconomics: General Equilibrium & Disequilibrium Models of Financial Markets (Topic) Commun. Phys. Ecol. Monogr. EUR PHYS J-APPL PHYS Environ. Technol. Innovation
×
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