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Qualitative and quantitative analysis of β-sitosterol marker in virgin camellia oil and virgin olive oil 初榨茶油和初榨橄榄油中β-谷甾醇标记物的定性和定量分析
3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-01-01 DOI: 10.1093/fqsafe/fyad034
Yang Li, Minyu Wu, Liang Zhai, Hui Zhang, Lirong Shen
Abstract Camellia oil and olive oil with superior economic value are easily adulterated with other, cheaper oils. It is difficult to identify both oils by traditional methods because of their similar fatty acid profiles. In the present study, a novel method for qualitative and quantitative analysis of β-sitosterol using GC/MS and GC/FID was developed to identify camellia oil and olive oil. The method validation of β-sitosterol analysis showed good linearity and satisfactory values for recovery, accuracy, precision, and repeatability. The linear regression coefficient (R2) of the calibration curve was 0.9985. An acceptable limit of detection (0.36 mg/100 g) and limit of quantification (1.20 mg/100 g) were achieved. The spiked recoveries were 95.0% to 100.3%. The relative standard deviation (RSD) of within-day precision was less than 3.26%, and the RSD of retention times and peak areas for repeatability were within 0.03% and 1.08%, respectively. The contents of β-sitosterol in virgin camellia oil and virgin olive oil were in the range of 14.1–30.2 mg/100 g and 94.3–173.2 mg/100 g, respectively, indicating that the β-sitosterol content in the former is seven times that in the latter, and β-sitosterol could be a potential marker for the authentication and adulteration detection of both oils.
具有优越经济价值的茶油和橄榄油很容易与其他便宜的油掺假。由于两种油的脂肪酸谱相似,用传统方法很难对其进行鉴别。本研究建立了一种利用GC/MS和GC/FID对β-谷甾醇进行定性和定量分析的新方法,以鉴定油茶油和橄榄油。结果表明:β-谷甾醇分析方法线性良好,回收率、准确度、精密度和重复性良好。校准曲线的线性回归系数(R2)为0.9985。达到了可接受的检测限(0.36 mg/100 g)和定量限(1.20 mg/100 g)。加标回收率为95.0% ~ 100.3%。日内精密度的相对标准偏差(RSD)小于3.26%,重复性保留时间和峰面积的RSD分别小于0.03%和1.08%。初榨茶油和初榨橄榄油中β-谷甾醇的含量分别在14.1 ~ 30.2 mg/100 g和94.3 ~ 173.2 mg/100 g范围内,说明初榨茶油中β-谷甾醇的含量是初榨橄榄油的7倍,β-谷甾醇可作为两种油的鉴别和掺假检测的潜在标记物。
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引用次数: 0
Methods to improve the quality of low-salt meat products: a meta-analysis 提高低盐肉制品质量的方法:荟萃分析
3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-01-01 DOI: 10.1093/fqsafe/fyac076
Jiaxin Yin, Pangzhen Zhang, Zhongxiang Fang
Abstract Low-salt meat (salt content <2%) is gaining popularity for its lower health risks, while the food industry faces technical challenges in improving its quality. Twenty-one studies involving meat quality improvement measures in low-salt meat products were included in this meta-analysis. The outcomes of these studies were assessed to derive conclusions about their effects on meat hardness and cooking losses. The results demonstrated that higher power ultrasound treatments (300–1500 W) significantly increased the hardness of low-salt meat, while a similar outcome was also achieved by low-strength (50–200 MPa) high-pressure processing (HPP) treatment, which was beneficial for alleviating the undesirable too-soft texture of the low-salt meat products. Furthermore, when salt reduction was greater than 50%, the application of ultrasonic treatment and HPP of 50–200 MPa significantly reduced the cooking losses, and the addition of hydrocolloids also increased the cooking yield of the salt-reduced meat products. Among all the interventions, HPP exhibited the most significant effects in low-salt meat quality improvement, which warrants future studies on the combination of this method with salt reduction strategies in the reduction of salt content in processed meat products.
