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Mukkawar V, Roy D, Sue-ob K, Jones A, Zhang C, Kumar Bhagat P, Kakkunnath SM, Heuer S, Sadanandom A. SUMOylation of OsPSTOL1 is essential for regulating phosphate starvation responses in rice and Arabidopsis. FRONTIERS IN PLANT SCIENCE 2024; 15:1274610. [PMID: 38516661 PMCID: PMC10954814 DOI: 10.3389/fpls.2024.1274610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 01/31/2024] [Indexed: 03/23/2024]
Abstract
Although rice is one of the main sources of calories for most of the world, nearly 60% of rice is grown in soils that are low in phosphorus especially in Asia and Africa. Given the limitations of bioavailable inorganic phosphate (Pi) in soils, it is important to develop crops tolerant to low phosphate in order to boost food security. Due to the immobile nature of Pi, plants have developed complex molecular signalling pathways that allow them to discern changes in Pi concentrations in the environment and adapt their growth and development. Recently, in rice, it was shown that a specific serine-threonine kinase known as Phosphorus-starvation tolerance 1 (PSTOL1) is important for conferring low phosphate tolerance in rice. Nonetheless, knowledge about the mechanism underpinning PSTOL1 activity in conferring low Pi tolerance is very limited in rice. Post-translation modifications (PTMs) play an important role in plants in providing a conduit to detect changes in the environment and influence molecular signalling pathways to adapt growth and development. In recent years, the PTM SUMOylation has been shown to be critical for plant growth and development. It is known that plants experience hyperSUMOylation of target proteins during phosphate starvation. Here, we demonstrate that PSTOL1 is SUMOylated in planta, and this affects its phosphorylation activity. Furthermore, we also provide new evidence for the role of SUMOylation in regulating PSTOL1 activity in plant responses to Pi starvation in rice and Arabidopsis. Our data indicated that overexpression of the non-SUMOylatable version of OsPSTOL1 negatively impacts total root length and total root surface area of rice grown under low Pi. Interestingly, our data also showed that overexpression of OsPSTOL1 in a non-cereal species, Arabidopsis, also positively impacts overall plant growth under low Pi by modulating root development. Taken together our data provide new evidence for the role of PSTOL1 SUMOylation in mediating enhanced root development for tolerating phosphate-limiting conditions.
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Affiliation(s)
| | - Dipan Roy
- Department of Biosciences, Durham University, Durham, United Kingdom
| | - Kawinnat Sue-ob
- Department of Biochemistry, Cell and Systems Biology, Institute of System, Molecular and Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - Andrew Jones
- Department of Biochemistry, Cell and Systems Biology, Institute of System, Molecular and Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - Cunjin Zhang
- Department of Biosciences, Durham University, Durham, United Kingdom
| | | | | | - Sigrid Heuer
- Department of Crop Science, Cambridge Discovery LTD, Cambridge, United Kingdom
| | - Ari Sadanandom
- Department of Biosciences, Durham University, Durham, United Kingdom
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Kettenburg AT, Lopez MA, Yogendra K, Prior MJ, Rose T, Bimson S, Heuer S, Roy SJ, Bailey-Serres J. PHOSPHORUS-STARVATION TOLERANCE 1 (OsPSTOL1) is prevalent in upland rice and enhances root growth and hastens low phosphate signaling in wheat. PLANT, CELL & ENVIRONMENT 2023; 46:2187-2205. [PMID: 36946067 DOI: 10.1111/pce.14588] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 03/07/2023] [Accepted: 03/19/2023] [Indexed: 06/08/2023]
Abstract
PHOSPHORUS-STARVATION TOLERANCE 1 (OsPSTOL1) is a variably present gene that benefits crown root growth and phosphorus (P) sufficiency in rice (Oryza sativa). To explore the ecophysiological importance of this gene, we performed a biogeographic survey of landraces and cultivars, confirming that functional OsPSTOL1 alleles prevail in low nutrient and drought-prone rainfed ecosystems, whereas loss-of-function and absence haplotypes predominate in control-irrigated paddy varieties of east Asia. An evolutionary history analysis of OsPSTOL1 and related genes in cereal, determined it and other genes are kinase-only domain derivatives of membrane-associated receptor like kinases. Finally, to evaluate the potential value of this kinase of unknown function in another Gramineae, wheat (Triticum aestivum) lines overexpressing OsPSTOL1 were evaluated under field and controlled low P conditions. OsPSTOL1 enhances growth, crown root number, and overall root plasticity under low P in wheat. Survey of root and shoot crown transcriptomes at two developmental stages identifies transcription factors that are differentially regulated in OsPSTOL1 wheat that are similarly controlled by the gene in rice. In wheat, OsPSTOL1 alters the timing and amplitude of regulators of root development in dry soils and hastens induction of the core P-starvation response. OsPSTOL1 and related genes may aid more sustainable cultivation of cereal crops.
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Affiliation(s)
- Alek T Kettenburg
- Botany and Plant Sciences Department, Center for Plant Cell Biology, University of California, Riverside, California, USA
| | - Miguel A Lopez
- Botany and Plant Sciences Department, Center for Plant Cell Biology, University of California, Riverside, California, USA
| | - Kalenahalli Yogendra
- School of Agriculture, Food and Wine & Waite Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
- ARC Industrial Transformation Research Hub for Wheat in a Hot and Dry Climate, The University of Adelaide, Adelaide, South Australia, Australia
| | - Matthew J Prior
- Botany and Plant Sciences Department, Center for Plant Cell Biology, University of California, Riverside, California, USA
| | - Teresa Rose
- Department of Plant Science, Rothamsted Research, Harpenden, Hertfordshire, UK
| | - Sabrina Bimson
- Botany and Plant Sciences Department, Center for Plant Cell Biology, University of California, Riverside, California, USA
| | - Sigrid Heuer
- School of Agriculture, Food and Wine & Waite Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
- Department of Plant Science, Rothamsted Research, Harpenden, Hertfordshire, UK
| | - Stuart J Roy
- School of Agriculture, Food and Wine & Waite Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
- ARC Industrial Transformation Research Hub for Wheat in a Hot and Dry Climate, The University of Adelaide, Adelaide, South Australia, Australia
| | - Julia Bailey-Serres
- Botany and Plant Sciences Department, Center for Plant Cell Biology, University of California, Riverside, California, USA
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Barik SR, Moharana A, Pandit E, Behera A, Mishra A, Mohanty SP, Mohapatra S, Sanghamitra P, Meher J, Pani DR, Bhadana VP, Datt S, Sahoo CR, Raj K R R, Pradhan SK. Transfer of Stress Resilient QTLs and Panicle Traits into the Rice Variety, Reeta through Classical and Marker-Assisted Breeding Approaches. Int J Mol Sci 2023; 24:10708. [PMID: 37445885 DOI: 10.3390/ijms241310708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 04/23/2023] [Accepted: 04/26/2023] [Indexed: 07/15/2023] Open
Abstract
Reeta is a popular late-maturing high-yielding rice variety recommended for cultivation in the eastern Indian states. The cultivar is highly sensitive to submergence stress. Phosphorus deficiency is an additional constraint for realizing high yield. The quantitative trait loci (QTLs), Sub1, for submergence and Pup1 for low phosphorus stress tolerance along with narrow-grained trait, GW5 were introgressed into the variety from the donor parent, Swarna-Sub1 through marker-assisted breeding. In addition, phenotypic selections for higher panicle weight, grain number, and spikelet fertility were performed in each segregating generation. Foreground selection detected the 3 target QTLs in 9, 8 and 7 progenies in the BC1F1, BC2F1, and BC3F1 generation, respectively. Recurrent parent's genome recovery was analyzed using 168 SSR polymorphic markers. The foreground analysis in 452 BC3F2 progenies showed five pyramided lines in homozygous condition for the target QTLs. No donor fragment drag was noticed in the Sub1 and GW5 QTLs carrier while a segmentwas observed in the Pup1 carrier chromosome. The developed lines were higher yielding, had submergence, and had low phosphorus stress-tolerance alongwith similar to the recipient parent in the studied morpho-quality traits. A promising pyramided line is released in the name of Reeta-Panidhan (CR Dhan 413) for the flood-prone areas of Odisha state.
