Genomic data serve as an invaluable resource for unraveling the intricacies of the higher plant systems, including the constituent elements within and among species. Through various efforts in genomic data archiving, integrative analysis and value-added curation, the National Genomics Data Center (NGDC), which is a part of the China National Center for Bioinformation (CNCB), has successfully established and currently maintains a vast amount of database resources. This dedicated initiative of the NGDC facilitates a data-rich ecosystem that greatly strengthens and supports genomic research efforts. Here, we present a comprehensive overview of central repositories dedicated to archiving, presenting, and sharing plant omics data, introduce knowledgebases focused on variants or gene-based functional insights, highlight species-specific multiple omics database resources, and briefly review the online application tools. We intend that this review can be used as a guide map for plant researchers wishing to select effective data resources from the NGDC for their specific areas of study.
{"title":"Plant genomic resources at National Genomics Data Center: assisting in data-driven breeding applications","authors":"Dongmei Tian, Tianyi Xu, Hailong Kang, Hong Luo, Yanqing Wang, Meili Chen, Rujiao Li, Lina Ma, Zhonghuang Wang, Lili Hao, Bixia Tang, Dong Zou, Jingfa Xiao, Wenming Zhao, Yiming Bao, Zhang Zhang, Shuhui Song","doi":"10.1007/s42994-023-00134-4","DOIUrl":"10.1007/s42994-023-00134-4","url":null,"abstract":"<div><p>Genomic data serve as an invaluable resource for unraveling the intricacies of the higher plant systems, including the constituent elements within and among species. Through various efforts in genomic data archiving, integrative analysis and value-added curation, the National Genomics Data Center (NGDC), which is a part of the China National Center for Bioinformation (CNCB), has successfully established and currently maintains a vast amount of database resources. This dedicated initiative of the NGDC facilitates a data-rich ecosystem that greatly strengthens and supports genomic research efforts. Here, we present a comprehensive overview of central repositories dedicated to archiving, presenting, and sharing plant omics data, introduce knowledgebases focused on variants or gene-based functional insights, highlight species-specific multiple omics database resources, and briefly review the online application tools. We intend that this review can be used as a guide map for plant researchers wishing to select effective data resources from the NGDC for their specific areas of study.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"5 1","pages":"94 - 106"},"PeriodicalIF":4.6,"publicationDate":"2024-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-023-00134-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139683403","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-30DOI: 10.1007/s42994-023-00129-1
Baizhi Chen, Yan Shi, Yuchen Sun, Lu Lu, Luyao Wang, Zijian Liu, Shifeng Cheng
The garden pea (Pisum sativum L.) is a significant cool-season legume, serving as crucial food sources, animal feed, and industrial raw materials. The advancement of functional genomics over the past two decades has provided substantial theoretical foundations and progress to pea breeding. Notably, the release of the pea reference genome has enhanced our understanding of plant architecture, symbiotic nitrogen fixation (SNF), flowering time, floral organ development, seed development, and stress resistance. However, a considerable gap remains between pea functional genomics and molecular breeding. This review summarizes the current advancements in pea functional genomics and breeding while highlighting the future challenges in pea molecular breeding.
