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Mahto A, Yadav A, P V A, Parida SK, Tyagi AK, Agarwal P. Cytological, transcriptome and miRNome temporal landscapes decode enhancement of rice grain size. BMC Biol 2023; 21:91. [PMID: 37076907 PMCID: PMC10116700 DOI: 10.1186/s12915-023-01577-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2022] [Accepted: 03/27/2023] [Indexed: 04/21/2023] Open
Abstract
BACKGROUND Rice grain size (GS) is an essential agronomic trait. Though several genes and miRNA modules influencing GS are known and seed development transcriptomes analyzed, a comprehensive compendium connecting all possible players is lacking. This study utilizes two contrasting GS indica rice genotypes (small-grained SN and large-grained LGR). Rice seed development involves five stages (S1-S5). Comparative transcriptome and miRNome atlases, substantiated with morphological and cytological studies, from S1-S5 stages and flag leaf have been analyzed to identify GS proponents. RESULTS Histology shows prolonged endosperm development and cell enlargement in LGR. Stand-alone and comparative RNAseq analyses manifest S3 (5-10 days after pollination) stage as crucial for GS enhancement, coherently with cell cycle, endoreduplication, and programmed cell death participating genes. Seed storage protein and carbohydrate accumulation, cytologically and by RNAseq, is shown to be delayed in LGR. Fourteen transcription factor families influence GS. Pathway genes for four phytohormones display opposite patterns of higher expression. A total of 186 genes generated from the transcriptome analyses are located within GS trait-related QTLs deciphered by a cross between SN and LGR. Fourteen miRNA families express specifically in SN or LGR seeds. Eight miRNA-target modules display contrasting expressions amongst SN and LGR, while 26 (SN) and 43 (LGR) modules are differentially expressed in all stages. CONCLUSIONS Integration of all analyses concludes in a "Domino effect" model for GS regulation highlighting chronology and fruition of each event. This study delineates the essence of GS regulation, providing scope for future exploits. The rice grain development database (RGDD) ( www.nipgr.ac.in/RGDD/index.php ; https://doi.org/10.5281/zenodo.7762870 ) has been developed for easy access of data generated in this paper.
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Affiliation(s)
- Arunima Mahto
- National Institute of Plant Genome Research, New Delhi, India
| | - Antima Yadav
- National Institute of Plant Genome Research, New Delhi, India
| | - Aswathi P V
- National Institute of Plant Genome Research, New Delhi, India
| | - Swarup K Parida
- National Institute of Plant Genome Research, New Delhi, India
| | - Akhilesh K Tyagi
- Interdisciplinary Centre for Plant Genomics and Department of Plant Molecular Biology, University of Delhi South Campus, New Delhi, India
| | - Pinky Agarwal
- National Institute of Plant Genome Research, New Delhi, India.
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Omics and CRISPR-Cas9 Approaches for Molecular Insight, Functional Gene Analysis, and Stress Tolerance Development in Crops. Int J Mol Sci 2021; 22:ijms22031292. [PMID: 33525517 PMCID: PMC7866018 DOI: 10.3390/ijms22031292] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Revised: 01/19/2021] [Accepted: 01/26/2021] [Indexed: 12/28/2022] Open
Abstract
Plants are regularly exposed to biotic and abiotic stresses that adversely affect agricultural production. Omics has gained momentum in the last two decades, fueled by statistical methodologies, computational capabilities, mass spectrometry, nucleic-acid sequencing, and peptide-sequencing platforms. Functional genomics—especially metabolomics, transcriptomics, and proteomics—have contributed substantially to plant molecular responses to stress. Recent progress in reverse and forward genetics approaches have mediated high-throughput techniques for identifying stress-related genes. Furthermore, web-based genetic databases have mediated bioinformatics techniques for detecting families of stress-tolerant genes. Gene ontology (GO) databases provide information on the gene product’s functional features and help with the computational estimation of gene function. Functional omics data from multiple platforms are useful for positional cloning. Stress-tolerant plants have been engineered using stress response genes, regulatory networks, and pathways. The genome-editing tool, CRISPR-Cas9, reveals the functional features of several parts of the plant genome. Current developments in CRISPR, such as de novo meristem induction genome-engineering in dicots and temperature-tolerant LbCas12a/CRISPR, enable greater DNA insertion precision. This review discusses functional omics for molecular insight and CRISPR-Cas9-based validation of gene function in crop plants. Omics and CRISPR-Cas9 are expected to garner knowledge on molecular systems and gene function and stress-tolerant crop production.
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Fechter I, Rath F, Voetz M. A Single PCR Marker Predicting the Activity Levels of Various Enzymes Responsible for Malting Quality. JOURNAL OF THE AMERICAN SOCIETY OF BREWING CHEMISTS 2018. [DOI: 10.1094/asbcj-2010-0120-01] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Affiliation(s)
- Iris Fechter
- VLB Berlin, Research Institute for Raw Materials, Berlin, Germany
| | - Frank Rath
- VLB Berlin, Research Institute for Raw Materials, Berlin, Germany
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Mustafiz A, Kumari S, Karan R. Ascribing Functions to Genes: Journey Towards Genetic Improvement of Rice Via Functional Genomics. Curr Genomics 2016; 17:155-76. [PMID: 27252584 PMCID: PMC4869004 DOI: 10.2174/1389202917666160202215135] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2015] [Revised: 07/01/2015] [Accepted: 07/06/2015] [Indexed: 11/22/2022] Open
Abstract
Rice, one of the most important cereal crops for mankind, feeds more than half the world population. Rice has been heralded as a model cereal owing to its small genome size, amenability to easy transformation, high synteny to other cereal crops and availability of complete genome sequence. Moreover, sequence wealth in rice is getting more refined and precise due to resequencing efforts. This humungous resource of sequence data has confronted research fraternity with a herculean challenge as well as an excellent opportunity to functionally validate expressed as well as regulatory portions of the genome. This will not only help us in understanding the genetic basis of plant architecture and physiology but would also steer us towards developing improved cultivars. No single technique can achieve such a mammoth task. Functional genomics through its diverse tools viz. loss and gain of function mutants, multifarious omics strategies like transcriptomics, proteomics, metabolomics and phenomics provide us with the necessary handle. A paradigm shift in technological advances in functional genomics strategies has been instrumental in generating considerable amount of information w.r.t functionality of rice genome. We now have several databases and online resources for functionally validated genes but despite that we are far from reaching the desired milestone of functionally characterizing each and every rice gene. There is an urgent need for a common platform, for information already available in rice, and collaborative efforts between researchers in a concerted manner as well as healthy public-private partnership, for genetic improvement of rice crop better able to handle the pressures of climate change and exponentially increasing population.
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Affiliation(s)
- Ananda Mustafiz
- South Asian University, Akbar Bhawan, Chanakyapuri, New Delhi
| | - Sumita Kumari
- Sher-e-Kashmir University of Agriculture Sciences and Technology, Jammu 180009, India
| | - Ratna Karan
- Agronomy Department, Institute of Food and Agricultural Sciences, University of Florida, Gainesville - 32611, Florida, USA
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5
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Achieving Crop Stress Tolerance and Improvement—an Overview of Genomic Techniques. Appl Biochem Biotechnol 2015; 177:1395-408. [DOI: 10.1007/s12010-015-1830-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2015] [Accepted: 09/02/2015] [Indexed: 01/09/2023]
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Fawcett JA, Kado T, Sasaki E, Takuno S, Yoshida K, Sugino RP, Kosugi S, Natsume S, Mitsuoka C, Uemura A, Takagi H, Abe A, Ishii T, Terauchi R, Innan H. QTL map meets population genomics: an application to rice. PLoS One 2013; 8:e83720. [PMID: 24376738 PMCID: PMC3871663 DOI: 10.1371/journal.pone.0083720] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2012] [Accepted: 11/14/2013] [Indexed: 12/14/2022] Open
Abstract
Genes involved in the transition from wild to cultivated crop species should be of great agronomic importance. Population genomic approaches utilizing genome resequencing data have been recently applied for this purpose, although it only reports a large list of candidate genes with no biological information. Here, by resequencing more than 30 genomes altogether of wild rice Oryza rufipogon and cultivated rice O. sativa, we identified a number of regions with clear footprints of selection during the domestication process. We then focused on identifying candidate domestication genes in these regions by utilizing the wealth of QTL information in rice. We were able to identify a number of interesting candidates such as transcription factors that should control key domestication traits such as shattering, awn length, and seed dormancy. Other candidates include those that might have been related to the improvement of grain quality and those that might have been involved in the local adaptation to dry conditions and colder environments. Our study shows that population genomic approaches and QTL mapping information can be used together to identify genes that might be of agronomic importance.
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Affiliation(s)
| | - Tomoyuki Kado
- Graduate University for Advanced Studies, Hayama, Kanagawa, Japan
| | - Eriko Sasaki
- Graduate University for Advanced Studies, Hayama, Kanagawa, Japan
| | - Shohei Takuno
- Graduate University for Advanced Studies, Hayama, Kanagawa, Japan
| | | | | | | | | | | | - Aiko Uemura
- Iwate Biotechnology Research Center, Kitakami, Iwate, Japan
| | - Hiroki Takagi
- Iwate Biotechnology Research Center, Kitakami, Iwate, Japan
| | - Akira Abe
- Iwate Agricultural Research Center, Kitakami, Iwate, Japan
| | | | - Ryohei Terauchi
- Iwate Biotechnology Research Center, Kitakami, Iwate, Japan
- * E-mail: (HI); (RT)
| | - Hideki Innan
- Graduate University for Advanced Studies, Hayama, Kanagawa, Japan
- * E-mail: (HI); (RT)
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Wenefrida I, Utomo HS, Linscombe SD. Mutational breeding and genetic engineering in the development of high grain protein content. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2013; 61:11702-11710. [PMID: 23869957 DOI: 10.1021/jf4016812] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Cereals are the most important crops in the world for both human consumption and animal feed. Improving their nutritional values, such as high protein content, will have significant implications, from establishing healthy lifestyles to helping remediate malnutrition problems worldwide. Besides providing a source of carbohydrate, grain is also a natural source of dietary fiber, vitamins, minerals, specific oils, and other disease-fighting phytocompounds. Even though cereal grains contain relatively little protein compared to legume seeds, they provide protein for the nutrition of humans and livestock that is about 3 times that of legumes. Most cereal seeds lack a few essential amino acids; therefore, they have imbalanced amino acid profiles. Lysine (Lys), threonine (Thr), methionine (Met), and tryptophan (Trp) are among the most critical and are a limiting factor in many grain crops for human nutrition. Tremendous research has been put into the efforts to improve these essential amino acids. Development of high protein content can be outlined in four different approaches through manipulating seed protein bodies, modulating certain biosynthetic pathways to overproduce essential and limiting amino acids, increasing nitrogen relocation to the grain through the introduction of transgenes, and exploiting new genetic variance. Various technologies have been employed to improve protein content including conventional and mutational breeding, genetic engineering, marker-assisted selection, and genomic analysis. Each approach involves a combination of these technologies. Advancements in nutrigenomics and nutrigenetics continue to improve public knowledge at a rapid pace on the importance of specific aspects of food nutrition for optimum fitness and health. An understanding of the molecular basis for human health and genetic predisposition to certain diseases through human genomes enables individuals to personalize their nutritional requirements. It is critically important, therefore, to improve grain protein quality. Highly nutritious grain can be tailored to functional foods to meet the needs for both specific individuals and human populations as a whole.
