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GWAS Combined with WGCNA of Transcriptome and Metabolome to Excavate Key Candidate Genes for Rice Anaerobic Germination. GWAS与转录组和代谢组的WGCNA联合挖掘水稻厌氧发芽关键候选基因。
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-10-31 DOI: 10.1186/s12284-023-00667-8
Dandan Li, Kai Liu, Chuanchao Zhao, Siyi Liang, Jing Yang, Ziai Peng, Aoyun Xia, Meng Yang, Lixin Luo, Cuihong Huang, Jiafeng Wang, Ming Huang, Wuming Xiao, Hui Wang, Ling Su, Tao Guo

Direct seeding of rice is a lightweight and simple cultivation method, which can effectively promote rice production. Anaerobic germination tolerance is one of the main traits of rice adaptability to direct seeding. The mining of related genetic loci, analysis of anaerobic traits and screening of tolerance genes provided valuable genetic resources for improving the anaerobic germination ability of direct seeding rice. This study conducted a dynamic genome-wide association study (GWAS) based on coleoptile-related traits of 591 rice natural populations, and a total of 317 SNP sites were detected. Integrated dynamic widely targeted metabolomics analysis, we found that xanthine, L-alanine and GABA may be key biomarkers that are sensitive and respond strongly to hypoxic stress perception. By WGCNA analysis of targeted metabolomics and transcriptomics, a total of 3 modules were obtained that were significantly correlated with the above three marker metabolites, namely dark green, dark gray and light green modules, respectively, and several key structural genes of OsAlaAT1, OsGAD4, OsAAH and Os09g0424600 that may affect hypoxic germination were screened from the 3 modules. Among them, OsAlaAT1 (Os10g0390500), located in Chr10-12877840, which is within the GWAS location range of CVAN3d, is considered to be a more reliable candidate gene. Overall, in addition to providing new insight into the metabolic regulation of L-alanine, GABA and xanthine during hypoxic germination of rice. This study also provided a reference for the basic theoretical research and breeding application research on the related traits of anaerobic germination in direct-seeding rice.

水稻直播是一种重量轻、操作简便的栽培方法,能有效促进水稻生产。厌氧发芽耐受性是水稻直播适应性的主要性状之一。相关遗传位点的挖掘、厌氧性状的分析和抗性基因的筛选为提高直播水稻的厌氧发芽能力提供了宝贵的遗传资源。本研究基于591个水稻自然群体的胚芽鞘相关性状进行了动态全基因组关联研究,共检测到317个SNP位点。综合动态广泛靶向代谢组学分析,我们发现黄嘌呤、L-丙氨酸和GABA可能是对缺氧应激感知敏感和强烈反应的关键生物标志物。通过对靶向代谢组学和转录组学的WGCNA分析,共获得了与上述三种标记代谢产物显著相关的3个模块,分别为深绿色、深灰色和浅绿色模块,并从这3个模块中筛选出可能影响低氧萌发的OsAlaAT1、OsGAD4、OsAAH和Os09g0424600的几个关键结构基因。其中,OsAlaAT1(Os10g039500)位于CVAN3d的GWAS定位范围内的Chro10-12877840中,被认为是更可靠的候选基因。总的来说,除了对水稻缺氧发芽过程中L-丙氨酸、GABA和黄嘌呤的代谢调节提供新的见解外。本研究也为直播水稻厌氧发芽相关性状的基础理论研究和育种应用研究提供了参考。
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引用次数: 0
Impact of Seed Origin and Genetic Drift of Improved Rice Variety IR841 in Benin. 改良水稻品种IR841在贝宁的种子来源及遗传漂变影响
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-10-25 DOI: 10.1186/s12284-023-00657-w
Paulin Sedah, Lambert Gustave Djedatin, Laura Yêyinou Estelle Loko, Eben-Ezer Baba Kayodé Ewedje, Azize Orobiyi, Chalemagne Dossou Seblodo Judes Gbemavo, Joelle Toffa, Cyrille Tchakpa, Philippe Cubry, Francois Sabot

