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Potential Benefits of Bioactive Compounds of Traditional Rice Grown in South and Southeast Asia: A Review 南亚和东南亚传统水稻生物活性化合物的潜在效益综述
IF 4.8 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-11-01 DOI: 10.1016/j.rsci.2023.07.002
Md. Forshed Dewan , Md. Ahiduzzaman , Md. Nahidul Islam , Habibul Bari Shozib

Traditional rice varieties have been widely cultivated and popularly consumed by Asian people for a very long time and have recently garnered increased consumer concern. Traditional or indigenous rice varieties are known to be rich in a wide range of bioactive compounds, particularly phenolic compounds, flavonoids, tannins, anthocyanins, proanthocyanidins, phytic acids, and γ-oryzanol. We have identified 32 phenolic acids, including hydroxycinnamic acid derivatives, and 7 different flavonoids in rice varieties. These bioactive compounds have unique physiological effects on human health. Additionally, rice grains exhibit nutraceutical potential for antidiabetic, antiarthritic, anti-inflammatory, antibacterial, and antitumor activities. In this review, we critically analyzed the bioactive components of traditional rice and their nutraceutical potential in protecting against harmful microbial activities. To ensure that future generations have access to these beneficial substances, it is crucial to preserve traditional rice varieties.

亚洲人长期以来广泛种植和消费传统水稻品种,最近引起了消费者越来越多的关注。传统或本土水稻品种富含多种生物活性化合物,特别是酚类化合物、类黄酮、单宁、花青素、原花青素、植酸和γ-米素。我们在水稻品种中鉴定出32种酚酸,包括羟基肉桂酸衍生物和7种不同的黄酮类化合物。这些生物活性化合物对人体健康具有独特的生理作用。此外,米粒还具有抗糖尿病、抗关节炎、抗炎、抗菌和抗肿瘤的营养潜力。在这篇综述中,我们批判性地分析了传统大米的生物活性成分及其在防止有害微生物活动方面的营养保健潜力。为了确保子孙后代能够获得这些有益物质,保护传统水稻品种至关重要。
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引用次数: 0
Translocation and Distribution of Carbon-Nitrogen in Relation to Rice Yield and Grain Quality as Affected by High Temperature at Early Panicle Initiation Stage 穗初萌发期高温对水稻产量和品质碳氮转运和分配的影响
IF 4.8 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-11-01 DOI: 10.1016/j.rsci.2023.06.003
Ji Dongling , Xiao Wenhui , Sun Zhiwei , Liu Lijun , Gu Junfei , Zhang Hao , Matthew Tom Harrison , Liu Ke , Wang Zhiqin , Wang Weilu , Yang Jianchang

Due to climate change, extreme heat stress events have become more frequent, adversely affecting rice yield and grain quality. The accumulation and translocation of dry matter and nitrogen substances are essential for rice yield and grain quality. To assess the impact of high temperature stress (HTS) at the early panicle initiation (EPI) stage on the accumulation, transportation, and distribution of dry matter and nitrogen substances in various organs of rice, as well as the resulting effects on rice yield and grain quality, pot experiments were conducted using an indica rice cultivar Yangdao 6 (YD6) and a japonica rice cultivar Jinxiangyu 1 (JXY1) under both normal temperature (32 ºC / 26 ºC) and high temperature (38 ºC / 29 ºC) conditions. The results indicated that exposure to HTS at the EPI stage significantly decreased rice yield by reducing spikelet number per panicle, grain-filling rate, and grain weight. However, it improved the nutritional quality of rice grains by increasing protein and amylose contents. The reduction in nitrogen and dry matter accumulation accounted for the changes in spikelet number per panicle, grain-filling rate, and grain size. Under HTS, the decrease in nitrogen accumulation accompanied by the reduction in dry matter may be due to the down-regulation of leaf net photosynthesis and senescence, as evidenced by the decrease in nitrogen content. Furthermore, the decrease in sink size limited the translocation of dry matter and nitrogen substances to grains, which was closely related to the reduction in grain weight and the deterioration of grain quality. These findings significantly contribute to our understanding of the mechanisms of HTS on grain yield and quality formation from the perspective of dry matter and nitrogen accumulation and translocation. Further efforts are needed to improve the adaptability of rice varieties to climate change in the near future.

