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Jimmy JL, Karn R, Kumari S, Sruthilaxmi CB, Pooja S, Emerson IA, Babu S. Rice WRKY13 TF protein binds to motifs in the promoter region to regulate downstream disease resistance-related genes. Funct Integr Genomics 2023; 23:249. [PMID: 37474674 DOI: 10.1007/s10142-023-01167-0] [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: 04/28/2023] [Revised: 06/22/2023] [Accepted: 07/03/2023] [Indexed: 07/22/2023]
Abstract
In plants, pathogen resistance is brought about by the binding of certain transcription factor (TF) proteins to the cis-elements of certain target genes. These cis-elements are present upstream in the motif of the promoters of each gene. This ensures the binding of a specific TF to a specific promoter, therefore regulating the expression of that gene. Therefore, the study of each promoter sequence of all the rice genes would help identify the target genes of a specific TF. Rice 1 kb upstream promoter sequences of 55,986 annotated genes were analyzed using the Perl program algorithm to detect WRKY13 binding motifs (bm). The resulting genes were grouped using Gene Ontology and gene set enrichment analysis. A gene with more than 4 TF bm in their promoter was selected. Ten genes reported to have a role in rice disease resistance were selected for further analysis. Cis-acting regulatory element analysis was carried out to find the cis-elements and confirm the presence of the corresponding motifs in the promoter sequences of these genes. The 3D structure of WRKY13 TF and the corresponding ten genes were built, and the interacting residues were determined. The binding capacity of WRKY13 to the promoter of these selected genes was analyzed using docking studies. WRKY13 was considered for docking analysis based on the prior reports of autoregulation. Molecular dynamic simulations provided more details regarding the interactions. Expression data revealed the expression of the genes that helped provide the mechanism of interaction. Further co-expression network helped to characterize the interaction of these selected disease resistance-related genes with the WRKY13 TF protein. This study suggests downstream target genes that are regulated by the WRKY13 TF. The molecular mechanism involving the gene network regulated by WRKY13 TF in disease resistance against rice fungal pathogens is explored.
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Affiliation(s)
- John Lilly Jimmy
- School of Bio Science and Technology, Vellore Institute of Technology, Vellore, 632014, India.
| | - Rohit Karn
- School of Bio Science and Technology, Vellore Institute of Technology, Vellore, 632014, India
| | - Sweta Kumari
- School of Bio Science and Technology, Vellore Institute of Technology, Vellore, 632014, India
| | | | - Singh Pooja
- School of Science, Monash University Malaysia, Bandar Sunway, Selangor, Malaysia
| | - Isaac Arnold Emerson
- School of Bio Science and Technology, Vellore Institute of Technology, Vellore, 632014, India
| | - Subramanian Babu
- VIT School of Agricultural Innovations and Advanced Learning, Vellore Institute of Technology, Vellore, 632014, India
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Kubo T, Yoshimura A, Kurata N. Loss of OsEAF6, a Subunit of the Histone Acetyltransferase Complex, Causes Hybrid Breakdown in Intersubspecific Rice Crosses. FRONTIERS IN PLANT SCIENCE 2022; 13:866404. [PMID: 35350298 PMCID: PMC8957887 DOI: 10.3389/fpls.2022.866404] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 02/08/2022] [Indexed: 06/14/2023]
Abstract
Gene duplication plays an important role in genetic diversification, adaptive evolution, and speciation. Understanding the mechanisms and effects of postzygotic isolation genes is important for further studies of speciation and crop breeding. The duplicate recessive genes hwe1 and hwe2 cause hybrid breakdown, characterized by poor vegetative growth and reproductive dysgenesis in intersubspecific crosses between Oryza sativa ssp. indica and japonica. Using a map-based cloning strategy, we found that HWE1 and HWE2 encode the Esa1-associated factor 6 (EAF6) protein, a component of histone acetyltransferase complexes. The indica hwe1 and japonica hwe2 alleles lacked functional EAF6, demonstrating that the double recessive homozygote causes hybrid breakdown. Morphological and physiological observations showed that weak plants with double recessive homozygotes had serious morphological defects with a wide range of effects on development and organs, leading to leaves with reduced chlorophyll content, flower and pistil malformation, and anomalies of gametogenesis. These findings suggest that EAF6 plays a pivotal role in the transcriptional regulation of essential genes during the vegetative and reproductive development of rice.
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Affiliation(s)
- Takahiko Kubo
- Plant Genetics Laboratory, National Institute of Genetics, Mishima, Japan
| | - Atsushi Yoshimura
- Plant Breeding Laboratory, Faculty of Agriculture, Kyushu University, Fukuoka, Japan
| | - Nori Kurata
- Plant Genetics Laboratory, National Institute of Genetics, Mishima, Japan
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Iqbal Z, Iqbal MS, Khan MIR, Ansari MI. Toward Integrated Multi-Omics Intervention: Rice Trait Improvement and Stress Management. FRONTIERS IN PLANT SCIENCE 2021; 12:741419. [PMID: 34721467 PMCID: PMC8554098 DOI: 10.3389/fpls.2021.741419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Accepted: 09/20/2021] [Indexed: 05/04/2023]
Abstract
Rice (Oryza sativa) is an imperative staple crop for nearly half of the world's population. Challenging environmental conditions encompassing abiotic and biotic stresses negatively impact the quality and yield of rice. To assure food supply for the unprecedented ever-growing world population, the improvement of rice as a crop is of utmost importance. In this era, "omics" techniques have been comprehensively utilized to decipher the regulatory mechanisms and cellular intricacies in rice. Advancements in omics technologies have provided a strong platform for the reliable exploration of genetic resources involved in rice trait development. Omics disciplines like genomics, transcriptomics, proteomics, and metabolomics have significantly contributed toward the achievement of desired improvements in rice under optimal and stressful environments. The present review recapitulates the basic and applied multi-omics technologies in providing new orchestration toward the improvement of rice desirable traits. The article also provides a catalog of current scenario of omics applications in comprehending this imperative crop in relation to yield enhancement and various environmental stresses. Further, the appropriate databases in the field of data science to analyze big data, and retrieve relevant information vis-à-vis rice trait improvement and stress management are described.
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Affiliation(s)
- Zahra Iqbal
- Molecular Crop Research Unit, Department of Biochemistry, Chulalongkorn University, Bangkok, Thailand
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Tiong J, Sharma N, Sampath R, MacKenzie N, Watanabe S, Metot C, Lu Z, Skinner W, Lu Y, Kridl J, Baumann U, Heuer S, Kaiser B, Okamoto M. Improving Nitrogen Use Efficiency Through Overexpression of Alanine Aminotransferase in Rice, Wheat, and Barley. FRONTIERS IN PLANT SCIENCE 2021; 12:628521. [PMID: 33584777 PMCID: PMC7875890 DOI: 10.3389/fpls.2021.628521] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Accepted: 01/06/2021] [Indexed: 05/20/2023]
Abstract
Nitrogen is an essential nutrient for plants, but crop plants are inefficient in the acquisition and utilization of applied nitrogen. This often results in producers over applying nitrogen fertilizers, which can negatively impact the environment. The development of crop plants with more efficient nitrogen usage is, therefore, an important research goal in achieving greater agricultural sustainability. We utilized genetically modified rice lines over-expressing a barley alanine aminotransferase (HvAlaAT) to help characterize pathways which lead to more efficient use of nitrogen. Under the control of a stress-inducible promoter OsAnt1, OsAnt1:HvAlaAT lines have increased above-ground biomass with little change to both nitrate and ammonium uptake rates. Based on metabolic profiles, carbon metabolites, particularly those involved in glycolysis and the tricarboxylic acid (TCA) cycle, were significantly altered in roots of OsAnt1:HvAlaAT lines, suggesting higher metabolic turnover. Moreover, transcriptomic data revealed that genes involved in glycolysis and TCA cycle were upregulated. These observations suggest that higher activity of these two processes could result in higher energy production, driving higher nitrogen assimilation, consequently increasing biomass production. Other potential mechanisms contributing to a nitrogen-use efficient phenotype include involvements of phytohormonal responses and an alteration in secondary metabolism. We also conducted basic growth studies to evaluate the effect of the OsAnt1:HvAlaAT transgene in barley and wheat, which the transgenic crop plants increased seed production under controlled environmental conditions. This study provides comprehensive profiling of genetic and metabolic responses to the over-expression of AlaAT and unravels several components and pathways which contribute to its nitrogen-use efficient phenotype.
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Affiliation(s)
- Jingwen Tiong
- School of Agriculture, Food and Wine, University of Adelaide, Glen Osmond, SA, Australia
| | - Niharika Sharma
- School of Agriculture, Food and Wine, University of Adelaide, Glen Osmond, SA, Australia
- NSW Department of Primary Industries, Orange, NSW, Australia
| | - Ramya Sampath
- School of Agriculture, Food and Wine, University of Adelaide, Glen Osmond, SA, Australia
| | - Nenah MacKenzie
- School of Agriculture, Food and Wine, University of Adelaide, Glen Osmond, SA, Australia
| | - Sayuri Watanabe
- School of Agriculture, Food and Wine, University of Adelaide, Glen Osmond, SA, Australia
- ARC Industrial Transformation Research Hub for Wheat in a Hot and Dry Climate, Waite Research Institute, University of Adelaide, Glen Osmond, SA, Australia
| | - Claire Metot
- School of Agriculture, Food and Wine, University of Adelaide, Glen Osmond, SA, Australia
- ARC Industrial Transformation Research Hub for Wheat in a Hot and Dry Climate, Waite Research Institute, University of Adelaide, Glen Osmond, SA, Australia
| | - Zhongjin Lu
- Arcadia Biosciences, Davis, CA, United States
| | | | - Yingzhi Lu
- Arcadia Biosciences, Davis, CA, United States
| | - Jean Kridl
- Arcadia Biosciences, Davis, CA, United States
| | - Ute Baumann
- School of Agriculture, Food and Wine, University of Adelaide, Glen Osmond, SA, Australia
- ARC Industrial Transformation Research Hub for Wheat in a Hot and Dry Climate, Waite Research Institute, University of Adelaide, Glen Osmond, SA, Australia
| | - Sigrid Heuer
- ARC Industrial Transformation Research Hub for Wheat in a Hot and Dry Climate, Waite Research Institute, University of Adelaide, Glen Osmond, SA, Australia
- Rothamsted Research, Harpenden, United Kingdom
| | - Brent Kaiser
- ARC Industrial Transformation Research Hub for Wheat in a Hot and Dry Climate, Waite Research Institute, University of Adelaide, Glen Osmond, SA, Australia
- Centre for Carbon, Water and Food, University of Sydney, Brownlow Hill, NSW, Australia
| | - Mamoru Okamoto
- School of Agriculture, Food and Wine, University of Adelaide, Glen Osmond, SA, Australia
- ARC Industrial Transformation Research Hub for Wheat in a Hot and Dry Climate, Waite Research Institute, University of Adelaide, Glen Osmond, SA, Australia
- *Correspondence: Mamoru Okamoto,
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Kumar G, Dasgupta I. Comprehensive molecular insights into the stress response dynamics of rice (Oryza sativa L.) during rice tungro disease by RNA-seq-based comparative whole transcriptome analysis. J Biosci 2020. [DOI: 10.1007/s12038-020-9996-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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Kumar G, Dasgupta I. Comprehensive molecular insights into the stress response dynamics of rice ( Oryza sativa L.) during rice tungro disease by RNA-seq-based comparative whole transcriptome analysis. J Biosci 2020; 45:27. [PMID: 32020909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Rice tungro is a serious viral disease of rice resulting from infection by two viruses, Rice tungro bacilliform virus and Rice tungro spherical virus. To gain molecular insights into the global gene expression changes in rice during tungro, a comparative whole genome transcriptome study was performed on healthy and tungroaffected rice plants using Illumina Hiseq 2500. About 10 GB of sequenced data comprising about 50 million paired end reads per sample were then aligned on to the rice genome. Gene expression analysis revealed around 959 transcripts, related to various cellular pathways concerning stress response and hormonal homeostasis to be differentially expressed. The data was validated through qRT-PCR. Gene ontology and pathway analyses revealed enrichment of transcripts and processes similar to the differentially expressed genes categories. In short, the present study is a comprehensive coverage of the differential gene expression landscape and provides molecular insights into the infection dynamics of the rice-tungro virus system.
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Affiliation(s)
- Gaurav Kumar
- Department of Plant Molecular Biology, University of Delhi South Campus, New Delhi 110 021, India
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Discovery of Functional SNPs via Genome-Wide Exploration of Malaysian Pigmented Rice Varieties. Int J Genomics 2019; 2019:4168045. [PMID: 31687375 PMCID: PMC6811786 DOI: 10.1155/2019/4168045] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2019] [Revised: 08/01/2019] [Accepted: 08/19/2019] [Indexed: 01/30/2023] Open
Abstract
Recently, rice breeding program has shown increased interests on the pigmented rice varieties due to their benefits to human health. However, the genetic variation of pigmented rice varieties is still scarce and remains unexplored. Hence, we performed genome-wide SNP analysis from the genome resequencing of four Malaysian pigmented rice varieties, representing two black and two red rice varieties. The genome of four pigmented varieties was mapped against Nipponbare reference genome sequences, and 1.9 million SNPs were discovered. Of these, 622 SNPs with polymorphic sites were identified in 258 protein-coding genes related to metabolism, stress response, and transporter. Comparative analysis of 622 SNPs with polymorphic sites against six rice SNP datasets from the Ensembl Plants variation database was performed, and 70 SNPs were identified as novel SNPs. Analysis of SNPs in the flavonoid biosynthetic genes revealed 40 nonsynonymous SNPs, which has potential as molecular markers for rice seed colour identification. The highlighted SNPs in this study show effort in producing valuable genomic resources for application in the rice breeding program, towards the genetic improvement of new and improved pigmented rice varieties.