Background: Rice production is important for food security in Benin, with a national production largely dominated by the cultivation of the aromatic ecotype IR841, by far the most appreciated by Beninese consumers. However, to maintain agronomical qualities of a given cultivar, the origin and quality of seeds are mandatory and at the heart of the maintenance of yield and of market requests. Following this idea, the objective of the current study was thus to investigate the genetic purity of IR841 varieties collected from rice producers across 22 villages in Benin in relation to their agronomical performances.

Results: For this, agromorphological evaluation of 72 accessions based on 13 quantitative descriptors followed by genotyping with the Illumina Infinium rice 7 K SNP array of 9 accessions was carried out in the presence of 2 controls. Agromorphologic as well as genetic and phylogenetic analyses revealed two groups, the first one Okouta97, Koum47, Nana30, Man118, Ang1 and control sample IR841-2) was characterized by seed accessions provided by the formal seed system, while the second (Koum53, Tchaka41 and Koud46) comprising seeds from local markets or from previous harvests and showing a depression in agronomic performances.

Conclusion: We showed that IR841 seed purity is mandatory for the completion of agronomical performance, and that the farmers' choice of seeds must be guided and informed to ensure sustainability and food security.

背景:水稻生产对贝宁的粮食安全至关重要,全国生产主要以种植芳香生态型IR841为主,迄今为止最受贝宁消费者欢迎。然而,为了保持特定品种的农艺品质,种子的来源和质量是强制性的,也是维持产量和市场需求的核心。因此,根据这一想法,本研究的目的是调查从贝宁22个村庄的水稻生产者那里收集的IR841品种的遗传纯度与其农艺性能之间的关系。结果:为此,在2个对照的情况下,基于13个定量描述符对72份材料进行了农业形态学评估,然后用9份材料的Illumina Infinium水稻7 K SNP阵列进行了基因分型。农业形态学以及遗传和系统发育分析揭示了两组,第一组Okouta97、Koum47、Nana30、Man118、Ang1和对照样品IR841-2)以正式种子系统提供的种子材料为特征,而第二组(Koum53、Tchaka41和Koud46)包括来自当地市场或以前收获的种子,并显示出农艺性能的下降。结论:我们表明,IR841种子的纯度是完成农艺性状所必需的,必须指导和告知农民对种子的选择,以确保可持续性和粮食安全。
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引用次数: 0
OsSTS, a Novel Allele of Mitogen-Activated Protein Kinase Kinase 4 (OsMKK4), Controls Grain Size and Salt Tolerance in Rice. OsSTS是有丝分裂原活化蛋白激酶4(OsMKK4)的一个新的等位基因,控制水稻的粒径和耐盐性。
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-10-24 DOI: 10.1186/s12284-023-00663-y
Jianguo Liu, Lan Shen, Longbiao Guo, Guangheng Zhang, Zhenyu Gao, Li Zhu, Jiang Hu, Guojun Dong, Deyong Ren, Qiang Zhang, Qing Li, Dali Zeng, Changjie Yan, Qian Qian

Soil salinization is one of the most common abiotic stresses of rice, which seriously affects the normal growth of rice. Breeding salt-tolerant varieties have become one of the important ways to ensure food security and sustainable agricultural development. However, the mechanisms underlying salt tolerance control still need to be clarified. In this study, we identified a mutant, termed salt-tolerant and small grains(sts), with salt tolerance and small grains. Gene cloning and physiological and biochemical experiments reveal that sts is a novel mutant allele of Mitogen-activated protein Kinase Kinase 4 (OsMKK4), which controls the grain size, and has recently been found to be related to salt tolerance in rice. Functional analysis showed that OsSTS is constitutively expressed throughout the tissue, and its proteins are localized to the nucleus, cell membrane, and cytoplasm. It was found that the loss of OsSTS function enhanced the salt tolerance of rice seedlings, and further studies showed that the loss of OsSTS function increased the ROS clearance rate of rice seedlings, independent of ionic toxicity. In order to explore the salt tolerance mechanism of sts, we found that the salt tolerance of sts is also regulated by ABA through high-throughput mRNA sequencing. Salt and ABA treatment showed that ABA might alleviate the inhibitory effect of salt stress on root length in sts. These results revealed new functions of grain size gene OsMKK4, expanded new research ideas related to salt tolerance mechanism and hormone regulation network, and provided a theoretical basis for salt-tolerant rice breeding.