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Affiliation(s)
- Ida Wenefrida
- Rice Research Station, Lousiana State University Agricultural Center , Crowley, Louisiana 70526, United States
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8
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Cavaiuolo M, Cocetta G, Ferrante A. The Antioxidants Changes in Ornamental Flowers during Development and Senescence. Antioxidants (Basel) 2013; 2:132-55. [PMID: 26784342 PMCID: PMC4665434 DOI: 10.3390/antiox2030132] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2013] [Revised: 07/24/2013] [Accepted: 07/26/2013] [Indexed: 11/16/2022] Open
Abstract
The concentration of antioxidant compounds is constitutive and variable from species to species and is also variable considering the development of the plant tissue. In this review, we take into consideration the antioxidant changes and the physiological, biochemical and molecular factors that are able to modulate the accumulation of antioxidant compounds in ornamental flowers during the whole development process until the senescence. Many ornamental flowers are natural sources of very important bioactive compounds with benefit to the human health and their possible role as dietary components has been reported. The most part of antioxidants are flower pigments such as carotenoids and polyphenols, often present in higher concentration compared with the most common fruits and vegetables. The antioxidants content changes during development and during senescence many biochemical systems and molecular mechanisms are activated to counteract the increase of reactive oxygen species and free radicals. There is a tight correlation between antioxidants and senescence processes and this aspect is detailed and appropriately discussed.
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Affiliation(s)
- Marina Cavaiuolo
- Department of Agricultural and Environmental Sciences, Università degli Studi di Milano, via Celoria 2, Milano 20133, Italy.
| | - Giacomo Cocetta
- Department of Agricultural and Environmental Sciences, Università degli Studi di Milano, via Celoria 2, Milano 20133, Italy.
| | - Antonio Ferrante
- Department of Agricultural and Environmental Sciences, Università degli Studi di Milano, via Celoria 2, Milano 20133, Italy.
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9
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Britto-Kido SDA, Ferreira Neto JRC, Pandolfi V, Marcelino-Guimarães FC, Nepomuceno AL, Vilela Abdelnoor R, Benko-Iseppon AM, Kido EA. Natural antisense transcripts in plants: a review and identification in soybean infected with Phakopsora pachyrhizi SuperSAGE library. ScientificWorldJournal 2013; 2013:219798. [PMID: 23878522 PMCID: PMC3710604 DOI: 10.1155/2013/219798] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Accepted: 06/05/2013] [Indexed: 11/23/2022] Open
Abstract
Natural antisense ranscripts (NAT) are RNA molecules complementary to other endogenous RNAs. They are capable of regulating the expression of target genes at different levels (transcription, mRNA stability, translation, etc.). Such a property makes them ideal for interventions in organisms' metabolism. The present study reviewed plant NAT aspects, including features, availability and genesis, conservation and distribution, coding capacity, NAT pair expression, and functions. Besides, an in silico identification of NATs pairs was presented, using deepSuperSAGE libraries of soybean infected or not with Phakopsora pachyrhizi. Results showed that around 1/3 of the 77,903 predicted trans-NATs (by PlantsNATsDB database) detected had unitags mapped in both sequences of each pair. The same 1/3 of the 436 foreseen cis-NATs showed unitags anchored in both sequences of the related pairs. For those unitags mapped in NAT pairs, a modulation expression was assigned as upregulated, downregulated, or constitutive, based on the statistical analysis (P < 0.05). As a result, the infected treatment promoted the expression of 2,313 trans-NATs pairs comprising unitags exclusively from that library (1,326 pairs had unitags only found in the mock library). To understand the regulation of these NAT pairs could be a key aspect in the ASR plant response.
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Affiliation(s)
| | | | - Valesca Pandolfi
- Federal University of Pernambuco (UFPE), Department of Genetics, Recife, PE, Brazil
| | | | - Alexandre Lima Nepomuceno
- Embrapa Soybean, Rod. Carlos João Strass, Distrito de Warta, Caixa Postal 231, 86.001-970 Londrina, PR, Brazil
| | - Ricardo Vilela Abdelnoor
- Embrapa Soybean, Rod. Carlos João Strass, Distrito de Warta, Caixa Postal 231, 86.001-970 Londrina, PR, Brazil
| | | | - Ederson Akio Kido
- Federal University of Pernambuco (UFPE), Department of Genetics, Recife, PE, Brazil
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10
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Genomics approaches for crop improvement against abiotic stress. ScientificWorldJournal 2013; 2013:361921. [PMID: 23844392 PMCID: PMC3690750 DOI: 10.1155/2013/361921] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2013] [Accepted: 04/22/2013] [Indexed: 12/13/2022] Open
Abstract
As sessile organisms, plants are inevitably exposed to one or a combination of stress factors every now and then throughout their growth and development. Stress responses vary considerably even in the same plant species; stress-susceptible genotypes are at one extreme, and stress-tolerant ones are at the other. Elucidation of the stress responses of crop plants is of extreme relevance, considering the central role of crops in food and biofuel production. Crop improvement has been a traditional issue to increase yields and enhance stress tolerance; however, crop improvement against abiotic stresses has been particularly compelling, given the complex nature of these stresses. As traditional strategies for crop improvement approach their limits, the era of genomics research has arisen with new and promising perspectives in breeding improved varieties against abiotic stresses.
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11
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Ambrose KV, Belanger FC. SOLiD-SAGE of endophyte-infected red fescue reveals numerous effects on host transcriptome and an abundance of highly expressed fungal secreted proteins. PLoS One 2012; 7:e53214. [PMID: 23285269 PMCID: PMC3532157 DOI: 10.1371/journal.pone.0053214] [Citation(s) in RCA: 66] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2012] [Accepted: 11/27/2012] [Indexed: 11/19/2022] Open
Abstract
One of the most important plant-fungal symbiotic relationships is that of cool season grasses with endophytic fungi of the genera Epichloë and Neotyphodium. These associations often confer benefits, such as resistance to herbivores and improved drought tolerance, to the hosts. One benefit that appears to be unique to fine fescue grasses is disease resistance. As a first step towards understanding the basis of the endophyte-mediated disease resistance in Festuca rubra we carried out a SOLiD-SAGE quantitative transcriptome comparison of endophyte-free and Epichloë festucae-infected F. rubra. Over 200 plant genes involved in a wide variety of physiological processes were statistically significantly differentially expressed between the two samples. Many of the endophyte expressed genes were surprisingly abundant, with the most abundant fungal tag representing over 10% of the fungal mapped tags. Many of the abundant fungal tags were for secreted proteins. The second most abundantly expressed fungal gene was for a secreted antifungal protein and is of particular interest regarding the endophyte-mediated disease resistance. Similar genes in Penicillium and Aspergillus spp. have been demonstrated to have antifungal activity. Of the 10 epichloae whole genome sequences available, only one isolate of E. festucae and Neotyphodium gansuense var inebrians have an antifungal protein gene. The uniqueness of this gene in E. festucae from F. rubra, its transcript abundance, and the secreted nature of the protein, all suggest it may be involved in the disease resistance conferred to the host, which is a unique feature of the fine fescue-endophyte symbiosis.
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Affiliation(s)
- Karen V. Ambrose
- Department of Plant Biology and Pathology, Rutgers University, New Brunswick, New Jersey, United States of America
| | - Faith C. Belanger
- Department of Plant Biology and Pathology, Rutgers University, New Brunswick, New Jersey, United States of America
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Yang X, Xu H, Li W, Li L, Sun J, Li Y, Yan Y, Hu Y. Screening and identification of seed-specific genes using digital differential display tools combined with microarray data from common wheat. BMC Genomics 2011; 12:513. [PMID: 22003838 PMCID: PMC3206523 DOI: 10.1186/1471-2164-12-513] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2011] [Accepted: 10/17/2011] [Indexed: 11/10/2022] Open
Abstract
Background Wheat is one of the most important cereal crops for human beings, with seeds being the tissue of highly economic value. Various morphogenetic and metabolic processes are exclusively associated with seed maturation. The goal of this study was to screen and identify genes specifically expressed in the developing seed of wheat with an integrative utilization of digital differential display (DDD) and available online microarray databases. Results A total of 201 unigenes were identified as the results of DDD screening and microarray database searching. The expressions of 6 of these were shown to be seed-specific by qRT-PCR analysis. Further GO enrichment analysis indicated that seed-specific genes were mainly associated with defense response, response to stress, multi-organism process, pathogenesis, extracellular region, nutrient reservoir activity, enzyme inhibitor activity, antioxidant activity and oxidoreductase activity. A comparison of this set of genes with the rice (Oryza sativa) genome was also performed and approximately three-fifths of them have rice counterparts. Between the counterparts, around 63% showed similar expression patterns according to the microarray data. Conclusions In conclusion, the DDD screening combined with microarray data analysis is an effective strategy for the identification of seed-specific expressed genes in wheat. These seed-specific genes screened during this study will provide valuable information for further studies about the functions of these genes in wheat.
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Affiliation(s)
- Xinglu Yang
- College of Life Sciences, Capital Normal University, Beijing, 100048, China
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Wagstaff C, Bramke I, Breeze E, Thornber S, Harrison E, Thomas B, Buchanan-Wollaston V, Stead T, Rogers H. A specific group of genes respond to cold dehydration stress in cut Alstroemeria flowers whereas ambient dehydration stress accelerates developmental senescence expression patterns. JOURNAL OF EXPERIMENTAL BOTANY 2010; 61:2905-21. [PMID: 20457576 PMCID: PMC2892140 DOI: 10.1093/jxb/erq113] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2010] [Revised: 03/31/2010] [Accepted: 03/31/2010] [Indexed: 05/07/2023]
Abstract
Petal development and senescence entails a normally irreversible process. It starts with petal expansion and pigment production, and ends with nutrient remobilization and ultimately cell death. In many species this is accompanied by petal abscission. Post-harvest stress is an important factor in limiting petal longevity in cut flowers and accelerates some of the processes of senescence such as petal wilting and abscission. However, some of the effects of moderate stress in young flowers are reversible with appropriate treatments. Transcriptomic studies have shown that distinct gene sets are expressed during petal development and senescence. Despite this, the overlap in gene expression between developmental and stress-induced senescence in petals has not been fully investigated in any species. Here a custom-made cDNA microarray from Alstroemeria petals was used to investigate the overlap in gene expression between developmental changes (bud to first sign of senescence) and typical post-harvest stress treatments. Young flowers were stressed by cold or ambient temperatures without water followed by a recovery and rehydration period. Stressed flowers were still at the bud stage after stress treatments. Microarray analysis showed that ambient dehydration stress accelerates many of the changes in gene expression patterns that would normally occur during developmental senescence. However, a higher proportion of gene expression changes in response to cold stress were specific to this stimulus and not senescence related. The expression of 21 transcription factors was characterized, showing that overlapping sets of regulatory genes are activated during developmental senescence and by different stresses.