低盐肉(含盐量2%)因其较低的健康风险而越来越受欢迎,而食品工业在提高其质量方面面临着技术挑战。本荟萃分析纳入了21项涉及低盐肉制品肉质改善措施的研究。对这些研究的结果进行了评估,得出了它们对肉硬度和烹饪损失的影响的结论。结果表明,高功率超声处理(300-1500 W)可显著提高低盐肉制品的硬度,而低强度高压处理(50-200 MPa)也可显著提高低盐肉制品的硬度,有利于改善低盐肉制品过软的口感。此外,当盐还原量大于50%时,超声波处理和50-200 MPa HPP的应用显著降低了蒸煮损失,并且水胶体的添加也提高了盐还原肉制品的蒸煮收率。在所有干预措施中,HPP在改善低盐肉质方面表现出最显著的效果,值得未来研究将该方法与减盐策略相结合,以降低加工肉制品中的盐含量。
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引用次数: 2
Critical steps in the production of oil from oilseed to reduce heterocyclic aromatic amines 从油籽中提取油脂的关键步骤是减少杂环芳香胺
3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-01-01 DOI: 10.1093/fqsafe/fyad035
Chen-Xia Zhang, Wei-Wei Ma, Meng-Le Li, Yu-Xiang Ma, Xue-De Wang, Hua-Min Liu
Abstract Contamination by the heterocyclic aromatic amines (HAAs) norharman and harman is one of the risks in vegetable oil production, so oil producers strive to decrease their content in the end products. In this study, the effects of production conditions—specifically, two pretreatment methods (roasting and microwaving), four extraction methods (two pressing and two solvent extraction) and adsorption refining (four absorbents)—of five oils (flaxseed, peanut, rapeseed, sesame, and sunflower seed) were evaluated. The results showed that microwaving as a pretreatment produced significantly fewer HAAs than roasting (P<0.05). After two pretreatments, the HAA content of oils was ranked from high to low as follows: sunflower oil, sesame oil, flaxseed oil, rapeseed oil, and peanut oil. Solvent-extracted oils (9.16–316.73 µg/kg) had fewer HAAs than pressed oils (26.61–633.93 µg/kg). Using adsorbents reduced HAAs in oils from the initial 21.77–484.22 to 0.31–41.58 µg/kg, and the removal rate reached 99.28%. This study provides critical HAA reduction strategies for application in the oil production process to obtain safe final products.
摘要杂环芳香胺(HAAs)对植物油的污染是植物油生产中存在的风险之一,食用油生产企业一直在努力降低其在最终产品中的含量。本研究对亚麻籽、花生、菜籽油、芝麻、葵花籽等5种油脂进行了两种预处理(烘烤和微波)、四种提取(两种压榨和两种溶剂萃取)和吸附精制(四种吸附剂)工艺条件的研究。结果表明,微波预处理产生的HAAs明显少于焙烧(p < 0.05)。经过两次预处理,各油脂的HAA含量由高到低依次为:葵花籽油、芝麻油、亚麻籽油、菜籽油、花生油。溶剂萃取油(9.16 ~ 316.73µg/kg)的HAAs含量低于压榨油(26.61 ~ 633.93µg/kg)。使用吸附剂后,油中HAAs的去除率由21.77 ~ 484.22µg/kg降至0.31 ~ 41.58µg/kg,去除率达到99.28%。该研究为石油生产过程中获得安全的最终产品提供了关键的HAA减少策略。
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引用次数: 0
Naringin, neohesperidin and their corresponding dihydrochalcones as bioactive substances: a symphony of bitter-sweet 作为生物活性物质的柚皮苷、新橙皮苷及其相应的二氢查尔酮:一首苦甜的交响曲
3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-01-01 DOI: 10.1093/fqsafe/fyad036
Ruoqi Wang, Wenwen You, Heng Lin, Yunlin Cao, Changjie Xu, Kunsong Chen, Yilong Liu, Xian Li
Abstract Bitter is generally undesirable, although it is an important part of flavor. Bitter substances exhibit diverse health-promoting activities, which is in line with the famous Chinese saying ‘a good medicine tastes bitter’. Naringin (NAG) and neohesperidin (NHP), two important flavanones that give bitterness to citrus fruits, show various pharmacological activities. Interestingly, their hydrogenation products, i.e. naringin dihydrochalcone (NDC) and neohesperidin dihydrochalcone (NHDC), undergo a dramatic taste shift from bitter to intensely sweet, which can be 300 and 1000 times sweeter than sucrose, respectively. Such sweeteners not only provide a sweet taste without the burden of increased calorie intake and glycemia, but also may exert multiple bioactivities. This review summarizes common dietary bitter and sweet compounds with sensory scores. Taste conversions induced by structural changes from bitter NAG and NHP to sweet NDC and NHDC are particularly discussed. In addition, the taste-sensing mechanisms, pharmacological characteristics, dietary distribution, synthesis, and food industry applications of these bitter–sweet interchangeable compounds are outlined. In conclusion, the bitter NAG and NHP are promising therapeutic candidates for management of diverse etiologically complex diseases while their corresponding dihydrochalcones NDC and NHDC are promising sweeteners, which might be a blessing for those who need to control sugar intake.