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Affiliation(s)
| | - Arpita Moharana
- ICAR-National Rice Research Institute, Cuttack 753006, India
| | - Elssa Pandit
- Department of Biosciences and Biotechnology, Fakir Mohan University, Balasore 756020, India
| | | | - Ankita Mishra
- ICAR-National Rice Research Institute, Cuttack 753006, India
- College of Agriculture, Odisha University of Agriculture & Technology, Bhubaneswar 751003, India
| | | | - Shibani Mohapatra
- ICAR-National Rice Research Institute, Cuttack 753006, India
- Environmental Science Laboratory, School of Applied Sciences, KIIT Deemed to be University, Bhubaneswar 751024, India
| | | | | | - Dipti Ranjan Pani
- ICAR-National Bureau of Plant Genetic Resources, Base Center, Cuttack 753006, India
| | - Vijai Pal Bhadana
- ICAR-Indian Institute of Agricultural Biotechnology, Ranchi 834003, India
| | - Shiv Datt
- Indian Council of Agricultural Research, Krishi Bhavan, New Delhi 110001, India
| | - Chita Ranjan Sahoo
- College of Agriculture, Odisha University of Agriculture & Technology, Bhubaneswar 751003, India
| | - Reshmi Raj K R
- ICAR-National Rice Research Institute, Cuttack 753006, India
| | - Sharat Kumar Pradhan
- ICAR-National Rice Research Institute, Cuttack 753006, India
- Indian Council of Agricultural Research, Krishi Bhavan, New Delhi 110001, India
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Milner MJ, Bowden S, Craze M, Wallington EJ. OsPSTOL but not TaPSTOL can play a role in nutrient use efficiency and works through conserved pathways in both wheat and rice. FRONTIERS IN PLANT SCIENCE 2023; 14:1098175. [PMID: 36818870 PMCID: PMC9932817 DOI: 10.3389/fpls.2023.1098175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Accepted: 01/23/2023] [Indexed: 06/18/2023]
Abstract
There is a large demand to reduce inputs for current crop production, particularly phosphate and nitrogen inputs which are the two most frequently added supplements to agricultural production. Gene characterization is often limited to the native species from which it was identified, but may offer benefits to other species. To understand if the rice gene Phosphate Starvation Tolerance 1 (PSTOL) OsPSTOL, a gene identified from rice which improves tolerance to low P growth conditions, might improve performance and provide the same benefit in wheat, OsPSTOL was transformed into wheat and expressed from a constitutive promoter. The ability of OsPSTOL to improve nutrient acquisition under low phosphate or low nitrogen was evaluated. Here we show that OsPSTOL works through a conserved pathway in wheat and rice to improve yields under both low phosphate and low nitrogen. This increase is yield is mainly driven by improved uptake from the soil driving increased biomass and ultimately increased seed number, but does not change the concentration of N in the straw or grain. Overexpression of OsPSTOL in wheat modifies N regulated genes to aid in this uptake whereas the putative homolog TaPSTOL does not suggesting that expression of OsPSTOL in wheat can help to improve yields under low input agriculture.
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Kumar S, Agrawal A, Seem K, Kumar S, Vinod KK, Mohapatra T. Transcriptome analysis of a near-isogenic line and its recurrent parent reveals the role of Pup1 QTL in phosphorus deficiency tolerance of rice at tillering stage. PLANT MOLECULAR BIOLOGY 2022; 109:29-50. [PMID: 35275352 DOI: 10.1007/s11103-022-01254-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2021] [Accepted: 02/15/2022] [Indexed: 05/20/2023]
Abstract
Phosphorus (P) is essential for cellular processes like respiration, photosynthesis, biosynthesis of membrane phospholipids, etc. To cope with P deficiency stress, plants adopt reprograming of the expression of genes involved in different metabolic/signaling pathways for survival, growth, and development. Plants use transcriptional, post-transcriptional, and/or post-translational machinery to achieve P homeostasis. Several transcription factors (TFs), miRNAs, and P transporters play important roles in P deficiency tolerance; however, the underlying mechanisms responsible for P deficiency tolerance remain poorly understood. Studies on P starvation/deficiency responses in plants at early (seedling) stage of growth have been reported but only a few of them focused on molecular responses of the plant at advanced (tillering or reproductive) stage of growth. To decipher the strategies adopted by rice at tillering stage under P deficiency stress, a pair of contrasting genotypes [Pusa-44 (a high-yielding, P deficiency sensitive cultivar) and its near-isogenic line (NIL-23, P deficiency tolerant) for Pup1 QTL] was used for morphophysiological, biochemical, and molecular analyses. Comparative analyses of shoot and root tissues from 45-day-old plants grown hydroponically under P sufficient (16 ppm) or P deficient (4 ppm) medium confirmed some of the known morphophysiological responses. Moreover, RNA-seq analysis revealed the important roles of phosphate transporters, TFs, auxin-responsive proteins, modulation in the cell wall, fatty acid metabolism, and chromatin architecture/epigenetic modifications in providing P deficiency tolerance to NIL-23, which were brought in due to the introgression of the Pup1 QTL in Pusa-44. This study provides insights into the molecular functions of Pup1 for P deficiency tolerance, which might be utilized to improve P-use efficiency of rice for better productivity in P deficient soils. KEY MESSAGE: Introgression of Pup1 QTL in high-yielding rice cultivar modulates mainly phosphate transporters, TFs, auxin-responsive proteins, cell wall structure, fatty acid metabolism, and chromatin architecture/epigenetic modifications at tillering stage of growth under phosphorus deficiency stress.
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Affiliation(s)
- Suresh Kumar
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India.
| | - Anuradha Agrawal
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Karishma Seem
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | | | - K K Vinod
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
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Kumar S, Seem K, Kumar S, Vinod KK, Chinnusamy V, Mohapatra T. Pup1 QTL Regulates Gene Expression Through Epigenetic Modification of DNA Under Phosphate Starvation Stress in Rice. FRONTIERS IN PLANT SCIENCE 2022; 13:871890. [PMID: 35712593 PMCID: PMC9195100 DOI: 10.3389/fpls.2022.871890] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Accepted: 04/29/2022] [Indexed: 05/03/2023]
Abstract
Cytosine methylation, epigenetic DNA modification, is well known to regulate gene expression. Among the epigenetic modifications, 5-methylcytosine (5-mC) has been one of the extensively studied epigenetic changes responsible for regulating gene expression in animals and plants. Though a dramatic change in 5-mC content is observed at the genome level, the variation in gene expression is generally less than that it is expected. Only less is understood about the significance of 5-mC in gene regulation under P-starvation stress in plants. Using whole-genome bisulfite sequencing of a pair of rice [Pusa-44 and its near-isogenic line (NIL)-23 harboring Pup1 QTL] genotypes, we could decipher the role of Pup1 on DNA (de)methylation-mediated regulation of gene expression under P-starvation stress. We observed 13-15% of total cytosines to be methylated in the rice genome, which increased significantly under the stress. The number of differentially methylated regions (DMRs) for hypomethylation (6,068) was higher than those (5,279) for hypermethylated DMRs under the stress, particularly in root of NIL-23. Hypomethylation in CHH context caused upregulated expression of 489 genes in shoot and 382 genes in root of NIL-23 under the stress, wherein 387 genes in shoot and 240 genes in root were upregulated exclusively in NIL-23. Many of the genes for DNA methylation, a few for DNA demethylation, and RNA-directed DNA methylation were upregulated in root of NIL-23 under the stress. Methylation or demethylation of DNA in genic regions differentially affected gene expression. Correlation analysis for the distribution of DMRs and gene expression indicated the regulation of gene mainly through (de)methylation of promoter. Many of the P-responsive genes were hypomethylated or upregulated in roots of NIL-23 under the stress. Hypermethylation of gene body in CG, CHG, and CHH contexts caused up- or downregulated expression of transcription factors (TFs), P transporters, phosphoesterases, retrotransposon proteins, and other proteins. Our integrated transcriptome and methylome analyses revealed an important role of the Pup1 QTL in epigenetic regulation of the genes for transporters, TFs, phosphatases, carbohydrate metabolism, hormone-signaling, and chromatin architecture or epigenetic modifications in P-starvation tolerance. This provides insights into the molecular function of Pup1 in modulating gene expression through DNA (de)methylation, which might be useful in improving P-use efficiency or productivity of rice in P-deficient soil.
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Affiliation(s)
- Suresh Kumar
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, India
- *Correspondence: Suresh Kumar ; ; orcid.org/0000-0002-7127-3079
| | - Karishma Seem
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - K. K. Vinod
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Viswanathan Chinnusamy
- Division of Plant Physiology, ICAR-Indian Agricultural Research Institute, New Delhi, India
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The Effect of Water Level in Rice Cropping System on Phosphorus Uptake Activity of Pup1 in a Pup1+ Sub1 Breeding Line. PLANTS 2021; 10:plants10081523. [PMID: 34451568 PMCID: PMC8402110 DOI: 10.3390/plants10081523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/10/2021] [Revised: 07/22/2021] [Accepted: 07/23/2021] [Indexed: 11/17/2022]
Abstract
Pyramiding useful QTLs into an elite variety is a promising strategy to develop tolerant varieties against multiple abiotic stresses. However, some QTLs may not be functionally compatible when they are introgressed into the same variety. Here, we tested the functional compatibility of Pup1 and Sub1, major QTLs for tolerance to phosphorus (P)-deficiency and submergence conditions, respectively. Phenotypic analysis revealed that IR64-Pup1+Sub1 (IPS) plants harboring both Pup1 and Sub1 QTLs show significant tolerance to submerged conditions, similarly to IR64-Sub1, while IPS failed to tolerate P deficiency and mild drought conditions; only IR64-Pup1 showed P deficiency tolerance. In submerged conditions, Sub1A and OsPSTOL1, major genes for Sub1 and Pup1 QTLs, respectively, were expressed at the same levels as in IPS and IR64-Sub1 and in IPS and IR64-Pup1, respectively. On the other hand, in P-non-supplied condition, crown root number, root length, and OsPSTOL1 expression level were significantly lower in IPS compared to those of IR64-Pup1. However, there was no significant difference in P content between IPS and IR64-Pup1. These results imply that Pup1 does not compromise Sub1 function in submerged condition, while Sub1 suppresses Pup1 function in P-non-supplied condition, possibly by regulating the transcript level of Pup1. In conclusion, Pup1 and Sub1 are regarded as functionally compatible under submergence condition but not under P-non-supplied condition. Further study is needed to elucidate the functional incompatibility of Pup1 and Sub1 QTLs in IPS under P-non-supplied condition.