土壤盐渍化是水稻最常见的非生物胁迫之一,严重影响水稻的正常生长。选育耐盐品种已成为保障粮食安全和农业可持续发展的重要途径之一。然而,耐盐性控制的机制仍有待阐明。在这项研究中,我们鉴定了一种突变体,称为耐盐小粒突变体(sts),具有耐盐性和小粒性。基因克隆和生理生化实验表明,sts是控制稻米粒径的有丝分裂原活化蛋白激酶4(OsMKK4)的一个新的突变等位基因,近年来被发现与水稻耐盐性有关。功能分析表明,OsSTS在整个组织中组成性表达,其蛋白质定位于细胞核、细胞膜和细胞质。研究发现,OsSTS功能的丧失增强了水稻幼苗的耐盐性,进一步的研究表明,OsSTS的丧失提高了水稻幼苗对ROS的清除率,与离子毒性无关。为了探索sts的耐盐机制,我们通过高通量信使核糖核酸测序发现,sts的抗盐性也受到ABA的调节。盐和ABA处理表明,ABA可能减轻盐胁迫对sts根长的抑制作用。这些结果揭示了粒径基因OsMKK4的新功能,拓展了耐盐机制和激素调控网络的新研究思路,为耐盐水稻育种提供了理论依据。
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引用次数: 0
Identification of a Seed Vigor-Related QTL Cluster Associated with Weed Competitive Ability in Direct-Seeded Rice (Oryza Sativa L.). 一个与杂草竞争能力相关的直播水稻种子活力QTL簇的鉴定。
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-10-13 DOI: 10.1186/s12284-023-00664-x
Shan Xu, Yuexin Fei, Yue Wang, Wenjia Zhao, Luyan Hou, Yujie Cao, Min Wu, Hongkai Wu

Direct seeding of rice (Oryza sativa L.) is a low-labor and sustainable cultivation method that is used worldwide. Seed vigor and early vigor are important traits associated with seedling stand density (SSD) and weed competitive ability (WCA), which are key factors in direct-seeded rice (DSR) cultivation systems. Here, we developed a set of chromosome segment substitution lines with Xiushui134 as receptor parent and Yangdao6 as donor parent and used these lines as a mapping population to identify quantitative trait loci (QTLs) for seed vigor, which we evaluated based on germinability-related indicators (germination percentage (GP), germination energy (GE), and germination index (GI)) and seedling vigor-related indicators (root number (RN), root length (RL), and shoot length (SL) at 14 days after imbibition) under controlled conditions in an incubator. Ten QTLs were detected across four chromosomes, of which a cluster of QTLs (qGP11, qGE11, qGI11, and qRL11) co-localized on Chr. 11 with high LOD values (12.03, 8.13, 7.14, and 8.75, respectively). Fine mapping narrowed down the QTL cluster to a 0.7-Mb interval between RM26797 and RM6680. Further analysis showed that the QTL cluster has a significant effect (p < 0.01) on early vigor under hydroponic culture (root length, total dry weight) and direct seeding conditions (tiller number, aboveground dry weight). Thus, our combined analysis revealed that the QTL cluster influenced both seed vigor and early vigor. Identifying favorable alleles at this QTL cluster could facilitate the improvement of SSD and WCA, thereby addressing both major factors in DSR cultivation systems.