虽然苦味是风味的重要组成部分,但它通常是不受欢迎的。苦味物质具有多种促进健康的作用,这符合中国的名言“良药苦口”。柚皮苷(Naringin, NAG)和新橙皮苷(nehesperidin, NHP)是柑橘类水果中产生苦味的两种重要黄酮,具有不同的药理活性。有趣的是,它们的加氢产物,即柚皮苷二氢查尔酮(NDC)和新橙皮苷二氢查尔酮(NHDC),经历了从苦味到强烈甜味的巨大转变,其甜度分别是蔗糖的300倍和1000倍。这类甜味剂不仅提供甜味,而且不会增加热量摄入和血糖,还可能发挥多种生物活性。本文综述了膳食中常见的苦味和甜味化合物的感官评分。特别讨论了从苦味NAG和NHP到甜味NDC和NHDC的结构变化所引起的味觉转换。此外,还概述了这些苦甜可互换化合物的味觉感知机制、药理特性、膳食分布、合成和食品工业应用。总之,苦味NAG和NHP是治疗多种病因复杂疾病的有希望的治疗候选物,而它们对应的二氢查尔酮NDC和NHDC是有希望的甜味剂,这可能是那些需要控制糖摄入量的人的福音。
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引用次数: 0
Correction to: Combinatorial analysis of transcription and metabolism reveals the regulatory network associated with antioxidant substances in waxy corn 对糯玉米的转录和代谢进行组合分析,揭示了与抗氧化物质相关的调控网络
3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-01-01 DOI: 10.1093/fqsafe/fyad040
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引用次数: 0
1-Methylcyclopropene retards pak choi (Brassica rapa subsp. chinensis) yellowing via BcNAC055-, BcMYB44- and BcOBF1-mediated regulation of the key chlorophyll degrading gene BcNYC1 during storage at 20 °C 1-甲基环丙烯通过BcNAC055-、BcMYB44-和BcOBF1介导的关键叶绿素降解基因BcNYC1在20°C下储存期间的调节,延缓小白菜(Brassica rapa subsp.chinensis)的黄化
IF 5.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2022-12-30 DOI: 10.1093/fqsafe/fyac075
Liuli Song, Junping Wang, Haitao Yu, Zhi-fang Yu
The objective of this study was to investigate the molecule regulatory mechanism of 1-MCP treatment on leaf yellowing of pak choi during storage at 20 °C. In the present study, compared with control and 10 μL L -1 ethylene-treated pak choi, 5.0 μL L -1 1-MCP fumigation alleviated the yellowing process of pak choi as proved by the maintenance of higher level of colour, chlorophyll content and appearance. 1-MCP treatment decreased chlorophyll breakdown by down-regulating the activity of chlorophyll-degrading enzymes (chlorophyll b reductase CBR and pheophytinase PPH) and expression of their related genes (BcNYC1 and BcPPH). The application of 1-MCP also inhibited the transcript abundant of ethylene biosynthesis and signal transduction genes (BcACO, BcEIN3 and BcERF), reduced ethylene production, thus helping to keep green colour of pak choi; however, ethylene treatment exerted an opposite function. Meanwhile, three transcription factors BcNAC055, BcMYB44, and BcOBF1 were successfully cloned. Experiments performed using yeast one-hybrid assay, dual-luciferase reporter system and in vivo biolumines-cence imaging assay, confirmed that BcNAC055, BcMYB44, and BcOBF1 directly bound to the BcNYC1 promoter. 1-MCP inhibited the expression levels of BcNAC055, BcMYB44, BcOBF1, and BcNYC1 during storage, while the application of ethylene activated their expression. In conclusion, 1-MCP down-regulated the expression of chlorophyll degradation key genes BcNYC1 via inhibiting the transcript level of its three positively regulators (BcNAC055, BcMYB44, and BcOBF1), lowed the activity of chlorophyll-degrading enzyme CBR, thereby helping mitigate chlorophyll breakdown to retard leaf yellowing in pak choi. The results of this work extend our understanding of 1-MCP-delayed yellowing in postharvest pak choi.