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Affiliation(s)
- Carol Wagstaff
- Cardiff School of Biosciences, Main Building, Cardiff University, Park Place, Cardiff CF10 3TL, UK
- School of Biological Sciences, Royal Holloway, University of London, Egham, Surrey TW20 0EX, UK
| | - Irene Bramke
- School of Biological Sciences, Royal Holloway, University of London, Egham, Surrey TW20 0EX, UK
| | - Emily Breeze
- Warwick HRI, University of Warwick, Wellesbourne, Warwickshire CV35 9EF, UK
| | - Sarah Thornber
- Warwick HRI, University of Warwick, Wellesbourne, Warwickshire CV35 9EF, UK
| | - Elizabeth Harrison
- Warwick HRI, University of Warwick, Wellesbourne, Warwickshire CV35 9EF, UK
| | - Brian Thomas
- Warwick HRI, University of Warwick, Wellesbourne, Warwickshire CV35 9EF, UK
| | | | - Tony Stead
- School of Biological Sciences, Royal Holloway, University of London, Egham, Surrey TW20 0EX, UK
| | - Hilary Rogers
- Cardiff School of Biosciences, Main Building, Cardiff University, Park Place, Cardiff CF10 3TL, UK
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Vega-Arreguín JC, Ibarra-Laclette E, Jiménez-Moraila B, Martínez O, Vielle-Calzada JP, Herrera-Estrella L, Herrera-Estrella A. Deep sampling of the Palomero maize transcriptome by a high throughput strategy of pyrosequencing. BMC Genomics 2009; 10:299. [PMID: 19580677 PMCID: PMC2714558 DOI: 10.1186/1471-2164-10-299] [Citation(s) in RCA: 67] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2008] [Accepted: 07/06/2009] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND In-depth sequencing analysis has not been able to determine the overall complexity of transcriptional activity of a plant organ or tissue sample. In some cases, deep parallel sequencing of Expressed Sequence Tags (ESTs), although not yet optimized for the sequencing of cDNAs, has represented an efficient procedure for validating gene prediction and estimating overall gene coverage. This approach could be very valuable for complex plant genomes. In addition, little emphasis has been given to efforts aiming at an estimation of the overall transcriptional universe found in a multicellular organism at a specific developmental stage. RESULTS To explore, in depth, the transcriptional diversity in an ancient maize landrace, we developed a protocol to optimize the sequencing of cDNAs and performed 4 consecutive GS20-454 pyrosequencing runs of a cDNA library obtained from 2 week-old Palomero Toluqueño maize plants. The protocol reported here allowed obtaining over 90% of informative sequences. These GS20-454 runs generated over 1.5 Million reads, representing the largest amount of sequences reported from a single plant cDNA library. A collection of 367,391 quality-filtered reads (30.09 Mb) from a single run was sufficient to identify transcripts corresponding to 34% of public maize ESTs databases; total sequences generated after 4 filtered runs increased this coverage to 50%. Comparisons of all 1.5 Million reads to the Maize Assembled Genomic Islands (MAGIs) provided evidence for the transcriptional activity of 11% of MAGIs. We estimate that 5.67% (86,069 sequences) do not align with public ESTs or annotated genes, potentially representing new maize transcripts. Following the assembly of 74.4% of the reads in 65,493 contigs, real-time PCR of selected genes confirmed a predicted correlation between the abundance of GS20-454 sequences and corresponding levels of gene expression. CONCLUSION A protocol was developed that significantly increases the number, length and quality of cDNA reads using massive 454 parallel sequencing. We show that recurrent 454 pyrosequencing of a single cDNA sample is necessary to attain a thorough representation of the transcriptional universe present in maize, that can also be used to estimate transcript abundance of specific genes. This data suggests that the molecular and functional diversity contained in the vast native landraces remains to be explored, and that large-scale transcriptional sequencing of a presumed ancestor of the modern maize varieties represents a valuable approach to characterize the functional diversity of maize for future agricultural and evolutionary studies.
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Affiliation(s)
- Julio C Vega-Arreguín
- Laboratorio Nacional de Genómica para la Biodiversidad, Cinvestav Campus Guanajuato, Carretera Irapuato-León, Irapuato, Gto, Mexico.
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15
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Coram TE, Settles ML, Chen X. Large-scale analysis of antisense transcription in wheat using the Affymetrix GeneChip Wheat Genome Array. BMC Genomics 2009; 10:253. [PMID: 19480707 PMCID: PMC2694213 DOI: 10.1186/1471-2164-10-253] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2008] [Accepted: 05/29/2009] [Indexed: 01/20/2023] Open
Abstract
Background Natural antisense transcripts (NATs) are transcripts of the opposite DNA strand to the sense-strand either at the same locus (cis-encoded) or a different locus (trans-encoded). They can affect gene expression at multiple stages including transcription, RNA processing and transport, and translation. NATs give rise to sense-antisense transcript pairs and the number of these identified has escalated greatly with the availability of DNA sequencing resources and public databases. Traditionally, NATs were identified by the alignment of full-length cDNAs or expressed sequence tags to genome sequences, but an alternative method for large-scale detection of sense-antisense transcript pairs involves the use of microarrays. In this study we developed a novel protocol to assay sense- and antisense-strand transcription on the 55 K Affymetrix GeneChip Wheat Genome Array, which is a 3' in vitro transcription (3'IVT) expression array. We selected five different tissue types for assay to enable maximum discovery, and used the 'Chinese Spring' wheat genotype because most of the wheat GeneChip probe sequences were based on its genomic sequence. This study is the first report of using a 3'IVT expression array to discover the expression of natural sense-antisense transcript pairs, and may be considered as proof-of-concept. Results By using alternative target preparation schemes, both the sense- and antisense-strand derived transcripts were labeled and hybridized to the Wheat GeneChip. Quality assurance verified that successful hybridization did occur in the antisense-strand assay. A stringent threshold for positive hybridization was applied, which resulted in the identification of 110 sense-antisense transcript pairs, as well as 80 potentially antisense-specific transcripts. Strand-specific RT-PCR validated the microarray observations, and showed that antisense transcription is likely to be tissue specific. For the annotated sense-antisense transcript pairs, analysis of the gene ontology terms showed a significant over-representation of transcripts involved in energy production. These included several representations of ATP synthase, photosystem proteins and RUBISCO, which indicated that photosynthesis is likely to be regulated by antisense transcripts. Conclusion This study demonstrated the novel use of an adapted labeling protocol and a 3'IVT GeneChip array for large-scale identification of antisense transcription in wheat. The results show that antisense transcription is relatively abundant in wheat, and may affect the expression of valuable agronomic phenotypes. Future work should select potentially interesting transcript pairs for further functional characterization to determine biological activity.
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Affiliation(s)
- Tristan E Coram
- Agricultural Research Service, U.S. Department of Agriculture, and Washington State University, Department of Plant Pathology, Pullman, WA 99164-6430, USA.
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Byun YJ, Kim HJ, Lee DH. LongSAGE analysis of the early response to cold stress in Arabidopsis leaf. PLANTA 2009; 229:1181-200. [PMID: 19252924 DOI: 10.1007/s00425-009-0903-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2008] [Accepted: 02/09/2009] [Indexed: 05/10/2023]
Abstract
The initial events involved in signal transduction generated by cold exposure are poorly known in plants. We were interested in the characterization of early response to cold stress in Arabidopsis leaves. So we examined plants exposed to 0 degrees C for 1 h. Using LongSAGE at the level of transcription, a total of 27,612 tags, including 11,089 unique tags were sequenced and analyzed. By adopting LongSAGE methods, the ambiguity of tag identification was reduced by about 10%. Only 46% of identified tags in the 1-h cold-stressed plants matched existing Arabidopsis UniGene entries. A comparison of the tags derived from the cold-treated leaves with those identified in the non-treated leaves revealed 315 differentially expressed genes (P < 0.01). Functional classification of expressed genes during the early cold response indicated that genes were involved in light harvesting, the Calvin cycle, and photorespiration were expressed at relatively low levels compared to their presence in non-cold-stressed plants. On other hand, genes involved in mitochondrial electron transport and ATP synthesis showed an increased expression. Some orphan LongSAGE tags uniquely matched pri-miRNA, suggesting the existence of miRNA in our SAGE library. These findings suggest that diverse protection strategies appear in the early response of leaves exposed to cold stress. First of all, several genes included in signal transduction through calcium mediated signal sensing, and cascades of several kinases, and transcription factors, were distinguished in the early cold response. Furthermore, genes affecting the synthesis of salicylic acid, nitrate assimilation, ammonia assimilation, the gluconeogenesis pathway, and glucosinolate biosynthesis were newly detected in relationship with cold stress. Finally, our results in the present work provide new insights into the molecular mechanisms involved in transcriptional regulation in response to cold exposure in plants.