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8
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Kumar S, Chugh C, Seem K, Kumar S, Vinod KK, Mohapatra T. Characterization of contrasting rice (Oryza sativa L.) genotypes reveals the Pi-efficient schema for phosphate starvation tolerance. BMC PLANT BIOLOGY 2021; 21:282. [PMID: 34154533 PMCID: PMC8215752 DOI: 10.1186/s12870-021-03015-4] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Accepted: 05/05/2021] [Indexed: 05/10/2023]
Abstract
BACKGROUND Phosphorus (P), being one of the essential components of nucleic acids, cell membranes and enzymes, indispensable for diverse cellular processes like photosynthesis/carbohydrate metabolism, energy production, redox homeostasis and signaling. Crop yield is severely affected due to Phosphate (Pi) deficiency; and to cope with Pi-deficiency, plants have evolved several strategies. Some rice genotypes are compatible with low Pi availability, whereas others are sensitive to Pi deficiency. However, the underlying molecular mechanism for low Pi tolerance remains largely unexplored. RESULT Several studies were carried out to understand Pi-deficiency responses in rice at seedling stage, but few of them targeted molecular aspects/responses of Pi-starvation at the advanced stage of growth. To delineate the molecular mechanisms for low Pi tolerance, a pair of contrasting rice (Oryza sativa L.) genotypes [viz. Pusa-44 (Pi-deficiency sensitive) and its near isogenic line (NIL-23, Pi-deficiency tolerant) harboring Phosphorus uptake 1 (Pup1) QTL from an aus landrace Kasalath] were used. Comparative morphological, physiological, and biochemical analyses confirmed some of the well-known findings. Transcriptome analysis of shoot and root tissues from 45-day-old rice plants grown hydroponically under P-sufficient (16 ppm Pi) or P-starved (0 ppm Pi) medium revealed that Pi-starvation stress causes global transcriptional reprogramming affecting several transcription factors, signaling pathways and other regulatory genes. We could identify several significantly up-regulated genes in roots of NIL-23 under Pi-starvation which might be responsible for the Pi starvation tolerance. Pathway enrichment analysis indicated significant role of certain phosphatases, transporters, transcription factors, carbohydrate metabolism, hormone-signaling, and epigenetic processes in improving P-starvation stress tolerance in NIL-23. CONCLUSION We report the important candidate mechanisms for Pi acquisition/solubilization, recycling, remobilization/transport, sensing/signalling, genetic/epigenetic regulation, and cell wall structural changes to be responsible for P-starvation tolerance in NIL-23. The study provides some of the novel information useful for improving phosphorus-use efficiency in rice cultivars.
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Affiliation(s)
- Suresh Kumar
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi , 110012, India.
| | - Chetna Chugh
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi , 110012, India
| | - Karishma Seem
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi , 110012, India
| | | | - K K Vinod
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
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Fiaz S, Wang X, Khan SA, Ahmar S, Noor MA, Riaz A, Ali K, Abbas F, Mora-Poblete F, Figueroa CR, Alharthi B. Novel plant breeding techniques to advance nitrogen use efficiency in rice: A review. GM CROPS & FOOD 2021; 12:627-646. [PMID: 34034628 PMCID: PMC9208628 DOI: 10.1080/21645698.2021.1921545] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Recently, there has been a remarkable increase in rice production owing to genetic improvement and increase in application of synthetic fertilizers. For sustainable agriculture, there is dire need to maintain a balance between profitability and input cost. To meet the steady growing demands of the farming community, researchers are utilizing all available resources to identify nutrient use efficient germplasm, but with very little success. Therefore, it is essential to understand the underlying genetic mechanism controlling nutrients efficiency, with the nitrogen use efficiency (NUE) being the most important trait. Information regarding genetic factors controlling nitrogen (N) transporters, assimilators, and remobilizers can help to identify candidate germplasms via high-throughput technologies. Large-scale field trials have provided morphological, physiological, and biochemical trait data for the detection of genomic regions controlling NUE. The functional aspects of these attributes are time-consuming, costly, labor-intensive, and less accurate. Therefore, the application of novel plant breeding techniques (NPBTs) with context to genome engineering has opened new avenues of research for crop improvement programs. Most recently, genome editing technologies (GETs) have undergone enormous development with various versions from Cas9, Cpf1, base, and prime editing. These GETs have been vigorously adapted in plant sciences for novel trait development to insure food quantity and quality. Base editing has been successfully applied to improve NUE in rice, demonstrating the potential of GETs to develop germplasms with improved resource use efficiency. NPBTs continue to face regulatory setbacks in some countries due to genome editing being categorized in the same category as genetically modified (GM) crops. Therefore, it is essential to involve all stakeholders in a detailed discussion on NPBTs and to formulate uniform policies tackling biosafety, social, ethical, and environmental concerns. In the current review, we have discussed the genetic mechanism of NUE and NPBTs for crop improvement programs with proof of concepts, transgenic and GET application for the development of NUE germplasms, and regulatory aspects of genome edited crops with future directions considering NUE.
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Affiliation(s)
- Sajid Fiaz
- Department of Plant Breeding and Genetics, The University of Haripur 22620, Khyber, Pakhtunkhwa, Pakistan
| | - Xiukang Wang
- College of Life Sciences, Yan'an University, Yan'an, Shaanxi, China
| | - Sher Aslam Khan
- Department of Plant Breeding and Genetics, The University of Haripur 22620, Khyber, Pakhtunkhwa, Pakistan
| | - Sunny Ahmar
- Institute of Biological Sciences, Campus Talca, Universidad deTalca, Talca, Chile
| | - Mehmood Ali Noor
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Key Laboratory of Crop Physiology and Ecology, Ministry of Agriculture, Beijing, China
| | - Aamir Riaz
- State Key Laboratory of Rice Biology, China National Rice Research Institute, Hangzhou, Zhejiang, China
| | - Kazim Ali
- National Institute for Genomics and Advanced Biotechnology, National Agricultural Research Centre, Islamabad, Pakistan
| | - Farhat Abbas
- Research Center for Ornamental Plants, College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, China
| | - Freddy Mora-Poblete
- Institute of Biological Sciences, Campus Talca, Universidad deTalca, Talca, Chile
| | - Carlos R Figueroa
- Institute of Biological Sciences, Campus Talca, Universidad deTalca, Talca, Chile
| | - Badr Alharthi
- College of Khurma, Taif University, Taif, Saudi Arabia.,College of Science and Engineering, Flinders University, Adelaide, South Australia
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10
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Swamy HKM, Anila M, Kale RR, Rekha G, Bhadana VP, Anantha MS, Brajendra P, Balachiranjeevi CH, Hajira SK, Prasanna BL, Pranathi K, Dilip T, Kousik MBVN, Harika G, Surekha K, Kumar RM, Cheralu C, Shankar VG, Laha GS, Prasad MS, Rao LVS, Madhav MS, Balachandran SM, Sundaram RM. Marker assisted improvement of low soil phosphorus tolerance in the bacterial blight resistant, fine-grain type rice variety, Improved Samba Mahsuri. Sci Rep 2020; 10:21143. [PMID: 33273616 PMCID: PMC7713241 DOI: 10.1038/s41598-020-78186-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Accepted: 11/23/2020] [Indexed: 11/09/2022] Open
Abstract
Improved-Samba-Mahsuri (ISM), a high-yielding, popular bacterial blight resistant (possessing Xa21, xa13, and xa5), fine-grain type, low glycemic index rice variety is highly sensitive to low soil phosphorus (P). We have deployed marker-assisted backcross breeding (MABB) approach for targeted transfer of Pup1, a major QTL associated with low soil P tolerance, using Swarna as a donor. A new co-dominant marker, K20-1-1, which is specific for Pup1 was designed and used for foreground selection along with functional markers specific for the bacterial blight resistance genes, Xa21, xa13, and xa5. A set of 66 polymorphic SSR marker were used for the background selection along with a pair of flanking markers for the recombination selection in backcross derived progenies and in BC2F2 generation, 12 plants, which are homozygous for Pup1, all the three bacterial blight resistance genes and possessing agro-morphological traits equivalent to or better than ISM were selected and selfed to produce BC2F3s. They were evaluated in plots with low soil P and normal soil P at ICAR-IIRR, Hyderabad for their low soil P tolerance, and bacterial blight resistance and superior lines were advanced to BC2F6. One of the lines, when tested at multiple locations in India was found promising under both normal as well as low soil P conditions.