本研究旨在探讨1-MCP处理对白菜20℃贮藏过程中叶片泛黄的分子调控机制。与对照和10 μL L -1乙烯处理的小白菜相比,5.0 μL L -1 1-MCP熏蒸可以缓解小白菜的黄变过程,并保持较高的颜色、叶绿素含量和外观。1-MCP处理通过下调叶绿素降解酶(叶绿素b还原酶CBR和叶绿素酶PPH)的活性及其相关基因(BcNYC1和BcPPH)的表达来降低叶绿素分解。1-MCP的应用抑制了丰富的乙烯生物合成和信号转导基因(BcACO、BcEIN3和BcERF)的转录,减少了乙烯的产生,从而有助于白菜保持绿色;然而,乙烯处理发挥了相反的作用。同时,成功克隆了3个转录因子BcNAC055、BcMYB44和BcOBF1。通过酵母单杂交实验、双荧光素酶报告系统和体内生物荧光成像实验,证实BcNAC055、BcMYB44和BcOBF1直接结合到BcNYC1启动子上。在贮藏过程中,1-MCP抑制了BcNAC055、BcMYB44、BcOBF1和BcNYC1的表达水平,而乙烯则激活了它们的表达。综上所述,1-MCP通过抑制3个正调控因子(BcNAC055、BcMYB44和BcOBF1)的转录水平,下调叶绿素降解关键基因BcNYC1的表达,降低叶绿素降解酶CBR的活性,从而减缓叶绿素分解,延缓小白菜叶片黄变。本研究的结果扩展了我们对采后白菜中1- mcp延迟变黄的理解。
{"title":"1-Methylcyclopropene retards pak choi (Brassica rapa subsp. chinensis) yellowing via BcNAC055-, BcMYB44- and BcOBF1-mediated regulation of the key chlorophyll degrading gene BcNYC1 during storage at 20 °C","authors":"Liuli Song, Junping Wang, Haitao Yu, Zhi-fang Yu","doi":"10.1093/fqsafe/fyac075","DOIUrl":"https://doi.org/10.1093/fqsafe/fyac075","url":null,"abstract":"\u0000 The objective of this study was to investigate the molecule regulatory mechanism of 1-MCP treatment on leaf yellowing of pak choi during storage at 20 °C. In the present study, compared with control and 10 μL L -1 ethylene-treated pak choi, 5.0 μL L -1 1-MCP fumigation alleviated the yellowing process of pak choi as proved by the maintenance of higher level of colour, chlorophyll content and appearance. 1-MCP treatment decreased chlorophyll breakdown by down-regulating the activity of chlorophyll-degrading enzymes (chlorophyll b reductase CBR and pheophytinase PPH) and expression of their related genes (BcNYC1 and BcPPH). The application of 1-MCP also inhibited the transcript abundant of ethylene biosynthesis and signal transduction genes (BcACO, BcEIN3 and BcERF), reduced ethylene production, thus helping to keep green colour of pak choi; however, ethylene treatment exerted an opposite function. Meanwhile, three transcription factors BcNAC055, BcMYB44, and BcOBF1 were successfully cloned. Experiments performed using yeast one-hybrid assay, dual-luciferase reporter system and in vivo biolumines-cence imaging assay, confirmed that BcNAC055, BcMYB44, and BcOBF1 directly bound to the BcNYC1 promoter. 1-MCP inhibited the expression levels of BcNAC055, BcMYB44, BcOBF1, and BcNYC1 during storage, while the application of ethylene activated their expression. In conclusion, 1-MCP down-regulated the expression of chlorophyll degradation key genes BcNYC1 via inhibiting the transcript level of its three positively regulators (BcNAC055, BcMYB44, and BcOBF1), lowed the activity of chlorophyll-degrading enzyme CBR, thereby helping mitigate chlorophyll breakdown to retard leaf yellowing in pak choi. The results of this work extend our understanding of 1-MCP-delayed yellowing in postharvest pak choi.","PeriodicalId":12427,"journal":{"name":"Food Quality and Safety","volume":" ","pages":""},"PeriodicalIF":5.6,"publicationDate":"2022-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46826987","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Rational Hapten Design and Establishment of Broad-spectrum Indirect Competitive Enzyme-linked Immunosorbent Assay for Benzimidazoles Monitoring in Milk 合理半抗原设计及广谱间接竞争酶联免疫吸附法在牛奶中苯并咪唑监测中的建立
IF 5.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2022-12-28 DOI: 10.1093/fqsafe/fyac072