由于气候变化,极端热胁迫事件日益频繁,对水稻产量和粮食品质产生不利影响。干物质和氮物质的积累和转运对水稻产量和籽粒品质至关重要。为评价穗初形成期高温胁迫对水稻各器官干物质和氮物质积累、运输和分配的影响,以及对水稻产量和籽粒品质的影响。以籼稻杨稻6号(YD6)和粳稻金稻1号(JXY1)为材料,在常温(32ºC / 26ºC)和高温(38ºC / 29ºC)条件下进行盆栽试验。结果表明,水稻EPI期高温胁迫通过降低每穗粒数、籽粒灌浆速率和籽粒重显著降低水稻产量。然而,它通过增加蛋白质和直链淀粉含量来改善稻米的营养品质。氮素和干物质积累的减少是每穗小穗数、灌浆速率和籽粒大小变化的主要原因。高温胁迫下,干物质减少的同时,氮素积累的减少可能是由于叶片净光合作用和衰老的下调,表现为氮素含量的降低。此外,库大小的减小限制了干物质和氮物质向籽粒的转运,这与籽粒重的减少和籽粒品质的恶化密切相关。这些发现有助于我们从干物质和氮积累与转运的角度理解高温胁迫对粮食产量和品质形成的影响机制。在不久的将来,需要进一步努力提高水稻品种对气候变化的适应性。
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引用次数: 0
Recent Advances to Enhance Nutritional Quality of Rice 提高水稻营养品质的研究进展
IF 4.8 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-11-01 DOI: 10.1016/j.rsci.2023.05.004
Sundus Zafar , Xu Jianlong

The nutritional quality of rice is a major concern, along with the need to enhance productivity to feed the continuously growing population. Therefore, there is a requirement to breed high-yielding rice varieties with improved nutritional quality that can help combat malnutrition, a global health issue. Undoubtedly, breeding approaches have played a significant role in increasing rice yield while enhancing its nutritional content. In addition to traditional breeding techniques, other recent approaches, such as genetic engineering, gene editing, omics methods, and agronomic practices, must also be employed to meet the nutritional needs of the current population. In this review, we offered detailed information on the development of nutritionally improved rice varieties through the enhancement of protein content, micro- and macronutrients, vitamins, and oil quality using genetic engineering approaches. We also identified QTLs associated with amino acids, proteins, and micronutrients in rice. Furthermore, omics approaches provide a range of tools and techniques for effectively exploring resources and understanding the molecular mechanisms involved in trait development. Omics branches, including transcriptomics, proteomics, ionomics, and metabolomics, are efficiently utilized for improving rice nutrition. Therefore, by utilizing the information obtained from these techniques and incorporating all of these recent approaches, we can effectively modify the rice genome, directly enhancing the nutritional value of rice varieties. This will help address the challenges of malnutrition in the years to come.

大米的营养质量是一个主要问题,同时还需要提高生产力,以养活不断增长的人口。因此,有必要培育营养质量更好的高产水稻品种,以帮助解决营养不良这一全球健康问题。毫无疑问,育种方法在提高水稻产量和营养成分方面发挥了重要作用。除了传统的育种技术外,还必须采用其他新方法,如基因工程、基因编辑、组学方法和农艺实践,以满足当前人口的营养需求。在这篇综述中,我们详细介绍了利用基因工程方法通过提高蛋白质含量、微量和宏量营养素、维生素和油脂品质来开发营养改良水稻品种的情况。我们还鉴定了水稻中与氨基酸、蛋白质和微量营养素相关的qtl。此外,组学方法为有效地探索资源和理解参与性状发育的分子机制提供了一系列工具和技术。组学分支包括转录组学、蛋白质组学、离子组学和代谢组学,可以有效地用于改善水稻营养。因此,利用这些技术获得的信息,并结合所有这些最新方法,我们可以有效地修改水稻基因组,直接提高水稻品种的营养价值。这将有助于应对未来几年营养不良的挑战。
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引用次数: 0
Effect of Sulfur Fertilization on Productivity and Grain Zinc Yield of Rice Grown under Low and Adequate Soil Zinc Applications 硫肥对低适锌条件下水稻生产力和籽粒锌产量的影响
IF 4.8 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-11-01 DOI: 10.1016/j.rsci.2023.07.003
Kankunlanach Khampuang , Nanthana Chaiwong , Atilla Yazici , Baris Demirer , Ismail Cakmak , Chanakan Prom-U-Thai