水稻直播(Oryza sativa L.)是一种低劳动力、可持续的栽培方法,在世界范围内广泛使用。种子活力和早期活力是与林分密度(SSD)和杂草竞争能力(WCA)相关的重要性状,是直播水稻(DSR)栽培系统的关键因素。在这里,我们开发了一组以秀水134为受体亲本、洋稻6为供体亲本的染色体片段替代系,并将这些系作为作图群体来鉴定种子活力的数量性状位点(QTL),我们根据发芽率(GP)、发芽能(GE),和发芽指数(GI))和幼苗活力相关指标(吸收后14天的根数(RN)、根长(RL)和地上部长度(SL))。在四条染色体上检测到10个QTL,其中一簇QTL(qGP11、qGE11、qGI11和qRL11)共同定位在Chr上。11个具有高LOD值(分别为12.03、8.13、7.14和8.75)。精细定位将QTL聚类缩小到RM26797和RM6680之间的0.7Mb区间。进一步分析表明,QTL聚类具有显著的效应(p
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引用次数: 0
Glucan Synthase-like 2 is Required for Seed Initiation and Filling as Well as Pollen Fertility in Rice. 类葡聚糖合成酶2是水稻种子发育、灌浆和花粉育性所必需的。
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-10-07 DOI: 10.1186/s12284-023-00662-z
Ronghua Qiu, Yang Liu, Zhengzheng Cai, Jieqiong Li, Chunyan Wu, Gang Wang, Chenchen Lin, Yulin Peng, Zhanlin Deng, Weiqi Tang, Weiren Wu, Yuanlin Duan

Background: The Glucan synthase-like (GSL) genes are indispensable for some important highly-specialized developmental and cellular processes involving callose synthesis and deposition in plants. At present, the best-characterized reproductive functions of GSL genes are those for pollen formation and ovary expansion, but their role in seed initiation remains unknown.

Results: We identified a rice seed mutant, watery seed 1-1 (ws1-1), which contained a mutation in the OsGSL2 gene. The mutant produced seeds lacking embryo and endosperm but filled with transparent and sucrose-rich liquid. In a ws1-1 spikelet, the ovule development was normal, but the microsporogenesis and male gametophyte development were compromised, resulting in the reduction of fertile pollen. After fertilization, while the seed coat normally developed, the embryo failed to differentiate normally. In addition, the divided endosperm-free nuclei did not migrate to the periphery of the embryo sac but aggregated so that their proliferation and cellularization were arrested. Moreover, the degeneration of nucellus cells was delayed in ws1-1. OsGSL2 is highly expressed in reproductive organs and developing seeds. Disrupting OsGSL2 reduced callose deposition on the outer walls of the microspores and impaired the formation of the annular callose sheath in developing caryopsis, leading to pollen defect and seed abortion.

Conclusions: Our findings revealed that OsGSL2 is essential for rice fertility and is required for embryo differentiation and endosperm-free nucleus positioning, indicating a distinct role of OsGSL2, a callose synthase gene, in seed initiation, which provides new insight into the regulation of seed development in cereals.