Zile Wang, Liang Zhang, Yanhong Yang, Huixia Zhang, Weichunbai Zhang, Pimiao Zheng, Haiyang Jiang
Benzimidazoles were commonly used for the treatment of soil-transmitted helminth infections in veterinary clinics, however, misuse and overdose of BZs will cause residual problems and have potential damage to human health through the food chain. Thus, the existence of BZs in foods need more attention. This study aimes to establish broad-spectrum immunoassay for rapid and simultaneously monitor benzimidazoles in milk. Based on structure analysis, a "zero epitope loss" strategy which introduced a spacer arm into the imino group of the imidazole ring of albendazole was firstly adopted for hapten modification to obtain ultra sensitive and broad-spectrum antibody. An indirect competitive ELISA was established for the detection of eighteen BZs in milk sample with a single-step pretreatment. And quantitative structure-activity relationship model was constructed to interpret and predict the recognition. The antibody could recognize twenty benzimidazoles and the half-inhibitory concentrations were ranged from 0.054 to 417.58 ng/mL, the limits of detection of icELISA ranged from 0.4 to 89.4 ng/mL, and the mean recovery rates were ranged from 76.49% to 120.40%, coefficient of variation < 20%. Substituent R1 of benzimidazoles was considered to be main influencing factor for recognition, and CoMFA model (q 2 =0.724, r 2 =0.998) was finally chosen for further prediction. The results indicated that the established icELISA could simultaneously identify 18 benzimidazoles, with good accuracy and precision, which was suitable for rapid detection of benzimidazoles in milk.
在兽医诊所,苯并咪唑通常用于治疗土壤传播的蠕虫感染,然而,误用和过量使用苯并咪唑会造成残留问题,并通过食物链对人类健康造成潜在损害。因此,食品中bz的存在需要引起更多的关注。本研究旨在建立快速、同时监测牛奶中苯并咪唑的广谱免疫分析法。在结构分析的基础上,首次采用“零表位损失”策略,在阿苯达唑的咪唑环的亚胺基上引入间隔臂进行半抗原修饰,获得超灵敏的广谱抗体。建立了一种间接竞争酶联免疫吸附测定法,对牛奶样品中的18种bz进行单步前处理。并建立了定量构效关系模型对识别结果进行解释和预测。该抗体可识别20种苯并咪唑,半抑制浓度范围为0.054 ~ 417.58 ng/mL, icELISA的检出限范围为0.4 ~ 89.4 ng/mL,平均回收率为76.49% ~ 120.40%,变异系数< 20%。考虑苯并咪唑取代基R1是影响识别的主要因素,最终选择CoMFA模型(q 2 =0.724, r 2 =0.998)进行进一步预测。结果表明,所建立的icELISA可同时鉴定18种苯并咪唑,具有良好的准确度和精密度,适用于牛奶中苯并咪唑的快速检测。
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引用次数: 0
Effects of 1-methylcyclopropene Treatment on the Quality of Red ‘Fuji’ Apples Fruit during Short-time Storage 1-甲基环丙烯处理对红富士苹果短期贮藏品质的影响
IF 5.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2022-12-22 DOI: 10.1093/fqsafe/fyac074
Zhenzhen Peng, D. Fu
The aim of this study is to determine the mechanism through which 1-methylcyclopropene (1-MCP) affects the quality of red ‘Fuji’ apples, which were stored for a short-term duration of time. Red ‘Fuji’ apples were treated with 1-MCP (1.0 μl/L), stored at 25 ℃ for 0 h, 12 h, 24 h, 48 h, 72 h, 96 h, and ethylene production was measured. An integrated metabolomic and transcriptomic analysis was performed on apples stored for 24 h. The release of ethylene was significantly delayed from red “Fuji” apples, which were subjected to 1-MCP treatment. By performing an integrated method of transcriptome and metabolome analyses, we identified 117 differentially expressed genes (DEGs) and 44 differentially accumulated metabolites (DAMs). By performing functional enrichment analysis, we found that DEGs were involved in the