This study aimed to investigate the responses in rice (Oryza sativa cv. Osmancik 97) production and grain zinc (Zn) accumulation to combined Zn and sulfur (S) fertilization. The experiment was designed as a factorial experiment with two Zn and three S concentrations applied to the soil in a completely randomized design with four replications. The plants were grown under greenhouse conditions at low (0.25 mg/kg) and adequate (5 mg/kg) Zn rates combined with S (CaSO4·2H2O) application (low, 2.5 mg/kg; moderate, 10 mg/kg, and adequate, 50 mg/kg). The lowest rate of S at adequate soil Zn treatment increased grain yield by 68% compared with the same S rate at low Zn supply. Plants with the adequate S rate at low Zn and adequate Zn supply produced the highest grain yield, with increases of 247% and 143% compared with low S rate at low Zn and adequate Zn supply, respectively. The concentration of grain Zn and S responded differently to the applied S rates depending on the soil Zn condition. The highest grain Zn concentration, reaching 41.5 mg/kg, was observed when adequate Zn was supplied at the low S rate. Conversely, the adequate S rate at the low soil Zn conditions yielded the highest grain S concentration. The total grain Zn uptake per plant showed particular increases in grain Zn yield when adequate S rates were applied, showing increases of 208% and 111% compared with low S rate under low and adequate soil Zn conditions, respectively. The results indicated that the synergistic application of soil Zn and S improves grain production and grain Zn yield. These results highlight the importance of total grain Zn yield in addition to grain Zn concentration, especially under the growth conditions where grain yield shows particular increases as grain Zn is diluted due to increased grain yield by increasing S fertilization.

本研究的目的是研究水稻(Oryza sativa cv.;锌硫配施对水稻产量和籽粒锌积累的影响。本试验采用全随机设计,4个重复,2个Zn和3个S浓度的土壤因子试验。盆栽在温室条件下以低(0.25 mg/kg)和充足(5 mg/kg) Zn配S (CaSO4·2H2O)(低,2.5 mg/kg;适量,10mg /kg,适量,50mg /kg)。土壤锌充足条件下施最低S量比低锌条件下施最低S量增产68%。低锌和补锌条件下施硫量充足的植株籽粒产量最高,分别比低锌和补锌条件下施硫量充足的植株增产247%和143%。不同土壤Zn条件下,籽粒Zn和S浓度对施S量的响应不同。低S速率下补锌充足时,籽粒锌浓度最高,达到41.5 mg/kg。相反,在低锌土壤条件下,适当的S速率产生最高的籽粒S浓度。施硫量充足时,单株籽粒总锌吸收量显著增加,在土壤锌含量低和充足的条件下,籽粒锌产量分别比低施硫量增加208%和111%。结果表明,土壤锌和硫的协同施用提高了粮食产量和粮食锌产量。这些结果强调了除籽粒锌浓度外,籽粒总锌产量的重要性,特别是在增加施硫量增加籽粒锌被稀释后籽粒产量增加的生长条件下。
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引用次数: 0
Mapping and Functional Analysis of LE Gene in a Lethal Etiolated Rice Mutant at Seedling Stage 水稻黄化致死突变体LE基因的定位与功能分析
IF 4.8 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-11-01 DOI: 10.1016/j.rsci.2023.07.001
Xia Xiaodong , Zhang Xiaobo , Wang Zhonghao , Cheng Benyi , Sun Huifeng , Xu Xia , Gong Junyi , Yang Shihua , Wu Jianli , Shi Yongfeng , Xu Rugen