{"title":"Innovations in functional genomics and molecular breeding of pea: exploring advances and opportunities","authors":"Baizhi Chen, Yan Shi, Yuchen Sun, Lu Lu, Luyao Wang, Zijian Liu, Shifeng Cheng","doi":"10.1007/s42994-023-00129-1","DOIUrl":"10.1007/s42994-023-00129-1","url":null,"abstract":"<div><p>The garden pea (<i>Pisum sativum</i> L.) is a significant cool-season legume, serving as crucial food sources, animal feed, and industrial raw materials. The advancement of functional genomics over the past two decades has provided substantial theoretical foundations and progress to pea breeding. Notably, the release of the pea reference genome has enhanced our understanding of plant architecture, symbiotic nitrogen fixation (SNF), flowering time, floral organ development, seed development, and stress resistance. However, a considerable gap remains between pea functional genomics and molecular breeding. This review summarizes the current advancements in pea functional genomics and breeding while highlighting the future challenges in pea molecular breeding.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"5 1","pages":"71 - 93"},"PeriodicalIF":4.6,"publicationDate":"2024-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-023-00129-1.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139591459","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-22DOI: 10.1007/s42994-023-00132-6
Feng-Zhu Wang, Ying Bao, Zhenxiang Li, Xiangyu Xiong, Jian-Feng Li
The CRISPR/Cas9 technology revolutionizes targeted gene knockout in diverse organisms including plants. However, screening edited alleles, particularly those with multiplex editing, from herbicide- or antibiotic-resistant transgenic plants and segregating out the Cas9 transgene represent two laborious processes. Current solutions to facilitate these processes rely on different selection markers. Here, by taking advantage of the opposite functions of a d-amino acid oxidase (DAO) in detoxifying d-serine and in metabolizing non-toxic d-valine to a cytotoxic product, we develop a DAO-based selection system that simultaneously enables the enrichment of multigene edited alleles and elimination of Cas9-containing progeny in Arabidopsis thaliana. Among five DAOs tested in Escherichia coli, the one encoded by Trigonopsis variabilis (TvDAO) could confer slightly stronger d-serine resistance than other homologs. Transgenic expression of TvDAO in Arabidopsis allowed a clear distinction between transgenic and non-transgenic plants in both d-serine-conditioned positive selection and d-valine-conditioned negative selection. As a proof of concept, we combined CRISPR-induced single-strand annealing repair of a dead TvDAO with d-serine-based positive selection to help identify transgenic plants with multiplex editing, where d-serine-resistant plants exhibited considerably higher co-editing frequencies at three endogenous target genes than those selected by hygromycin. Subsequently, d-valine-based negative selection successfully removed Cas9 and TvDAO transgenes from the survival offspring carrying inherited mutations. Collectively, this work provides a novel strategy to ease CRISPR mutant identification and Cas9 transgene elimination using a single selection marker, which promises more efficient and simplified multiplex CRISPR editing in plants.
CRISPR/Cas9 技术彻底改变了包括植物在内的多种生物体的定向基因敲除技术。然而,从抗除草剂或抗生素的转基因植物中筛选编辑过的等位基因,特别是那些多重编辑的等位基因,以及分离出 Cas9 转基因,是两个费力的过程。目前促进这些过程的解决方案依赖于不同的选择标记。在这里,通过利用 d-氨基酸氧化酶(DAO)在解毒 d-丝氨酸和将无毒 d-缬氨酸代谢为细胞毒性产物方面的相反功能,我们开发了一种基于 DAO 的选择系统,它能同时在拟南芥中富集多基因编辑的等位基因并淘汰含有 Cas9 的后代。在大肠杆菌中测试的五种 DAO 中,拟南芥变种(TvDAO)编码的 DAO 比其他同源物能赋予稍强的 d-丝氨酸抗性。在拟南芥中转基因表达 TvDAO 可以在 d-丝氨酸条件正选择和 d-缬氨酸条件负选择中明确区分转基因植物和非转基因植物。作为概念验证,我们将 CRISPR 诱导的对死亡 TvDAO 的单链退火修复与基于 d-丝氨酸的正向选择相结合,以帮助鉴定具有多重编辑功能的转基因植株。随后,基于 d-缬氨酸的负选择成功地从携带遗传突变的存活后代中移除了 Cas9 和 TvDAO 转基因。总之,这项工作提供了一种新的策略,利用单一选择标记简化了CRISPR突变体的鉴定和Cas9转基因的消除,有望在植物中实现更高效、更简化的多重CRISPR编辑。
{"title":"A dual-function selection system enables positive selection of multigene CRISPR mutants and negative selection of Cas9-free progeny in Arabidopsis","authors":"Feng-Zhu Wang, Ying Bao, Zhenxiang Li, Xiangyu Xiong, Jian-Feng Li","doi":"10.1007/s42994-023-00132-6","DOIUrl":"10.1007/s42994-023-00132-6","url":null,"abstract":"<div><p>The CRISPR/Cas9 technology revolutionizes targeted gene knockout in diverse organisms including plants. However, screening edited alleles, particularly those with multiplex editing, from herbicide- or antibiotic-resistant transgenic plants and segregating out the <i>Cas9</i> transgene represent two laborious processes. Current solutions to facilitate these processes rely on different selection markers. Here, by taking advantage of the opposite functions of a <span>d</span>-amino acid oxidase (DAO) in detoxifying <span>d</span>-serine and in metabolizing non-toxic <span>d</span>-valine to a cytotoxic product, we develop a DAO-based selection system that simultaneously