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Abu-Serie MM, Habashy NH, Maher AM. In vitro anti-nephrotoxic potential of Ammi visnaga, Petroselinum crispum, Hordeum vulgare, and Cymbopogon schoenanthus seed or leaf extracts by suppressing the necrotic mediators, oxidative stress and inflammation. BMC COMPLEMENTARY AND ALTERNATIVE MEDICINE 2019; 19:149. [PMID: 31238921 PMCID: PMC6593595 DOI: 10.1186/s12906-019-2559-8] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/11/2019] [Accepted: 06/11/2019] [Indexed: 02/07/2023]
Abstract
BACKGROUND The kidney is an essential organ required by the body to perform several important functions. Nephrotoxicity is one of the most prevailing kidney complications that result from exposure to an extrinsic or intrinsic toxicant, which increase the need for the acquisition of proper remedies. Recently, natural remedies are gaining great attention owed to the fact that they have fewer side effects than most conventional drugs. METHODS The current study recorded a new therapeutic role of the well-known medicinal plants for kidney stones [Ammi visnaga (AVE), Petroselinum crispum (PCE), Hordeum vulgare (HVE), and Cymbopogon schoenanthus (CSE)]. Hence, the aqueous extracts of these plants examined against CCl4-induced toxicity in mammalian kidney (Vero) cells. RESULTS These extracts showed the presence of varying amounts of phenolic and triterpenoid compounds, as well as vitamin C. Owing to the antioxidant potential of these constituents, the extracts suppressed the CCl4-induced oxidative stress significantly (p < 0.05) by scavenging the reactive oxygen species and enhancing the cellular antioxidant indices. In addition, these extracts significantly (p < 0.05) reduced the CCl4-induced inflammation by inhibiting the gene expression of NF-кB, iNOS, and in turn the level of nitric oxide. Consequently, the morphological appearance of Vero cells, cellular necrosis, and the gene expression of kidney injury molecule-1 (a marker of renal injury) after these treatments were improved. The AVE improved CCl4-induced oxidative and inflammatory stress in Vero cells and showed a more potent effect than the commonly used alpha-Ketoanalogue drug (ketosteril) in most of the studied assays. CONCLUSION Thus, the studied plant extracts, especially AVE can be considered as promising extracts in the management of nephrotoxicity and other chronic diseases associated with oxidative stress and inflammation.
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Affiliation(s)
- Marwa M. Abu-Serie
- Department of Medical Biotechnology, Genetic Engineering, and Biotechnology Research Institute, City of Scientific Research and Technological Applications (SRTA-City), New Borg EL-Arab, Alexandria, 21934 Egypt
| | - Noha H. Habashy
- Biochemistry Department, Faculty of Science, Alexandria University, Alexandria, 21511 Egypt
| | - Adham M. Maher
- Biochemistry Department, Faculty of Science, Alexandria University, Alexandria, 21511 Egypt
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Pan Q, Wei J, Guo F, Huang S, Gong Y, Liu H, Liu J, Li L. Trait ontology analysis based on association mapping studies bridges the gap between crop genomics and Phenomics. BMC Genomics 2019; 20:443. [PMID: 31159731 PMCID: PMC6547493 DOI: 10.1186/s12864-019-5812-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2018] [Accepted: 05/20/2019] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND Trait ontology (TO) analysis is a powerful system for functional annotation and enrichment analysis of genes. However, given the complexity of the molecular mechanisms underlying phenomes, only a few hundred gene-to-TO relationships in plants have been elucidated to date, limiting the pace of research in this "big data" era. RESULTS Here, we curated all the available trait associated sites (TAS) information from 79 association mapping studies of maize (Zea mays L.) and rice (Oryza sativa L.) lines with diverse genetic backgrounds and built a large-scale TAS-derived TO system for functional annotation of genes in various crops. Our TO system contains information for up to 18,042 genes (6345 in maize at the 25 k level and 11,697 in rice at the 50 k level), including gene-to-TO relationships, which covers over one fifth of the annotated gene sets for maize and rice. A comparison of Gene Ontology (GO) vs. TO analysis demonstrated that the TAS-derived TO system is an efficient alternative tool for gene functional annotation and enrichment analysis. We therefore combined information from the TO, GO, metabolic pathway, and co-expression network databases and constructed the TAS system, which is publicly available at http://tas.hzau.edu.cn . TAS provides a user-friendly interface for functional annotation of genes, enrichment analysis, genome-wide extraction of trait-associated genes, and crosschecking of different functional annotation databases. CONCLUSIONS TAS bridges the gap between genomic and phenomic information in crops. This easy-to-use tool will be useful for geneticists, biologists, and breeders in the agricultural community, as it facilitates the dissection of molecular mechanisms conferring agronomic traits in an easy, genome-wide manner.
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Affiliation(s)
- Qingchun Pan
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
| | - Junfeng Wei
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
| | - Feng Guo
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
| | - Suiyong Huang
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
| | - Yong Gong
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
| | - Hao Liu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
| | - Jianxiao Liu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China.
| | - Lin Li
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China.
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Hong WJ, Kim YJ, Chandran AKN, Jung KH. Infrastructures of systems biology that facilitate functional genomic study in rice. RICE (NEW YORK, N.Y.) 2019; 12:15. [PMID: 30874968 PMCID: PMC6419666 DOI: 10.1186/s12284-019-0276-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/29/2018] [Accepted: 03/06/2019] [Indexed: 05/08/2023]
Abstract
Rice (Oryza sativa L.) is both a major staple food for the worldwide population and a model crop plant for studying the mode of action of agronomically valuable traits, providing information that can be applied to other crop plants. Due to the development of high-throughput technologies such as next generation sequencing and mass spectrometry, a huge mass of multi-omics data in rice has been accumulated. Through the integration of those data, systems biology in rice is becoming more advanced.To facilitate such systemic approaches, we have summarized current resources, such as databases and tools, for systems biology in rice. In this review, we categorize the resources using six omics levels: genomics, transcriptomics, proteomics, metabolomics, integrated omics, and functional genomics. We provide the names, websites, references, working states, and number of citations for each individual database or tool and discuss future prospects for the integrated understanding of rice gene functions.
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Affiliation(s)
- Woo-Jong Hong
- Graduate School of Biotechnology & Crop Biotech Institute, Kyung Hee University, Yongin, 17104, Korea
| | - Yu-Jin Kim
- Graduate School of Biotechnology & Crop Biotech Institute, Kyung Hee University, Yongin, 17104, Korea
| | | | - Ki-Hong Jung
- Graduate School of Biotechnology & Crop Biotech Institute, Kyung Hee University, Yongin, 17104, Korea.
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John Lilly J, Subramanian B. Gene network mediated by WRKY13 to regulate resistance against sheath infecting fungi in rice (Oryza sativa L.). PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2019; 280:269-282. [PMID: 30824005 DOI: 10.1016/j.plantsci.2018.12.017] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Revised: 12/13/2018] [Accepted: 12/15/2018] [Indexed: 05/05/2023]
Abstract
OsWRKY13 TF gene is known to play a regulatory role of signaling in physiological pathways related to either development or disease resistance in rice plants. Rice cultivars IR 50 and TRY 3, resistant and susceptible respectively to sheath blight, TRY 3 and CO 43 resistant and susceptible respectively to sheath rot were challenged with fungal pathogens and disease scoring was carried out. Percent Disease Index (PDI) was significantly higher in susceptible varieties than resistant varieties. RT-PCR and qPCR analyses of WRKY13 using RNA extracted from the plant tissues revealed higher WRKY13 expression in resistant varieties (both diseases) upon pathogen challenge compared to uninfected control and also the susceptible varieties. To compute and evaluate the possible molecular mechanism for observed resistance correlated to WRKY13 gene expression, rice gene expression profiles against bacterial leaf blight and leaf blast disease from ROAD database were used to prioritize the locus IDs that were used as input in RiceNet v2 tool. The expression of WRKY13-regulated TIFY9 gene was predicted and validated using RT-PCR and qRT-PCR along with WRKY12 and PR2. All three genes showed induced expression in R. solani challenged sheath blight resistant variety. WRKY12 and PR2 expression in S. oryzae challenged sheath rot resistant variety was higher. Agrobacterium mediated transformation was carried out in rice plants using overexpression construct of WRKY13 (agroinfection in seeds of varieties susceptible to sheath blight and sheath rot, followed by selection in antibiotic media, germinating and hardening of putative transgenic lines). Based on qPCR analysis, the expression level of WRKY13 and the co-expression levels of WRKY12, TIFY9 and PR2 were found higher in PCR-positive T1 plants compared to wild-type. Infection bioassays in the transgenic plants of both varieties revealed enhanced resistance to the pathogens. A mechanism by which WRKY13 would influence the MAPK cascade with TIFY9 acting as a mediator, is proposed.
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Affiliation(s)
- Jimmy John Lilly
- School of Bio Sciences and Technology, Vellore Institute of Technology, Vellore, 632014, Tamil Nadu, India
| | - Babu Subramanian
- School of Bio Sciences and Technology, Vellore Institute of Technology, Vellore, 632014, Tamil Nadu, India.
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Mizuno H, Kasuga S, Kawahigashi H. Root lodging is a physical stress that changes gene expression from sucrose accumulation to degradation in sorghum. BMC PLANT BIOLOGY 2018; 18:2. [PMID: 29298675 PMCID: PMC5751775 DOI: 10.1186/s12870-017-1218-9] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2017] [Accepted: 12/19/2017] [Indexed: 05/24/2023]
Abstract
BACKGROUND Sorghum (Sorghum bicolor L.) is used as a raw material for biofuels because it accumulates sugars at high levels in the stem. Lodging of sorghum occurs when the soil is wet and very high winds blow across the field. In root lodging, the roots are pulled loose from the soil, causing the plant to fall over. Lodging reduces the yield of nonstructural carbohydrates. It is not yet clear which genes show changes in expression when sorghum falls over. We compared whole-gene expression in the mature stems of intact and lodged sorghum plants, with a focus on comparisons from the perspective of differences in sugar accumulation or degradation. RESULTS Lodging decreased sucrose content, starch content, and ratio of sucrose to total sugars in the stems of the sorghum cultivar SIL-05. Particular paralogs of SWEET and TMT family genes, which encode sucrose or hexose transporters, or both, were significantly highly expressed in intact or lodged sorghum stems. In intact stems, genes encoding the glucose-6-phosphate translocator, aquaporins, and enzymes involved in photosynthesis and starch synthesis were highly expressed. In lodged sorghum stems, expression of genes associated with sucrose or starch degradation or energy production was increased. Notably, expression of genes encoding enzymes catalyzing irreversible reactions and associated with the first steps of these metabolic pathways (e.g. INV, SUS, and hexokinase- and fructokinase-encoding genes) was significantly increased by lodging. Expression of SUT, SPS, and SPP was almost the same in intact and lodged sorghum. CONCLUSIONS Specific paralogs of sucrose-associated genes involved in metabolic pathways and in membrane transport were expressed in the stems of sorghum SIL-05 at the full-ripe stage. Root lodging drastically changed the expression of these genes from sucrose accumulation to degradation. The changes in gene expression resulted in decreases in sugar content and in the proportion of sucrose to hexoses in the stems of lodged plants.
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Affiliation(s)
- Hiroshi Mizuno
- Institute of Crop Science (NICS), National Agriculture and Food Research Organization, 2-1-2, Kannondai, Tsukuba, Ibaraki 305-8518 Japan
| | - Shigemitsu Kasuga
- Faculty of Agriculture, Shinshu University, 8304 Minami-minowa, Nagano, 399-4598 Japan
| | - Hiroyuki Kawahigashi
- Institute of Crop Science (NICS), National Agriculture and Food Research Organization, 2-1-2, Kannondai, Tsukuba, Ibaraki 305-8518 Japan
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Foerster H, Bombarely A, Battey JND, Sierro N, Ivanov NV, Mueller LA. SolCyc: a database hub at the Sol Genomics Network (SGN) for the manual curation of metabolic networks in Solanum and Nicotiana specific databases. Database (Oxford) 2018; 2018:4995113. [PMID: 29762652 PMCID: PMC5946812 DOI: 10.1093/database/bay035] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2017] [Revised: 03/13/2018] [Accepted: 03/15/2018] [Indexed: 01/20/2023]
Abstract
Database URL https://solgenomics.net/tools/solcyc/.