背景:葡聚糖合成酶样(GSL)基因在植物中涉及胼胝质合成和沉积的一些重要的高度专业化的发育和细胞过程中是必不可少的。目前,GSL基因最具特征的生殖功能是花粉形成和卵巢扩张,但它们在种子启动中的作用尚不清楚。结果:我们鉴定了一个水稻种子突变体,水性种子1-1(ws1-1),该突变体含有OsGSL2基因突变。突变体产生的种子缺乏胚胎和胚乳,但充满透明且富含蔗糖的液体。在ws1-1小穗中,胚珠发育正常,但小孢子发生和雄配子体发育受到影响,导致可育花粉减少。受精后,虽然种皮正常发育,但胚胎未能正常分化。此外,分裂的胚乳游离核没有迁移到胚囊的外围,而是聚集在一起,从而阻止了它们的增殖和细胞化。此外,在ws1-1中,珠心细胞的变性被延迟。OsGSL2在生殖器官和发育中的种子中高度表达。破坏OsGSL2减少了小孢子外壁上的胼胝质沉积,并在发育中的颖果中破坏了环状胼胝质鞘的形成,导致花粉缺陷和种子败育。结论:我们的研究结果表明,OsGSL2对水稻育性至关重要,是胚胎分化和胚乳游离核定位所必需的,这表明胼胝质合成酶基因OsGSL2在种子启动中发挥着独特的作用,这为谷物种子发育的调控提供了新的见解。
{"title":"Glucan Synthase-like 2 is Required for Seed Initiation and Filling as Well as Pollen Fertility in Rice.","authors":"Ronghua Qiu, Yang Liu, Zhengzheng Cai, Jieqiong Li, Chunyan Wu, Gang Wang, Chenchen Lin, Yulin Peng, Zhanlin Deng, Weiqi Tang, Weiren Wu, Yuanlin Duan","doi":"10.1186/s12284-023-00662-z","DOIUrl":"10.1186/s12284-023-00662-z","url":null,"abstract":"<p><strong>Background: </strong>The Glucan synthase-like (GSL) genes are indispensable for some important highly-specialized developmental and cellular processes involving callose synthesis and deposition in plants. At present, the best-characterized reproductive functions of GSL genes are those for pollen formation and ovary expansion, but their role in seed initiation remains unknown.</p><p><strong>Results: </strong>We identified a rice seed mutant, watery seed 1-1 (ws1-1), which contained a mutation in the OsGSL2 gene. The mutant produced seeds lacking embryo and endosperm but filled with transparent and sucrose-rich liquid. In a ws1-1 spikelet, the ovule development was normal, but the microsporogenesis and male gametophyte development were compromised, resulting in the reduction of fertile pollen. After fertilization, while the seed coat normally developed, the embryo failed to differentiate normally. In addition, the divided endosperm-free nuclei did not migrate to the periphery of the embryo sac but aggregated so that their proliferation and cellularization were arrested. Moreover, the degeneration of nucellus cells was delayed in ws1-1. OsGSL2 is highly expressed in reproductive organs and developing seeds. Disrupting OsGSL2 reduced callose deposition on the outer walls of the microspores and impaired the formation of the annular callose sheath in developing caryopsis, leading to pollen defect and seed abortion.</p><p><strong>Conclusions: </strong>Our findings revealed that OsGSL2 is essential for rice fertility and is required for embryo differentiation and endosperm-free nucleus positioning, indicating a distinct role of OsGSL2, a callose synthase gene, in seed initiation, which provides new insight into the regulation of seed development in cereals.</p>","PeriodicalId":21408,"journal":{"name":"Rice","volume":"16 1","pages":"44"},"PeriodicalIF":5.5,"publicationDate":"2023-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10560172/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41132897","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimization of Multi-Generation Multi-location Genomic Prediction Models for Recurrent Genomic Selection in an Upland Rice Population. 陆地水稻群体多代多位点基因组预测模型的优化研究。
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-27 DOI: 10.1186/s12284-023-00661-0
Hugues de Verdal, Cédric Baertschi, Julien Frouin, Constanza Quintero, Yolima Ospina, Maria Fernanda Alvarez, Tuong-Vi Cao, Jérôme Bartholomé, Cécile Grenier