enables the enrichment of multigene edited alleles and elimination of <i>Cas9</i>-containing progeny in <i>Arabidopsis thaliana</i>. Among five DAOs tested in <i>Escherichia coli</i>, the one encoded by <i>Trigonopsis variabilis</i> (TvDAO) could confer slightly stronger <span>d</span>-serine resistance than other homologs. Transgenic expression of <i>TvDAO</i> in <i>Arabidopsis</i> allowed a clear distinction between transgenic and non-transgenic plants in both <span>d</span>-serine-conditioned positive selection and <span>d</span>-valine-conditioned negative selection. As a proof of concept, we combined CRISPR-induced single-strand annealing repair of a dead <i>TvDAO</i> with <span>d</span>-serine-based positive selection to help identify transgenic plants with multiplex editing, where <span>d</span>-serine-resistant plants exhibited considerably higher co-editing frequencies at three endogenous target genes than those selected by hygromycin. Subsequently, <span>d</span>-valine-based negative selection successfully removed <i>Cas9</i> and <i>TvDAO</i> transgenes from the survival offspring carrying inherited mutations. Collectively, this work provides a novel strategy to ease CRISPR mutant identification and <i>Cas9</i> transgene elimination using a single selection marker, which promises more efficient and simplified multiplex CRISPR editing in plants.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"5 2","pages":"140 - 150"},"PeriodicalIF":4.6,"publicationDate":"2024-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-023-00132-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139523263","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-22DOI: 10.1007/s42994-023-00136-2
Yang Liu, Fereshteh Jafari, Haiyang Wang
{"title":"Correction: Integration of light and hormone signaling pathways in the regulation of plant shade avoidance syndrome","authors":"Yang Liu, Fereshteh Jafari, Haiyang Wang","doi":"10.1007/s42994-023-00136-2","DOIUrl":"10.1007/s42994-023-00136-2","url":null,"abstract":"","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"5 1","pages":"115 - 115"},"PeriodicalIF":4.6,"publicationDate":"2024-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-023-00136-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139523303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-12-28DOI: 10.1007/s42994-023-00130-8
Holger Puchta
Some 20 years ago, the EU introduced complex regulatory rules for the growth of transgenic crops, which resulted in a de facto ban to grow these plants in fields within most European countries. With the rise of novel genome editing technologies, it has become possible to improve crops genetically in a directed way without the need for incorporation of foreign genes. Unfortunately, in 2018, the European Court of Justice ruled that such gene-edited plants are to be regulated like transgenic plants. Since then, European scientists and breeders have challenged this decision and requested a revision of this outdated law. Finally, after 5 years, the European Commission has now published a proposal on how, in the future, to regulate crops produced by new breeding technologies. The proposal tries to find a balance between the different interest groups in Europe. On one side, genetically modified plants, which cannot be discerned from their natural counterparts, will exclusively be used for food and feed and are—besides a registration step—not to be regulated at all. On the other side, plants expressing herbicide resistance are to be excluded from this regulation, a concession to the strong environmental associations and NGOs in Europe. Moreover, edited crops are to be excluded from organic farming to protect the business interests of the strong organic sector in Europe. Nevertheless, if this law passes European parliament and council, unchanged, it will present a big step forward toward establishing a more sustainable European agricultural system. Thus, it might soon be possible to develop and grow crops that are more adapted to global warming and whose cultivation will require lower amounts of pesticides. However, there is still a long way to go until the law is passed. Too often, the storm of arguments raised by the opponents, based on irrational fears of mutations and a naive understanding of nature, has fallen on fruitful ground in Europe.