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Affiliation(s)
- Hartmut Foerster
- Boyce Thompson Institute, 533 Tower Road, Ithaca, New York, 14853-1801, USA
| | - Aureliano Bombarely
- Department of Horticulture, Virginia Polytechnic Institute and State University, 220 Ag Quad Lane, Blacksburg, VA 24061, USA
| | - James N D Battey
- PMI R&D, Philip Morris Products S.A (Part of Philip Morris International group of companies), Quai Jeanrenaud 6, Neuchâtel CH-2000, Switzerland
| | - Nicolas Sierro
- PMI R&D, Philip Morris Products S.A (Part of Philip Morris International group of companies), Quai Jeanrenaud 6, Neuchâtel CH-2000, Switzerland
| | - Nikolai V Ivanov
- PMI R&D, Philip Morris Products S.A (Part of Philip Morris International group of companies), Quai Jeanrenaud 6, Neuchâtel CH-2000, Switzerland
| | - Lukas A Mueller
- Boyce Thompson Institute, 533 Tower Road, Ithaca, New York, 14853-1801, USA
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Töpfer N, Fuchs LM, Aharoni A. The PhytoClust tool for metabolic gene clusters discovery in plant genomes. Nucleic Acids Res 2017; 45:7049-7063. [PMID: 28486689 PMCID: PMC5499548 DOI: 10.1093/nar/gkx404] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2017] [Accepted: 05/01/2017] [Indexed: 01/26/2023] Open
Abstract
The existence of Metabolic Gene Clusters (MGCs) in plant genomes has recently raised increased interest. Thus far, MGCs were commonly identified for pathways of specialized metabolism, mostly those associated with terpene type products. For efficient identification of novel MGCs, computational approaches are essential. Here, we present PhytoClust; a tool for the detection of candidate MGCs in plant genomes. The algorithm employs a collection of enzyme families related to plant specialized metabolism, translated into hidden Markov models, to mine given genome sequences for physically co-localized metabolic enzymes. Our tool accurately identifies previously characterized plant MGCs. An exhaustive search of 31 plant genomes detected 1232 and 5531 putative gene cluster types and candidates, respectively. Clustering analysis of putative MGCs types by species reflected plant taxonomy. Furthermore, enrichment analysis revealed taxa- and species-specific enrichment of certain enzyme families in MGCs. When operating through our web-interface, PhytoClust users can mine a genome either based on a list of known cluster types or by defining new cluster rules. Moreover, for selected plant species, the output can be complemented by co-expression analysis. Altogether, we envisage PhytoClust to enhance novel MGCs discovery which will in turn impact the exploration of plant metabolism.
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Affiliation(s)
- Nadine Töpfer
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Lisa-Maria Fuchs
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Asaph Aharoni
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, Israel
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15
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Ganie SA, Debnath AB, Gumi AM, Mondal TK. Comprehensive survey and evolutionary analysis of genome-wide miRNA genes from ten diploid Oryza species. BMC Genomics 2017; 18:711. [PMID: 28893199 PMCID: PMC5594537 DOI: 10.1186/s12864-017-4089-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2016] [Accepted: 08/25/2017] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND MicroRNAs (miRNAs) are non-coding RNAs that play versatile roles in post-transcriptional gene regulation. Although much is known about their biogenesis, and gene regulation very little is known about their evolutionary relation among the closely related species. RESULT All the orthologous miRNA genes of Oryza sativa (japonica) from 10 different Oryza species were identified, and the evolutionary changes among these genes were analysed. Significant differences in the expansion of miRNA gene families were observed across the Oryza species. Analysis of the nucleotide substitution rates indicated that the mature sequences show the least substitution rates among the different regions of miRNA genes, and also show a very much less substitution rates as compared to that of all protein-coding genes across the Oryza species. Evolution of miRNA genes was also found to be contributed by transposons. A non-neutral selection was observed at 80 different miRNA loci across Oryza species which were estimated to have lost ~87% of the sequence diversity during the domestication. The phylogenetic analysis revealed that O. longistaminata diverged first among the AA-genomes, whereas O. brachyantha and O. punctata appeared as the eminent out-groups. The miR1861 family organised into nine distinct compact clusters in the studied Oryza species except O. brachyantha. Further, the expression analysis showed that 11 salt-responsive miRNAs were differentially regulated between O. coarctata and O. glaberrima. CONCLUSION Our study provides the evolutionary dynamics in the miRNA genes of 10 different Oryza species which will support more investigations about the structural and functional organization of miRNA genes of Oryza species.
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Affiliation(s)
- Showkat Ahmad Ganie
- Division of Genomic Resources, National Bureau of Plant Genetic Resources, Pusa, IARI Campus, New Delhi, 110012, India
| | - Ananda Bhusan Debnath
- Division of Genomic Resources, National Bureau of Plant Genetic Resources, Pusa, IARI Campus, New Delhi, 110012, India
| | - Abubakar Mohammad Gumi
- Division of Genomic Resources, National Bureau of Plant Genetic Resources, Pusa, IARI Campus, New Delhi, 110012, India
| | - Tapan Kumar Mondal
- Division of Genomic Resources, National Bureau of Plant Genetic Resources, Pusa, IARI Campus, New Delhi, 110012, India.
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Ganie SA, Pani DR, Mondal TK. Genome-wide analysis of DUF221 domain-containing gene family in Oryza species and identification of its salinity stress-responsive members in rice. PLoS One 2017; 12:e0182469. [PMID: 28846681 PMCID: PMC5573286 DOI: 10.1371/journal.pone.0182469] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2017] [Accepted: 07/19/2017] [Indexed: 11/20/2022] Open
Abstract
DUF221 domain-containing genes (DDP genes) play important roles in developmental biology, hormone signalling transduction, and responses to abiotic stress. Therefore to understand their structural and evolutionary relationship, we did a genome-wide analysis of this important gene family in rice. Further, through comparative genomics, DDP genes from Oryza sativa subsp. (indica), nine different wild species of rice and Arabidopsis were also identified. We also found an expansion of the DDP gene families in rice and Arabidopsis which is due to the segmental duplication events in some of the gene family members. In general, a highly purifying selection was found acting on all the deduced paralogous and orthologous DDP gene pairs. The data from microarray and subsequent qRT-PCR analysis revealed that although several OsDDPs were differentially regulated under salinity stress, yet OsDDP6 was upregulated at all the developmental stages in salt tolerant rice genotype, FL478. Interestingly, OsDDP6 was found to be involved in proline metabolism pathway as indicated by protein network analysis. The diverse gene structures, varied transmembrane topologies and the differential expression patterns implied the functional diversity in DDP genes. Therefore, the comprehensive evolutionary analysis of DDP genes from different Oryza species and Arabidopsis performed in this study will provide the basis for further functional validation studies vis-à-vis DDP genes of rice and other plant species.
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Affiliation(s)
- Showkat Ahmad Ganie
- Division of Genomic Resources, ICAR-National Bureau of Plant Genetic Resources, Pusa Campus, New Delhi, India
| | - Dipti Ranjan Pani
- NBPGR Base Centre, ICAR-National Rice Research Institute Campus, Cuttack, Orissa, India
| | - Tapan Kumar Mondal
- Division of Genomic Resources, ICAR-National Bureau of Plant Genetic Resources, Pusa Campus, New Delhi, India
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17
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Ogunola OF, Hawkins LK, Mylroie E, Kolomiets MV, Borrego E, Tang JD, Williams WP, Warburton ML. Characterization of the maize lipoxygenase gene family in relation to aflatoxin accumulation resistance. PLoS One 2017; 12:e0181265. [PMID: 28715485 PMCID: PMC5513560 DOI: 10.1371/journal.pone.0181265] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2017] [Accepted: 06/28/2017] [Indexed: 12/04/2022] Open
Abstract
Maize (Zea mays L.) is a globally important staple food crop prone to contamination by aflatoxin, a carcinogenic secondary metabolite produced by the fungus Aspergillus flavus. An efficient approach to reduce accumulation of aflatoxin is the development of germplasm resistant to colonization and toxin production by A. flavus. Lipoxygenases (LOXs) are a group of non-heme iron containing dioxygenase enzymes that catalyze oxygenation of polyunsaturated fatty acids (PUFAs). LOX derived oxylipins play critical roles in plant defense against pathogens including A. flavus. The objectives of this study were to summarize sequence diversity and expression patterns for all LOX genes in the maize genome, and map their effect on aflatoxin accumulation via linkage and association mapping. In total, 13 LOX genes were identified, characterized, and mapped. The sequence of one gene, ZmLOX10, is reported from 5 inbred lines. Genes ZmLOX1/2, 5, 8, 9, 10 and 12 (GRMZM2G156861, or V4 numbers ZM00001D042541 and Zm00001D042540, GRMZM2G102760, GRMZM2G104843, GRMZM2G017616, GRMZM2G015419, and GRMZM2G106748, respectively) fell under previously published QTL in one or more mapping populations and are linked to a measurable reduction of aflatoxin in maize grains. Association mapping results found 28 of the 726 SNPs tested were associated with reduced aflatoxin levels at p ≤ 9.71 x 10-4 according to association statistics. These fell within or near nine of the ZmLOX genes. This work confirms the importance of some lipoxygenases for resistance to aflatoxin accumulation and may be used to direct future genetic selection in maize.
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Affiliation(s)
- Oluwaseun F. Ogunola
- Department of Plant and Soil Sciences, Mississippi State University, Starkville, MS, United States of America
| | - Leigh K. Hawkins
- USDA-ARS Corn Host Plant Resistance Research Unit, Starkville, MS, United States of America
| | - Erik Mylroie
- USDA-ARS Corn Host Plant Resistance Research Unit, Starkville, MS, United States of America
| | - Michael V. Kolomiets
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, Texas, United States of America
| | - Eli Borrego
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, Texas, United States of America
| | - Juliet D. Tang
- USDA FS Forest Products Laboratory, Durability and Wood Protection, Starkville, MS, United States of America
| | - W. Paul Williams
- USDA-ARS Corn Host Plant Resistance Research Unit, Starkville, MS, United States of America
| | - Marilyn L. Warburton
- USDA-ARS Corn Host Plant Resistance Research Unit, Starkville, MS, United States of America
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18
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Analysis of drought-responsive signalling network in two contrasting rice cultivars using transcriptome-based approach. Sci Rep 2017; 7:42131. [PMID: 28181537 PMCID: PMC5299611 DOI: 10.1038/srep42131] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2016] [Accepted: 12/30/2016] [Indexed: 12/14/2022] Open
Abstract
Traditional cultivars of rice in India exhibit tolerance to drought stress due to their inherent genetic variations. Here we present comparative physiological and transcriptome analyses of two contrasting cultivars, drought tolerant Dhagaddeshi (DD) and susceptible IR20. Microarray analysis revealed several differentially expressed genes (DEGs) exclusively in DD as compared to IR20 seedlings exposed to 3 h drought stress. Physiologically, DD seedlings showed higher cell membrane stability and differential ABA accumulation in response to dehydration, coupled with rapid changes in gene expression. Detailed analyses of metabolic pathways enriched in expression data suggest interplay of ABA dependent along with secondary and redox metabolic networks that activate osmotic and detoxification signalling in DD. By co-localization of DEGs with QTLs from databases or published literature for physiological traits of DD and IR20, candidate genes were identified including those underlying major QTL qDTY1.1 in DD. Further, we identified previously uncharacterized genes from both DD and IR20 under drought conditions including OsWRKY51, OsVP1 and confirmed their expression by qPCR in multiple rice cultivars. OsFBK1 was also functionally validated in susceptible PB1 rice cultivar and Arabidopsis for providing drought tolerance. Some of the DEGs mapped to the known QTLs could thus, be of potential significance for marker-assisted breeding.
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19
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Girija AM, Kinathi BK, Madhavi MB, Ramesh P, Vungarala S, Patel HK, Sonti RV. Rice Leaf Transcriptional Profiling Suggests a Functional Interplay Between Xanthomonas oryzae pv. oryzae Lipopolysaccharide and Extracellular Polysaccharide in Modulation of Defense Responses During Infection. MOLECULAR PLANT-MICROBE INTERACTIONS : MPMI 2017; 30:16-27. [PMID: 27918246 DOI: 10.1094/mpmi-08-16-0157-r] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Treatment of rice leaves with isolated Xanthomonas oryzae pv. oryzae lipopolysaccharide (LPS) induces the production of callose deposits, reactive oxygen species, and enhanced resistance against subsequent bacterial infection. Expression profiling of X. oryzae pv. oryzae LPS-treated rice (Oryza sativa subsp. indica) leaves showed that genes involved in the biosynthetic pathways for lignins, phenylpropanoids, chorismate, phenylalanine, salicylic acid, and ethylene, as well as a number of pathogenesis-related proteins are up-regulated. Gene ontology categories like cell-wall organization, defense response, stress response, and protein phosphorylation/kinases were found to be upregulated, while genes involved in photosynthesis were down-regulated. Coinfiltration with xanthan gum, the xanthomonas extracellular polysaccharide (EPS), suppressed LPS-induced callose deposition. Gene expression analysis of rice leaves that are treated with an EPS-deficient mutant of X. oryzae pv. oryzae indicated that a number of defense-regulated functions are up-regulated during infection. These transcriptional responses are attenuated in rice leaves treated with an EPS-deficient mutant that is also deficient in the O-antigen component of LPS. Overall, these results suggest that the O-antigen component of X. oryzae pv. oryzae LPS induces rice defense responses during infection and that these are suppressed by bacterial EPS.
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Affiliation(s)
| | - Bipin Kumar Kinathi
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad 500007, India
| | - Mylavarapu B Madhavi
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad 500007, India
| | - Palaparthi Ramesh
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad 500007, India
| | - Sridivya Vungarala
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad 500007, India
| | - Hitendra Kumar Patel
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad 500007, India
| | - Ramesh V Sonti
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad 500007, India
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20
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Li W, Liu Y, Wang J, He M, Zhou X, Yang C, Yuan C, Wang J, Chern M, Yin J, Chen W, Ma B, Wang Y, Qin P, Li S, Ronald P, Chen X. The durably resistant rice cultivar Digu activates defence gene expression before the full maturation of Magnaporthe oryzae appressorium. MOLECULAR PLANT PATHOLOGY 2016; 17:354-68. [PMID: 26095454 PMCID: PMC6638526 DOI: 10.1111/mpp.12286] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Rice blast caused by the fungal pathogen Magnaporthe oryzae is one of the most destructive diseases worldwide. Although the rice-M. oryzae interaction has been studied extensively, the early molecular events that occur in rice before full maturation of the appressorium during M. oryzae invasion are unknown. Here, we report a comparative transcriptomics analysis of the durably resistant rice variety Digu and the susceptible rice variety Lijiangxintuanheigu (LTH) in response to infection by M. oryzae (5, 10 and 20 h post-inoculation, prior to full development of the appressorium). We found that the transcriptional responses differed significantly between these two rice varieties. Gene ontology and pathway analyses revealed that many biological processes, including extracellular recognition and biosynthesis of antioxidants, terpenes and hormones, were specifically activated in Digu shortly after infection. Forty-eight genes encoding receptor kinases (RKs) were significantly differentially regulated by M. oryzae infection in Digu. One of these genes, LOC_Os08g10300, encoding a leucine-rich repeat RK from the LRR VIII-2 subfamily, conferred enhanced resistance to M. oryzae when overexpressed in rice. Our study reveals that a multitude of molecular events occur in the durably resistant rice Digu before the full maturation of the appressorium after M. oryzae infection and that membrane-associated RKs play important roles in the early response.
