首页 > 最新文献

Rice最新文献

英文 中文
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。
{"title":"Impact of Seed Origin and Genetic Drift of Improved Rice Variety IR841 in Benin.","authors":"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","doi":"10.1186/s12284-023-00657-w","DOIUrl":"10.1186/s12284-023-00657-w","url":null,"abstract":"<p><strong>Background: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":21408,"journal":{"name":"Rice","volume":"16 1","pages":"48"},"PeriodicalIF":5.5,"publicationDate":"2023-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10600083/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50158682","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
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。
{"title":"OsSTS, a Novel Allele of Mitogen-Activated Protein Kinase Kinase 4 (OsMKK4), Controls Grain Size and Salt Tolerance in Rice.","authors":"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","doi":"10.1186/s12284-023-00663-y","DOIUrl":"10.1186/s12284-023-00663-y","url":null,"abstract":"<p><p>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.</p>","PeriodicalId":21408,"journal":{"name":"Rice","volume":"16 1","pages":"47"},"PeriodicalIF":5.5,"publicationDate":"2023-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10597928/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49692255","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
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
{"title":"Identification of a Seed Vigor-Related QTL Cluster Associated with Weed Competitive Ability in Direct-Seeded Rice (Oryza Sativa L.).","authors":"Shan Xu, Yuexin Fei, Yue Wang, Wenjia Zhao, Luyan Hou, Yujie Cao, Min Wu, Hongkai Wu","doi":"10.1186/s12284-023-00664-x","DOIUrl":"10.1186/s12284-023-00664-x","url":null,"abstract":"<p><p>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.</p>","PeriodicalId":21408,"journal":{"name":"Rice","volume":"16 1","pages":"45"},"PeriodicalIF":5.5,"publicationDate":"2023-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10575835/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41211203","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
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。
{"title":"Optimization of Multi-Generation Multi-location Genomic Prediction Models for Recurrent Genomic Selection in an Upland Rice Population.","authors":"Hugues de Verdal, Cédric Baertschi, Julien Frouin, Constanza Quintero, Yolima Ospina, Maria Fernanda Alvarez, Tuong-Vi Cao, Jérôme Bartholomé, Cécile Grenier","doi":"10.1186/s12284-023-00661-0","DOIUrl":"10.1186/s12284-023-00661-0","url":null,"abstract":"<p><p>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 S<sub>0</sub> plants were all genotyped and advanced by selfing and bulk seed harvest to the S<sub>0:2</sub>, S<sub>0:3</sub>, and S<sub>0:4</sub> generations. The PCT27 was then divided into two sets. The S<sub>0:2</sub> and S<sub>0:3</sub> progenies for PCT27A and the S<sub>0:4</sub> 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.</p>","PeriodicalId":21408,"journal":{"name":"Rice","volume":"16 1","pages":"43"},"PeriodicalIF":5.5,"publicationDate":"2023-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10533757/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41164892","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
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。
{"title":"Disruption of the Novel Small Protein RBR7 Leads to Enhanced Plant Resistance to Blast Disease.","authors":"Hui Shi, Qing Xiong, Zhangjie Zhao, Lian Zhou, Junjie Yin, Xiang Lu, Xuewei Chen, Jing Wang","doi":"10.1186/s12284-023-00660-1","DOIUrl":"10.1186/s12284-023-00660-1","url":null,"abstract":"<p><p>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.</p>","PeriodicalId":21408,"journal":{"name":"Rice","volume":"16 1","pages":"42"},"PeriodicalIF":5.5,"publicationDate":"2023-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10513991/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41135038","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
On the role of shape features in metaphor generation for abstract images 论形状特征在抽象意象隐喻生成中的作用
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2022-11-29 DOI: 10.1109/SCISISIS55246.2022.10002047
Asuka Terai, Natsuki Yamamura, J. Chikazoe, Takaaki Yoshimoto, Norihiro Sadato, K. Jimura
In this study, we examined the role of shape features on metaphor generation for abstract images based on a simulation with a retrained convolutional neural network (CNN), which is in turn based on a pretrained CNN model (AlexNet). A computational experiment was conducted using three types of object recognition models, including a pretrained object recognition model (AlexNet) and recognition models that were retrained to recognize more or fewer shape features using edge-detected or blurred images from the ILSVRC-2012 dataset. A psychological experiment was conducted to collect metaphors that were used to explain the abstract images. The simulation results of the models for the abstract images were compared to examine how well they predicted the concepts used in the metaphors generated for the abstract images. The results of the computational experiment suggest that the model retrained to recognize fewer shape features performed best at predicting the generated metaphors. However, for some abstract images, the model retrained to recognize more shape features performed better. These results suggest that the role of shape features on metaphor generation differs depending on the types of abstract images.