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Wang W, Meng B, Ge X, Song S, Yang Y, Yu X, Wang L, Hu S, Liu S, Yu J. Proteomic profiling of rice embryos from a hybrid rice cultivar and its parental lines. Proteomics 2008; 8:4808-21. [DOI: 10.1002/pmic.200701164] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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18
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Poole RL, Barker GLA, Werner K, Biggi GF, Coghill J, Gibbings JG, Berry S, Dunwell JM, Edwards KJ. Analysis of wheat SAGE tags reveals evidence for widespread antisense transcription. BMC Genomics 2008; 9:475. [PMID: 18847483 PMCID: PMC2584110 DOI: 10.1186/1471-2164-9-475] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2008] [Accepted: 10/10/2008] [Indexed: 12/14/2022] Open
Abstract
Background Serial Analysis of Gene Expression (SAGE) is a powerful tool for genome-wide transcription studies. Unlike microarrays, it has the ability to detect novel forms of RNA such as alternatively spliced and antisense transcripts, without the need for prior knowledge of their existence. One limitation of using SAGE on an organism with a complex genome and lacking detailed sequence information, such as the hexaploid bread wheat Triticum aestivum, is accurate annotation of the tags generated. Without accurate annotation it is impossible to fully understand the dynamic processes involved in such complex polyploid organisms. Hence we have developed and utilised novel procedures to characterise, in detail, SAGE tags generated from the whole grain transcriptome of hexaploid wheat. Results Examination of 71,930 Long SAGE tags generated from six libraries derived from two wheat genotypes grown under two different conditions suggested that SAGE is a reliable and reproducible technique for use in studying the hexaploid wheat transcriptome. However, our results also showed that in poorly annotated and/or poorly sequenced genomes, such as hexaploid wheat, considerably more information can be extracted from SAGE data by carrying out a systematic analysis of both perfect and "fuzzy" (partially matched) tags. This detailed analysis of the SAGE data shows first that while there is evidence of alternative polyadenylation this appears to occur exclusively within the 3' untranslated regions. Secondly, we found no strong evidence for widespread alternative splicing in the developing wheat grain transcriptome. However, analysis of our SAGE data shows that antisense transcripts are probably widespread within the transcriptome and appear to be derived from numerous locations within the genome. Examination of antisense transcripts showing sequence similarity to the Puroindoline a and Puroindoline b genes suggests that such antisense transcripts might have a role in the regulation of gene expression. Conclusion Our results indicate that the detailed analysis of transcriptome data, such as SAGE tags, is essential to understand fully the factors that regulate gene expression and that such analysis of the wheat grain transcriptome reveals that antisense transcripts maybe widespread and hence probably play a significant role in the regulation of gene expression during grain development.
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Affiliation(s)
- Rebecca L Poole
- School of Biological Sciences, University of Bristol, Bristol, UK.
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19
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Price AM, Aros Orellana DF, Salleh FM, Stevens R, Acock R, Buchanan-Wollaston V, Stead AD, Rogers HJ. A comparison of leaf and petal senescence in wallflower reveals common and distinct patterns of gene expression and physiology. PLANT PHYSIOLOGY 2008; 147:1898-912. [PMID: 18539778 PMCID: PMC2492645 DOI: 10.1104/pp.108.120402] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/02/2008] [Accepted: 06/02/2008] [Indexed: 05/21/2023]
Abstract
Petals and leaves share common evolutionary origins but perform very different functions. However, few studies have compared leaf and petal senescence within the same species. Wallflower (Erysimum linifolium), an ornamental species closely related to Arabidopsis (Arabidopsis thaliana), provide a good species in which to study these processes. Physiological parameters were used to define stages of development and senescence in leaves and petals and to align these stages in the two organs. Treatment with silver thiosulfate confirmed that petal senescence in wallflower is ethylene dependent, and treatment with exogenous cytokinin and 6-methyl purine, an inhibitor of cytokinin oxidase, suggests a role for cytokinins in this process. Subtractive libraries were created, enriched for wallflower genes whose expression is up-regulated during leaf or petal senescence, and used to create a microarray, together with 91 senescence-related Arabidopsis probes. Several microarray hybridization classes were observed demonstrating similarities and differences in gene expression profiles of these two organs. Putative functions were ascribed to 170 sequenced DNA fragments from the libraries. Notable similarities between leaf and petal senescence include a large proportion of remobilization-related genes, such as the cysteine protease gene SENESCENCE-ASSOCIATED GENE12 that was up-regulated in both tissues with age. Interesting differences included the up-regulation of chitinase and glutathione S-transferase genes in senescing petals while their expression remained constant or fell with age in leaves. Semiquantitative reverse transcription-polymerase chain reaction of selected genes from the suppression subtractive hybridization libraries revealed more complex patterns of expression compared with the array data.
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20
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Wan Y, Poole RL, Huttly AK, Toscano-Underwood C, Feeney K, Welham S, Gooding MJ, Mills C, Edwards KJ, Shewry PR, Mitchell RA. Transcriptome analysis of grain development in hexaploid wheat. BMC Genomics 2008; 9:121. [PMID: 18325108 PMCID: PMC2292175 DOI: 10.1186/1471-2164-9-121] [Citation(s) in RCA: 167] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2007] [Accepted: 03/06/2008] [Indexed: 01/13/2023] Open
Abstract
Background Hexaploid wheat is one of the most important cereal crops for human nutrition. Molecular understanding of the biology of the developing grain will assist the improvement of yield and quality traits for different environments. High quality transcriptomics is a powerful method to increase this understanding. Results The transcriptome of developing caryopses from hexaploid wheat (Triticum aestivum, cv. Hereward) was determined using Affymetrix wheat GeneChip® oligonucleotide arrays which have probes for 55,052 transcripts. Of these, 14,550 showed significant differential regulation in the period between 6 and 42 days after anthesis (daa). Large changes in transcript abundance were observed which were categorised into distinct phases of differentiation (6–10 daa), grain fill (12–21 daa) and desiccation/maturation (28–42 daa) and were associated with specific tissues and processes. A similar experiment on developing caryopses grown with dry and/or hot environmental treatments was also analysed, using the profiles established in the first experiment to show that most environmental treatment effects on transcription were due to acceleration of development, but that a few transcripts were specifically affected. Transcript abundance profiles in both experiments for nine selected known and putative wheat transcription factors were independently confirmed by real time RT-PCR. These expression profiles confirm or extend our knowledge of the roles of the known transcription factors and suggest roles for the unknown ones. Conclusion This transcriptome data will provide a valuable resource for molecular studies on wheat grain. It has been demonstrated how it can be used to distinguish general developmental shifts from specific effects of treatments on gene expression and to diagnose the probable tissue specificity and role of transcription factors.
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Affiliation(s)
- Yongfang Wan
- Rothamsted Research, Harpenden, Hertfordshire, UK.
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21
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Satoh K, Doi K, Nagata T, Kishimoto N, Suzuki K, Otomo Y, Kawai J, Nakamura M, Hirozane-Kishikawa T, Kanagawa S, Arakawa T, Takahashi-Iida J, Murata M, Ninomiya N, Sasaki D, Fukuda S, Tagami M, Yamagata H, Kurita K, Kamiya K, Yamamoto M, Kikuta A, Bito T, Fujitsuka N, Ito K, Kanamori H, Choi IR, Nagamura Y, Matsumoto T, Murakami K, Matsubara KI, Carninci P, Hayashizaki Y, Kikuchi S. Gene organization in rice revealed by full-length cDNA mapping and gene expression analysis through microarray. PLoS One 2007; 2:e1235. [PMID: 18043742 PMCID: PMC2084198 DOI: 10.1371/journal.pone.0001235] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2007] [Accepted: 10/30/2007] [Indexed: 01/11/2023] Open
Abstract
Rice (Oryza sativa L.) is a model organism for the functional genomics of monocotyledonous plants since the genome size is considerably smaller than those of other monocotyledonous plants. Although highly accurate genome sequences of indica and japonica rice are available, additional resources such as full-length complementary DNA (FL-cDNA) sequences are also indispensable for comprehensive analyses of gene structure and function. We cross-referenced 28.5K individual loci in the rice genome defined by mapping of 578K FL-cDNA clones with the 56K loci predicted in the TIGR genome assembly. Based on the annotation status and the presence of corresponding cDNA clones, genes were classified into 23K annotated expressed (AE) genes, 33K annotated non-expressed (ANE) genes, and 5.5K non-annotated expressed (NAE) genes. We developed a 60mer oligo-array for analysis of gene expression from each locus. Analysis of gene structures and expression levels revealed that the general features of gene structure and expression of NAE and ANE genes were considerably different from those of AE genes. The results also suggested that the cloning efficiency of rice FL-cDNA is associated with the transcription activity of the corresponding genetic locus, although other factors may also have an effect. Comparison of the coverage of FL-cDNA among gene families suggested that FL-cDNA from genes encoding rice- or eukaryote-specific domains, and those involved in regulatory functions were difficult to produce in bacterial cells. Collectively, these results indicate that rice genes can be divided into distinct groups based on transcription activity and gene structure, and that the coverage bias of FL-cDNA clones exists due to the incompatibility of certain eukaryotic genes in bacteria.