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Affiliation(s)
- Weitao Li
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Ya Liu
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Jing Wang
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Min He
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Xiaogang Zhou
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Chao Yang
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Can Yuan
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Jichun Wang
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Mawsheng Chern
- Department of Plant Pathology and the Genome Center, University of California, Davis, CA, 95616, USA
| | - Junjie Yin
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Weilan Chen
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Bingtian Ma
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Yuping Wang
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Collaborative Innovation Center for Hybrid Rice in Yangtze River Basin at Sichuan, Chengdu, Sichuan, 611130, China
| | - Peng Qin
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
| | - Shigui Li
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Collaborative Innovation Center for Hybrid Rice in Yangtze River Basin at Sichuan, Chengdu, Sichuan, 611130, China
| | - Pamela Ronald
- Department of Plant Pathology and the Genome Center, University of California, Davis, CA, 95616, USA
| | - Xuewei Chen
- Rice Research Institute, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Key Laboratory of Major Crop Diseases, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- State Key Laboratory of Hybrid Rice, Sichuan Agricultural University, Chengdu, Sichuan, 611130, China
- Collaborative Innovation Center for Hybrid Rice in Yangtze River Basin at Sichuan, Chengdu, Sichuan, 611130, China
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Deb A, Grewal RK, Kundu S. Regulatory Cross-Talks and Cascades in Rice Hormone Biosynthesis Pathways Contribute to Stress Signaling. FRONTIERS IN PLANT SCIENCE 2016; 7:1303. [PMID: 27617021 PMCID: PMC4999436 DOI: 10.3389/fpls.2016.01303] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/05/2016] [Accepted: 08/15/2016] [Indexed: 05/18/2023]
Abstract
Crosstalk among different hormone signaling pathways play an important role in modulating plant response to both biotic and abiotic stress. Hormone activity is controlled by its bio-availability, which is again influenced by its biosynthesis. Thus, independent hormone biosynthesis pathways must be regulated and co-ordinated to mount an integrated response. One of the possibilities is to use cis-regulatory elements to orchestrate expression of hormone biosynthesis genes. Analysis of CREs, associated with differentially expressed hormone biosynthesis related genes in rice leaf under Magnaporthe oryzae attack and drought stress enabled us to obtain insights about cross-talk among hormone biosynthesis pathways at the transcriptional level. We identified some master transcription regulators that co-ordinate different hormone biosynthesis pathways under stress. We found that Abscisic acid and Brassinosteroid regulate Cytokinin conjugation; conversely Brassinosteroid biosynthesis is affected by both Abscisic acid and Cytokinin. Jasmonic acid and Ethylene biosynthesis may be modulated by Abscisic acid through DREB transcription factors. Jasmonic acid or Salicylic acid biosynthesis pathways are co-regulated but they are unlikely to influence each others production directly. Thus, multiple hormones may modulate hormone biosynthesis pathways through a complex regulatory network, where biosynthesis of one hormone is affected by several other contributing hormones.
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Affiliation(s)
- Arindam Deb
- Department of Biophysics, Molecular Biology and Bioinformatics, University of CalcuttaKolkata, India
| | - Rumdeep K. Grewal
- Department of Biophysics, Molecular Biology and Bioinformatics, University of CalcuttaKolkata, India
- Computational Systems Biology Group, Center of Excellence in Systems Biology and Biomedical Engineering, University of CalcuttaKolkata, India
| | - Sudip Kundu
- Department of Biophysics, Molecular Biology and Bioinformatics, University of CalcuttaKolkata, India
- Computational Systems Biology Group, Center of Excellence in Systems Biology and Biomedical Engineering, University of CalcuttaKolkata, India
- *Correspondence: Sudip Kundu
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Ganie SA, Borgohain MJ, Kritika K, Talukdar A, Pani DR, Mondal TK. Assessment of genetic diversity of Saltol QTL among the rice (Oryza sativa L.) genotypes. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2016; 22:107-14. [PMID: 27186024 PMCID: PMC4840144 DOI: 10.1007/s12298-016-0342-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2015] [Revised: 01/14/2016] [Accepted: 01/19/2016] [Indexed: 05/03/2023]
Abstract
Eight Saltol quantitative trait locus (QTL) linked simple sequence repeat (SSR) markers of rice (Oryza sativa L.) were used to study the polymorphism of this QTL in 142 diverse rice genotypes that comprised salt tolerant as well as sensitive genotypes. The SSR profiles of the eight markers generated 99 alleles including 20rare alleles and 16 null alleles. RM8094 showed the highest number (13) of alleles followed by RM3412 (12), RM562 (11), RM493 (9) and RM1287 (8) while as, RM10764 and RM10745 showed the lowest number (6) of alleles. Based on the highest number of alleles and PIC value (0.991), we identified RM8094 as suitable marker for discerning salt tolerant genotypes from the sensitive ones. Based upon the haplotype analysis using FL478 as a reference (salt tolerant genotypes containing Saltol QTL), we short listed 68 rice genotypes that may have at least one allele of FL478 haplotype. Further study may confirm that some of these genotypes might have Saltol QTL and can be used as alternative donors in salt tolerant rice breeding programmes.
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Affiliation(s)
- Showkat Ahmad Ganie
- />Division of Genomic Resources, ICAR-National Bureau of Plant Genetic Resources, Pusa, New Delhi, 110012 India
| | - Mrinmoi Jyoti Borgohain
- />Division of Genomic Resources, ICAR-National Bureau of Plant Genetic Resources, Pusa, New Delhi, 110012 India
| | - Kashyap Kritika
- />Division of Genomic Resources, ICAR-National Bureau of Plant Genetic Resources, Pusa, New Delhi, 110012 India
| | - Akshay Talukdar
- />Division of Genetics, ICAR-Indian Agricultural Research Institute, Pusa, New Delhi, 110012 India
| | | | - Tapan Kumar Mondal
- />Division of Genomic Resources, ICAR-National Bureau of Plant Genetic Resources, Pusa, New Delhi, 110012 India
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23
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Ganie SA, Dey N, Mondal TK. Promoter methylation regulates the abundance of osa-miR393a in contrasting rice genotypes under salinity stress. Funct Integr Genomics 2015; 16:1-11. [PMID: 26319531 DOI: 10.1007/s10142-015-0460-1] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2015] [Revised: 07/28/2015] [Accepted: 08/02/2015] [Indexed: 01/03/2023]
Abstract
MicroRNAs (miRNAs) are important molecules that regulate gene expression under salinity stress. Despite their evolutionary conservation, these regulatory elements have been shown to behave differently in different plant species under a particular environmental stress. In this study, we investigated the behavior of salt responsive osa-miR393a and its target gene (TIR1, LOC_Os05g05800) in salt-tolerant (FL478) and salt-sensitive (IR29) rice genotypes. It was found that the mature and precursor sequences of osa-miR393a as well as its cleavage site in TIR1 were conserved among salt tolerant and sensitive genotypes. Promoters of different salt-responsive miRNAs were also found to be less variable between salt-tolerant and salt-susceptible genotypes. Analysis of gene expression, promoter methylation, and cis-element abundance showed that osa-miR393a behaves differently in FL478 and IR29. Salt stress altered the expression pattern of osa-miR393a-TIR1 module in a time-dependent manner in the roots and shoots of two genotypes. Promoter methylation of this regulatory module was also altered at different time points under salt stress. Expression analysis in two genotypes indicated the overall down-regulation of osa-miR393a and up-regulation of TIR1 in FL478 and their reciprocal regulation in IR29. The expression results were complemented by the differential promoter methylation and cis-element abundance of this regulatory module. Together, the results of transcript abundance and promoter methylation of osa-miR393a-TIR1 module signified the association between these two processes which is reported for the first time in plants to the best of our knowledge.
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Affiliation(s)
- Showkat Ahmad Ganie
- Division of Genomic Resources, National Bureau of Plant Genetic Resources, IARI Campus, New Delhi, 110012, India
| | - Narottam Dey
- Department of Biotechnology, Visva-Bharati, Santiniketan, 731 235, West Bengal, India
| | - Tapan Kumar Mondal
- Division of Genomic Resources, National Bureau of Plant Genetic Resources, IARI Campus, New Delhi, 110012, India.
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Bahieldin A, Atef A, Shokry AM, Al-Karim S, Al Attas SG, Gadallah NO, Edris S, Al-Kordy MA, Omer AMS, Sabir JSM, Ramadan AM, Al-Hajar ASM, Makki RM, Hassan SM, El-Domyati FM. Structural identification of putative USPs in Catharanthus roseus. C R Biol 2015; 338:643-9. [PMID: 26318047 DOI: 10.1016/j.crvi.2015.07.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2015] [Accepted: 07/18/2015] [Indexed: 10/23/2022]
Abstract
Nucleotide sequences of the C. roseus SRA database were assembled and translated in order to detect putative universal stress proteins (USPs). Based on the known conserved USPA domain, 24 Pfam putative USPA proteins in C. roseus were detected and arranged in six architectures. The USPA-like domain was detected in all architectures, while the protein kinase-like (or PK-like), (tyr)PK-like and/or U-box domains are shown downstream it. Three other domains were also shown to coexist with the USPA domain in C. roseus putative USPA sequences. These domains are tetratricopeptide repeat (or TPR), apolipophorin III (or apoLp-III) and Hsp90 co-chaperone Cdc37. Subsequent analysis divided USPA-like domains based on the ability to bind ATP. The multiple sequence alignment indicated the occurrence of eight C. roseus residues of known features of the bacterial 1MJH secondary structure. The data of the phylogenetic tree indicated several distinct groups of USPA-like domains confirming the presence of high level of sequence conservation between the plant and bacterial USPA-like sequences.
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Affiliation(s)
- Ahmed Bahieldin
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia; Department of Genetics, Faculty of Agriculture, Ain Shams University, Cairo, Egypt.
| | - Ahmed Atef
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia.
| | - Ahmed M Shokry
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia; Agricultural Genetic Engineering Research Institute (AGERI), Agriculture Research Center (ARC), Giza, Egypt.
| | - Saleh Al-Karim
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia.
| | - Sanaa G Al Attas
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia.
| | - Nour O Gadallah
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia; Genetics and Cytology Department, Genetic Engineering and Biotechnology Division, National Research Center, Dokki, Egypt.
| | - Sherif Edris
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia; Department of Genetics, Faculty of Agriculture, Ain Shams University, Cairo, Egypt; Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), Faculty of Medicine, King Abdulaziz University (KAU), Jeddah, Saudi Arabia.
| | - Magdy A Al-Kordy
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia; Genetics and Cytology Department, Genetic Engineering and Biotechnology Division, National Research Center, Dokki, Egypt.
| | - Abdulkader M Shaikh Omer
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia.
| | - Jamal S M Sabir
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia.
| | - Ahmed M Ramadan
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia; Agricultural Genetic Engineering Research Institute (AGERI), Agriculture Research Center (ARC), Giza, Egypt.
| | - Abdulrahman S M Al-Hajar
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia.
| | - Rania M Makki
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia.
| | - Sabah M Hassan
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia; Department of Genetics, Faculty of Agriculture, Ain Shams University, Cairo, Egypt.
| | - Fotouh M El-Domyati
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University (KAU), P.O. Box 80141, Jeddah 21589, Saudi Arabia; Department of Genetics, Faculty of Agriculture, Ain Shams University, Cairo, Egypt.
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Hawkins LK, Mylroie JE, Oliveira DA, Smith JS, Ozkan S, Windham GL, Williams WP, Warburton ML. Characterization of the Maize Chitinase Genes and Their Effect on Aspergillus flavus and Aflatoxin Accumulation Resistance. PLoS One 2015; 10:e0126185. [PMID: 26090679 PMCID: PMC4475072 DOI: 10.1371/journal.pone.0126185] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2014] [Accepted: 03/30/2015] [Indexed: 12/31/2022] Open
Abstract
Maize (Zea mays L.) is a crop of global importance, but prone to contamination by aflatoxins produced by fungi in the genus Aspergillus. The development of resistant germplasm and the identification of genes contributing to resistance would aid in the reduction of the problem with a minimal need for intervention by farmers. Chitinolytic enzymes respond to attack by potential pathogens and have been demonstrated to increase insect and fungal resistance in plants. Here, all chitinase genes in the maize genome were characterized via sequence diversity and expression patterns. Recent evolution within this gene family was noted. Markers from within each gene were developed and used to map the phenotypic effect on resistance of each gene in up to four QTL mapping populations and one association panel. Seven chitinase genes were identified that had alleles associated with increased resistance to aflatoxin accumulation and A. flavus infection in field grown maize. The chitinase in bin 1.05 identified a new and highly significant QTL, while chitinase genes in bins 2.04 and 5.03 fell directly beneath the peaks of previously published QTL. The expression patterns of these genes corroborate possible grain resistance mechanisms. Markers from within the gene sequences or very closely linked to them are presented to aid in the use of marker assisted selection to improve this trait.