following pathways: carbon metabolism (LPD2, gpmA, LTA2, ACC, PSAT1, MdCAS2), phytohormone signal transduction (EBF1), amino acid metabolism (MdACS-1), fatty acid metabolism (LOX1.5, KCS4, KAS1), energy metabolism (Lhcb1, Lhcb6, PsbY, GPDHC1, PUMP5), metabolic pathways (TRE1, HEXO1) and cell wall metabolism (CSLG2). Thus, these DEGs were involved in the ripening of fruits, and they controlled the quality of fruits at the post-harvest stage. The metabolites were enriched with DAMs. These were found to be individually involved in the metabolic pathway, secondary metabolite biosynthesis, phenylpropanoid biosynthesis, flavonoids, and flavonol synthesis. The results indicate that 1-MCP inhibits the biosynthesis of ethylene and suppresses energy metabolism. Moreover, it also down-regulates metabolic pathways and the enzymatic genes related to fruit quality. Therefore, 1-MCP delays the ripening of fruits at the post-harvest stage. The study helps us understand how 1-MCP treatment affects the ripening and quality of fruits.
本研究的目的是确定1-甲基环丙烯(1-MCP)影响短期储存的红富士苹果质量的机制。采用1-MCP(1.0μl/l)处理红富士苹果,在25℃下贮藏0 h、12 h、24 h、48 h、72 h、96 h,测定其乙烯产量。对储存24小时的苹果进行了综合代谢组学和转录组学分析。经过1-MCP处理的红“富士”苹果乙烯释放显著延迟。通过进行转录组和代谢组分析的综合方法,我们鉴定了117个差异表达基因(DEG)和44个差异积累代谢产物(DAM)。通过功能富集分析,我们发现DEGs参与以下途径:碳代谢(LPD2、gpmA、LTA2、ACC、PSAT1、MdCAS2)、植物激素信号转导(EBF1)、氨基酸代谢(MdACS-1)、脂肪酸代谢(LOX1.5、KCS4、KAS1)、能量代谢(Lhcb1、Lhcb6、PsbY、GPDHC1、PUMP5),代谢途径(TRE1、HEXO1)和细胞壁代谢(CSLG2)。因此,这些DEG参与了果实的成熟,并在收获后阶段控制着果实的质量。代谢产物富含DAM。发现它们分别参与代谢途径、次级代谢产物生物合成、苯丙烷生物合成、黄酮类化合物和黄酮醇合成。结果表明,1-MCP抑制乙烯的生物合成,抑制能量代谢。此外,它还下调代谢途径和与果实品质相关的酶基因。因此,1-MCP会延迟果实在收获后阶段的成熟。这项研究有助于我们了解1-MCP处理如何影响水果的成熟和品质。
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引用次数: 2
Prediction and determination of mildew grade in grain storage based on FOA-SVM algorithm 基于FOA-SVM算法的粮库霉变等级预测与确定
IF 5.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2022-12-01 DOI: 10.1093/fqsafe/fyac071
Jianghao Yuan, Fang Tang, Zhihui Qi, Huiyi Zhao
Grain mildew is a significant hazard that causes food loss and poses a serious threat to human health when severe. Therefore, its effective prediction and determination of mildew grade is essential for the prevention and control of the mildew and global food security. In the present study, a model for predicting and determining the mildew grade of rice was constructed using Logistic regression, BP neural network and GS-SVM (a grid search-based support vector machine algorithm) based on laboratory culture data and actual data from granary respectively. The results show that the GS-SVM model has a better prediction effect, but the model cannot automatically adjust the parameters and is more subjective, and the accuracy may decrease when the data set changes. Therefore, this paper establishes a new model for a support vector machine based on a fruit fly optimization algorithm (FOA-SVM) which can achieve automatic parameter search and automatically adjust its parameters to find the best result when the data set changes, with a strong ability of self-adjustment of parameters. In addition, the FOA-SVM converges quickly and the model is stable. The results of this study provide a technical method for early identification of mildew grade during grain storage, which is beneficial for the prevention and control of rice mildew during grain storage.