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Affiliation(s)
- Kouji Satoh
- Division of Genome and Biodiversity Research, National Institute of Agrobiological Sciences, Tsukuba, Ibaraki, Japan
| | - Koji Doi
- Division of Genome and Biodiversity Research, National Institute of Agrobiological Sciences, Tsukuba, Ibaraki, Japan
| | - Toshifumi Nagata
- Division of Genome and Biodiversity Research, National Institute of Agrobiological Sciences, Tsukuba, Ibaraki, Japan
| | - Naoki Kishimoto
- Division of Genome and Biodiversity Research, National Institute of Agrobiological Sciences, Tsukuba, Ibaraki, Japan
| | - Kohji Suzuki
- Hitachi Software Engineering, Shinagawa-ku, Tokyo, Japan
| | - Yasuhiro Otomo
- Laboratory of Genome Sequencing and Analysis Group, Foundation for Advancement of International Science (FAIS), Tsukuba, Ibaraki, Japan
| | - Jun Kawai
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
- Genome Science Laboratory, RIKEN Wako Institute, Wako, Saitama, Japan
| | - Mari Nakamura
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
| | - Tomoko Hirozane-Kishikawa
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
| | - Saeko Kanagawa
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
| | - Takahiro Arakawa
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
| | - Juri Takahashi-Iida
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
| | - Mitsuyoshi Murata
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
| | - Noriko Ninomiya
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
| | - Daisuke Sasaki
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
| | - Shiro Fukuda
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
| | - Michihira Tagami
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
| | - Harumi Yamagata
- Institute of the Society for Techno-innovation of Agriculture, Forestry and Fisheries, Tsukuba, Ibaraki, Japan
| | - Kanako Kurita
- Institute of the Society for Techno-innovation of Agriculture, Forestry and Fisheries, Tsukuba, Ibaraki, Japan
| | - Kozue Kamiya
- Institute of the Society for Techno-innovation of Agriculture, Forestry and Fisheries, Tsukuba, Ibaraki, Japan
| | - Mayu Yamamoto
- Institute of the Society for Techno-innovation of Agriculture, Forestry and Fisheries, Tsukuba, Ibaraki, Japan
| | - Ari Kikuta
- Institute of the Society for Techno-innovation of Agriculture, Forestry and Fisheries, Tsukuba, Ibaraki, Japan
| | - Takahito Bito
- Institute of the Society for Techno-innovation of Agriculture, Forestry and Fisheries, Tsukuba, Ibaraki, Japan
| | - Nahoko Fujitsuka
- Institute of the Society for Techno-innovation of Agriculture, Forestry and Fisheries, Tsukuba, Ibaraki, Japan
| | - Kazue Ito
- Institute of the Society for Techno-innovation of Agriculture, Forestry and Fisheries, Tsukuba, Ibaraki, Japan
| | - Hiroyuki Kanamori
- Institute of the Society for Techno-innovation of Agriculture, Forestry and Fisheries, Tsukuba, Ibaraki, Japan
| | - Il-Ryong Choi
- Plant Breeding, Genetics and Biotechnology Division, International Rice Research Institute, DAPO, Metro Manila, Philippines
| | - Yoshiaki Nagamura
- Division of Genome and Biodiversity Research, National Institute of Agrobiological Sciences, Tsukuba, Ibaraki, Japan
| | - Takashi Matsumoto
- Division of Genome and Biodiversity Research, National Institute of Agrobiological Sciences, Tsukuba, Ibaraki, Japan
| | - Kazuo Murakami
- Laboratory of Genome Sequencing and Analysis Group, Foundation for Advancement of International Science (FAIS), Tsukuba, Ibaraki, Japan
| | - Ken-ichi Matsubara
- Laboratory of Genome Sequencing and Analysis Group, Foundation for Advancement of International Science (FAIS), Tsukuba, Ibaraki, Japan
- Nara Institute of Science and Technology (NAIST), Ikoma, Nara, Japan
| | - Piero Carninci
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
- Genome Science Laboratory, RIKEN Wako Institute, Wako, Saitama, Japan
| | - Yoshihide Hayashizaki
- Genome Exploration Research Group, Genomic Sciences Center, RIKEN Yokohama Institute, Yokohama, Kanagawa, Japan
- Genome Science Laboratory, RIKEN Wako Institute, Wako, Saitama, Japan
| | - Shoshi Kikuchi
- Division of Genome and Biodiversity Research, National Institute of Agrobiological Sciences, Tsukuba, Ibaraki, Japan
- * To whom correspondence should be addressed. E-mail:
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Sereno ML, Almeida RS, Nishimura DS, Figueira A. Response of sugarcane to increasing concentrations of copper and cadmium and expression of metallothionein genes. JOURNAL OF PLANT PHYSIOLOGY 2007; 164:1499-515. [PMID: 17175063 DOI: 10.1016/j.jplph.2006.09.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2006] [Accepted: 09/18/2006] [Indexed: 05/13/2023]
Abstract
Sugarcane (Saccharum spp.) offers the potential to be a phytoremediator species due to its outstanding biomass production, but its prospective metal accumulation and tolerance have not been fully characterized. Sugarcane plantlets were able to tolerate up to 100microM of copper in nutrient solution for 33 days, with no significant reduction in fresh weight, while accumulating 45mgCukg(-1) shoot dry weight. Higher levels of copper in solution (250 and 500microM) were lethal. Sugarcane displayed tolerance to 500microM Cd without symptoms of toxicity, accumulating 451mgCdkg(-1) shoot dry weight after 33 days, indicating its potential as Cd phytoremediator. DNA gel blot analyses detected 8 fragments using a metallothionein (MT) Type I probe, while 10 were revealed for the MT Type II and 8 for MT Type III. The number of genes for each type of MT in sugarcane might be similar to the ones identified in rice considering the interspecific origin of sugarcane cultivars. MT Type I gene appeared to present the highest level of constitutive expression, mainly in roots, followed by MT Type II, corroborating the expression pattern described based on large-scale expressed sequence tags sequencing. MT Type II and III genes were more expressed in shoots, where MT I was also importantly expressed. Increasing Cu concentration had little or no effect in modulating MT genes expression, while an apparent minor modulation of some of the MT genes could be detected in Cd treatments. However, the level of response was too small to explain the tolerance and/or accumulation of Cd in sugarcane tissues. Thus, cadmium tolerance and accumulation in sugarcane might derive from other mechanisms, although MT may be involved in oxidative responses to high levels of Cd. Sugarcane can be considered a potential candidate to be tested in Cd phytoremediation.
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Affiliation(s)
- Maria Lorena Sereno
- Departamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Av. Pádua Dias, 11 CP 83, Piracicaba, SP 13400-970, Brazil
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Chern CG, Fan MJ, Yu SM, Hour AL, Lu PC, Lin YC, Wei FJ, Huang SC, Chen S, Lai MH, Tseng CS, Yen HM, Jwo WS, Wu CC, Yang TL, Li LS, Kuo YC, Li SM, Li CP, Wey CK, Trisiriroj A, Lee HF, Hsing YIC. A rice phenomics study--phenotype scoring and seed propagation of a T-DNA insertion-induced rice mutant population. PLANT MOLECULAR BIOLOGY 2007; 65:427-38. [PMID: 17701278 DOI: 10.1007/s11103-007-9218-z] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2007] [Accepted: 07/23/2007] [Indexed: 05/16/2023]
Abstract
With the completion of the rice genome sequencing project, the next major challenge is the large-scale determination of gene function. As an important crop and a model organism, rice provides major insights into gene functions important for crop growth or production. Phenomics with detailed information about tagged populations provides a good tool for functional genomics analysis. By a T-DNA insertional mutagenesis approach, we have generated a rice mutant population containing 55,000 promoter trap and gene activation or knockout lines. Approximately 20,000 of these lines have known integration sites. The T0 and T1 plants were grown in net "houses" for two cropping seasons each year since 2003, with the mutant phenotypes recorded. Detailed data describing growth and development of these plants, in 11 categories and 65 subcategories, over the entire four-month growing season are available in a searchable database, along with the genetic segregation information and flanking sequence data. With the detailed data from more than 20,000 T1 lines and 12 plants per line, we estimated the mutation rates of the T1 population, as well the frequency of the dominant T0 mutants. The correlations among different mutation phenotypes are also calculated. Together, the information about mutant lines, their integration sites, and the phenotypes make this collection, the Taiwan Rice Insertion Mutants (TRIM), a good resource for rice phenomics study. Ten T2 seeds per line can be distributed to researchers upon request.
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Affiliation(s)
- Chyr-Guan Chern
- Taiwan Agricultural Research Institute, Wufeng, Taichung 41301, Taiwan
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Song S, Qu H, Chen C, Hu S, Yu J. Differential gene expression in an elite hybrid rice cultivar (Oryza sativa, L) and its parental lines based on SAGE data. BMC PLANT BIOLOGY 2007; 7:49. [PMID: 17877838 PMCID: PMC2077334 DOI: 10.1186/1471-2229-7-49] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/27/2007] [Accepted: 09/19/2007] [Indexed: 05/17/2023]
Abstract
BACKGROUND It was proposed that differentially-expressed genes, aside from genetic variations affecting protein processing and functioning, between hybrid and its parents provide essential candidates for studying heterosis or hybrid vigor. Based our serial analysis of gene expression (SAGE) data from an elite Chinese super-hybrid rice (LYP9) and its parental cultivars (93-11 and PA64s) in three major tissue types (leaves, roots and panicles) at different developmental stages, we analyzed the transcriptome and looked for candidate genes related to rice heterosis. RESULTS By using an improved strategy of tag-to-gene mapping and two recently annotated genome assemblies (93-11 and PA64s), we identified 10,268 additional high-quality tags, reaching a grand total of 20,595 together with our previous result. We further detected 8.5% and 5.9% physically-mapped genes that are differentially-expressed among the triad (in at least one of the three stages) with P-values less than 0.05 and 0.01, respectively. These genes distributed in 12 major gene expression patterns; among them, 406 up-regulated and 469 down-regulated genes (P < 0.05) were observed. Functional annotations on the identified genes highlighted the conclusion that up-regulated genes (some of them are known enzymes) in hybrid are mostly related to enhancing carbon assimilation in leaves and roots. In addition, we detected a group of up-regulated genes related to male sterility and 442 down-regulated genes related to signal transduction and protein processing, which may be responsible for rice heterosis. CONCLUSION We improved tag-to-gene mapping strategy by combining information from transcript sequences and rice genome annotation, and obtained a more comprehensive view on genes that related to rice heterosis. The candidates for heterosis-related genes among different genotypes provided new avenue for exploring the molecular mechanism underlying heterosis.
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Affiliation(s)
- Shuhui Song
- Key Laboratory of Genome Science and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 101300, China
- Department of Biology, Graduate University of the Chinese Academy of Sciences, Beijing 100094, China
| | - Hongzhu Qu
- Key Laboratory of Genome Science and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 101300, China
- Department of Biology, Graduate University of the Chinese Academy of Sciences, Beijing 100094, China
| | - Chen Chen
- Key Laboratory of Genome Science and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 101300, China
- Department of Biology, Graduate University of the Chinese Academy of Sciences, Beijing 100094, China
| | - Songnian Hu
- Key Laboratory of Genome Science and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 101300, China
| | - Jun Yu
- Key Laboratory of Genome Science and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 101300, China
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Calsa T, Figueira A. Serial analysis of gene expression in sugarcane (Saccharum spp.) leaves revealed alternative C4 metabolism and putative antisense transcripts. PLANT MOLECULAR BIOLOGY 2007; 63:745-62. [PMID: 17211512 DOI: 10.1007/s11103-006-9121-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/25/2006] [Accepted: 11/25/2006] [Indexed: 05/07/2023]
Abstract
Sugarcane (Saccharum spp.) is a highly efficient biomass and sugar producing crop. Leaf reactions have been considered as potential rate-limiting step for sucrose accumulation in sugarcane stalks. To characterize the sugarcane leaf transcriptome, field-grown mature leaves from cultivar "SP80-3280" were analyzed using Serial Analysis of Gene Expression (SAGE). From 480 sequenced clones, 9,482 valid tags were extracted, with 5,227 unique sequences, from which 3,659 (70%) matched at least a sugarcane assembled sequence (SAS) with putative function; while 872 tags (16.7%) matched SAS with unknown function; 523 (10%) matched SAS without a putative annotation; and only 173 (3.3%) did not match any sugarcane ESTs. Based on gene ontology (GO), photosystem (PS) I reaction center was identified as the most frequent gene product location, followed by the remaining sites of PS I, PS II and thylakoid complexes. For metabolic processes, photosynthesis light harvesting complexes; carbon fixation; and chlorophyll biosynthesis were the most enriched GO-terms. Considering the alternative photosynthetic C(4) cycles, tag frequencies related to phosphoenolpyruvate carboxykinase (PEPCK) and aspartate aminotransferase compared to those for NADP(+)-malic enzyme (NADP-ME) and NADP-malate dehydrogenase, suggested that PEPCK-type decarboxylation appeared to predominate over NADP-ME in mature leaves, although both may occur, opposite to currently assumed in sugarcane. From the unique tag set, 894 tags (17.1%) were assigned as potentially derived from antisense transcripts, while 73 tags (1.4%) were assigned to more than one SAS, suggesting the occurrence of alternative processing. The occurrence of antisense was validated by quantitative reverse transcription amplification. Sugarcane leaf transcriptome provided new insights for functional studies associated with sucrose synthesis and accumulation.