An EMS (ethy methanesulfonate)-induced lethal etiolated (le) mutant obtained from the rice variety Zhongjian 100 was characterized by lethal etiolated phenotypes, with significantly reduced levels of chlorophyll a, chlorophyll b, total chlorophyll, and carotenoids. Additionally, the mutant displayed a significantly decreased number of chloroplast grana, along with irregular and less-stacked grana lamellae. The le mutant showed markedly diminished root length, root surface area, and root volume compared with the wild type. It also exhibited significantly lower catalase activity and total protein content, while peroxidase activity was significantly higher. Using the map-based cloning method, we successfully mapped the LE gene to a 48-kb interval between markers RM16107 and RM16110 on rice chromosome 3. A mutation (from T to C) was identified at nucleotide position 692 bp of LOC_Os03g59640 (ChlD), resulting in a change from leucine to proline. By crossing HM133 (a pale green mutant with a single-base substitution of A for G in exon 10 of ChlD subunit) with a heterozygous line of le (LEle), we obtained two plant lines heterozygous at both the LE and HM133 loci. Among 15 transgenic plants, 3 complementation lines displayed normal leaf color with significantly higher total chlorophyll, chlorophyll a, and chlorophyll b contents. The mutation in le led to a lethal etiolated phenotype, which has not been observed in other ChlD mutants. The mutation in the AAA+ domain of ChlD disrupted the interaction of ChlDle with ChlI as demonstrated by a yeast two-hybrid assay, leading to the loss of ChlD function and hindering chlorophyll synthesis and chloroplast development. Consequently, this disruption is responsible for the lethal etiolated phenotype in the mutant.

从水稻品种中健100中获得的EMS诱导的致死性黄化突变体具有致死性黄化表型,叶绿素a、叶绿素b、总叶绿素和类胡萝卜素水平显著降低。此外,该突变体叶绿体颗粒数量显著减少,颗粒薄片不规则且堆积较少。与野生型相比,突变体的根长、根表面积和根体积明显减少。过氧化氢酶活性和总蛋白含量显著降低,过氧化物酶活性显著升高。利用定位克隆方法,我们成功地将LE基因定位在水稻3号染色体RM16107和RM16110标记之间的48kb区间。在LOC_Os03g59640 (ChlD)的692 bp核苷酸位置发现突变(从T到C),导致亮氨酸变为脯氨酸。通过将HM133(一种ChlD亚基外显子10单碱基a取代G的淡绿色突变体)与le (LEle)杂合系杂交,我们获得了两个在le和HM133位点杂合的植物系。在15个转基因植株中,3个互补系叶片颜色正常,叶绿素总含量、叶绿素a和叶绿素b含量显著增加。le的突变导致致命的黄化表型,这在其他ChlD突变中没有观察到。酵母双杂交实验表明,ChlD的AAA+结构域突变破坏了ChlD与ChlI的相互作用,导致ChlD功能丧失,阻碍叶绿素合成和叶绿体发育。因此,这种破坏是突变体中致命的黄化表型的原因。
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引用次数: 0
Application of UAV-Based Imaging and Deep Learning in Assessment of Rice Blast Resistance 基于无人机成像和深度学习技术在水稻稻瘟病抗性评估中的应用
IF 4.8 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-11-01 DOI: 10.1016/j.rsci.2023.06.005
Lin Shaodan , Yao Yue , Li Jiayi , Li Xiaobin , Ma Jie , Weng Haiyong , Cheng Zuxin , Ye Dapeng

Rice blast is regarded as one of the major diseases of rice. Screening rice genotypes with high resistance to rice blast is a key strategy for ensuring global food security. Unmanned aerial vehicles (UAV)-based imaging, coupled with deep learning, can acquire high-throughput imagery related to rice blast infection. In this study, we developed a segmented detection model (called RiceblastSegMask) for rice blast detection and resistance evaluation. The feasibility of different backbones and target detection models was further investigated. RiceblastSegMask is a two-stage instance segmentation model, comprising an image-denoising backbone network, a feature pyramid, a trinomial tree fine-grained feature extraction combination network, and an image pixel codec module. The results showed that the model combining the image-denoising and fine-grained feature extraction based on the Swin Transformer and the feature pixel matching feature labels with the trinomial tree recursive algorithm performed the best. The overall accuracy for instance segmentation of RiceblastSegMask reached 97.56%, and it demonstrated a satisfactory accuracy of 90.29% for grading unique resistance to rice blast. These results indicated that low-altitude remote sensing using UAV, in conjunction with the proposed RiceblastSegMask model, can efficiently calculate the extent of rice blast infection, offering a new phenotypic tool for evaluating rice blast resistance on a field scale in rice breeding programs.