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Affiliation(s)
- H K Mahadeva Swamy
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India.,ICAR- Sugarcane Breeding Institute (SBI), Coimbatore, 641007, India
| | - M Anila
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - R R Kale
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - G Rekha
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - V P Bhadana
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India.,ICAR-Indian Institute of Agricultural Biotechnology (IIAB), Ranchi, 834010, India
| | - M S Anantha
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - P Brajendra
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - C H Balachiranjeevi
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - S K Hajira
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - B Laxmi Prasanna
- College of Agriculture, PJTSAU, Rajendranagar, Hyderabad, 500030, India
| | - K Pranathi
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - T Dilip
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - M B V N Kousik
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - G Harika
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - K Surekha
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - R Mahender Kumar
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - C Cheralu
- College of Agriculture, PJTSAU, Rajendranagar, Hyderabad, 500030, India
| | - V Gouri Shankar
- College of Agriculture, PJTSAU, Rajendranagar, Hyderabad, 500030, India
| | - G S Laha
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - M S Prasad
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - L V Subba Rao
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - M S Madhav
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - S M Balachandran
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India
| | - R M Sundaram
- Crop Improvement Section, ICAR-Indian Institute of Rice Research (IIRR), Rajendranagar, Hyderabad, 500030, India.
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11
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Nirubana V, Vanniarajan C, Aananthi N, Ramalingam J. Screening tolerance to phosphorus starvation and haplotype analysis using phosphorus uptake 1 ( Pup1) QTL linked markers in rice genotypes. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2020; 26:2355-2369. [PMID: 33424152 PMCID: PMC7772127 DOI: 10.1007/s12298-020-00903-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 10/15/2020] [Accepted: 10/19/2020] [Indexed: 06/12/2023]
Abstract
Phosphorus (P) deficiency tolerance is a pivotal trait for plant growth and development. Most of the commercial modern cultivars lack this trait and reported it as a very serious problem limiting crop productivity. This trait is advantageous if present in modern high yielding varieties as it increases the yield under the phosphorus-deficient soil conditions. With the importance of phosphorus deficiency tolerance, the present investigation was carried out with an objective to screen for tolerance to phosphorus deficiency using solution culture and phosphorus uptake 1 (Pup1) locus linked markers in 30 diverse rice genotypes. A wide range of varied responses to P deficiency in rice genotypes for all the traits were observed. Root length and enzyme activity showed increased mean performance under the - P condition when compared to + P condition. Medium to high heritability estimates were obtained for most of the traits. Correlation analysis showed that the traits: root P content, fresh shoot weight, dry shoot weight, and shoot length showed highly significant correlations with each other under - P conditions. Based on the hydroponics and molecular screening, three genotypes viz., ADT (R) 48, Improved Pusa Basmati 1 and UPLRI 5 were classified as tolerant for its response to P deficiency as they possessed significant increase in desirable root and shoot traits, increased acid phosphatase enzyme and these genotypes also possessed the Pup1 allele for all the five markers. The selected genotypes may be useful for the exploration of novel genes conferring phosphorus deficiency tolerance and used as donor parents in the breeding programs. Absence of this allele in the rice genotypes viz., drought tolerant (Anna (R) 4) and submergence tolerant (CR 1009 Sub 1) may warrant the development of multiple abiotic stress tolerance cultivars for upland and submergence cropping systems in future rice breeding program.
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Affiliation(s)
- V. Nirubana
- Department of Plant Breeding and Genetics, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai, Tamil Nadu 625 104 India
| | - C. Vanniarajan
- Department of Plant Breeding and Genetics, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai, Tamil Nadu 625 104 India
| | - N. Aananthi
- Department of Plant Breeding and Genetics, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Killikulam, Tamil Nadu 628 252 India
| | - J. Ramalingam
- Department of Biotechnology, Agricultural College and Research Institute, Tamil Nadu Agricultural University, Madurai, Tamil Nadu 625 104 India
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12
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Zhang Z, Gao S, Chu C. Improvement of nutrient use efficiency in rice: current toolbox and future perspectives. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2020; 133:1365-1384. [PMID: 31919537 DOI: 10.1007/s00122-019-03527-6] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Accepted: 12/24/2019] [Indexed: 05/03/2023]
Abstract
Modern agriculture relies heavily on chemical fertilizers, especially in terms of cereal production. The excess application of fertilizers not only increases production cost, but also causes severe environmental problems. As one of the major cereal crops, rice (Oryza sativa L.) provides the staple food for nearly half of population worldwide, especially in developing countries. Therefore, improving rice yield is always the priority for rice breeding. Macronutrients, especially nitrogen (N) and phosphorus (P), are two most important players for the grain yield of rice. However, with economic development and improved living standard, improving nutritional quality such as micronutrient contents in grains has become a new goal in order to solve the "hidden hunger." Micronutrients, such as iron (Fe), zinc (Zn), and selenium (Se), are critical nutritional elements for human health. Therefore, breeding the rice varieties with improved nutrient use efficiency (NUE) is thought to be one of the most feasible ways to increase both grain yield and nutritional quality with limited fertilizer input. In this review, we summarized the progresses in molecular dissection of genes for NUE by reverse genetics on macronutrients (N and P) and micronutrients (Fe, Zn, and Se), exploring natural variations for improving NUE in rice; and also, the current genetic toolbox and future perspectives for improving rice NUE are discussed.
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Affiliation(s)
- Zhihua Zhang
- School of Life Sciences, Guangzhou University, Guangzhou, 510006, China
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Beijing, 100101, China
| | - Shaopei Gao
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Beijing, 100101, China
| | - Chengcai Chu
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Beijing, 100101, China.
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13
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Long L, Ma X, Ye L, Zeng J, Chen G, Zhang G. Root plasticity and Pi recycling within plants contribute to low-P tolerance in Tibetan wild barley. BMC PLANT BIOLOGY 2019; 19:341. [PMID: 31382871 PMCID: PMC6683381 DOI: 10.1186/s12870-019-1949-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2019] [Accepted: 07/29/2019] [Indexed: 05/02/2023]
Abstract
BACKGROUND Barley is a low phosphorus (P) demand cereal crop. Tibetan wild barley, as a progenitor of cultivated barley, has revealed outstanding ability of tolerance to low-P stress. However, the underlying mechanisms of low-P adaption and the relevant genetic controlling are still unclear. RESULTS We identified low-P tolerant barley lines in a doubled-haploid (DH) population derived from an elite Tibetan wild barley accession and a high-yield cultivar. The tolerant lines revealed greater root plasticity in the terms of lateral root length, compared to low-P sensitive lines, in response to low-P stress. By integrating the QTLs associated with root length and root transcriptomic profiling, candidate genes encoding isoflavone reductase, nitrate reductase, nitrate transporter and transcriptional factor MYB were identified. The differentially expressed genes (DEGs) involved the growth of lateral root, Pi transport within cells as well as from roots to shoots contributed to the differences between low-P tolerant line L138 and low-P sensitive lines L73 in their ability of P acquisition and utilization. CONCLUSIONS The plasticity of root system is an important trait for barley to tolerate low-P stress. The low-P tolerance in the elite DH line derived from a cross of Tibetan wild barley and cultivated barley is characterized by enhanced growth of lateral root and Pi recycling within plants under low-P stress.