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Affiliation(s)
- Tercilio Calsa
- Laboratório de Melhoramento de Plantas, Centro de Energia Nuclear na Agricultura, Universidade de São Paulo, Piracicaba, SP, Brazil
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Gorantla M, Babu PR, Lachagari VBR, Reddy AMM, Wusirika R, Bennetzen JL, Reddy AR. Identification of stress-responsive genes in an indica rice (Oryza sativa L.) using ESTs generated from drought-stressed seedlings. JOURNAL OF EXPERIMENTAL BOTANY 2007; 58:253-65. [PMID: 17132712 DOI: 10.1093/jxb/erl213] [Citation(s) in RCA: 60] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
The impacts of drought on plant growth and development limit cereal crop production worldwide. Rice (Oryza sativa) productivity and production is severely affected due to recurrent droughts in almost all agroecological zones. With the advent of molecular and genomic technologies, emphasis is now placed on understanding the mechanisms of genetic control of the drought-stress response. In order to identify genes associated with water-stress response in rice, ESTs generated from a normalized cDNA library, constructed from drought-stressed leaf tissue of an indica cultivar, Nagina 22 were used. Analysis of 7794 cDNA sequences led to the identification of 5815 rice ESTs. Of these, 334 exhibited no significant sequence homology with any rice ESTs or full-length cDNAs in public databases, indicating that these transcripts are enriched during drought stress. Analysis of these 5815 ESTs led to the identification of 1677 unique sequences. To characterize this drought transcriptome further and to identify candidate genes associated with the drought-stress response, the rice data were compared with those for abiotic stress-induced sequences obtained from expression profiling studies in Arabidopsis, barley, maize, and rice. This comparative analysis identified 589 putative stress-responsive genes (SRGs) that are shared by these diverse plant species. Further, the identified leaf SRGs were compared to expression profiles for a drought-stressed rice panicle library to identify common sequences. Significantly, 125 genes were found to be expressed under drought stress in both tissues. The functional classification of these 125 genes showed that a majority of them are associated with cellular metabolism, signal transduction, and transcriptional regulation.
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Affiliation(s)
- Markandeya Gorantla
- Department of Plant Sciences, School of Life Sciences, University of Hyderabad, Hyderabad-500046, AP, India
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Robinson SJ, Guenther JD, Lewis CT, Links MG, Parkin IAP. Reaping the Benefits of SAGE. METHODS IN MOLECULAR BIOLOGY (CLIFTON, N.J.) 2007; 406:365-86. [PMID: 18287703 DOI: 10.1007/978-1-59745-535-0_18] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/05/2022]
Abstract
Serial analysis of gene expression (SAGE) is a powerful technique which yields a digital measure of gene expression through the sequencing of libraries of specific mRNA-derived fragments, namely SAGE tags. This chapter introduces the methods and software tools that are available for researchers to analyze gene expression through SAGE analysis. A detailed examination of SAGE analysis in Arabidopsis thaliana using the publicly available analysis tool, SaskSAGE, is provided. The use of this software allows the user to maximize the information gained from SAGE experiments in a model system with a fully sequenced genome.
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Affiliation(s)
- Stephen J Robinson
- Agriculture and Agri-Food, Saskatoon Research Centre, Saskatoon, Saskatchewan, Canada
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Sathish P, Withana N, Biswas M, Bryant C, Templeton K, Al-Wahb M, Smith-Espinoza C, Roche JR, Elborough KM, Phillips JR. Transcriptome analysis reveals season-specific rbcS gene expression profiles in diploid perennial ryegrass (Lolium perenne L.). PLANT BIOTECHNOLOGY JOURNAL 2007; 5:146-61. [PMID: 17207264 DOI: 10.1111/j.1467-7652.2006.00228.x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Perennial ryegrass (Lolium perenne L.) is a major grass species used for forage and turf throughout the world, and gains by conventional breeding have reached a plateau. Perennial ryegrass is an outcrossing, self-incompatible diploid (2n = 2x = 14) with a relatively large genome (4067 Mbp/diploid genome; Evans, G.M., Rees, H., Snell, C.L. and Sun, S. (1972) The relation between nuclear DNA amount and the duration of the mitotic cycle. Chrom. Today, 3, 24-31). Using tissues sourced from active pastures during the peak of the autumn, winter, spring and summer seasons, we analysed the ryegrass transcriptome employing a Serial Analysis of Gene Expression (SAGE) protocol, with the dual goals of understanding the seasonal changes in perennial ryegrass gene expression and enhancing our ability to select genes for genetic manipulation. A total of 159,002 14-mer SAGE tags was sequenced and mapped to the perennial ryegrass DNA database, comprising methyl-filtered (GeneThresher) and expressed sequence tag (EST) sequences. The analysis of 14,559 unique SAGE tags, which were present more than once in our SAGE library, revealed 964, 1331, 346 and 131 exclusive transcripts to autumn, winter, spring and summer, respectively. Intriguingly, our analysis of the SAGE tags revealed season-specific expression profiles for the small subunit of ribulose-1,5-bisphosphate carboxylase (Rubisco), LprbcS. The transcript level for LprbcS was highest in spring, and then decreased gradually between summer and winter. Five different copies of LprbcS were revealed in ryegrass, with one possibly producing splice variant transcripts. Two highly expressed LprbcS genes were reported, one of which was not active in autumn. Another LprbcS gene showed an inverse expression profile to the autumn inactive LprbcS in a manner to compensate the expression level.
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Affiliation(s)
- Puthigae Sathish
- Pastoral Genomics, c/o ViaLactia Biosciences (NZ) Ltd, PO Box 109185, Newmarket, Auckland 1149, New Zealand.
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McIntosh S, Watson L, Bundock P, Crawford A, White J, Cordeiro G, Barbary D, Rooke L, Henry R. SAGE of the developing wheat caryopsis. PLANT BIOTECHNOLOGY JOURNAL 2007; 5:69-83. [PMID: 17207258 DOI: 10.1111/j.1467-7652.2006.00218.x] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Understanding the development of the cereal caryopsis holds the future for metabolic engineering in the interests of enhancing global food production. We have developed a Serial Analysis of Gene Expression (SAGE) data platform to investigate the developing wheat (Triticum aestivum) caryopsis. LongSAGE libraries have been constructed at five time-points post-anthesis to coincide with key processes in caryopsis development. More than 90,000 LongSAGE tags have been sequenced generating 29,261 unique tag sequences across all five libraries. Tag abundance, generated from cumulative tag counts, provides insight into the redundancy and diversity of each library. Annotation of the 500 most abundant tags spanning development highlights the array of functional groups being expressed. The relative frequency of these more abundant transcripts allows quantitative analysis of patterns of expression during grain development. We have identified activities of cellular proliferation/differentiation, the accumulation of storage proteins and starch biosynthesis. The abundance of calcium-dependent protein kinases indicate their importance in signalling across development. Acquisition of a broad array of defence coincides with storage accumulation and is dominated by inhibitors of amylase activity. Differential expression profiles of abundant tags from each library reveal the coordinated expression of genes responsible for the cellular events constituting caryopsis development. This SAGE platform has also provided a resource of novel sequence and expression information including the identification of potentially useful promoter activities. Further investigations into both the abundant and low expressing transcripts will provide greater insight into wheat caryopsis development and assist in wheat improvement programmes.
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Affiliation(s)
- Shane McIntosh
- Grain Foods CRC, Centre for Plant Conservation Genetics, Southern Cross University, PO Box 157, Lismore, NSW 2480 Australia.
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30
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Transcriptome analysis reveals differentially expressed storage protein transcripts in seeds of Aegilops and wheat. J Cereal Sci 2006. [DOI: 10.1016/j.jcs.2006.04.004] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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White J, Pacey-Miller T, Crawford A, Cordeiro G, Barbary D, Bundock P, Henry R. Abundant transcripts of malting barley identified by serial analysis of gene expression (SAGE). PLANT BIOTECHNOLOGY JOURNAL 2006; 4:289-301. [PMID: 17147635 DOI: 10.1111/j.1467-7652.2006.00181.x] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Serial analysis of gene expression (SAGE) was applied to the major cereal crop barley (Hordeum vulgare) to characterize the transcriptional profile of grain during the malting process. Seven SAGE libraries were generated from seed at different time points during malting, in addition to one library from dry mature seed. A total of 155,206 LongSAGE tags, representing 41,909 unique sequences, was generated. This study reports an in-depth analysis of the most abundant transcripts from each of eight specific time points in a malting barley time course. The 100 most abundant tags from each library were analysed to identify the putative functional role of highly abundant transcripts. The largest functional groups included transcripts coding for stress response and cell defence, ribosomal proteins and storage proteins. The most abundant tag represented B22EL8, a barley metallothionein, which showed significant up-regulation across the malting time course. Considerable changes in the abundance profiles of some of the highly abundant tags occurred at 24 h post-steeping, indicating that it may be an important time point for gene expression changes associated with barley seed germination.
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Affiliation(s)
- Jessica White
- Grain Foods CRC, Centre for Plant Conservation Genetics, Southern Cross University, PO Box 157, Lismore, NSW 2480, Australia
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Coemans B, Matsumura H, Terauchi R, Remy S, Swennen R, Sági L. SuperSAGE combined with PCR walking allows global gene expression profiling of banana (Musa acuminata), a non-model organism. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2005; 111:1118-26. [PMID: 16133315 DOI: 10.1007/s00122-005-0039-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2005] [Accepted: 07/04/2005] [Indexed: 05/04/2023]
Abstract
Super-serial analysis of gene expression (SuperSAGE) was used to characterize, for the first time, the global gene expression pattern in banana (Musa acuminata). A total of 10,196 tags were generated from leaf tissue, representing 5,292 expressed genes. Forty-nine tags of the top 100 most abundantly expressed transcripts were annotated by homology to cDNA or EST sequences. Typically for leaf tissue, analysis of the transcript profiles showed that the majority of the abundant transcripts are involved in energy production, mainly photosynthesis. However, the most abundant tag was derived from a type 3 metallothionein transcript, which accounted for nearly 3% of total transcripts analysed. Furthermore, the 26-bp long SuperSAGE tags were applied in 3'-rapid amplification of cDNA ends (3'RACE) for the identification of unknown tags. In combination with thermal asymmetric interlaced PCR (TAIL-PCR), this allowed the recovery of a full gene sequence of a novel NADPH:protochlorophyllide oxidoreductase, the key enzyme in chlorophyll biosynthesis. SuperSAGE in conjunction with 3'RACE and TAIL-PCR will be a powerful tool for transcriptomics of non-model, but otherwise important organisms.
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Affiliation(s)
- Bert Coemans
- Laboratory of Tropical Crop Improvement, Katholieke Universiteit Leuven, Kasteelpark Arenberg 13, 3001 Leuven, Belgium.