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Affiliation(s)
- Leigh K. Hawkins
- USDA-ARS Corn Host Plant Resistance Research Unit, Mississippi State, Starkville, MS, United States of America
| | - J. Erik Mylroie
- USDA-ARS Corn Host Plant Resistance Research Unit, Mississippi State, Starkville, MS, United States of America
| | - Dafne A. Oliveira
- Department of Biochemistry, Molecular Biology, Entomology, and Plant Pathology, Mississippi State University, Starkville, MS, 39762, United States of America
| | - J. Spencer Smith
- USDA-ARS Corn Host Plant Resistance Research Unit, Mississippi State, Starkville, MS, United States of America
| | - Seval Ozkan
- Department of Biochemistry, Molecular Biology, Entomology, and Plant Pathology, Mississippi State University, Starkville, MS, 39762, United States of America
| | - Gary L. Windham
- USDA-ARS Corn Host Plant Resistance Research Unit, Mississippi State, Starkville, MS, United States of America
| | - W. Paul Williams
- USDA-ARS Corn Host Plant Resistance Research Unit, Mississippi State, Starkville, MS, United States of America
| | - Marilyn L. Warburton
- USDA-ARS Corn Host Plant Resistance Research Unit, Mississippi State, Starkville, MS, United States of America
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Ermawar RA, Collins HM, Byrt CS, Betts NS, Henderson M, Shirley NJ, Schwerdt J, Lahnstein J, Fincher GB, Burton RA. Distribution, structure and biosynthetic gene families of (1,3;1,4)-β-glucan in Sorghum bicolor. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2015; 57:429-45. [PMID: 25661466 DOI: 10.1111/jipb.12338] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2014] [Accepted: 02/03/2015] [Indexed: 05/22/2023]
Abstract
In cereals, the presence of soluble polysaccharides including (1,3;1,4)-β-glucan has downstream implications for human health, animal feed and biofuel applications. Sorghum bicolor (L.) Moench is a versatile crop, but there are limited reports regarding the content of such soluble polysaccharides. Here, the amount of (1,3;1,4)-β-glucan present in sorghum tissues was measured using a Megazyme assay. Very low amounts were present in the grain, ranging from 0.16%-0.27% (w/w), while there was a greater quantity in vegetative tissues at 0.12-1.71% (w/w). The fine structure of (1,3;1,4)-β-glucan, as denoted by the ratio of cellotriosyl and cellotetraosyl residues, was assessed by high performance liquid chromatography (HPLC) and ranged from 2.6-3:1 in the grain, while ratios in vegetative tissues were lower at 2.1-2.6:1. The distribution of (1,3;1,4)-β-glucan was examined using a specific antibody and observed with fluorescence and transmission electron microscopy. Micrographs showed a variable distribution of (1,3;1,4)-β-glucan influenced by temporal and spatial factors. The sorghum orthologs of genes implicated in the synthesis of (1,3;1,4)-β-glucan in other cereals, such as the Cellulose synthase-like (Csl) F and H gene families were defined. Transcript profiling of these genes across sorghum tissues was carried out using real-time quantitative polymerase chain reaction, indicating that, as in other cereals, CslF6 transcripts dominated.
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Affiliation(s)
- Riksfardini A Ermawar
- Australian Research Council Centre of Excellence in Plant Cell Walls, University of Adelaide, Glen Osmond, SA, 5064, Australia
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Lee T, Oh T, Yang S, Shin J, Hwang S, Kim CY, Kim H, Shim H, Shim JE, Ronald PC, Lee I. RiceNet v2: an improved network prioritization server for rice genes. Nucleic Acids Res 2015; 43:W122-7. [PMID: 25813048 PMCID: PMC4489288 DOI: 10.1093/nar/gkv253] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2015] [Accepted: 03/12/2015] [Indexed: 11/20/2022] Open
Abstract
Rice is the most important staple food crop and a model grass for studies of bioenergy crops. We previously published a genome-scale functional network server called RiceNet, constructed by integrating diverse genomics data and demonstrated the use of the network in genetic dissection of rice biotic stress responses and its usefulness for other grass species. Since the initial construction of the network, there has been a significant increase in the amount of publicly available rice genomics data. Here, we present an updated network prioritization server for Oryza sativa ssp. japonica, RiceNet v2 (http://www.inetbio.org/ricenet), which provides a network of 25 765 genes (70.1% of the coding genome) and 1 775 000 co-functional links. Ricenet v2 also provides two complementary methods for network prioritization based on: (i) network direct neighborhood and (ii) context-associated hubs. RiceNet v2 can use genes of the related subspecies O. sativa ssp. indica and the reference plant Arabidopsis for versatility in generating hypotheses. We demonstrate that RiceNet v2 effectively identifies candidate genes involved in rice root/shoot development and defense responses, demonstrating its usefulness for the grass research community.
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Affiliation(s)
- Tak Lee
- Department of Biotechnology, College of Life Sciences and Biotechnology, Yonsei University, Seoul, Korea
| | - Taeyun Oh
- The Joint Bioenergy Institute, Emeryville CA and Department of Plant Pathology and the Genome Center, University of California, Davis, CA 95616, USA
| | - Sunmo Yang
- Department of Biotechnology, College of Life Sciences and Biotechnology, Yonsei University, Seoul, Korea
| | - Junha Shin
- Department of Biotechnology, College of Life Sciences and Biotechnology, Yonsei University, Seoul, Korea
| | - Sohyun Hwang
- Department of Biotechnology, College of Life Sciences and Biotechnology, Yonsei University, Seoul, Korea
| | - Chan Yeong Kim
- Department of Biotechnology, College of Life Sciences and Biotechnology, Yonsei University, Seoul, Korea
| | - Hyojin Kim
- Department of Biotechnology, College of Life Sciences and Biotechnology, Yonsei University, Seoul, Korea
| | - Hongseok Shim
- Department of Biotechnology, College of Life Sciences and Biotechnology, Yonsei University, Seoul, Korea
| | - Jung Eun Shim
- Department of Biotechnology, College of Life Sciences and Biotechnology, Yonsei University, Seoul, Korea
| | - Pamela C Ronald
- The Joint Bioenergy Institute, Emeryville CA and Department of Plant Pathology and the Genome Center, University of California, Davis, CA 95616, USA
| | - Insuk Lee
- Department of Biotechnology, College of Life Sciences and Biotechnology, Yonsei University, Seoul, Korea
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Genome-wide association study based on multiple imputation with low-depth sequencing data: application to biofuel traits in reed canarygrass. G3-GENES GENOMES GENETICS 2015; 5:891-909. [PMID: 25770100 PMCID: PMC4426374 DOI: 10.1534/g3.115.017533] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Genotyping by sequencing allows for large-scale genetic analyses in plant species with no reference genome, but sets the challenge of sound inference in presence of uncertain genotypes. We report an imputation-based genome-wide association study (GWAS) in reed canarygrass (Phalaris arundinacea L., Phalaris caesia Nees), a cool-season grass species with potential as a biofuel crop. Our study involved two linkage populations and an association panel of 590 reed canarygrass genotypes. Plants were assayed for up to 5228 single nucleotide polymorphism markers and 35 traits. The genotypic markers were derived from low-depth sequencing with 78% missing data on average. To soundly infer marker-trait associations, multiple imputation (MI) was used: several imputes of the marker data were generated to reflect imputation uncertainty and association tests were performed on marker effects across imputes. A total of nine significant markers were identified, three of which showed significant homology with the Brachypodium dystachion genome. Because no physical map of the reed canarygrass genome was available, imputation was conducted using classification trees. In general, MI showed good consistency with the complete-case analysis and adequate control over imputation uncertainty. A gain in significance of marker effects was achieved through MI, but only for rare cases when missing data were <45%. In addition to providing insight into the genetic basis of important traits in reed canarygrass, this study presents one of the first applications of MI to genome-wide analyses and provides useful guidelines for conducting GWAS based on genotyping-by-sequencing data.
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Kusano M, Yang Z, Okazaki Y, Nakabayashi R, Fukushima A, Saito K. Using metabolomic approaches to explore chemical diversity in rice. MOLECULAR PLANT 2015; 8:58-67. [PMID: 25578272 DOI: 10.1016/j.molp.2014.11.010] [Citation(s) in RCA: 75] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2014] [Accepted: 10/16/2014] [Indexed: 05/02/2023]
Abstract
Rice (Oryza sativa) is an excellent resource; it comprises 25% of the total caloric intake of the world's population, and rice plants yield many types of bioactive compounds. To determine the number of metabolites in rice and their chemical diversity, the metabolite composition of cultivated rice has been investigated with analytical techniques such as mass spectrometry (MS) and/or nuclear magnetic resonance spectroscopy and rice metabolite databases have been constructed. This review summarizes current knowledge on metabolites in rice including sugars, amino and organic acids, aromatic compounds, and phytohormones detected by gas chromatography-MS, liquid chromatography-MS, and capillary electrophoresis-MS. The biological properties and the activities of polar and nonpolar metabolites produced by rice plants are also presented. Challenges in the estimation of the structure(s) of unknown metabolites by metabolomic approaches are introduced and discussed. Lastly, examples are presented of the successful application of metabolite profiling of rice to characterize the gene(s) that are potentially critical for improving its quality by combining metabolite quantitative trait loci analysis and to identify potential metabolite biomarkers that play a critical role when rice is grown under abiotic stress conditions.
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Affiliation(s)
- Miyako Kusano
- RIKEN Center for Sustainable Resource Science, Yokohama, Kanagawa 230-0045, Japan; Graduate School of Life and Environmental Sciences, University of Tsukuba, Tsukuba, Ibaraki 305-8572, Japan; Precursory Research for Embryonic Science and Technology (PRESTO), Japan Science and Technology Agency (JST), Kawaguchi, Saitama 332-0012, Japan.
| | - Zhigang Yang
- RIKEN Center for Sustainable Resource Science, Yokohama, Kanagawa 230-0045, Japan
| | - Yozo Okazaki
- RIKEN Center for Sustainable Resource Science, Yokohama, Kanagawa 230-0045, Japan
| | - Ryo Nakabayashi
- RIKEN Center for Sustainable Resource Science, Yokohama, Kanagawa 230-0045, Japan
| | - Atsushi Fukushima
- RIKEN Center for Sustainable Resource Science, Yokohama, Kanagawa 230-0045, Japan
| | - Kazuki Saito
- RIKEN Center for Sustainable Resource Science, Yokohama, Kanagawa 230-0045, Japan; Graduate School of Pharmaceutical Sciences, Chiba University, Chiba, Chiba 260-8675, Japan.
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Ranjan A, Vadassery J, Patel HK, Pandey A, Palaparthi R, Mithöfer A, Sonti RV. Upregulation of jasmonate biosynthesis and jasmonate-responsive genes in rice leaves in response to a bacterial pathogen mimic. Funct Integr Genomics 2014; 15:363-73. [DOI: 10.1007/s10142-014-0426-8] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2014] [Revised: 11/23/2014] [Accepted: 11/30/2014] [Indexed: 01/21/2023]
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Dansana PK, Kothari KS, Vij S, Tyagi AK. OsiSAP1 overexpression improves water-deficit stress tolerance in transgenic rice by affecting expression of endogenous stress-related genes. PLANT CELL REPORTS 2014; 33:1425-40. [PMID: 24965356 DOI: 10.1007/s00299-014-1626-3] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2013] [Revised: 03/21/2014] [Accepted: 04/22/2014] [Indexed: 05/19/2023]
Abstract
OsiSAP1, an A20/AN1 zinc-finger protein, confers water-deficit stress tolerance at different stages of growth by affecting expression of several endogenous genes in transgenic rice. Transgenic lines have been generated from rice constitutively expressing OsiSAP1, an A20/AN1 zinc-finger containing stress-associated protein gene from rice, driven by maize UBIQUITIN gene promoter and evaluated for water-deficit stress tolerance at different stages of growth. Their seeds show early germination and seedlings grow better under water-deficit stress compared to non-transgenic (NT) rice. Leaves from transgenic seedlings showed lesser membrane damage and lipid peroxidation under water-deficit stress. Relatively lower rate of leaf water loss has been observed in detached intact leaves from transgenic plants during late vegetative stage. Delayed leaf rolling and higher relative water content were also observed in transgenic plants under progressive water-deficit stress during reproductive developmental stage. Although reduction in grain yield is observed under unstressed condition, the relative water-deficit stress-induced yield losses are lower in transgenic rice vis-à-vis NT plants thereby resulting in yield loss protection. Transcriptome analysis suggests that overexpression of OsiSAP1 in transgenic rice results in altered expression of several endogenous genes including those coding for transcription factors, membrane transporters, signaling components and genes involved in metabolism, growth and development. A total of 150 genes were found to be more than twofold up-regulated in transgenic rice of which 43 genes are known to be involved in stress response. Our results suggest that OsiSAP1 is a positive regulator of water-deficit stress tolerance in rice.
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Affiliation(s)
- Prasant K Dansana
- Interdisciplinary Centre for Plant Genomics and Department of Plant Molecular Biology, University of Delhi, South Campus, Benito Juarez Road, New Delhi, 110021, India
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Zhang Z, Ober U, Erbe M, Zhang H, Gao N, He J, Li J, Simianer H. Improving the accuracy of whole genome prediction for complex traits using the results of genome wide association studies. PLoS One 2014; 9:e93017. [PMID: 24663104 PMCID: PMC3963961 DOI: 10.1371/journal.pone.0093017] [Citation(s) in RCA: 136] [Impact Index Per Article: 13.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2013] [Accepted: 02/27/2014] [Indexed: 12/18/2022] Open
Abstract
Utilizing the whole genomic variation of complex traits to predict the yet-to-be observed phenotypes or unobserved genetic values via whole genome prediction (WGP) and to infer the underlying genetic architecture via genome wide association study (GWAS) is an interesting and fast developing area in the context of human disease studies as well as in animal and plant breeding. Though thousands of significant loci for several species were detected via GWAS in the past decade, they were not used directly to improve WGP due to lack of proper models. Here, we propose a generalized way of building trait-specific genomic relationship matrices which can exploit GWAS results in WGP via a best linear unbiased prediction (BLUP) model for which we suggest the name BLUP|GA. Results from two illustrative examples show that using already existing GWAS results from public databases in BLUP|GA improved the accuracy of WGP for two out of the three model traits in a dairy cattle data set, and for nine out of the 11 traits in a rice diversity data set, compared to the reference methods GBLUP and BayesB. While BLUP|GA outperforms BayesB, its required computing time is comparable to GBLUP. Further simulation results suggest that accounting for publicly available GWAS results is potentially more useful for WGP utilizing smaller data sets and/or traits of low heritability, depending on the genetic architecture of the trait under consideration. To our knowledge, this is the first study incorporating public GWAS results formally into the standard GBLUP model and we think that the BLUP|GA approach deserves further investigations in animal breeding, plant breeding as well as human genetics.