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Affiliation(s)
- Lizhi Long
- Department of Agronomy, Zhejiang University, Yuhangtang Road 866, Hangzhou, 310058 China
| | - Xinyi Ma
- Department of Agronomy, Zhejiang University, Yuhangtang Road 866, Hangzhou, 310058 China
| | - Lingzhen Ye
- Department of Agronomy, Zhejiang University, Yuhangtang Road 866, Hangzhou, 310058 China
| | - Jianbin Zeng
- Department of Agronomy, Zhejiang University, Yuhangtang Road 866, Hangzhou, 310058 China
| | - Guang Chen
- Department of Agronomy, Zhejiang University, Yuhangtang Road 866, Hangzhou, 310058 China
| | - Guoping Zhang
- Department of Agronomy, Zhejiang University, Yuhangtang Road 866, Hangzhou, 310058 China
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14
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Identification of Quantitative Trait Loci Associated with Nutrient Use Efficiency Traits, Using SNP Markers in an Early Backcross Population of Rice ( Oryza sativa L.). Int J Mol Sci 2019; 20:ijms20040900. [PMID: 30791412 PMCID: PMC6413108 DOI: 10.3390/ijms20040900] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Revised: 01/21/2019] [Accepted: 01/23/2019] [Indexed: 12/24/2022] Open
Abstract
The development of rice cultivars with nutrient use efficiency (NuUE) is highly crucial for sustaining global rice production in Asia and Africa. However, this requires a better understanding of the genetics of NuUE-related traits and their relationship to grain yield. In this study, simultaneous efforts were made to develop nutrient use efficient rice cultivars and to map quantitative trait loci (QTLs) governing NuUE-related traits in rice. A total of 230 BC1F5 introgression lines (ILs) were developed from a single early backcross population involving Weed Tolerant Rice 1, as the recipient parent, and Hao-an-nong, as the donor parent. The ILs were cultivated in field conditions with a different combination of fertilizer schedule under six nutrient conditions: minus nitrogen (–N), minus phosphorus (–P), (–NP), minus nitrogen phosphorus and potassium (–NPK), 75% of recommended nitrogen (75N), and NPK. Analysis of variance revealed that significant differences (p < 0.01) were noted among ILs and treatments for all traits. A high-density linkage map was constructed by using 704 high-quality single nucleotide polymorphism (SNP) markers. A total of 49 main-effect QTLs were identified on all chromosomes, except on chromosome 7, 11 and 12, which are showing 20.25% to 34.68% of phenotypic variation. With further analysis of these QTLs, we refined them to four top hotspot QTLs (QTL harbor-I to IV) located on chromosomes 3, 5, 9, and 11. However, we identified four novel putative QTLs for agronomic efficiency (AE) and 22 QTLs for partial factor productivity (PFP) under –P and 75N conditions. These interval regions of QTLs, several transporters and genes are located that were involved in nutrient uptake from soil to plant organs and tolerance to biotic and abiotic stresses. Further, the validation of these potential QTLs, genes may provide remarkable value for marker-aided selection and pyramiding of multiple QTLs, which would provide supporting evidence for the enhancement of grain yield and cloning of NuUE tolerance-responsive genes in rice.
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15
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Genotype × Environment interactions of Nagina22 rice mutants for yield traits under low phosphorus, water limited and normal irrigated conditions. Sci Rep 2018; 8:15530. [PMID: 30341356 PMCID: PMC6195568 DOI: 10.1038/s41598-018-33812-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Accepted: 10/03/2018] [Indexed: 02/06/2023] Open
Abstract
Multi environment testing helps identify stable genotypes especially for adverse abiotic stress situations. In the era of climate change and multiple abiotic stresses, it becomes important to analyze stability of rice lines under both irrigated and stress conditions. Mutants are an important genetic resource which can help in revealing the basis of natural variation. We analyzed 300 EMS induced mutants of aus rice cultivar Nagina22 (N22) for their G × E interaction and stability under low phosphorus (P), water limited and irrigated conditions. Environmental effect and interaction were more significant than genotypic contribution on grain yield (GY), productive tillers (TN) and plant height (PH) under these three environmental conditions in dry season, 2010. GY and TN were more affected by low P stress than by water limited condition, but PH was not significantly different under these two stresses. Mutants G17, G209, G29, G91, G63 and G32 were stable for GY in decreasing order of stability across the three environments but G254 and G50 were stable only in low P, G17 and G45 only in water limited and G295 and G289 only in normal irrigated condition. We then selected and evaluated 3 high yielding mutants, 3 low yielding mutants and N22 for their stability and adaptability to these 3 environments in both wet and dry seasons for six years (2010–2015). The most stable lines based on the combined analysis of 12 seasons were G125 (NH210) under normal condition, G17 (NH686), G176 (NH363) and G284 (NH162) in low P condition and G176 (NH363) under water limited condition. G176 was the best considering all 3 conditions. When screened for 15 Pup1 gene-specific markers, G176 showed alleles similar to N22. While two other low-P tolerant lines G17 and G65 showed N22 similar alleles only at k-1 and k-5 but a different allele or null allele at 13 other loci. These stable mutants are a valuable resource for varietal development and to discover genes for tolerance to multiple abiotic stresses.
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16
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Milner MJ, Howells RM, Craze M, Bowden S, Graham N, Wallington EJ. A PSTOL-like gene, TaPSTOL, controls a number of agronomically important traits in wheat. BMC PLANT BIOLOGY 2018; 18:115. [PMID: 29884124 PMCID: PMC5994007 DOI: 10.1186/s12870-018-1331-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Accepted: 05/24/2018] [Indexed: 05/18/2023]
Abstract
BACKGROUND Phosphorus (P) is an essential macronutrient for plant growth, and is required in large quantities by elite varieties of crops to maintain yields. Approximately 70% of global cultivated land suffers from P deficiency, and it has recently been estimated that worldwide P resources will be exhausted by the end of this century, increasing the demand for crops more efficient in their P usage. A greater understanding of how plants are able to maintain yield with lower P inputs is, therefore, highly desirable to both breeders and farmers. Here, we clone the wheat (Triticum aestivum L.) homologue of the rice PSTOL gene (OsPSTOL), and characterize its role in phosphate nutrition plus other agronomically important traits. RESULTS TaPSTOL is a single copy gene located on the short arm of chromosome 5A, encoding a putative kinase protein, and shares a high level of sequence similarity to OsPSTOL. We re-sequenced TaPSTOL from 24 different wheat accessions and (3) three T. durum varieties. No sequence differences were detected in 26 of the accessions, whereas two indels were identified in the promoter region of one of the durum wheats. We characterised the expression of TaPSTOL under different P concentrations and demonstrated that the promoter was induced in root tips and hairs under P limiting conditions. Overexpression and RNAi silencing of TaPSTOL in transgenic wheat lines showed that there was a significant effect upon root biomass, flowering time independent of P treatment, tiller number and seed yield, correlating with the expression of TaPSTOL. However this did not increase PUE as elevated P concentration in the grain did not correspond to increased yields. CONCLUSIONS Manipulation of TaPSTOL expression in wheat shows it is responsible for many of the previously described phenotypic advantages as OsPSTOL except yield. Furthermore, we show TaPSTOL contributes to additional agronomically important traits including flowering time and grain size. Analysis of TaPSTOL sequences from a broad selection of wheat varieties, encompassing 91% of the genetic diversity in UK bread wheat, showed that there is very little genetic variation in this gene, which would suggest that this locus may have been under high selection pressure.
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Affiliation(s)
- Matthew J. Milner
- The John Bingham Laboratory, NIAB, Huntingdon Road, Cambridge, CB3 0LE UK
| | - Rhian M. Howells
- The John Bingham Laboratory, NIAB, Huntingdon Road, Cambridge, CB3 0LE UK
| | - Melanie Craze
- The John Bingham Laboratory, NIAB, Huntingdon Road, Cambridge, CB3 0LE UK
| | - Sarah Bowden
- The John Bingham Laboratory, NIAB, Huntingdon Road, Cambridge, CB3 0LE UK
| | - Neil Graham
- Plant and Crop Sciences Division, School of Biosciences, University of Nottingham, Sutton Bonington Campus, Loughborough, LE12 5RD UK
| | - Emma J. Wallington
- The John Bingham Laboratory, NIAB, Huntingdon Road, Cambridge, CB3 0LE UK
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17
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Heuer S, Gaxiola R, Schilling R, Herrera-Estrella L, López-Arredondo D, Wissuwa M, Delhaize E, Rouached H. Improving phosphorus use efficiency: a complex trait with emerging opportunities. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2017; 90:868-885. [PMID: 27859875 DOI: 10.1111/tpj.13423] [Citation(s) in RCA: 148] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2016] [Revised: 11/02/2016] [Accepted: 11/07/2016] [Indexed: 05/18/2023]
Abstract
Phosphorus (P) is one of the essential nutrients for plants, and is indispensable for plant growth and development. P deficiency severely limits crop yield, and regular fertilizer applications are required to obtain high yields and to prevent soil degradation. To access P from the soil, plants have evolved high- and low-affinity Pi transporters and the ability to induce root architectural changes to forage P. Also, adjustments of numerous cellular processes are triggered by the P starvation response, a tightly regulated process in plants. With the increasing demand for food as a result of a growing population, the demand for P fertilizer is steadily increasing. Given the high costs of fertilizers and in light of the fact that phosphate rock, the source of P fertilizer, is a finite natural resource, there is a need to enhance P fertilizer use efficiency in agricultural systems and to develop plants with enhanced Pi uptake and internal P-use efficiency (PUE). In this review we will provide an overview of continuing relevant research and highlight different approaches towards developing crops with enhanced PUE. In this context, we will summarize our current understanding of root responses to low phosphorus conditions and will emphasize the importance of combining PUE with tolerance of other stresses, such as aluminum toxicity. Of the many genes associated with Pi deficiency, this review will focus on those that hold promise or are already at an advanced stage of testing (OsPSTOL1, AVP1, PHO1 and OsPHT1;6). Finally, an update is provided on the progress made exploring alternative technologies, such as phosphite fertilizer.