Genomic selection is a worthy breeding method to improve genetic gain in recurrent selection breeding schemes. The integration of multi-generation and multi-location information could significantly improve genomic prediction models in the context of shuttle breeding. The Cirad-CIAT upland rice breeding program applies recurrent genomic selection and seeks to optimize the scheme to increase genetic gain while reducing phenotyping efforts. We used a synthetic population (PCT27) of which S0 plants were all genotyped and advanced by selfing and bulk seed harvest to the S0:2, S0:3, and S0:4 generations. The PCT27 was then divided into two sets. The S0:2 and S0:3 progenies for PCT27A and the S0:4 progenies for PCT27B were phenotyped in two locations: Santa Rosa the target selection location, within the upland rice growing area, and Palmira, the surrogate location, far from the upland rice growing area but easier for experimentation. While the calibration used either one of the two sets phenotyped in one or two locations, the validation population was only the PCT27B phenotyped in Santa Rosa. Five scenarios of genomic prediction and 24 models were performed and compared. Training the prediction model with the PCT27B phenotyped in Santa Rosa resulted in predictive abilities ranging from 0.19 for grain zinc concentration to 0.30 for grain yield. Expanding the training set with the inclusion of the PCT27A resulted in greater predictive abilities for all traits but grain yield, with increases from 5% for plant height to 61% for grain zinc concentration. Models with the PCT27B phenotyped in two locations resulted in higher prediction accuracy when the models assumed no genotype-by-environment (G × E) interaction for flowering (0.38) and grain zinc concentration (0.27). For plant height, the model assuming a single G × E variance provided higher accuracy (0.28). The gain in predictive ability for grain yield was the greatest (0.25) when environment-specific variance deviation effect for G × E was considered. While the best scenario was specific to each trait, the results indicated that the gain in predictive ability provided by the multi-location and multi-generation calibration was low. Yet, this approach could lead to increased selection intensity, acceleration of the breeding cycle, and a sizable economic advantage for the program.

在重复选择育种方案中,基因组选择是一种有价值的提高遗传增益的育种方法。在航天飞机育种的背景下,多代和多位置信息的整合可以显著改进基因组预测模型。Cirad CIAT陆稻育种计划采用重复基因组选择,并寻求优化方案,以增加遗传增益,同时减少表型努力。我们使用了一个合成群体(PCT27),其中S0株植物都进行了基因分型,并通过自拍和大量种子收获提高到S0:2、S0:3和S0:4代。然后将PCT27分为两组。PCT27A的S0:2和S0:3后代和PCT27B的S0:4后代在两个位置进行表型分析:目标选择位置Santa Rosa,在陆稻种植区内,替代位置Palmira,远离陆稻种植区域,但更容易进行实验。虽然校准使用了在一个或两个位置的两组表型中的一组,但验证群体仅为Santa Rosa的PCT27B表型。对5种基因组预测方案和24种模型进行了比较。用Santa Rosa的PCT27B表型训练预测模型,其预测能力范围从粮食锌浓度的0.19到粮食产量的0.30。在包含PCT27A的情况下扩大训练集,除粮食产量外,其他所有性状的预测能力都更强,株高的预测能力从5%提高到粮食锌浓度的61%。在两个位置具有PCT27B表型的模型在假设环境没有基因型时导致更高的预测准确性(G × E) 开花(0.38)和籽粒锌浓度(0.27)的相互作用。对于株高,模型假设单个G × E方差提供了更高的精度(0.28)。当G的环境特异性方差偏差效应时,对粮食产量的预测能力增益最大(0.25) × E。虽然最佳情况是针对每个性状的,但结果表明,多地点和多代校准提供的预测能力增益很低。然而,这种方法可能会增加选择强度,加快繁殖周期,并为该项目带来相当大的经济优势。
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引用次数: 0
Disruption of the Novel Small Protein RBR7 Leads to Enhanced Plant Resistance to Blast Disease. 新型小蛋白RBR7的破坏导致植物对稻瘟病的抗性增强。
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-21 DOI: 10.1186/s12284-023-00660-1
Hui Shi, Qing Xiong, Zhangjie Zhao, Lian Zhou, Junjie Yin, Xiang Lu, Xuewei Chen, Jing Wang