在这项研究中,我们基于再训练卷积神经网络(CNN)的模拟,研究了形状特征在抽象图像隐喻生成中的作用,而CNN又基于预训练的CNN模型(AlexNet)。使用三种类型的物体识别模型进行了计算实验,包括预训练的物体识别模型(AlexNet)和使用ILSVRC-2012数据集中的边缘检测或模糊图像进行再训练以识别更多或更少形状特征的识别模型。进行了一项心理学实验,收集用来解释抽象图像的隐喻。对抽象图像模型的模拟结果进行比较,以检验它们对抽象图像生成的隐喻中使用的概念的预测程度。计算实验结果表明,经过再训练识别较少形状特征的模型在预测生成的隐喻方面表现最好。然而,对于一些抽象图像,重新训练的模型识别更多的形状特征表现更好。这些结果表明,形状特征在隐喻生成中的作用因抽象图像类型的不同而不同。
{"title":"On the role of shape features in metaphor generation for abstract images","authors":"Asuka Terai, Natsuki Yamamura, J. Chikazoe, Takaaki Yoshimoto, Norihiro Sadato, K. Jimura","doi":"10.1109/SCISISIS55246.2022.10002047","DOIUrl":"https://doi.org/10.1109/SCISISIS55246.2022.10002047","url":null,"abstract":"In this study, we examined the role of shape features on metaphor generation for abstract images based on a simulation with a retrained convolutional neural network (CNN), which is in turn based on a pretrained CNN model (AlexNet). A computational experiment was conducted using three types of object recognition models, including a pretrained object recognition model (AlexNet) and recognition models that were retrained to recognize more or fewer shape features using edge-detected or blurred images from the ILSVRC-2012 dataset. A psychological experiment was conducted to collect metaphors that were used to explain the abstract images. The simulation results of the models for the abstract images were compared to examine how well they predicted the concepts used in the metaphors generated for the abstract images. The results of the computational experiment suggest that the model retrained to recognize fewer shape features performed best at predicting the generated metaphors. However, for some abstract images, the model retrained to recognize more shape features performed better. These results suggest that the role of shape features on metaphor generation differs depending on the types of abstract images.","PeriodicalId":21408,"journal":{"name":"Rice","volume":"3 1","pages":"1-5"},"PeriodicalIF":5.5,"publicationDate":"2022-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91099136","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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: 0
Feature Word Extraction Method for Book Difficulty 图书难度的特征词提取方法
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2022-11-29 DOI: 10.1109/SCISISIS55246.2022.10002116
Masaaki Suzuki, F. Saitoh
With the rapid development of the E-Commerce market in recent years, product selection has become increasingly difficult. Therefore, various studies have been conducted to assist in the selection, but few have focused on the level of difficulty. However, if the level of difficulty related to content is not considered when selecting books, it is impossible to provide products that meet user needs. Therefore, this study used product reviews to identify the characteristic words for the difficulty level. As an extraction method, a distributed representation of words was obtained based on Word2Vec, and clustering was performed using DBSCAN with two-dimensional compression by t-SNE to provide stable clustering while considering the meanings of words. In addition, the experimental results show that it is possible to extract not only feature words directly related to the difficulty level but also words that indirectly affect the evaluation of the difficulty level.