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Affiliation(s)
- Sigrid Heuer
- University of Adelaide / Australian Centre for Plant Functional Genomics (ACPFG), PMB 1, Glen Osmond, 5064, Australia
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18
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Tyagi W, Rai M. Root transcriptomes of two acidic soil adapted Indica rice genotypes suggest diverse and complex mechanism of low phosphorus tolerance. PROTOPLASMA 2017; 254:725-736. [PMID: 27228993 DOI: 10.1007/s00709-016-0986-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/24/2015] [Accepted: 05/13/2016] [Indexed: 06/05/2023]
Abstract
Low phosphorus (P) tolerance in rice is a biologically and agronomically important character. Low P tolerant Indica-type rice genotypes, Sahbhagi Dhan (SD) and Chakhao Poreiton (CP), are adapted to acidic soils and show variable response to low P levels. Using RNAseq approach, transcriptome data was generated from roots of SD and CP after 15 days of low P treatment to understand differences and similarities at molecular level. In response to low P, number of genes up-regulated (1318) was more when compared with down-regulated genes (761). Eight hundred twenty-one genes found to be significantly regulated between SD and CP in response to low P. De novo assembly using plant database led to further identification of 1535 novel transcripts. Functional annotation of significantly expressed genes suggests two distinct methods of low P tolerance. While root system architecture in SD works through serine-threonine kinase PSTOL1, suberin-mediated cell wall modification seems to be key in CP. The transcription data indicated that CP relies more on releasing its internally bound Pi and coping with low P levels by transcriptional and translational modifications and using dehydration response-based signals. Role of P transporters seems to be vital in response to low P in CP while sugar- and auxin-mediated pathway seems to be preferred in SD. At least six small RNA clusters overlap with transcripts highly expressed under low P, suggesting role of RNA super clusters in nutrient response in plants. These results help us to understand and thereby devise better strategy to enhance low P tolerance in Indica-type rice.
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Affiliation(s)
- Wricha Tyagi
- School of Crop Improvement, College of Post-Graduate Studies, Central Agricultural University (Imphal), Umroi Road, Umiam, Meghalaya, 793103, India.
| | - Mayank Rai
- School of Crop Improvement, College of Post-Graduate Studies, Central Agricultural University (Imphal), Umroi Road, Umiam, Meghalaya, 793103, India
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19
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Vigueira CC, Small LL, Olsen KM. Long-term balancing selection at the Phosphorus Starvation Tolerance 1 (PSTOL1) locus in wild, domesticated and weedy rice (Oryza). BMC PLANT BIOLOGY 2016; 16:101. [PMID: 27101874 PMCID: PMC4840956 DOI: 10.1186/s12870-016-0783-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2015] [Accepted: 04/14/2016] [Indexed: 05/24/2023]
Abstract
BACKGROUND The ability to grow in phosphorus-depleted soils is an important trait for rice cultivation in many world regions, especially in the tropics. The Phosphorus Starvation Tolerance 1 (PSTOL1) gene has been identified as underlying the ability of some cultivated rice varieties to grow under low-phosphorus conditions; however, the gene is absent from other varieties. We assessed PSTOL1 presence/absence in a geographically diverse sample of wild, domesticated and weedy rice and sequenced the gene in samples where it is present. RESULTS We find that the presence/absence polymorphism spans cultivated, weedy and wild Asian rice groups. For the subset of samples that carry PSTOL1, haplotype sequences suggest long-term selective maintenance of functional alleles, but with repeated evolution of loss-of-function alleles through premature stops and frameshift mutations. The loss-of-function alleles have evolved convergently in multiple rice species and cultivated rice varieties. Greenhouse assessments of plant growth under low- and high-phosphorus conditions did not reveal significant associations with PSTOL1 genotype variation; however, the striking signature of balancing selection at this locus suggests that further phenotypic characterizations of PSTOL1 allelic variants is warranted and may be useful for crop improvement. CONCLUSIONS These findings suggest balancing selection for both functional and non-functional PSTOL1 alleles that predates and transcends Asian rice domestication, a pattern that may reflect fitness tradeoffs associated with geographical variation in soil phosphorus content.
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Affiliation(s)
| | - Linda L. Small
- />Department of Biology, Washington University, St. Louis, MO USA
| | - Kenneth M. Olsen
- />Department of Biology, Washington University, St. Louis, MO USA
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20
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Yao W, Li G, Zhao H, Wang G, Lian X, Xie W. Exploring the rice dispensable genome using a metagenome-like assembly strategy. Genome Biol 2015; 16:187. [PMID: 26403182 PMCID: PMC4583175 DOI: 10.1186/s13059-015-0757-3] [Citation(s) in RCA: 72] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2015] [Accepted: 08/20/2015] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND The dispensable genome of a species, consisting of the dispensable sequences present only in a subset of individuals, is believed to play important roles in phenotypic variation and genome evolution. However, construction of the dispensable genome is costly and labor-intensive at present, and so the influence of the dispensable genome in genetic and functional genomic studies has not been fully explored. RESULTS We construct the dispensable genome of rice through a metagenome-like de novo assembly strategy based on low-coverage (1-3×) sequencing data of 1483 cultivated rice (Oryza sativa L.) accessions. Thousands of protein-coding genes are successfully assembled, including most of the known agronomically important genes absent from the Nipponbare rice reference genome. We develop an integration approach based on alignment and linkage disequilibrium, which is able to assign genomic positions relative to the reference genome for more than 78.2 % of the dispensable sequences. We carry out association mapping studies for rice grain width and 840 metabolic traits using 0.46 million polymorphisms between the dispensable sequences of different rice accessions. About 23.5 % of metabolic traits have more significant association signals with polymorphisms from dispensable sequences than with SNPs from the reference genome, and 41.6 % of trait-associated SNPs have concordant genomic locations with associated dispensable sequences. CONCLUSIONS Our results suggest the feasibility of building a species' dispensable genome using low-coverage population sequencing data. The constructed sequences will be helpful for understanding the rice dispensable genome and are complementary to the reference genome for identifying candidate genes associated with phenotypic variation.
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Affiliation(s)
- Wen Yao
- National Key Laboratory of Crop Genetic Improvement, National Center of Plant Gene Research, Huazhong Agricultural University, Wuhan, 430070, China.
| | - Guangwei Li
- National Key Laboratory of Crop Genetic Improvement, National Center of Plant Gene Research, Huazhong Agricultural University, Wuhan, 430070, China.
| | - Hu Zhao
- National Key Laboratory of Crop Genetic Improvement, National Center of Plant Gene Research, Huazhong Agricultural University, Wuhan, 430070, China.
| | - Gongwei Wang
- National Key Laboratory of Crop Genetic Improvement, National Center of Plant Gene Research, Huazhong Agricultural University, Wuhan, 430070, China.
| | - Xingming Lian
- National Key Laboratory of Crop Genetic Improvement, National Center of Plant Gene Research, Huazhong Agricultural University, Wuhan, 430070, China.
| | - Weibo Xie
- National Key Laboratory of Crop Genetic Improvement, National Center of Plant Gene Research, Huazhong Agricultural University, Wuhan, 430070, China.
- Agricultural Bioinformatics Key Laboratory of Hubei Province, College of Informatics, Huazhong Agricultural University, Wuhan, 430070, China.
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21
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Wissuwa M, Kondo K, Fukuda T, Mori A, Rose MT, Pariasca-Tanaka J, Kretzschmar T, Haefele SM, Rose TJ. Unmasking Novel Loci for Internal Phosphorus Utilization Efficiency in Rice Germplasm through Genome-Wide Association Analysis. PLoS One 2015; 10:e0124215. [PMID: 25923470 PMCID: PMC4414551 DOI: 10.1371/journal.pone.0124215] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2014] [Accepted: 03/10/2015] [Indexed: 01/10/2023] Open
Abstract
Depletion of non-renewable rock phosphate reserves and phosphorus (P) fertilizer price increases has renewed interest in breeding P-efficient varieties. Internal P utilization efficiency (PUE) is of prime interest because there has been no progress to date in breeding for high PUE. We characterized the genotypic variation for PUE present within the rice gene pool by using a hydroponic system that assured equal plant P uptake, followed by mapping of loci controlling PUE via Genome-Wide Association Studies (GWAS). Loci associated with PUE were mapped on chromosomes 1, 4, 11 and 12. The highest PUE was associated with a minor indica-specific haplotype on chromosome 1 and a rare aus-specific haplotype on chromosome 11. Comparative variant and expression analysis for genes contained within the chromosome 1 haplotype identified high priority candidate genes. Differences in coding regions and expression patterns between genotypes of contrasting haplotypes, suggested functional alterations for two predicted nucleic acid-interacting proteins that are likely causative for the observed differences in PUE. The loci reported here are the first identified for PUE in any crop that is not confounded by differential P uptake among genotypes. Importantly, modern rice varieties lacked haplotypes associated with superior PUE, and would thus benefit from targeted introgressions of these loci from traditional donors to improve plant growth in phosphorus-limited cropping systems.