Plant disease is a threat to global food security. Breeding crops carrying broad-spectrum resistance loci is an effective way to control infectious disease. Disease-resistant mutants are valuable resources for deciphering the underlying mechanisms of plant immunity and could provide genetic loci to generate disease-resistant crops. Here, we identified a rice mutant, rbr7 (rice blast resistance 7), that confers resistance against different strains of Magnaporthe oryzae. Disease-mimicking necrotic lesions started to appear on the leaves of rbr7 four weeks after sowing. Histochemical analysis revealed reactive oxygen species accumulation and cell death accompanied by spontaneous lesion formation in rbr7. Map-based cloning and bulk segregation analysis showed a 2855 bp fragment deletion on chromosome 5, leading to the disruption of the LOC_Os05g28480-coding protein. Transgenic rbr7 complementation plants showed compromised resistance to rice blast, indicating that LOC_Os05g28480, or Rbr7, regulates the rice immune response. Rbr7 encodes a small protein of unknown function with 85 amino acids. Transcriptomic analysis revealed that disruption of RBR7 led to the upregulation of genes responding to salicylic acid, systemic acquired resistance and pathogenesis-related genes. Taken together, our findings reveal insights into a novel small protein involved in regulating plant resistance to rice blast and provide a potential target for crop breeding.