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Affiliation(s)
- Zhe Zhang
- National Engineering Research Center for Breeding Swine Industry, Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding, College of Animal Science, South China Agricultural University, Guangzhou, China
- Department for Animal Sciences, Animal Breeding and Genetics Group, Georg-August-Universität Göttingen, Göttingen, Germany
| | - Ulrike Ober
- Department for Animal Sciences, Animal Breeding and Genetics Group, Georg-August-Universität Göttingen, Göttingen, Germany
| | - Malena Erbe
- Department for Animal Sciences, Animal Breeding and Genetics Group, Georg-August-Universität Göttingen, Göttingen, Germany
| | - Hao Zhang
- National Engineering Research Center for Breeding Swine Industry, Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding, College of Animal Science, South China Agricultural University, Guangzhou, China
| | - Ning Gao
- National Engineering Research Center for Breeding Swine Industry, Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding, College of Animal Science, South China Agricultural University, Guangzhou, China
| | - Jinlong He
- National Engineering Research Center for Breeding Swine Industry, Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding, College of Animal Science, South China Agricultural University, Guangzhou, China
| | - Jiaqi Li
- National Engineering Research Center for Breeding Swine Industry, Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding, College of Animal Science, South China Agricultural University, Guangzhou, China
| | - Henner Simianer
- Department for Animal Sciences, Animal Breeding and Genetics Group, Georg-August-Universität Göttingen, Göttingen, Germany
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Mondal TK, Ganie SA. Identification and characterization of salt responsive miRNA-SSR markers in rice (Oryza sativa). Gene 2013; 535:204-9. [PMID: 24315823 DOI: 10.1016/j.gene.2013.11.033] [Citation(s) in RCA: 61] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2013] [Revised: 10/18/2013] [Accepted: 11/14/2013] [Indexed: 01/18/2023]
Abstract
Salinity is an important abiotic stress that affects agricultural production and productivity. It is a complex trait that is regulated by different molecular mechanisms. miRNAs are non-coding RNAs which are highly conserved and regulate gene expression. Simple sequence repeats (SSRs) are robust molecular markers for studying genetic diversity. Although several SSR markers are available now, challenge remains to identify the trait-specific SSRs which can be used for marker assisted breeding. In order to understand the genetic diversity of salt responsive-miRNA genes in rice, SSR markers were mined from 130 members of salt-responsive miRNA genes of rice and validated among the contrasting panels of tolerant as well as susceptible rice genotypes, each with 12 genotypes. Although 12 miR-SSRs were found to be polymorphic, only miR172b-SSR was able to differentiate the tolerant and susceptible genotypes in 2 different groups. It had also been found that miRNA genes were more diverse in susceptible genotypes than the tolerant one (as indicated by polymorphic index content) which might interfere to form the stem-loop structure of premature miRNA and their subsequent synthesis in susceptible genotypes. Thus, we concluded that length variations of the repeats in salt responsive miRNA genes may be responsible for a possible sensitivity to salinity adaptation. This is the first report of characterization of trait specific miRNA derived SSRs in plants.
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Affiliation(s)
- Tapan Kumar Mondal
- Division of Genomic Resource, National Bureau of Plant Genetic Resource, Pusa, New Delhi 110012, India.
| | - Showkat Ahmad Ganie
- Division of Genomic Resource, National Bureau of Plant Genetic Resource, Pusa, New Delhi 110012, India
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Narsai R, Devenish J, Castleden I, Narsai K, Xu L, Shou H, Whelan J. Rice DB: an Oryza Information Portal linking annotation, subcellular location, function, expression, regulation, and evolutionary information for rice and Arabidopsis. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2013; 76:1057-73. [PMID: 24147765 PMCID: PMC4253041 DOI: 10.1111/tpj.12357] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2013] [Revised: 09/30/2013] [Accepted: 10/04/2013] [Indexed: 05/04/2023]
Abstract
Omics research in Oryza sativa (rice) relies on the use of multiple databases to obtain different types of information to define gene function. We present Rice DB, an Oryza information portal that is a functional genomics database, linking gene loci to comprehensive annotations, expression data and the subcellular location of encoded proteins. Rice DB has been designed to integrate the direct comparison of rice with Arabidopsis (Arabidopsis thaliana), based on orthology or 'expressology', thus using and combining available information from two pre-eminent plant models. To establish Rice DB, gene identifiers (more than 40 types) and annotations from a variety of sources were compiled, functional information based on large-scale and individual studies was manually collated, hundreds of microarrays were analysed to generate expression annotations, and the occurrences of potential functional regulatory motifs in promoter regions were calculated. A range of computational subcellular localization predictions were also run for all putative proteins encoded in the rice genome, and experimentally confirmed protein localizations have been collated, curated and linked to functional studies in rice. A single search box allows anything from gene identifiers (for rice and/or Arabidopsis), motif sequences, subcellular location, to keyword searches to be entered, with the capability of Boolean searches (such as AND/OR). To demonstrate the utility of Rice DB, several examples are presented including a rice mitochondrial proteome, which draws on a variety of sources for subcellular location data within Rice DB. Comparisons of subcellular location, functional annotations, as well as transcript expression in parallel with Arabidopsis reveals examples of conservation between rice and Arabidopsis, using Rice DB (http://ricedb.plantenergy.uwa.edu.au).
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Affiliation(s)
- Reena Narsai
- ARC Centre of Excellence in Plant Energy Biology, University of Western AustraliaMCS Building M316, 35 Stirling Highway, Crawley, 6009, Western Australia, Australia
- Centre for Computational Systems Biology, University of Western AustraliaMCS Building M316, 35 Stirling Highway, Crawley, 6009, Western Australia, Australia
| | - James Devenish
- ARC Centre of Excellence in Plant Energy Biology, University of Western AustraliaMCS Building M316, 35 Stirling Highway, Crawley, 6009, Western Australia, Australia
| | - Ian Castleden
- Centre for Computational Systems Biology, University of Western AustraliaMCS Building M316, 35 Stirling Highway, Crawley, 6009, Western Australia, Australia
| | - Kabir Narsai
- ARC Centre of Excellence in Plant Energy Biology, University of Western AustraliaMCS Building M316, 35 Stirling Highway, Crawley, 6009, Western Australia, Australia
| | - Lin Xu
- ARC Centre of Excellence in Plant Energy Biology, University of Western AustraliaMCS Building M316, 35 Stirling Highway, Crawley, 6009, Western Australia, Australia
| | - Huixia Shou
- State Key Laboratory of Plant Physiology and Biochemistry, College of Life Sciences, Zhejiang UniversityHangzhou, 310058, China
| | - James Whelan
- ARC Centre of Excellence in Plant Energy Biology, University of Western AustraliaMCS Building M316, 35 Stirling Highway, Crawley, 6009, Western Australia, Australia
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Garg R, Verma M, Agrawal S, Shankar R, Majee M, Jain M. Deep transcriptome sequencing of wild halophyte rice, Porteresia coarctata, provides novel insights into the salinity and submergence tolerance factors. DNA Res 2013; 21:69-84. [PMID: 24104396 PMCID: PMC3925395 DOI: 10.1093/dnares/dst042] [Citation(s) in RCA: 81] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Porteresia coarctata is a wild relative of rice with capability of high salinity and submergence tolerance. The transcriptome analyses of Porteresia can lead to the identification of candidate genes involved in salinity and submergence tolerance. We sequenced the transcriptome of Porteresia under different conditions using Illumina platform and generated about 375 million high-quality reads. After optimized assembly, a total of 152 367 unique transcript sequences with average length of 794 bp were obtained. Many of these sequences might represent fragmented transcripts. Functional annotation revealed the presence of genes involved in diverse cellular processes and 2749 transcription factor (TF)-encoding genes in Porteresia. The differential gene expression analyses identified a total of 15 158 genes involved in salinity and/or submergence response(s). The stress-responsive members of different TF families, including MYB, bHLH, AP2-EREBP, WRKY, bZIP and NAC, were identified. We also revealed key metabolic pathways, including amino acid biosynthesis, hormone biosynthesis, secondary metabolite biosynthesis, carbohydrate metabolism and cell wall structures, involved in stress tolerance in Porteresia. The transcriptome analyses of Porteresia are expected to highlight genes/pathways involved in salinity and submergence tolerance of this halophyte species. The data can serve as a resource for unravelling the underlying mechanism and devising strategies to engineer salinity and submergence tolerance in rice.
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Affiliation(s)
- Rohini Garg
- Functional and Applied Genomics Laboratory, National Institute of Plant Genome Research (NIPGR), Aruna Asaf Ali Marg, New Delhi 110067, India
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Wu JW, Hu CY, Shahid MQ, Guo HB, Zeng YX, Liu XD, Lu YG. Analysis on genetic diversification and heterosis in autotetraploid rice. SPRINGERPLUS 2013; 2:439. [PMID: 24046812 PMCID: PMC3773102 DOI: 10.1186/2193-1801-2-439] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/14/2013] [Accepted: 09/02/2013] [Indexed: 11/10/2022]
Abstract
Polyploidization has played an important role in plant evolution and is a pathway for plants to increase genetic diversification and to get higher heterosis comparing with that of diploid does. This study was undertaken to assess the genetic variation and relationships among 40 autotetraploid rice genotypes and their counterpart diploid cultivars with 99 SSR markers screened from published rice genome. The 99 SSR markers detected polymorphism among autotetraploid genotypes and revealed a total of 291 alleles with an average of 2.949 alleles per locus. Autotetraploid lines showed higher genetic diversity and significant variation in agronomic traits than diploid cultivars. Phylogenetic analysis revealed that most of autotetraploid lines were genetically different from their diploid parents, and inter-subspecific hybrids were prepared on the basis of genetic distance between parents. Inter-subspecific autotetraploid hybrids showed a higher and positive heterobeltiosis and competitive heterosis than diploid hybrids, especially for grain yield. Genetic distance appeared not to predict heterosis in diploid rice for all traits; however, it showed a significant correlation with grain yield, grain length and grain length to width ratio in autotetraploid rice. This extensive research on autotetraploid heterosis and genetic diversity will be useful for the development of autotetraploid rice hybrids.
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Affiliation(s)
- Jin-Wen Wu
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, South China Agricultural University, Guangzhou, 510642 China
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Price AH, Norton GJ, Salt DE, Ebenhoeh O, Meharg AA, Meharg C, Islam MR, Sarma RN, Dasgupta T, Ismail AM, McNally KL, Zhang H, Dodd IC, Davies WJ. Alternate wetting and drying irrigation for rice in Bangladesh: Is it sustainable and has plant breeding something to offer? Food Energy Secur 2013. [DOI: 10.1002/fes3.29] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Affiliation(s)
- Adam H. Price
- Institute of Biological and Environmental Science University of Aberdeen AB24 3UU Aberdeen U.K
| | - Gareth J. Norton
- Institute of Biological and Environmental Science University of Aberdeen AB24 3UU Aberdeen U.K
| | - David E. Salt
- Institute of Biological and Environmental Science University of Aberdeen AB24 3UU Aberdeen U.K
| | - Oliver Ebenhoeh
- Institute of Complex Systems and Mathematical Biology Department of Physics University of Aberdeen Aberdeen AB24 3UE U.K
| | - Andrew A. Meharg
- Institute for Global Food Security Queen's University Belfast David Keir Building Malone Road Belfast BT9 5BN U.K
| | - Caroline Meharg
- Institute for Global Food Security Queen's University Belfast David Keir Building Malone Road Belfast BT9 5BN U.K
| | - M. Rafiqul Islam
- Department of Soil Science Bangladesh Agricultural University Mymensingh Bangladesh
| | - Ramen N. Sarma
- Department of Plant Breeding and Genetics Assam Agricultural University Jorhat 785013 Assam India
| | - Tapash Dasgupta
- Department of Genetics and Plant Breeding Calcutta University 35 B.C. Road Kolkata 700 019 West Bengal India
| | - Abdelbagi M. Ismail
- International Rice Research Institute (IRRI) DAPO 7777 Metro Manila 1031 The Philippines
| | - Kenneth L. McNally
- International Rice Research Institute (IRRI) DAPO 7777 Metro Manila 1031 The Philippines
| | - Hao Zhang
- Lancaster Environment Centre Lancaster University Lancaster LA1 4YQ U.K
| | - Ian C. Dodd
- Centre for Sustainable Agriculture Lancaster Environment Centre Lancaster University Lancaster LA1 4YQ U.K
| | - William J. Davies
- Centre for Sustainable Agriculture Lancaster Environment Centre Lancaster University Lancaster LA1 4YQ U.K
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Hanumappa M, Preece J, Elser J, Nemeth D, Bono G, Wu K, Jaiswal P. WikiPathways for plants: a community pathway curation portal and a case study in rice and arabidopsis seed development networks. RICE (NEW YORK, N.Y.) 2013; 6:14. [PMID: 24280312 PMCID: PMC4883732 DOI: 10.1186/1939-8433-6-14] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/26/2012] [Accepted: 05/22/2013] [Indexed: 05/29/2023]
Abstract
BACKGROUND Next-generation sequencing and 'omics' platforms are used extensively in plant biology research to unravel new genomes and study their interactions with abiotic and biotic agents in the growth environment. Despite the availability of a large and growing number of genomic data sets, there are only limited resources providing highly-curated and up-to-date metabolic and regulatory networks for plant pathways. RESULTS Using PathVisio, a pathway editor tool associated with WikiPathways, we created a gene interaction network of 430 rice (Oryza sativa) genes involved in the seed development process by curating interactions reported in the published literature. We then applied an InParanoid-based homology search to these genes and used the resulting gene clusters to identify 351 Arabidopsis thaliana genes. Using this list of homologous genes, we constructed a seed development network in Arabidopsis by processing the gene list and the rice network through a Perl utility software called Pathway GeneSWAPPER developed by us. In order to demonstrate the utility of these networks in generating testable hypotheses and preliminary analysis prior to more in-depth downstream analysis, we used the expression viewer and statistical analysis features of PathVisio to analyze publicly-available and published microarray gene expression data sets on diurnal photoperiod response and the seed development time course to discover patterns of coexpressed genes found in the rice and Arabidopsis seed development networks. These seed development networks described herein, along with other plant pathways and networks, are freely available on the plant pathways portal at WikiPathways (http://plants.wikipathways.org). CONCLUSION In collaboration with the WikiPathways project we present a community curation and analysis platform for plant biologists where registered users can freely create, edit, share and monitor pathways supported by published literature. We describe the curation and annotation of a seed development network in rice, and the projection of a similar, gene homology-based network in Arabidopsis. We also demonstrate the utility of the Pathway GeneSWAPPER (PGS) application in saving valuable time and labor when a reference network in one species compiled in GPML format is used to project a similar network in another species based on gene homology.