{"title":"Regulation of gene-edited plants in Europe: from the valley of tears into the shining sun?","authors":"Holger Puchta","doi":"10.1007/s42994-023-00130-8","DOIUrl":"10.1007/s42994-023-00130-8","url":null,"abstract":"<div><p>Some 20 years ago, the EU introduced complex regulatory rules for the growth of transgenic crops, which resulted in a de facto ban to grow these plants in fields within most European countries. With the rise of novel genome editing technologies, it has become possible to improve crops genetically in a directed way without the need for incorporation of foreign genes. Unfortunately, in 2018, the European Court of Justice ruled that such gene-edited plants are to be regulated like transgenic plants. Since then, European scientists and breeders have challenged this decision and requested a revision of this outdated law. Finally, after 5 years, the European Commission has now published a proposal on how, in the future, to regulate crops produced by new breeding technologies. The proposal tries to find a balance between the different interest groups in Europe. On one side, genetically modified plants, which cannot be discerned from their natural counterparts, will exclusively be used for food and feed and are—besides a registration step—not to be regulated at all. On the other side, plants expressing herbicide resistance are to be excluded from this regulation, a concession to the strong environmental associations and NGOs in Europe. Moreover, edited crops are to be excluded from organic farming to protect the business interests of the strong organic sector in Europe. Nevertheless, if this law passes European parliament and council, unchanged, it will present a big step forward toward establishing a more sustainable European agricultural system. Thus, it might soon be possible to develop and grow crops that are more adapted to global warming and whose cultivation will require lower amounts of pesticides. However, there is still a long way to go until the law is passed. Too often, the storm of arguments raised by the opponents, based on irrational fears of mutations and a naive understanding of nature, has fallen on fruitful ground in Europe.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"5 2","pages":"231 - 238"},"PeriodicalIF":4.6,"publicationDate":"2023-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-023-00130-8.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139150558","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Di- and tri-methylation of lysine 36 on histone H3 (H3K36me2/3) is catalysed by histone methyltransferase Set2, which plays an essential role in transcriptional regulation. Although there is a single H3K36 methyltransferase in yeast and higher eukaryotes, two H3K36 methyltransferases, Ash1 and Set2, were present in many filamentous fungi. However, their roles in H3K36 methylation and transcriptional regulation remained unclear. Combined with methods of RNA-seq and ChIP-seq, we revealed that both Ash1 and Set2 are redundantly required for the full H3K36me2/3 activity in Magnaporthe oryzae, which causes the devastating worldwide rice blast disease. Ash1 and Set2 distinguish genomic H3K36me2/3-marked regions and are differentially associated with repressed and activated transcription, respectively. Furthermore, Ash1-catalysed H3K36me2 was co-localized with H3K27me3 at the chromatin, and Ash1 was required for the enrichment and transcriptional silencing of H3K27me3-occupied genes. With the different roles of Ash1 and Set2, in H3K36me2/3 enrichment and transcriptional regulation on the stress-responsive genes, they differentially respond to various stresses in M. oryzae. Overall, we reveal a novel mechanism by which two H3K36 methyltransferases catalyze H3K36me2/3 that differentially associate with transcriptional activities and contribute to enrichment of facultative heterochromatin in eukaryotes.
{"title":"Two H3K36 methyltransferases differentially associate with transcriptional activity and enrichment of facultative heterochromatin in rice blast fungus","authors":"Mengting Xu, Ziyue Sun, Huanbin Shi, Jiangnan Yue, Xiaohui Xiong, Zhongling Wu, Yanjun Kou, Zeng Tao","doi":"10.1007/s42994-023-00127-3","DOIUrl":"10.1007/s42994-023-00127-3","url":null,"abstract":"<div><p>Di- and tri-methylation of lysine 36 on histone H3 (H3K36me2/3) is catalysed by histone methyltransferase Set2, which plays an essential role in transcriptional regulation. Although there is a single H3K36 methyltransferase in yeast and higher eukaryotes, two H3K36 methyltransferases, Ash1 and Set2, were present in many filamentous fungi. However, their roles in H3K36 methylation and transcriptional regulation remained unclear. Combined with methods of RNA-seq and ChIP-seq, we revealed that both Ash1 and Set2 are redundantly required for the full H3K36me2/3 activity in <i>Magnaporthe oryzae</i>, which causes the devastating worldwide rice blast disease. Ash1 and Set2 distinguish genomic H3K36me2/3-marked regions and are differentially associated with repressed and activated transcription, respectively. Furthermore, Ash1-catalysed H3K36me2 was co-localized with H3K27me3 at the chromatin, and Ash1 was required for the enrichment and transcriptional silencing of H3K27me3-occupied genes. With the different roles of Ash1 and Set2, in H3K36me2/3 enrichment and transcriptional regulation on the stress-responsive genes, they differentially respond to various stresses in <i>M. oryzae</i>. Overall, we reveal a novel mechanism by which two H3K36 methyltransferases catalyze H3K36me2/3 that differentially associate with transcriptional activities and contribute to enrichment of facultative heterochromatin in eukaryotes.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"5 1","pages":"1 - 16"},"PeriodicalIF":4.6,"publicationDate":"2023-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-023-00127-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139174061","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
With the increasing number of sequenced species, phylogenetic profiling (PP) has become a powerful method to predict functional genes based on co-evolutionary information. However, its potential in plant genomics has not yet been fully explored. In this context, we combined the power of machine learning and PP to identify salt stress-related genes in a halophytic grass, Spartina alterniflora, using evolutionary information generated from 365 plant species. Our results showed that the genes highly co-evolved with known salt stress-related genes are enriched in biological processes of ion transport, detoxification and metabolic pathways. For ion transport, five identified genes coding two sodium and three potassium transporters were validated to be able to uptake Na+. In addition, we identified two orthologs of trichome-related AtR3-MYB genes, SaCPC1 and SaCPC2, which may be involved in salinity responses. Genes co-evolved with SaCPCs were enriched in functions related to the circadian rhythm and abiotic stress responses. Overall, this work demonstrates the feasibility of mining salt stress-related genes using evolutionary information, highlighting the potential of PP as a valuable tool for plant functional genomics.