稻瘟病被认为是水稻的主要病害之一。筛选稻瘟病高抗水稻基因型是保障全球粮食安全的一项关键战略。基于无人机(UAV)的成像技术,结合深度学习,可以获得水稻稻瘟病相关的高通量图像。在这项研究中,我们开发了一个分段检测模型(称为稻瘟病分段检测模型)用于稻瘟病检测和抗性评估。进一步研究了不同主干网和目标检测模型的可行性。riceblastsegask是一种两阶段的实例分割模型,由图像去噪骨干网络、特征金字塔、三叉树细粒度特征提取组合网络和图像像素编解码模块组成。结果表明,基于Swin Transformer的图像去噪和细粒度特征提取与基于三叉树递归算法的特征像素匹配特征标签相结合的模型效果最好。稻瘟病基因片段分割总体准确率达97.56%,稻瘟病独特抗性分级准确率达90.29%。这些结果表明,利用无人机低空遥感技术,结合所提出的稻瘟病基因片段模型,可以有效地计算水稻稻瘟病感染程度,为水稻育种项目中田间水稻稻瘟病抗性评估提供了一种新的表型工具。
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引用次数: 0
Effects of Zinc Oxide Particles with Different Sizes on Root Development in Oryza sativa 不同粒径氧化锌对水稻根系发育的影响
2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-09-01 DOI: 10.1016/j.rsci.2023.03.016
Monica Ruffini Castiglione , Stefania Bottega , Carlo Sorce , Carmelina SpanÒ

Given the consistent release of zinc oxide (ZnO) nanoparticles into the environment, it is urgent to study their impact on plants in depth. In this study, grains of rice were treated with two different concentrations of ZnO nanoparticles (NP-ZnO, 10 and 100 mg/L), and their bulk counterpart (B-ZnO) were used to evaluate whether ZnO action could depend on particle size. To test this hypothesis, root growth and development assessment, oxidative stress parameters, indole-3-acetic acid (IAA) content and molecules/enzymes involved in IAA metabolism were analyzed. In situ localization of Zn in control and treated roots was also performed. Though Zn was visible inside root cells only following nanoparticle treatment, both materials (NP-ZnO and B-ZnO) were able to affect seedling growth and root morphology, with alteration in the concentration/pattern of localization of oxidative stress markers and with a different action depending on particle size. In addition, only ZnO supplied as bulk material induced a significant increase in both IAA concentration and lateral root density, supporting our hypothesis that bulk particles might enhance lateral root development through the rise of IAA concentration. Apparently, IAA concentration was influenced more by the activity of the catabolic peroxidases than by the protective action of phenols.

鉴于氧化锌纳米颗粒在环境中的持续释放,深入研究其对植物的影响迫在眉睫。在这项研究中,用两种不同浓度的ZnO纳米颗粒(NP-ZnO, 10和100 mg/L)处理水稻颗粒,并使用它们的散装对应物(B-ZnO)来评估ZnO的作用是否取决于颗粒大小。为了验证这一假设,我们分析了根的生长发育评价、氧化胁迫参数、吲哚-3-乙酸(IAA)含量和参与IAA代谢的分子/酶。锌在对照和处理根中的原位定位也进行了研究。虽然锌只有在纳米颗粒处理后才能在根细胞内可见,但两种材料(NP-ZnO和B-ZnO)都能影响幼苗生长和根形态,并通过改变氧化应激标记物的浓度/定位模式,以及根据颗粒大小的不同而产生不同的作用。此外,只有ZnO作为块状材料才会诱导IAA浓度和侧根密度的显著增加,这支持了我们的假设,即块状颗粒可能通过IAA浓度的增加来促进侧根的发育。显然,IAA浓度受分解代谢过氧化物酶活性的影响大于酚类物质的保护作用。
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引用次数: 0
Water Extract of Rice False Smut Balls Activates Nrf2/HO-1 and Apoptosis Pathways, Causing Liver Injury 水稻黑穗病球水提物激活Nrf2/HO-1和细胞凋亡通路导致肝损伤
2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-09-01 DOI: 10.1016/j.rsci.2023.04.003
Zhang Guomei , Li Han , Liu Shanshan, Zhou Xuming, Lu Mingyang, Tang Liang, Sun Lihua