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Affiliation(s)
- Matthias Wissuwa
- Crop, Livestock and Environment Division, Japan International Research Centre for Agricultural Science, Tsukuba, Ibaraki, Japan
- * E-mail:
| | - Katsuhiko Kondo
- Crop, Livestock and Environment Division, Japan International Research Centre for Agricultural Science, Tsukuba, Ibaraki, Japan
| | - Takuya Fukuda
- Crop, Livestock and Environment Division, Japan International Research Centre for Agricultural Science, Tsukuba, Ibaraki, Japan
| | - Asako Mori
- Crop, Livestock and Environment Division, Japan International Research Centre for Agricultural Science, Tsukuba, Ibaraki, Japan
| | - Michael T. Rose
- Crop, Livestock and Environment Division, Japan International Research Centre for Agricultural Science, Tsukuba, Ibaraki, Japan
- School of Chemistry, Monash University, Clayton, Victoria, Australia
| | - Juan Pariasca-Tanaka
- Crop, Livestock and Environment Division, Japan International Research Centre for Agricultural Science, Tsukuba, Ibaraki, Japan
| | | | - Stephan M. Haefele
- Australian Centre for Plant Functional Genomics (ACPFG), Glen Osmond, South Australia, Australia
| | - Terry J. Rose
- Crop, Livestock and Environment Division, Japan International Research Centre for Agricultural Science, Tsukuba, Ibaraki, Japan
- Centre for Plant Sciences, Southern Cross University, Lismore, New South Wales, Australia
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22
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Wang K, Cui K, Liu G, Xie W, Yu H, Pan J, Huang J, Nie L, Shah F, Peng S. Identification of quantitative trait loci for phosphorus use efficiency traits in rice using a high density SNP map. BMC Genet 2014; 15:155. [PMID: 25551672 PMCID: PMC4311488 DOI: 10.1186/s12863-014-0155-y] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2014] [Accepted: 12/17/2014] [Indexed: 12/22/2022] Open
Abstract
Background Soil phosphorus (P) deficiency is one of the major limiting factors to crop production. The development of crop varieties with improved P use efficiency (PUE) is an important strategy for sustainable agriculture. The objectives of this research were to identify quantitative trait loci (QTLs) linked to PUE traits using a high-density single nucleotide polymorphism (SNP) map and to estimate the epistatic interactions and environmental effects in rice (Oryza sativa L.). Results We conducted a two-year field experiment under low and normal P conditions using a recombinant inbred population of rice derived from Zhenshan 97 and Minghui 63 (indica). We investigated three yield traits, biomass (BIOM), harvest index (HI), and grain yield (Yield), and eight PUE traits: total P uptake (PUP), P harvest index (PHI), grain P use efficiency (gPUE) based on P accumulation in grains, straw P use efficiency (strPUE) based on P accumulation in straw, P use efficiency for biomass (PUEb) and for grain yield (PUEg) based on P accumulation in the whole plant, P translocation (PT), and P translocation efficiency (PTE). Of the 36 QTLs and 24 epistatic interactions identified, 26 QTLs and 12 interactions were detected for PUE traits. The environment affected seven QTLs and three epistatic interactions. Four QTLs (qPHI1 and qPHI2 for PHI, qPUEg2 for PUEg, and qPTE8 for PTE) with strong effects were environmentally independent. By comparing our results with similar QTLs in previous studies, three QTLs for PUE traits (qPUP1 and qPUP10 for PUP, and qPHI6 for PHI) were found across various genetic backgrounds. Seven regions were shared by QTLs for yield and PUE traits. Conclusion Most QTLs linked to PUE traits were different from those linked to yield traits, suggesting different genetic controls underlying these two traits. Those chromosomal regions with large effects that are not affected by different environments are promising for improving P use efficiency. The seven regions shared by QTLs linked to yield and PUE traits imply the possibility of the simultaneous improvement of yield and PUE traits.
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Affiliation(s)
- Kai Wang
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, Hubei, China. .,MOA Key Laboratory of Crop Ecophysiology and Farming System in the Middle Reaches of the Yangtze River, College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China.
| | - Kehui Cui
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, Hubei, China. .,MOA Key Laboratory of Crop Ecophysiology and Farming System in the Middle Reaches of the Yangtze River, College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China.
| | - Guoling Liu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, Hubei, China. .,MOA Key Laboratory of Crop Ecophysiology and Farming System in the Middle Reaches of the Yangtze River, College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China.
| | - Weibo Xie
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, Hubei, China.
| | - Huihui Yu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, Hubei, China.
| | - Junfeng Pan
- MOA Key Laboratory of Crop Ecophysiology and Farming System in the Middle Reaches of the Yangtze River, College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China. .,Rice Research Institute, Guangdong Academy of Agricultural Science, Guangzhou, 510640, Guangdong, China.
| | - Jianliang Huang
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, Hubei, China. .,MOA Key Laboratory of Crop Ecophysiology and Farming System in the Middle Reaches of the Yangtze River, College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China.
| | - Lixiao Nie
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, Hubei, China. .,MOA Key Laboratory of Crop Ecophysiology and Farming System in the Middle Reaches of the Yangtze River, College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China.
| | - Farooq Shah
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, Hubei, China. .,MOA Key Laboratory of Crop Ecophysiology and Farming System in the Middle Reaches of the Yangtze River, College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China. .,Department of Agriculture, Anbar Campus of Abdul Wali Khan University, Mardan, Khyber Pakhtunkhwa, Pakistan.
| | - Shaobing Peng
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, Hubei, China. .,MOA Key Laboratory of Crop Ecophysiology and Farming System in the Middle Reaches of the Yangtze River, College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China.
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23
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Rogers ED, Benfey PN. Regulation of plant root system architecture: implications for crop advancement. Curr Opin Biotechnol 2014; 32:93-98. [PMID: 25448235 DOI: 10.1016/j.copbio.2014.11.015] [Citation(s) in RCA: 205] [Impact Index Per Article: 18.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2014] [Accepted: 11/13/2014] [Indexed: 11/15/2022]
Abstract
Root system architecture (RSA) plays a major role in plant fitness, crop performance, and grain yield yet only recently has this role been appreciated. RSA describes the spatial arrangement of root tissue within the soil and is therefore crucial to nutrient and water uptake. Recent studies have identified many of the genetic and environmental factors influencing root growth that contribute to RSA. Some of the identified genes have the potential to limit crop loss caused by environmental extremes and are currently being used to confer drought tolerance. It is hypothesized that manipulating these and other genes that influence RSA will be pivotal for future crop advancements worldwide.
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Affiliation(s)
- Eric D Rogers
- Department of Biology and Duke Center for Systems Biology, Duke University, Durham, NC 27708, USA
| | - Philip N Benfey
- Department of Biology and Duke Center for Systems Biology, Duke University, Durham, NC 27708, USA; Howard Hughes Medical Institute, Duke University, Durham, NC 27708, USA.
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24
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Hufnagel B, de Sousa SM, Assis L, Guimaraes CT, Leiser W, Azevedo GC, Negri B, Larson BG, Shaff JE, Pastina MM, Barros BA, Weltzien E, Rattunde HFW, Viana JH, Clark RT, Falcão A, Gazaffi R, Garcia AAF, Schaffert RE, Kochian LV, Magalhaes JV. Duplicate and conquer: multiple homologs of PHOSPHORUS-STARVATION TOLERANCE1 enhance phosphorus acquisition and sorghum performance on low-phosphorus soils. PLANT PHYSIOLOGY 2014; 166:659-77. [PMID: 25189534 PMCID: PMC4213096 DOI: 10.1104/pp.114.243949] [Citation(s) in RCA: 86] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2014] [Accepted: 09/01/2014] [Indexed: 05/02/2023]
Abstract
Low soil phosphorus (P) availability is a major constraint for crop production in tropical regions. The rice (Oryza sativa) protein kinase, PHOSPHORUS-STARVATION TOLERANCE1 (OsPSTOL1), was previously shown to enhance P acquisition and grain yield in rice under P deficiency. We investigated the role of homologs of OsPSTOL1 in sorghum (Sorghum bicolor) performance under low P. Association mapping was undertaken in two sorghum association panels phenotyped for P uptake, root system morphology and architecture in hydroponics and grain yield and biomass accumulation under low-P conditions, in Brazil and/or in Mali. Root length and root surface area were positively correlated with grain yield under low P in the soil, emphasizing the importance of P acquisition efficiency in sorghum adaptation to low-P availability. SbPSTOL1 alleles reducing root diameter were associated with enhanced P uptake under low P in hydroponics, whereas Sb03g006765 and Sb03g0031680 alleles increasing root surface area also increased grain yield in a low-P soil. SbPSTOL1 genes colocalized with quantitative trait loci for traits underlying root morphology and dry weight accumulation under low P via linkage mapping. Consistent allelic effects for enhanced sorghum performance under low P between association panels, including enhanced grain yield under low P in the soil in Brazil, point toward a relatively stable role for Sb03g006765 across genetic backgrounds and environmental conditions. This study indicates that multiple SbPSTOL1 genes have a more general role in the root system, not only enhancing root morphology traits but also changing root system architecture, which leads to grain yield gain under low-P availability in the soil.