粮食霉变是造成粮食损失的重大危害,严重时对人类健康构成严重威胁。因此,它对霉菌等级的有效预测和确定对于预防和控制霉菌以及全球粮食安全至关重要。本研究基于实验室培养数据和粮仓实际数据,分别采用Logistic回归、BP神经网络和GS-SVM(一种基于网格搜索的支持向量机算法)构建了水稻霉变等级的预测和判定模型。结果表明,GS-SVM模型具有较好的预测效果,但该模型不能自动调整参数,主观性更强,当数据集发生变化时,预测精度可能会降低。因此,本文基于果蝇优化算法(FOA-SVM)建立了一种新的支持向量机模型,该算法可以实现参数的自动搜索,并在数据集发生变化时自动调整参数以找到最佳结果,具有较强的参数自调整能力。此外,FOA-SVM收敛速度快,模型稳定。本研究结果为储粮期间霉菌等级的早期鉴定提供了一种技术方法,有利于储粮期间水稻霉变的防治。
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引用次数: 0
Sulfur-fumigated ginger identification via brightness information and voting mechanism 通过亮度信息和投票机制对硫磺熏姜进行鉴定
IF 5.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2022-11-29 DOI: 10.1093/fqsafe/fyac070
Tianshu Wang, Hui Yan, Z. Wang, Rui Yang, Jin Zhang, Kongfa Hu, Xichen Yang, Minghui Wei, J. Duan
As a worldwide consumed food, ginger is often sulfur-fumigated. Sulfur-fumigated ginger is harmful to health. However, traditional methods to detect the sulphur-fumigated ginger are expensive and unpractical for general public. In this paper, we present an efficient and convenient identification method based on image processing. Firstly, rapid detection kits are employed to mark three levels of sulfur-fumigated gingers, and the RGB images of the gingers of each sulfur-fumigated level are collected. Secondly, the brightness and texture features are extracted from the images. Three machine learning methods, SVM (Support Vector Machine), BPNN (Back Propagation Neural Network) and RF (Radom Forest) are applied to establish prediction models. Thirdly, the accuracy of each model is calculated and different weights are assigned for different models. Finally, the models with different weights vote the result and the final identification model is established. Experimental results show that the proposed method is robust. When the train set occupies 90%, the prediction accuracy is up to 100%. When the train set only occupies 10%, the accuracy remains high at 80%. Meanwhile, the proposed method is more competitive than other methods in terms of accuracy.
作为一种世界性的消费食品,生姜经常经过硫磺熏蒸处理。硫磺熏姜对健康有害。然而,传统的检测硫磺熏蒸生姜的方法价格昂贵,对公众来说不切实际。本文提出了一种基于图像处理的高效便捷的识别方法。首先,采用快速检测试剂盒对三个硫熏蒸等级的姜进行标记,并收集每个硫熏蒸等级姜的RGB图像。其次,从图像中提取亮度和纹理特征。应用支持向量机(SVM)、反向传播神经网络(BPNN)和随机森林(RF)三种机器学习方法建立预测模型。第三,计算每个模型的精度,并为不同的模型分配不同的权重。最后,不同权重的模型对结果进行投票,建立了最终的识别模型。实验结果表明,该方法具有较强的鲁棒性。当列车集占90%时,预测精度可达100%。当列车组仅占10%时,准确率保持在80%。同时,所提出的方法在准确性方面比其他方法更有竞争力。
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引用次数: 1
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Food Quality and Safety
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