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Drea S, Leader DJ, Arnold BC, Shaw P, Dolan L, Doonan JH. Systematic spatial analysis of gene expression during wheat caryopsis development. THE PLANT CELL 2005; 17:2172-85. [PMID: 16006577 PMCID: PMC1182481 DOI: 10.1105/tpc.105.034058] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
The cereal caryopsis is a complex tissue in which maternal and endosperm tissues follow distinct but coordinated developmental programs. Because of the hexaploid genome in wheat (Triticum aestivum), the identification of genes involved in key developmental processes by genetic approaches has been difficult. To bypass this limitation, we surveyed 888 genes that are expressed during caryopsis development using a novel high-throughput mRNA in situ hybridization method. This survey revealed novel distinct spatial expression patterns that either reflected the ontogeny of the developing caryopsis or indicated specialized cellular functions. We have identified both known and novel genes whose expression is cell cycle-dependent. We have identified the crease region as important in setting up the developmental patterning, because the transition from proliferation to differentiation spreads from this region to the rest of the endosperm. A comparison of this set of genes with the rice (Oryza sativa) genome shows that approximately two-thirds have rice counterparts but also suggests considerable divergence with regard to proteins involved in grain filling. We found that the wheat genes had significant homology with 350 Arabidopsis thaliana genes. At least 25 of these are already known to be essential for seed development in Arabidopsis, but many others remain to be characterized.
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Affiliation(s)
- Sinéad Drea
- John Innes Centre, Norwich NR4 7UH, United Kingdom
| | - David J. Leader
- Wheat Improvement Centre, Syngenta, Norwich NR4 7UH, United Kingdom
| | | | - Peter Shaw
- John Innes Centre, Norwich NR4 7UH, United Kingdom
| | - Liam Dolan
- John Innes Centre, Norwich NR4 7UH, United Kingdom
| | - John H. Doonan
- John Innes Centre, Norwich NR4 7UH, United Kingdom
- To whom correspondence should be addressed. E-mail ; fax 44-1603-450022
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Poroyko V, Hejlek LG, Spollen WG, Springer GK, Nguyen HT, Sharp RE, Bohnert HJ. The maize root transcriptome by serial analysis of gene expression. PLANT PHYSIOLOGY 2005; 138:1700-10. [PMID: 15965024 PMCID: PMC1176439 DOI: 10.1104/pp.104.057638] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Serial Analysis of Gene Expression was used to define number and relative abundance of transcripts in the root tip of well-watered maize seedlings (Zea mays cv FR697). In total, 161,320 tags represented a minimum of 14,850 genes, based on at least two tags detected per transcript. The root transcriptome has been sampled to an estimated copy number of approximately five transcripts per cell. An extrapolation from the data and testing of single-tag identifiers by reverse transcription-PCR indicated that the maize root transcriptome should amount to at least 22,000 expressed genes. Frequency ranged from low copy number (2-5, 68.8%) to highly abundant transcripts (100-->1,200; 1%). Quantitative reverse transcription-PCR for selected transcripts indicated high correlation with tag frequency. Computational analysis compared this set with known maize transcripts and other root transcriptome models. Among the 14,850 tags, 7,010 (47%) were found for which no maize cDNA or gene model existed. Comparing the maize root transcriptome with that in other plants indicated that highly expressed transcripts differed substantially; less than 5% of the most abundant transcripts were shared between maize and Arabidopsis (Arabidopsis thaliana). Transcript categories highlight functions of the maize root tip. Significant variation in abundance characterizes transcripts derived from isoforms of individual enzymes in biochemical pathways.
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Affiliation(s)
- V Poroyko
- Department of Plant Biology , University of Illinois, Urbana, Illinois 61801, USA
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35
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Bao J, Lee S, Chen C, Zhang X, Zhang Y, Liu S, Clark T, Wang J, Cao M, Yang H, Wang SM, Yu J. Serial analysis of gene expression study of a hybrid rice strain (LYP9) and its parental cultivars. PLANT PHYSIOLOGY 2005; 138:1216-31. [PMID: 16009997 PMCID: PMC1176396 DOI: 10.1104/pp.105.060988] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Using the serial analysis of gene expression technique, we surveyed transcriptomes of three major tissues (panicles, leaves, and roots) of a super-hybrid rice (Oryza sativa) strain, LYP9, in comparison to its parental cultivars, 93-11 (indica) and PA64s (japonica). We acquired 465,679 tags from the serial analysis of gene expression libraries, which were consolidated into 68,483 unique tags. Focusing our initial functional analyses on a subset of the data that are supported by full-length cDNAs and the tags (genes) differentially expressed in the hybrid at a significant level (P<0.01), we identified 595 up-regulated (22 tags in panicles, 228 in leaves, and 345 in roots) and 25 down-regulated (seven tags in panicles, 15 in leaves, and three in roots) in LYP9. Most of the tag-identified and up-regulated genes were found related to enhancing carbon- and nitrogen-assimilation, including photosynthesis in leaves, nitrogen uptake in roots, and rapid growth in both roots and panicles. Among the down-regulated genes in LYP9, there is an essential enzyme in photorespiration, alanine:glyoxylate aminotransferase 1. Our study adds a new set of data crucial for the understanding of molecular mechanisms of heterosis and gene regulation networks of the cultivated rice.
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Affiliation(s)
- JingYue Bao
- Beijing Genomics Institute, Chinese Academy of Sciences, Beijing 101300, China
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36
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Duan K, Luo YH, Luo D, Xu ZH, Xue HW. New insights into the complex and coordinated transcriptional regulation networks underlying rice seed development through cDNA chip-based analysis. PLANT MOLECULAR BIOLOGY 2005; 57:785-804. [PMID: 15952066 DOI: 10.1007/s11103-005-1803-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2004] [Accepted: 02/05/2005] [Indexed: 05/02/2023]
Abstract
Transcription factors (TFs) are major, crucial factors for developmental control. To elucidate the effects of TFs on rice seed development, we generated a cDNA chip containing 325 rice cDNA clones, which are from flowering stage and encode known or putative TFs belonging to 12 different families, and used this chip for expression profiling at 8 continuous seed developmental stages. The results showed that in comparison to their expression in mature leaves, a total of 135 TF genes were preferentially transcribed in seeds. Cluster analysis based on the temporal expression patterns grouped them into 12 types, each of which contained members of various families showing common unique expression patterns. The results provide insights into possible key roles for members of several TF families during seed development. In addition, the expression patterns of these genes were examined in vegetative tissues including roots, seedlings and stems, as well as in 2-week-old seedlings following the application of plant hormones or abiotic stresses. The results showed that many of the seed-preferential TFs were also involved in hormone and/or abiotic stress effects, suggesting the potential existence of uncharacterized transcriptional networks, or cross talk between hormone and abiotic stress signaling and seed development. Furthermore, analysis on the cis-elements locating in promoter region of seed preferential TF genes suggested that Dof proteins play essential roles in hierarchical regulation of gene expressions during rice seed development, which, taken together, provided informative clues for elucidation of the molecular mechanisms of transcriptional regulation and signaling networks in the complex developmental processes of rice seeds.
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Affiliation(s)
- Ke Duan
- National Key Laboratory of Plant Molecular Genetics, Institute of Plant Physiology and Ecology, Shanghai Institutes for Biological Science (SiBS), Chinese Academy of Sciences, PR China
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37
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Nielsen KL, Grønkjaer K, Welinder KG, Emmersen J. Global transcript profiling of potato tuber using LongSAGE. PLANT BIOTECHNOLOGY JOURNAL 2005; 3:175-85. [PMID: 17173618 DOI: 10.1111/j.1467-7652.2005.00115.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Solanum tuberosum (potato) is the fourth major crop worldwide and is used for food, feed and biotechnological applications. To fully realize the biosynthetic potential for the production of starch, protein and metabolites, we conducted an extensive quantitative profiling of the expressed genes of mature potato tuber. A total of 58,322 serial analysis of gene expression (SAGE) tags of 19 nucleotides (nt), representing 22,233 different tags, were analysed. The 695 tags seen 10 or more times were assigned a tentative function by comparison with homologous genes. The identities of 12 'known' and 12 'unknown' transcripts were confirmed by rapid amplification of cDNA ends (RACE) cloning using the 19 nt tag as a primer. The SAGE and expressed sequence tag (EST) profiles of potato tuber were compared. Transcripts for four types of protease inhibitor, a metallothionein and a lipoxygenase were more prominent than patatin isoforms.
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Affiliation(s)
- Kåre L Nielsen
- Department of Life Sciences, Aalborg University, Sohngaardsholmsvej 49, DK-9000 Aalborg, Denmark.
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Ibrahim AFM, Hedley PE, Cardle L, Kruger W, Marshall DF, Muehlbauer GJ, Waugh R. A comparative analysis of transcript abundance using SAGE and Affymetrix arrays. Funct Integr Genomics 2005; 5:163-74. [PMID: 15714318 DOI: 10.1007/s10142-005-0135-4] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2004] [Revised: 12/13/2004] [Accepted: 12/22/2004] [Indexed: 12/18/2022]
Abstract
A number of methods are currently used for gene expression profiling. They differ in scale, economy and sensitivity. We present the results of a direct comparison between serial analysis of gene expression (SAGE) and the Barley1 Affymetrix GeneChip. Both technology platforms were used to obtain quantitative measurements of transcript abundance using identical RNA samples and assessed for their ability to quantify differential gene expression. For SAGE, a total of 82,122 tags were generated from two independent libraries representing whole developing barley caryopsis and dissected embryos. The Barley1 GeneChip contains 22,791 probe sets. Results obtained from both methods are generally comparable, indicating that both will lead to similar conclusions regarding transcript levels and differential gene expression. However, excluding singletons, 24.4% of the unique SAGE tags had no corresponding probe set on the Barley1 array indicating that a broader snapshot of gene expression was obtained by SAGE. Discrepancies were observed for a number of "genes" and these are discussed.
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Affiliation(s)
- Adel F M Ibrahim
- Genome Dynamics, Scottish Crop Research Institute, Invergowrie, Dundee, UK.
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40
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Suzuki K, Hattori A, Tanaka S, Masumura T, Abe M, Kitamura S. High-coverage profiling analysis of genes expressed during rice seed development, using an improved amplified fragment length polymorphism technique. Funct Integr Genomics 2004; 5:117-27. [PMID: 15490295 DOI: 10.1007/s10142-004-0125-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2004] [Revised: 09/06/2004] [Accepted: 09/12/2004] [Indexed: 10/26/2022]
Abstract
A novel method, based on quantitative PCR and amplified fragment length polymorphism was applied to the analysis of high-coverage gene expression profiles during the development of rice seeds. This represents the first report of the application of this method to plants, which permitted the detection and analysis of approximately 70% of all the genes that are expressed in rice. The method was used to compare gene expression at different developmental stages, subspecies or cultivars, and phyletic lines to identify genes of interest through differences in their level of expression. Using this approach, even novel anonymous genes could be detected. Examples of these include the soluble starch synthase (SS) II-I and the rice branching enzyme 4 (rbe4) genes in the starch synthesis pathway. A profiling database was compiled and the results compared with public data on full-length cDNA sequences of rice. The method enables candidate novel genes to be immediately identified among the large numbers of genes that are expressed during the development of rice seeds. Our results will contribute to a better understanding of comparative transcriptomics in all plant species.