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Affiliation(s)
- Mamatha Hanumappa
- Department of Botany and Plant Pathology, Oregon State University, 2082 Cordley Hall, Corvallis, OR 97331-2902 USA
| | - Justin Preece
- Department of Botany and Plant Pathology, Oregon State University, 2082 Cordley Hall, Corvallis, OR 97331-2902 USA
| | - Justin Elser
- Department of Botany and Plant Pathology, Oregon State University, 2082 Cordley Hall, Corvallis, OR 97331-2902 USA
| | - Denise Nemeth
- Department of Botany and Plant Pathology, Oregon State University, 2082 Cordley Hall, Corvallis, OR 97331-2902 USA
| | - Gina Bono
- Department of Botany and Plant Pathology, Oregon State University, 2082 Cordley Hall, Corvallis, OR 97331-2902 USA
| | - Kenny Wu
- Department of Botany and Plant Pathology, Oregon State University, 2082 Cordley Hall, Corvallis, OR 97331-2902 USA
| | - Pankaj Jaiswal
- Department of Botany and Plant Pathology, Oregon State University, 2082 Cordley Hall, Corvallis, OR 97331-2902 USA
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Droc G, Larivière D, Guignon V, Yahiaoui N, This D, Garsmeur O, Dereeper A, Hamelin C, Argout X, Dufayard JF, Lengelle J, Baurens FC, Cenci A, Pitollat B, D'Hont A, Ruiz M, Rouard M, Bocs S. The banana genome hub. DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION 2013; 2013:bat035. [PMID: 23707967 PMCID: PMC3662865 DOI: 10.1093/database/bat035] [Citation(s) in RCA: 100] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
Banana is one of the world’s favorite fruits and one of the most important crops for developing countries. The banana reference genome sequence (Musa acuminata) was recently released. Given the taxonomic position of Musa, the completed genomic sequence has particular comparative value to provide fresh insights about the evolution of the monocotyledons. The study of the banana genome has been enhanced by a number of tools and resources that allows harnessing its sequence. First, we set up essential tools such as a Community Annotation System, phylogenomics resources and metabolic pathways. Then, to support post-genomic efforts, we improved banana existing systems (e.g. web front end, query builder), we integrated available Musa data into generic systems (e.g. markers and genetic maps, synteny blocks), we have made interoperable with the banana hub, other existing systems containing Musa data (e.g. transcriptomics, rice reference genome, workflow manager) and finally, we generated new results from sequence analyses (e.g. SNP and polymorphism analysis). Several uses cases illustrate how the Banana Genome Hub can be used to study gene families. Overall, with this collaborative effort, we discuss the importance of the interoperability toward data integration between existing information systems. Database URL: http://banana-genome.cirad.fr/
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Affiliation(s)
- Gaëtan Droc
- CIRAD, UMR AGAP, Montpellier F-34398, France.
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Van Moerkercke A, Fabris M, Pollier J, Baart GJE, Rombauts S, Hasnain G, Rischer H, Memelink J, Oksman-Caldentey KM, Goossens A. CathaCyc, a metabolic pathway database built from Catharanthus roseus RNA-Seq data. PLANT & CELL PHYSIOLOGY 2013; 54:673-85. [PMID: 23493402 DOI: 10.1093/pcp/pct039] [Citation(s) in RCA: 69] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
The medicinal plant Madagascar periwinkle (Catharanthus roseus) synthesizes numerous terpenoid indole alkaloids (TIAs), such as the anticancer drugs vinblastine and vincristine. The TIA pathway operates in a complex metabolic network that steers plant growth and survival. Pathway databases and metabolic networks reconstructed from 'omics' sequence data can help to discover missing enzymes, study metabolic pathway evolution and, ultimately, engineer metabolic pathways. To date, such databases have mainly been built for model plant species with sequenced genomes. Although genome sequence data are not available for most medicinal plant species, next-generation sequencing is now extensively employed to create comprehensive medicinal plant transcriptome sequence resources. Here we report on the construction of CathaCyc, a detailed metabolic pathway database, from C. roseus RNA-Seq data sets. CathaCyc (version 1.0) contains 390 pathways with 1,347 assigned enzymes and spans primary and secondary metabolism. Curation of the pathways linked with the synthesis of TIAs and triterpenoids, their primary metabolic precursors, and their elicitors, the jasmonate hormones, demonstrated that RNA-Seq resources are suitable for the construction of pathway databases. CathaCyc is accessible online (http://www.cathacyc.org) and offers a range of tools for the visualization and analysis of metabolic networks and 'omics' data. Overlay with expression data from publicly available RNA-Seq resources demonstrated that two well-characterized C. roseus terpenoid pathways, those of TIAs and triterpenoids, are subject to distinct regulation by both developmental and environmental cues. We anticipate that databases such as CathaCyc will become key to the study and exploitation of the metabolism of medicinal plants.
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Wullschleger SD, Weston DJ, DiFazio SP, Tuskan GA. Revisiting the sequencing of the first tree genome: Populus trichocarpa. TREE PHYSIOLOGY 2013; 33:357-364. [PMID: 23100257 DOI: 10.1093/treephys/tps081] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Ten years ago, it was announced that the Joint Genome Institute with funds provided by the Department of Energy, Office of Science, Biological and Environmental Research would sequence the black cottonwood (Populus trichocarpa Torr. & Gray) genome. This landmark decision was the culmination of work by the forest science community to develop Populus as a model system. Since its public release in late 2006, the availability of the Populus genome has spawned research in plant biology, morphology, genetics and ecology. Here we address how the tree physiologist has used this resource. More specifically, we revisit our earlier contention that the rewards of sequencing the Populus genome would depend on how quickly scientists working with woody perennials could adopt molecular approaches to investigate the mechanistic underpinnings of basic physiological processes. Several examples illustrate the integration of functional and comparative genomics into the forest sciences, especially in areas that target improved understanding of the developmental differences between woody perennials and herbaceous annuals (e.g., phase transitions). Sequencing the Populus genome and the availability of genetic and genomic resources has also been instrumental in identifying candidate genes that underlie physiological and morphological traits of interest. Genome-enabled research has advanced our understanding of how phenotype and genotype are related and provided insights into the genetic mechanisms whereby woody perennials adapt to environmental stress. In the future, we anticipate that low-cost, high-throughput sequencing will continue to facilitate research in tree physiology and enhance our understanding at scales of individual organisms and populations. A challenge remains, however, as to how genomic resources, including the Populus genome, can be used to understand ecosystem function. Although examples are limited, progress in this area is encouraging and will undoubtedly improve as future research targets the many unique aspects of Populus as a keystone species in terrestrial ecosystems.
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Affiliation(s)
- Stan D Wullschleger
- Environmental Sciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831-6301, USA.
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Koo HJ, McDowell ET, Ma X, Greer KA, Kapteyn J, Xie Z, Descour A, Kim H, Yu Y, Kudrna D, Wing RA, Soderlund CA, Gang DR. Ginger and turmeric expressed sequence tags identify signature genes for rhizome identity and development and the biosynthesis of curcuminoids, gingerols and terpenoids. BMC PLANT BIOLOGY 2013; 13:27. [PMID: 23410187 PMCID: PMC3608961 DOI: 10.1186/1471-2229-13-27] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2012] [Accepted: 02/11/2013] [Indexed: 05/23/2023]
Abstract
BACKGROUND Ginger (Zingiber officinale) and turmeric (Curcuma longa) accumulate important pharmacologically active metabolites at high levels in their rhizomes. Despite their importance, relatively little is known regarding gene expression in the rhizomes of ginger and turmeric. RESULTS In order to identify rhizome-enriched genes and genes encoding specialized metabolism enzymes and pathway regulators, we evaluated an assembled collection of expressed sequence tags (ESTs) from eight different ginger and turmeric tissues. Comparisons to publicly available sorghum rhizome ESTs revealed a total of 777 gene transcripts expressed in ginger/turmeric and sorghum rhizomes but apparently absent from other tissues. The list of rhizome-specific transcripts was enriched for genes associated with regulation of tissue growth, development, and transcription. In particular, transcripts for ethylene response factors and AUX/IAA proteins appeared to accumulate in patterns mirroring results from previous studies regarding rhizome growth responses to exogenous applications of auxin and ethylene. Thus, these genes may play important roles in defining rhizome growth and development. Additional associations were made for ginger and turmeric rhizome-enriched MADS box transcription factors, their putative rhizome-enriched homologs in sorghum, and rhizomatous QTLs in rice. Additionally, analysis of both primary and specialized metabolism genes indicates that ginger and turmeric rhizomes are primarily devoted to the utilization of leaf supplied sucrose for the production and/or storage of specialized metabolites associated with the phenylpropanoid pathway and putative type III polyketide synthase gene products. This finding reinforces earlier hypotheses predicting roles of this enzyme class in the production of curcuminoids and gingerols. CONCLUSION A significant set of genes were found to be exclusively or preferentially expressed in the rhizome of ginger and turmeric. Specific transcription factors and other regulatory genes were found that were common to the two species and that are excellent candidates for involvement in rhizome growth, differentiation and development. Large classes of enzymes involved in specialized metabolism were also found to have apparent tissue-specific expression, suggesting that gene expression itself may play an important role in regulating metabolite production in these plants.
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Affiliation(s)
- Hyun Jo Koo
- School of Plant Sciences and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
- Present address: Salk Institute for Biological Studies, PO Box 85800, San Diego, CA, 92186, USA
| | - Eric T McDowell
- School of Plant Sciences and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
| | - Xiaoqiang Ma
- School of Plant Sciences and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
- Present address: XenoBiotic Laboratories, Inc., Morgan Ln 107, Plainsboro, NJ, 08536, USA
| | - Kevin A Greer
- Arizona Genomics Computational Laboratory and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
- Present address: Department of Surgery, College of Medicine, The University of Arizona, Tucson, AZ, 85724, USA
| | - Jeremy Kapteyn
- School of Plant Sciences and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
| | - Zhengzhi Xie
- School of Plant Sciences and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
- Department of Pharmaceutical Sciences, The University of Arizona, Tucson, AZ, 85721, USA
- Present address: Division of Cardiovascular Medicine, University of Louisville, Louisville, KY, 40202, USA
| | - Anne Descour
- Arizona Genomics Computational Laboratory and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
| | - HyeRan Kim
- School of Plant Sciences and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
- Arizona Genomics Institute, The University of Arizona, Tucson, AZ, 85721, USA
- Present address: Plant Genome Research Center, KRIBB, Daejeon, 305-803, South Korea
| | - Yeisoo Yu
- School of Plant Sciences and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
- Arizona Genomics Institute, The University of Arizona, Tucson, AZ, 85721, USA
| | - David Kudrna
- School of Plant Sciences and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
- Arizona Genomics Institute, The University of Arizona, Tucson, AZ, 85721, USA
| | - Rod A Wing
- School of Plant Sciences and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
- Arizona Genomics Institute, The University of Arizona, Tucson, AZ, 85721, USA
| | - Carol A Soderlund
- Arizona Genomics Computational Laboratory and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
| | - David R Gang
- School of Plant Sciences and BIO5 Institute, The University of Arizona, Tucson, AZ, 85721, USA
- Institute of Biological Chemistry, Washington State University, Pullman, WA, 99164, USA
- Institute of Biological Chemistry, Washington State University, P.O. Box 646340, Pullman, WA, 99164-6340, USA
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Cal AJ, Liu D, Mauleon R, Hsing YIC, Serraj R. Transcriptome profiling of leaf elongation zone under drought in contrasting rice cultivars. PLoS One 2013; 8:e54537. [PMID: 23372737 PMCID: PMC3553057 DOI: 10.1371/journal.pone.0054537] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2012] [Accepted: 12/13/2012] [Indexed: 11/19/2022] Open
Abstract
Inhibition of leaf elongation and expansion is one of the earliest responses of rice to water deficit. Despite this sensitivity, a great deal of genetic variation exists in the extant of leaf elongation rate (LER) reduction in response to declining soil moisture. We analyzed global gene expression in the leaf elongation zone under drought in two rice cultivars with disparate LER sensitivities to water stress. We found little overlap in gene regulation between the two varieties under moderate drought; however, the transcriptional response to severe drought was more conserved. In response to moderate drought, we found several genes related to secondary cell wall deposition that were down regulated in Moroberekan, an LER tolerant variety, but up-regulated in LER sensitive variety IR64.