Ustiloxins are vital cyclopeptide mycotoxins originally isolated from rice false smut balls that form in rice spikelets infected by the fungal pathogen Ustilaginoidea virens. The toxicity of the water extract of rice false smut balls (RBWE) remains to be investigated. Studies have shown that RBWE may be toxic to animals, but toxicological evidence is still lacking. In this study, we found that the IC50 values of RBWE to BNL CL.2 cells at 24 and 48 h were 40.02 and 30.11 μg/mL, respectively, with positive correlations with dose toxicity and time toxicity. After treatment with RBWE, the number of BNL CL.2 cells decreased significantly, and the morphology of BNL CL.2 cells showed atrophy and wall detachment. RBWE induced DNA presynthesis phase arrest of BNL CL.2 cells, increased the proportion of apoptotic cells and inhibited cell proliferation. RBWE up-regulated reactive oxygen species (ROS) levels and lowered mitochondrial membrane potentials. Additionally, Western blot and qRT-PCR results suggested that RBWE exerted the above effects by promoting the Nrf2/HO-1 and caspase-induced apoptosis pathways in vitro and in vivo. The contents of alanine aminotransferase, aspartate aminotransferase, alkaline phosphatase, and total bile acids in the serum of mice from Institute of Cancer were significantly up-regulated by RBWE. At the same time, RBWE can lead to increases in ROS and malondialdehyde contents, decreases in contents of oxidized glutathione, glutathione and reduced glutathione, as well as decrease in catalase and superoxide dismutase activities in mouse liver tissues, demonstrating that oxidative stress occurred in mice. Moreover, liver damage was further detected by haematoxylin-eosin staining and electron microscopy to verify the damage to the mice caused by RBWE. In general, RBWE may cause hepatotoxicity in vivo and in vitro via the apoptosis pathway, which provides a reference for hepatotoxicity and its mechanism of action.

稻瘟病菌素是一种重要的环肽真菌毒素,最初从稻瘟病菌侵染水稻小穗形成的稻瘟病球中分离出来。水稻黑穗病球水提物的毒性还有待进一步研究。研究表明,RBWE可能对动物有毒,但毒理学证据仍然缺乏。本研究发现,RBWE对BNL CL.2细胞24和48 h的IC50值分别为40.02和30.11 μg/mL,与剂量毒性和时间毒性呈正相关。经RBWE处理后,BNL CL.2细胞数量明显减少,细胞形态萎缩,细胞壁脱离。RBWE诱导BNL CL.2细胞DNA预合成期阻滞,增加凋亡细胞比例,抑制细胞增殖。RBWE上调活性氧(ROS)水平,降低线粒体膜电位。此外,Western blot和qRT-PCR结果表明,RBWE在体外和体内通过促进Nrf2/HO-1和caspase诱导的凋亡途径发挥上述作用。RBWE显著上调肿瘤研究所小鼠血清中丙氨酸转氨酶、天冬氨酸转氨酶、碱性磷酸酶和总胆汁酸含量。同时,RBWE可导致小鼠肝组织中ROS和丙二醛含量升高,氧化谷胱甘肽、谷胱甘肽和还原性谷胱甘肽含量降低,过氧化氢酶和超氧化物歧化酶活性降低,表明小鼠发生了氧化应激。此外,通过血红素-伊红染色和电镜检测肝脏损伤,验证RBWE对小鼠的损伤。总的来说,RBWE可能通过细胞凋亡途径在体内和体外引起肝毒性,这为其肝毒性及其作用机制提供了参考。
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引用次数: 1
Research Progress of Genomes of Insect Pests in Paddy Field 稻田害虫基因组研究进展
2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-09-01 DOI: 10.1016/j.rsci.2023.03.013
Xu Hongxing , Zhao Xianxin , Lü Zhongxian , Li Fei
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引用次数: 0
Genome-Wide Association Study for Milled Grain Appearance Traits Using Multi-Parent Advanced Generation Intercross Population in Rice 水稻多亲本高级世代杂交群体稻米外观性状的全基因组关联研究
2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-09-01 DOI: 10.1016/j.rsci.2023.04.001
Li Xiaoxiang , Liu Jindong , Guo Liang , Wei Xiucai , Wang Yamei , Pan Xiaowu , Dong Zheng , Liu Wenqiang , Liu Licheng , Min Jun , Liu Sanxiong , Ye Guoyou , Li Yongchao
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引用次数: 0
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Rice Science
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