植物病害对全球粮食安全构成威胁。培育具有广谱抗性基因座的作物是控制传染病的有效途径。抗病突变体是破译植物免疫潜在机制的宝贵资源,可以为产生抗病作物提供遗传位点。在这里,我们鉴定了一种水稻突变体rbr7(稻瘟病抗性7),它对不同的稻瘟病菌株具有抗性。播种4周后,rbr7的叶片上开始出现类似坏死病变的疾病。组织化学分析显示rbr7中活性氧的积累和细胞死亡伴随着自发损伤的形成。基于图谱的克隆和群体分离分析显示,5号染色体上有2855bp的片段缺失,导致LOC_Os05g24840编码蛋白的破坏。转基因rbr7互补植物对稻瘟病的抗性受损,表明LOC_Os05g24840或rbr7调节水稻免疫反应。Rbr7编码一种功能未知的小蛋白,含有85个氨基酸。转录组学分析显示,RBR7的破坏导致对水杨酸、系统获得性耐药性和发病机制相关基因的上调。总之,我们的发现揭示了一种参与调节植物对稻瘟病抗性的新型小蛋白的见解,并为作物育种提供了一个潜在的靶点。
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引用次数: 0
Explanation Generated for Sequential Recommendation based on Transformer model 基于Transformer模型的顺序推荐生成的解释
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2022-11-29 DOI: 10.1109/SCISISIS55246.2022.10002066
Yuanpeng Qu, H. Nobuhara
Generating recommendation reasons for recommended items can play an essential role in personalization such as by summarizing users’ comments on their purchased items. However, existing methods only utilize general recommendations, ignoring the fact that items purchased by users are often related to their purchase history. To address this issue, we propose a multitask model referred to as Explanation Generated for Sequential Recommendation (EG4SRec), which is designed to generate recommendation reasons based on a Transformer model for sequential recommendations. First, we predicted and recommended items based on the time series information from the user’s purchase history. Additionally, we used the proposed method to generate recommendation reasons for a target user based on these features by assigning linguistic meaning to the user’s purchase history and the items they may be interested in buy. Moreover, we applied context prediction to generate features for recommendation reasons. The results of experiments conducted using the constructed review dataset, which includes approximately 1. 29M explanations from the Yelp dataset, show that the proposed approach is reasonably effective for sequential recommendations. The model achieved performance similar to that of an existing SOTA model in terms of the evaluation matrix and performed even better in some other terms.
生成推荐商品的推荐理由可以在个性化中发挥重要作用,例如总结用户对其购买商品的评论。然而,现有的方法只利用一般推荐,忽略了用户购买的物品通常与他们的购买历史相关这一事实。为了解决这个问题,我们提出了一个多任务模型,称为为顺序推荐生成的解释(EG4SRec),它被设计用于基于顺序推荐的Transformer模型生成推荐原因。首先,我们根据用户购买历史的时间序列信息预测和推荐商品。此外,我们使用提出的方法,通过为用户的购买历史和他们可能感兴趣的购买物品分配语言含义,基于这些特征为目标用户生成推荐理由。此外,我们应用上下文预测来生成推荐原因的特征。使用构建的综述数据集进行的实验结果,其中包括大约1。来自Yelp数据集的29M个解释表明,所提出的方法对于顺序推荐相当有效。该模型在评估矩阵方面实现了与现有SOTA模型相似的性能,并且在其他一些方面表现得更好。
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引用次数: 1
Omnidirectional Autonomous Aggressive Perching of Unmanned Aerial Vehicle using Reinforcement Learning Trajectory Generation and Control 基于强化学习轨迹生成与控制的无人机全方位自主攻击栖息
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2022-11-29 DOI: 10.1109/SCISISIS55246.2022.10002100
Yu-ting Huang, Chen-Huan Pi, Stone Cheng
Micro aerial vehicles are widely being researched and employed due to their relative low operation costs and high flexibility in various applications. We study the under-actuated quadrotor perching problem, designing a trajectory planner and controller which generates feasible trajectories and drives quadrotors to desired state in state space. This paper proposes a trajectory generating and tracking method for quadrotor perching that takes the advantages of reinforcement learning controller and traditional controller. We demonstrate the performance of the trained reinforcement learning controller generated trajectory information and manipulated quadrotor toward the perching point (manually throwing it up in the air with an initial velocity of 1 m/s). We show that this approach permits the control structure of trajectories and controllers enabling such aggressive maneuvers perching on vertical surfaces with relatively accurate. Computation time of evaluating the policy is only 0.03 sec per trajectory, which is two orders of magnitude less than common trajectory optimization algorithms with an approximated model.
微型飞行器以其相对较低的运行成本和较高的灵活性在各种应用中得到了广泛的研究和应用。研究欠驱动四旋翼悬停问题,设计轨迹规划器和控制器,生成可行轨迹,并在状态空间中驱动四旋翼飞行器到达期望状态。结合强化学习控制器和传统控制器的优点,提出了一种四旋翼飞行器悬停轨迹生成与跟踪方法。我们演示了训练后的强化学习控制器生成轨迹信息的性能,并操纵四旋翼飞行器朝向栖息点(手动将其以1米/秒的初始速度抛向空中)。我们表明,这种方法允许轨迹和控制器的控制结构,使这种攻击性机动栖息在垂直表面相对准确。该策略每条轨迹的计算时间仅为0.03秒,比采用近似模型的一般轨迹优化算法缩短了两个数量级。
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引用次数: 0
A Discussion of Classifying Open Systems Problem and Automated Action Plan Selection 开放系统问题分类与自动行动计划选择的讨论
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2022-11-29 DOI: 10.1109/SCISISIS55246.2022.10002126
Akio Shinohara, Takashi Izumi
We discuss how to classify an open systems problem and automated action plan determination. In the current situation where problems of open systems are a regular occurrence, there is a strong demand for automation of failure action plans. First, we propose the way how to evaluate and classify all problems that happens in open systems. Next, we provide a way to link problem classes to unique action plan. This enables automated action plan determination. Finally, we analyze the relation of wrong DOA detection and inappropriate action plan determination.
我们讨论了如何对开放系统问题进行分类并自动确定行动计划。在目前开放系统经常出现问题的情况下,对故障行动计划的自动化有强烈的需求。首先,我们提出了如何对开放系统中发生的所有问题进行评估和分类的方法。接下来,我们提供了一种将问题类与独特的行动计划联系起来的方法。这样就可以自动确定行动计划。最后,分析了错误的DOA检测与不适当的行动计划确定的关系。
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引用次数: 0
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Rice
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