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Affiliation(s)
- Andrew J Cal
- International Rice Research Institute, Los Baños, Philippines.
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Narsai R, Whelan J. How unique is the low oxygen response? An analysis of the anaerobic response during germination and comparison with abiotic stress in rice and Arabidopsis. FRONTIERS IN PLANT SCIENCE 2013; 4:349. [PMID: 24101922 PMCID: PMC3787303 DOI: 10.3389/fpls.2013.00349] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2013] [Accepted: 08/19/2013] [Indexed: 05/04/2023]
Abstract
Plants face a variety of environmental stresses and have evolved molecular mechanisms to survive these challenges. One of these stresses is low oxygen conditions, which can occur under flooding conditions. Rice (Oryza sativa) is somewhat unique for its ability to tolerate and even germinate under low to no oxygen conditions. In this study, we examined global transcriptomic responses over the course of germination and in response to low oxygen and other abiotic stress in rice and Arabidopsis (Arabidopsis thaliana). Over 150 microarray datasets were analyzed in parallel to determine just how unique the low oxygen response is in rice. Comparison of aerobic germination in rice and Arabidopsis, with anaerobic germination in rice revealed conserved transcriptomic responses that are not only conserved across both species but also occur in the absence of oxygen in rice. Thus, these genes may represent functions necessary for the developmental progression of germination, whether or not oxygen is present in rice. Analysis of genes that responded differently in rice compared to Arabidopsis revealed responses specific to anaerobic germination in rice, including the down-regulation of genes encoding redox functions and up-regulation of receptor kinases. Comparison of a range of hypoxia/anoxia studies within and across Arabidopsis and rice revealed both conserved and species specific changes in gene expression (e.g., Arabidopsis specific up-regulation of WRKYs and rice specific down-regulation of heme), unveiling unique transcriptomic signatures of the low oxygen response. Lastly, a comparison of the low oxygen response with cold, salt, drought and heat stress revealed some similarity with the response to heat stress in Arabidopsis, which was not seen in rice. Comparison of these heat-responsive, abiotic stress marker genes in Arabidopsis with their rice orthologs revealed that while low oxygen may be perceived as an abiotic stress in Arabidopsis, this is not the case in rice.
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Affiliation(s)
- Reena Narsai
- Plant Energy Biology, Centre for Computational Systems Biology, University of Western AustraliaPerth, WA, Australia
- *Correspondence: Reena Narsai, Centre for Computation Systems Biology, ARC Centre of Excellence in Plant Energy Biology, University of Western Australia, MCS Building M316, 35 Stirling Highway, Perth 6009, WA, Australia e-mail:
| | - James Whelan
- Department of Botany, School of Life Science, La Trobe UniversityMelbourne, VIC, Australia
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Jiang N, Li Z, Wu J, Wang Y, Wu L, Wang S, Wang D, Wen T, Liang Y, Sun P, Liu J, Dai L, Wang Z, Wang C, Luo M, Liu X, Wang GL. Molecular mapping of the Pi2/9 allelic gene Pi2-2 conferring broad-spectrum resistance to Magnaporthe oryzae in the rice cultivar Jefferson. RICE (NEW YORK, N.Y.) 2012; 5:29. [PMID: 27234247 PMCID: PMC5520841 DOI: 10.1186/1939-8433-5-29] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2012] [Accepted: 09/27/2012] [Indexed: 05/20/2023]
Abstract
BACKGROUND Utilization of broad-spectrum resistance (R) genes is an effective and economical strategy to control the fungal pathogen Magnaporthe oryzae, the causal agent of the rice blast disease. Among the cloned blast resistance genes, Pi9, Pi2 and Piz-t confer broad-spectrum resistance to diverse M. oryzae isolates and were isolated from the Pi2/9 locus on chromosome 6. Identification and isolation of additional R genes with different resistance spectra from this locus will provide novel genetic resources for better control of this important rice disease. RESULTS In this study, we identified a dominant R gene, Pi2-2, at the Pi2/9 locus from Jefferson, an elite U.S. rice cultivar, through genetic and physical mapping. Inoculation tests showed that Jefferson has different resistant specificities to M. oryzae isolates compared rice lines with the Pi9, Pi2 and Piz-t genes. Fine mapping delimited Pi2-2 to a 270-kb interval between the markers AP5659-3 and RM19817, and this interval contains three nucleotide-binding site-leucine-rich repeat (NBS-LRR) genes in the Nipponbare genome. Five bacterial artificial chromosome (BAC) clones spanning the region were identified, and a BAC contig covering the Pi2-2 locus was constructed. CONCLUSIONS We identified a new allelic gene at the Pi2/9 locus and fine-mapped the gene within a 270-kb region. Our results provide essential information for the isolation of the Pi2-2 gene and tightly linked DNA markers for rice blast resistance breeding.
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Affiliation(s)
- Nan Jiang
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
| | - Zhiqiang Li
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
| | - Jun Wu
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Yue Wang
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Liqun Wu
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Suhua Wang
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Dan Wang
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Ting Wen
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Yi Liang
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Pingyong Sun
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Jinling Liu
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
| | - Liangying Dai
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Zhilong Wang
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Chao Wang
- State Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070 China
| | - Meizhong Luo
- State Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070 China
| | - Xionglun Liu
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
| | - Guo-Liang Wang
- Hunan Provincial Key Laboratory of Crop Germplasm Innovation and Utilization, College of Agronomy, College of Bio-Safety Science and Technology, Hunan Agricultural University, Changsha, 410128 China
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
- Department of Plant Pathology, Ohio State University, Columbus, Ohio 43210 USA
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47
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Shaik R, Ramakrishna W. Bioinformatic analysis of epigenetic and microRNA mediated regulation of drought responsive genes in rice. PLoS One 2012; 7:e49331. [PMID: 23145152 PMCID: PMC3493535 DOI: 10.1371/journal.pone.0049331] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2012] [Accepted: 10/09/2012] [Indexed: 12/02/2022] Open
Abstract
Drought stress response is a complex trait regulated at multiple levels. Changes in the epigenetic and miRNA regulatory landscape can dramatically alter the outcome of a stress response. However, little is known about the scope and extent of these regulatory factors on drought related cellular processes and functions. To this end, we selected a list of 5468 drought responsive genes (DRGs) of rice identified in multiple microarray studies and mapped the DNA methylation regions found in a genome wide methylcytosine immunoprecipitation and sequencing (mCIP-Seq) study to their genic and promoter regions, identified the chromatin remodeling genes and the genes that are targets of miRNAs. We found statistically significant enrichment of DNA methylation reads and miRNA target sequences in DRGs compared to a random set of genes. About 75% of the DRGs annotated to be involved in chromatin remodeling were downregulated. We found one-third of the DRGs are targeted by two-thirds of all known/predicted miRNAs in rice which include many transcription factors targeted by more than five miRNAs. Clustering analysis of the DRGs with epigenetic and miRNA features revealed, upregulated cluster was enriched in drought tolerance mechanisms while the downregulated cluster was enriched in drought resistance mechanisms evident by their unique gene ontologies (GOs), protein-protein interactions (PPIs), specific transcription factors, protein domains and metabolic pathways. Further, we analyzed the proteome of two weeks old young rice plants treated with a global demethylating agent, 5-azacytidine (5-azaC), subjected to drought stress and identified 56 protein spots that are differentially expressed. Out of the 56 spots, 35 were differently expressed in the sample with both demethylation and drought stress treatments and 28 (50%) were part of DRGs considered in the bioinformatic analysis.
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Affiliation(s)
- Rafi Shaik
- Department of Biological Sciences, Michigan Technological University, Houghton, Michigan, United States of America
| | - Wusirika Ramakrishna
- Department of Biological Sciences, Michigan Technological University, Houghton, Michigan, United States of America
- * E-mail:
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48
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Feltus FA, Vandenbrink JP. Bioenergy grass feedstock: current options and prospects for trait improvement using emerging genetic, genomic, and systems biology toolkits. BIOTECHNOLOGY FOR BIOFUELS 2012; 5:80. [PMID: 23122416 PMCID: PMC3502489 DOI: 10.1186/1754-6834-5-80] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2012] [Accepted: 10/05/2012] [Indexed: 05/19/2023]
Abstract
For lignocellulosic bioenergy to become a viable alternative to traditional energy production methods, rapid increases in conversion efficiency and biomass yield must be achieved. Increased productivity in bioenergy production can be achieved through concomitant gains in processing efficiency as well as genetic improvement of feedstock that have the potential for bioenergy production at an industrial scale. The purpose of this review is to explore the genetic and genomic resource landscape for the improvement of a specific bioenergy feedstock group, the C4 bioenergy grasses. First, bioenergy grass feedstock traits relevant to biochemical conversion are examined. Then we outline genetic resources available bioenergy grasses for mapping bioenergy traits to DNA markers and genes. This is followed by a discussion of genomic tools and how they can be applied to understanding bioenergy grass feedstock trait genetic mechanisms leading to further improvement opportunities.
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Affiliation(s)
- Frank Alex Feltus
- Department of Genetics & Biochemistry, Clemson University, 105 Collings Street. BRC #302C, Clemson, SC, 29634, USA
| | - Joshua P Vandenbrink
- Department of Genetics & Biochemistry, Clemson University, 105 Collings Street. BRC #302C, Clemson, SC, 29634, USA
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49
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Sharma R, Agarwal P, Ray S, Deveshwar P, Sharma P, Sharma N, Nijhawan A, Jain M, Singh AK, Singh VP, Khurana JP, Tyagi AK, Kapoor S. Expression dynamics of metabolic and regulatory components across stages of panicle and seed development in indica rice. Funct Integr Genomics 2012. [PMID: 22466020 DOI: 10.1007/s10142‐012‐0274‐3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Carefully analyzed expression profiles can serve as a valuable reference for deciphering gene functions. We exploited the potential of whole genome microarrays to measure the spatial and temporal expression profiles of rice genes in 19 stages of vegetative and reproductive development. We could verify expression of 22,980 genes in at least one of the tissues. Differential expression analysis with respect to five vegetative tissues and preceding stages of development revealed reproductive stage-preferential/-specific genes. By using subtractive logic, we identified 354 and 456 genes expressing specifically during panicle and seed development, respectively. The metabolic/hormonal pathways and transcription factor families playing key role in reproductive development were elucidated after overlaying the expression data on the public databases and manually curated list of transcription factors, respectively. During floral meristem differentiation (P1) and male meiosis (P3), the genes involved in jasmonic acid and phenylpropanoid biosynthesis were significantly upregulated. P6 stage of panicle, containing mature gametophytes, exhibited enrichment of transcripts involved in homogalacturonon degradation. Genes regulating auxin biosynthesis were induced during early seed development. We validated the stage-specificity of regulatory regions of three panicle-specific genes, OsAGO3, OsSub42, and RTS, and an early seed-specific gene, XYH, in transgenic rice. The data generated here provides a snapshot of the underlying complexity of the gene networks regulating rice reproductive development.
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Affiliation(s)
- Rita Sharma
- Interdisciplinary Centre for Plant Genomics and Department of Plant Molecular Biology, University of Delhi South Campus, Benito Juarez Road, New Delhi 110021, India
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50
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Sharma R, Agarwal P, Ray S, Deveshwar P, Sharma P, Sharma N, Nijhawan A, Jain M, Singh AK, Singh VP, Khurana JP, Tyagi AK, Kapoor S. Expression dynamics of metabolic and regulatory components across stages of panicle and seed development in indica rice. Funct Integr Genomics 2012; 12:229-48. [PMID: 22466020 DOI: 10.1007/s10142-012-0274-3] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2011] [Revised: 03/02/2012] [Accepted: 03/06/2012] [Indexed: 12/20/2022]
Abstract
Carefully analyzed expression profiles can serve as a valuable reference for deciphering gene functions. We exploited the potential of whole genome microarrays to measure the spatial and temporal expression profiles of rice genes in 19 stages of vegetative and reproductive development. We could verify expression of 22,980 genes in at least one of the tissues. Differential expression analysis with respect to five vegetative tissues and preceding stages of development revealed reproductive stage-preferential/-specific genes. By using subtractive logic, we identified 354 and 456 genes expressing specifically during panicle and seed development, respectively. The metabolic/hormonal pathways and transcription factor families playing key role in reproductive development were elucidated after overlaying the expression data on the public databases and manually curated list of transcription factors, respectively. During floral meristem differentiation (P1) and male meiosis (P3), the genes involved in jasmonic acid and phenylpropanoid biosynthesis were significantly upregulated. P6 stage of panicle, containing mature gametophytes, exhibited enrichment of transcripts involved in homogalacturonon degradation. Genes regulating auxin biosynthesis were induced during early seed development. We validated the stage-specificity of regulatory regions of three panicle-specific genes, OsAGO3, OsSub42, and RTS, and an early seed-specific gene, XYH, in transgenic rice. The data generated here provides a snapshot of the underlying complexity of the gene networks regulating rice reproductive development.
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Affiliation(s)
- Rita Sharma
- Interdisciplinary Centre for Plant Genomics and Department of Plant Molecular Biology, University of Delhi South Campus, Benito Juarez Road, New Delhi 110021, India
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