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Affiliation(s)
- Kiyoshi Suzuki
- Graduate School of Agriculture and Biological Sciences, Osaka Prefecture University, Gakuen-cho 1-1, Sakai, Osaka 599-8531, Japan
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41
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Robinson SJ, Cram DJ, Lewis CT, Parkin IAP. Maximizing the efficacy of SAGE analysis identifies novel transcripts in Arabidopsis. PLANT PHYSIOLOGY 2004; 136:3223-33. [PMID: 15489285 PMCID: PMC523381 DOI: 10.1104/pp.104.043406] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/23/2004] [Revised: 07/14/2004] [Accepted: 07/16/2004] [Indexed: 05/19/2023]
Abstract
The efficacy of using Serial Analysis of Gene Expression (SAGE) to analyze the transcriptome of the model dicotyledonous plant Arabidopsis was assessed. We describe an iterative tag-to-gene matching process that exploits the availability of the whole genome sequence of Arabidopsis. The expression patterns of 98% of the annotated Arabidopsis genes could theoretically be evaluated through SAGE and using an iterative matching process 79% could be identified by a tag found at a unique site in the genome. A total of 145,170 reliable experimental tags from two Arabidopsis leaf tissue SAGE libraries were analyzed, of which 29,632 were distinct. The majority (93%) of the 12,988 experimental tags observed greater than once could be matched within the Arabidopsis genome. However, only 78% were matched to a single locus within the genome, reflecting the complexities associated with working in a highly duplicated genome. In addition to a comprehensive assessment of gene expression in Arabidopsis leaf tissue, we describe evidence of transcription from pseudo-genes as well as evidence of alternative mRNA processing and anti-sense transcription. This collection of experimental SAGE tags could be exploited to assist in the on-going annotation of the Arabidopsis genome.
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Affiliation(s)
- Stephen J Robinson
- Agriculture and Agri-Food Canada, Saskatoon Research Centre, Saskatoon, Saskatchewan, Canada
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42
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Meyers BC, Vu TH, Tej SS, Ghazal H, Matvienko M, Agrawal V, Ning J, Haudenschild CD. Analysis of the transcriptional complexity of Arabidopsis thaliana by massively parallel signature sequencing. Nat Biotechnol 2004; 22:1006-11. [PMID: 15247925 DOI: 10.1038/nbt992] [Citation(s) in RCA: 156] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2004] [Accepted: 05/13/2004] [Indexed: 11/09/2022]
Abstract
Large-scale sequencing of short mRNA-derived tags can establish the qualitative and quantitative characteristics of a complex transcriptome. We sequenced 12,304,362 tags from five diverse libraries of Arabidopsis thaliana using massively parallel signature sequencing (MPSS). A total of 48,572 distinct signatures, each representing a different transcript, were expressed at significant levels. These signatures were compared to the annotation of the A. thaliana genomic sequence; in the five libraries, this comparison yielded between 17,353 and 18,361 genes with sense expression, and between 5,487 and 8,729 genes with antisense expression. An additional 6,691 MPSS signatures mapped to unannotated regions of the genome. Expression was demonstrated for 1,168 genes for which expression data were previously unknown. Alternative polyadenylation was observed for more than 25% of A. thaliana genes transcribed in these libraries. The MPSS expression data suggest that the A. thaliana transcriptome is complex and contains many as-yet uncharacterized variants of normal coding transcripts.
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Affiliation(s)
- Blake C Meyers
- Delaware Biotechnology Institute, 15 Innovation Way, University of Delaware, Newark, Delaware 19714, USA.
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43
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Meyers BC, Galbraith DW, Nelson T, Agrawal V. Methods for transcriptional profiling in plants. Be fruitful and replicate. PLANT PHYSIOLOGY 2004; 135:637-52. [PMID: 15173570 PMCID: PMC514100 DOI: 10.1104/pp.104.040840] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/11/2004] [Revised: 03/19/2004] [Accepted: 03/19/2004] [Indexed: 05/18/2023]
Affiliation(s)
- Blake C Meyers
- Department of Plant and Soil Sciences and Delaware Biotechnology Institute, University of Delaware, Newark, Delaware 19711, USA.
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Gowda M, Jantasuriyarat C, Dean RA, Wang GL. Robust-LongSAGE (RL-SAGE): a substantially improved LongSAGE method for gene discovery and transcriptome analysis. PLANT PHYSIOLOGY 2004; 134:890-7. [PMID: 15020752 PMCID: PMC389912 DOI: 10.1104/pp.103.034496] [Citation(s) in RCA: 61] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/06/2003] [Revised: 10/23/2003] [Accepted: 11/06/2003] [Indexed: 05/18/2023]
Abstract
Serial analysis of gene expression (SAGE) is a widely used technique for large-scale transcriptome analysis in mammalian systems. Recently, a modified version called LongSAGE (S. Saha, A.B. Sparks, C. Rago, V. Akmaev, C.J. Wang, B. Vogelstein, K.W. Kinzler [2002] Nat Biotechnol 20: 508-512) was reported by increasing tag length up to 21 bp. Although the procedures for these two methods are similar, a detailed protocol for LongSAGE library construction has not been reported yet, and several technical difficulties associated with concatemer cloning and purification have not been solved. In this study, we report a substantially improved LongSAGE method called Robust-LongSAGE, which has four major improvements when compared with the previously reported protocols. First, a small amount of mRNA (50 ng) was enough for a library construction. Second, enhancement of cDNA adapter and ditag formation was achieved through an extended ligation period (overnight). Third, only 20 ditag polymerase chain reactions were needed to obtain a complete library (up to 90% reduction compared with the original protocols). Fourth, concatemers were partially digested with NlaIII before cloning into vector (pZEro-1), greatly improving cloning efficiency. The significant contribution of Robust-LongSAGE is that it solved the major technical difficulties, such as low cloning efficiency and small insert sizes associated with existing SAGE and LongSAGE protocols. Using this protocol, one can generate two to three libraries, each containing over 4.5 million tags, within a month. We recently have constructed five libraries from rice (Oryza sativa), one from maize (Zea mays), and one from the rice blast fungus (Magnaporthe grisea).
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Affiliation(s)
- Malali Gowda
- Department of Plant Pathology, Ohio State University, Columbus, Ohio 43210, USA
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Breeze E, Wagstaff C, Harrison E, Bramke I, Rogers H, Stead A, Thomas B, Buchanan-Wollaston V. Gene expression patterns to define stages of post-harvest senescence in Alstroemeria petals. PLANT BIOTECHNOLOGY JOURNAL 2004; 2:155-68. [PMID: 17147607 DOI: 10.1111/j.1467-7652.2004.00059.x] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Petal senescence in many species is regulated by ethylene but some flowers, such as those on the monocotyledonous plant Alstroemeria, var. Rebecca are ethylene insensitive. Changes in gene expression during the post-harvest senescence of Alstroemeria flowers were investigated using several different techniques. Suppressive subtractive hybridization (SSH) was used to obtain cDNA libraries enriched for genes expressed at selected stages of petal senescence. Sequencing of the EST clones obtained resulted in over 1000 sequences that represent approximately 500 different genes. Analysis of the potential functions of these genes provides a snapshot of the processes that are taking place during petal development. Both cell wall related genes and genes involved in metabolism were present at a higher proportion in the earlier stages. Genes encoding metal binding proteins (mostly metallothionein-like) were the major component of senescence enhanced libraries. This limited the diversity of genes identified showing differential expression at the later stages. Changes in the expression of all genes were analysed using microarray hybridization, and genes showing either up or down-regulation were identified. The expression pattern of a selection of genes was confirmed using Northern hybridization. Northern hybridization confirmed the up-regulation of metallothioneins after floral opening, however, this was not detected by the microarray analysis, indicating the importance of using a combination of methods to investigate gene expression patterns. Considerably more genes were up-regulated than down-regulated. This may reflect the need during Alstroemeria petal senescence for the expression of a whole new set of genes involved with degradation and mobilization. The potential uses of expression profiling to improve floral quality in breeding programmes or as a diagnostic tool are discussed.
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Affiliation(s)
- Emily Breeze
- Horticulture Research International, Wellesbourne, Warwick, CV35 9EF, UK
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Qu LQ, Takaiwa F. Evaluation of tissue specificity and expression strength of rice seed component gene promoters in transgenic rice. PLANT BIOTECHNOLOGY JOURNAL 2004; 2:113-25. [PMID: 17147604 DOI: 10.1111/j.1467-7652.2004.00055.x] [Citation(s) in RCA: 100] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Using stable transgenic rice plants, the promoters of 15 genes expressed in rice seed were analysed for their spatial and temporal expression pattern and their potential to promote the expression of recombinant proteins in seeds. The 15 genes included 10 seed storage protein genes and five genes for enzymes involved in carbohydrate and nitrogen metabolism. The promoters for the glutelins and the 13 kDa and 16 kDa prolamins directed endosperm-specific expression, especially in the outer portion (peripheral region) of the endosperm, whilst the embryo globulin and 18 kDa oleosin promoters directed expression in the embryo and aleurone layer. Fusion of the GUS gene to the 26 kDa globulin promoter resulted in expression in the inner starchy endosperm tissue. It should be noted that the 10 kDa prolamin gene was the only one tested that required both the 5' and 3' flanking regions for intrinsic endosperm-specific expression. The promoters from the pyruvate orthophosphate dikinase (PPDK) and ADP-glucose pyrophosphorylase (AGPase) small subunit genes were active not only in the seed, but also in the phloem of vegetative tissues. Within the seed, the expression from these two promoters differed in that the PPDK gene was only expressed in the endosperm, whereas the AGPase small subunit gene was expressed throughout the seed. The GUS reporter gene fused to the alanine aminotransferase (AlaAT) promoter was expressed in the inner portion of the starchy endosperm, whilst the starch branching enzyme (SBE1) and the glutamate synthase (GOGAT) genes were mainly expressed in the scutellum (between the endosperm and embryo). When promoter activities were examined during seed maturation, the glutelin GluB-4, 26 kDa globulin and 10 kDa and 16 kDa prolamin promoters exhibited much higher activities than the others. The seed promoters analysed here exhibited a wide variety of activities and expression patterns, thus providing many choices suitable for various applications in plant biotechnology.
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Affiliation(s)
- Le Qing Qu
- Department of Plant Biotechnology, National Institute of Agrobiological Sciences, Kannondai 2-1-2, Tsukuba, Ibaraki 305-8602, Japan
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