{"title":"Mining salt stress-related genes in Spartina alterniflora via analyzing co-evolution signal across 365 plant species using phylogenetic profiling","authors":"Shang Gao, Shoukun Chen, Maogeng Yang, Jinran Wu, Shihua Chen, Huihui Li","doi":"10.1007/s42994-023-00125-5","DOIUrl":"10.1007/s42994-023-00125-5","url":null,"abstract":"<div><p>With the increasing number of sequenced species, phylogenetic profiling (PP) has become a powerful method to predict functional genes based on co-evolutionary information. However, its potential in plant genomics has not yet been fully explored. In this context, we combined the power of machine learning and PP to identify salt stress-related genes in a halophytic grass, <i>Spartina alterniflora</i>, using evolutionary information generated from 365 plant species. Our results showed that the genes highly co-evolved with known salt stress-related genes are enriched in biological processes of ion transport, detoxification and metabolic pathways. For ion transport, five identified genes coding two sodium and three potassium transporters were validated to be able to uptake Na<sup>+</sup>. In addition, we identified two orthologs of trichome-related AtR3-MYB genes, <i>SaCPC1</i> and <i>SaCPC2</i>, which may be involved in salinity responses. Genes co-evolved with <i>SaCPCs</i> were enriched in functions related to the circadian rhythm and abiotic stress responses. Overall, this work demonstrates the feasibility of mining salt stress-related genes using evolutionary information, highlighting the potential of PP as a valuable tool for plant functional genomics.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"4 4","pages":"291 - 302"},"PeriodicalIF":4.6,"publicationDate":"2023-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-023-00125-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138593356","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The past few years have witnessed significant progress in emerging disease detection techniques for accurately and rapidly tracking rice diseases and predicting potential solutions. In this review we focus on image processing techniques using machine learning (ML) and deep learning (DL) models related to multi-scale rice diseases. Furthermore, we summarize applications of different detection techniques, including genomic, physiological, and biochemical approaches. In addition, we also present the state-of-the-art in contemporary optical sensing applications of pathogen–plant interaction phenotypes. This review serves as a valuable resource for researchers seeking effective solutions to address the challenges of high-throughput data and model recognition for early detection of issues affecting rice crops through ML and DL models.
过去几年中,用于准确、快速跟踪水稻病害并预测潜在解决方案的新兴病害检测技术取得了重大进展。在这篇综述中,我们重点介绍了与多尺度水稻病害相关的使用机器学习(ML)和深度学习(DL)模型的图像处理技术。此外,我们还总结了不同检测技术的应用,包括基因组学、生理学和生物化学方法。此外,我们还介绍了病原体与植物相互作用表型的当代光学传感应用的最新进展。本综述为研究人员提供了宝贵的资源,帮助他们寻求有效的解决方案,以应对高通量数据和模型识别方面的挑战,从而通过 ML 和 DL 模型及早发现影响水稻作物的问题。
{"title":"Predicting rice diseases using advanced technologies at different scales: present status and future perspectives","authors":"Ruyue Li, Sishi Chen, Haruna Matsumoto, Mostafa Gouda, Yusufjon Gafforov, Mengcen Wang, Yufei Liu","doi":"10.1007/s42994-023-00126-4","DOIUrl":"10.1007/s42994-023-00126-4","url":null,"abstract":"<div><p>The past few years have witnessed significant progress in emerging disease detection techniques for accurately and rapidly tracking rice diseases and predicting potential solutions. In this review we focus on image processing techniques using machine learning (ML) and deep learning (DL) models related to multi-scale rice diseases. Furthermore, we summarize applications of different detection techniques, including genomic, physiological, and biochemical approaches. In addition, we also present the state-of-the-art in contemporary optical sensing applications of pathogen–plant interaction phenotypes. This review serves as a valuable resource for researchers seeking effective solutions to address the challenges of high-throughput data and model recognition for early detection of issues affecting rice crops through ML and DL models.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"4 4","pages":"359 - 371"},"PeriodicalIF":4.6,"publicationDate":"2023-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10721578/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138795406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}