随着近年来电子商务市场的快速发展,商品的选择变得越来越困难。因此,已经进行了各种各样的研究来帮助选择,但很少有人关注难度水平。但是,如果在选择图书时不考虑与内容相关的难易程度,就不可能提供满足用户需求的产品。因此,本研究使用产品评论来识别难度等级的特征词。作为一种提取方法,基于Word2Vec获得词的分布式表示,并使用DBSCAN进行聚类,在考虑词的含义的同时进行二维t-SNE压缩,以提供稳定的聚类。此外,实验结果表明,该方法不仅可以提取与难度等级直接相关的特征词,还可以提取间接影响难度等级评价的特征词。
{"title":"Feature Word Extraction Method for Book Difficulty","authors":"Masaaki Suzuki, F. Saitoh","doi":"10.1109/SCISISIS55246.2022.10002116","DOIUrl":"https://doi.org/10.1109/SCISISIS55246.2022.10002116","url":null,"abstract":"With the rapid development of the E-Commerce market in recent years, product selection has become increasingly difficult. Therefore, various studies have been conducted to assist in the selection, but few have focused on the level of difficulty. However, if the level of difficulty related to content is not considered when selecting books, it is impossible to provide products that meet user needs. Therefore, this study used product reviews to identify the characteristic words for the difficulty level. As an extraction method, a distributed representation of words was obtained based on Word2Vec, and clustering was performed using DBSCAN with two-dimensional compression by t-SNE to provide stable clustering while considering the meanings of words. In addition, the experimental results show that it is possible to extract not only feature words directly related to the difficulty level but also words that indirectly affect the evaluation of the difficulty level.","PeriodicalId":21408,"journal":{"name":"Rice","volume":"152 5 1","pages":"1-4"},"PeriodicalIF":5.5,"publicationDate":"2022-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91135408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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: 0
Design and Implementation of a Multicellular Molecular Communication Simulator 多细胞分子通信模拟器的设计与实现
IF 5.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2022-11-29 DOI: 10.1109/SCISISIS55246.2022.10002068
T. Saiki, T. Nakano
This paper describes the design and implementation of an extensible and fast simulation platform for multicellular molecular communication simulations. The simulation platform is extensible, allowing users to customize the cell mechanics model and conduct their own simulation experiments. The simulation platform is built upon efficient algorithms and supports large-scale simulations. This paper presents its initial design and current implementation status. An example simulation run using the standard simulation model is shown, demonstrating the potential use of the simulation platform to conduct biologically realistic simulation experiments.
本文介绍了一个可扩展的、快速的多细胞分子通信仿真平台的设计与实现。仿真平台是可扩展的,允许用户自定义细胞力学模型并进行自己的仿真实验。该仿真平台基于高效的算法,支持大规模仿真。本文介绍了该系统的初步设计和目前的实现情况。给出了一个使用标准仿真模型运行的仿真示例,展示了仿真平台在进行生物逼真仿真实验方面的潜在用途。
{"title":"Design and Implementation of a Multicellular Molecular Communication Simulator","authors":"T. Saiki, T. Nakano","doi":"10.1109/SCISISIS55246.2022.10002068","DOIUrl":"https://doi.org/10.1109/SCISISIS55246.2022.10002068","url":null,"abstract":"This paper describes the design and implementation of an extensible and fast simulation platform for multicellular molecular communication simulations. The simulation platform is extensible, allowing users to customize the cell mechanics model and conduct their own simulation experiments. The simulation platform is built upon efficient algorithms and supports large-scale simulations. This paper presents its initial design and current implementation status. An example simulation run using the standard simulation model is shown, demonstrating the potential use of the simulation platform to conduct biologically realistic simulation experiments.","PeriodicalId":21408,"journal":{"name":"Rice","volume":"3 1","pages":"1-5"},"PeriodicalIF":5.5,"publicationDate":"2022-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88471562","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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: 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。
{"title":"Explanation Generated for Sequential Recommendation based on Transformer model","authors":"Yuanpeng Qu, H. Nobuhara","doi":"10.1109/SCISISIS55246.2022.10002066","DOIUrl":"https://doi.org/10.1109/SCISISIS55246.2022.10002066","url":null,"abstract":"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.","PeriodicalId":21408,"journal":{"name":"Rice","volume":"12 1","pages":"1-6"},"PeriodicalIF":5.5,"publicationDate":"2022-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77960279","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
期刊
Rice
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
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:481959085
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