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Affiliation(s)
- Barbara Hufnagel
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Sylvia M de Sousa
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Lidianne Assis
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Claudia T Guimaraes
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Willmar Leiser
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Gabriel C Azevedo
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Barbara Negri
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Brandon G Larson
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Jon E Shaff
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Maria Marta Pastina
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Beatriz A Barros
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Eva Weltzien
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Henry Frederick W Rattunde
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Joao H Viana
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Randy T Clark
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Alexandre Falcão
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Rodrigo Gazaffi
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Antonio Augusto F Garcia
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Robert E Schaffert
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Leon V Kochian
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
| | - Jurandir V Magalhaes
- Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil (B.H., C.T.G., G.C.A., J.V.M.);Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil (B.H., S.M.d.S., L.A., C.T.G., G.C.A., B.N., M.M.P., B.A.B., J.H.V., R.E.S., J.V.M.);International Crops Research Institute for the Semi-Arid Tropics, BP 320 Bamako, Mali (W.L., E.W., H.F.W.R.);Institute of Plant Breeding, Seed Science, and Population Genetics, University of Hohenheim, 70593 Stuttgart, Germany (W.L.);Departamento de Bioengenharia, Universidade Federal de São João del-Rei, Praça Sao Joao del-Rei, Minas Gerais, 36301-160, Brazil (B.N.);Robert W. Holley Center for Agriculture and Health, United States Department of Agriculture-Agricultural Research Service, Cornell University, Ithaca, New York 14850 (B.G.L., J.E.S., R.T.C., L.V.K.);University of Campinas, Campinas, Sao Paulo, 13083-852, Brazil (A.F.); andDepartamento de Genética, Escola Superior de Agricultura Luiz de Queiroz, Universidade de São Paulo, Piracicaba, Sao Paulo, 13400-970, Brazil (R.G., A.A.F.G.)
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Pariasca-Tanaka J, Chin JH, Dramé KN, Dalid C, Heuer S, Wissuwa M. A novel allele of the P-starvation tolerance gene OsPSTOL1 from African rice (Oryza glaberrima Steud) and its distribution in the genus Oryza. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2014; 127:1387-98. [PMID: 24728072 PMCID: PMC4035548 DOI: 10.1007/s00122-014-2306-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2013] [Accepted: 03/24/2014] [Indexed: 05/07/2023]
Abstract
We have developed allele-specific markers for molecular breeding to transfer the PSTOL1 gene from Kasalath to African mega-varieties, including NERICAs, to improve their tolerance to P-deficient soil. The deficiency of phosphorus (P) in soil is a major problem in Sub-Saharan Africa due to general nutrient depletion and the presence of P-fixing soils. Developing rice cultivars with enhanced P efficiency would, therefore, represent a sustainable strategy to improve the livelihood of resource-poor farmers. Recently the Pup1 locus, a major QTL for tolerance to P deficiency in soil, was successfully narrowed-down to a major gene, the protein kinase OsPSTOL1 (P-starvation tolerance), which was found to be generally absent from modern irrigated rice varieties. Our target is to improve the tolerance of African mega-varieties to P deficiency through marker-assisted introgression of PSTOL1. As a first step, we have determined the Pup1 haplotype and surveyed the presence or absence of PSTOL1 and other genes of the Pup1 locus in African mega-varieties, NERICAs (New Rice for Africa) and their Oryza glaberrima parents. Here, we report the presence of a novel PSTOL1 allele in upland NERICAs that was inherited from the O. glaberrima parent CG14. This allele showed a 35 base-pair substitution when aligned to the Kasalath allele, but maintained a fully conserved kinase domain, and is present in most O. glaberrima accessions evaluated. In-silico and marker analysis indicated that many other genes of the Kasalath Pup1 locus were missing in the O. glaberrima genome, including the dirigent-like gene OsPupK20-2, which was shown to be downstream of PSTOL1. We have developed several allele-specific markers for the use for molecular breeding to transfer the PSTOL1 gene from Kasalath to African mega-varieties, including NERICAs.
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Affiliation(s)
- Juan Pariasca-Tanaka
- Japan International Research Center for Agricultural Sciences (JIRCAS), 1-1 Ohwashi, Tsukuba, Ibaraki 305-8686 Japan
| | - Joong Hyoun Chin
- International Rice Research Institute (IRRI), Los Banos, Laguna Philippines
| | - Khady Nani Dramé
- Africa Rice Center (Africa Rice), P.O. Box 33581, Dar es Salaam, Tanzania
| | - Cheryl Dalid
- International Rice Research Institute (IRRI), Los Banos, Laguna Philippines
| | - Sigrid Heuer
- Australian Centre for Plant Functional Genomics (ACPFG), Hartley Grove, Urrbrae PMB 1, Glen Osmond, SA 5064 Australia
| | - Matthias Wissuwa
- Japan International Research Center for Agricultural Sciences (JIRCAS), 1-1 Ohwashi, Tsukuba, Ibaraki 305-8686 Japan
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Arai-Kichise Y, Shiwa Y, Ebana K, Shibata-Hatta M, Yoshikawa H, Yano M, Wakasa K. Genome-wide DNA polymorphisms in seven rice cultivars of temperate and tropical japonica groups. PLoS One 2014; 9:e86312. [PMID: 24466017 PMCID: PMC3897683 DOI: 10.1371/journal.pone.0086312] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2013] [Accepted: 12/09/2013] [Indexed: 01/04/2023] Open
Abstract
Elucidation of the rice genome is expected to broaden our understanding of genes related to the agronomic characteristics and the genetic relationship among cultivars. In this study, we conducted whole-genome sequencings of 6 cultivars, including 5 temperate japonica cultivars and 1 tropical japonica cultivar (Moroberekan), by using next-generation sequencing (NGS) with Nipponbare genome as a reference. The temperate japonica cultivars contained 2 sake brewing (Yamadanishiki and Gohyakumangoku), 1 landrace (Kameji), and 2 modern cultivars (Koshihikari and Norin 8). Almost >83% of the whole genome sequences of the Nipponbare genome could be covered by sequenced short-reads of each cultivar, including Omachi, which has previously been reported to be a temperate japonica cultivar. Numerous single nucleotide polymorphisms (SNPs), insertions, and deletions were detected among the various cultivars and the Nipponbare genomes. Comparison of SNPs detected in each cultivar suggested that Moroberekan had 5-fold more SNPs than the temperate japonica cultivars. Success of the 2 approaches to improve the efficacy of sequence data by using NGS revealed that sequencing depth was directly related to sequencing coverage of coding DNA sequences: in excess of 30× genome sequencing was required to cover approximately 80% of the genes in the rice genome. Further, the contigs prepared using the assembly of unmapped reads could increase the value of NGS short-reads and, consequently, cover previously unavailable sequences. These approaches facilitated the identification of new genes in coding DNA sequences and the increase of mapping efficiency in different regions. The DNA polymorphism information between the 7 cultivars and Nipponbare are available at NGRC_Rices_Build1.0 (http://www.nodai-genome.org/oryza_sativa_en.html).
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Affiliation(s)
- Yuko Arai-Kichise
- Genome Research Center, NODAI Research Institute, Tokyo University of Agriculture, Setagaya, Tokyo, Japan
- * E-mail:
| | - Yuh Shiwa
- Genome Research Center, NODAI Research Institute, Tokyo University of Agriculture, Setagaya, Tokyo, Japan
| | - Kaworu Ebana
- Genetic Resources Center, National Institute of Agrobiological Sciences, Tsukuba, Ibaraki, Japan
| | - Mari Shibata-Hatta
- Genome Research Center, NODAI Research Institute, Tokyo University of Agriculture, Setagaya, Tokyo, Japan
| | - Hirofumi Yoshikawa
- Genome Research Center, NODAI Research Institute, Tokyo University of Agriculture, Setagaya, Tokyo, Japan
- Department of Bioscience, Tokyo University of Agriculture, Tokyo, Japan
| | - Masahiro Yano
- Agrogenomics Research Center, National Institute of Agrobiological Sciences, Tsukuba, Ibaraki, Japan
| | - Kyo Wakasa
- Genome Research Center, NODAI Research Institute, Tokyo University of Agriculture, Setagaya, Tokyo, Japan
- Department of Bioscience, Tokyo University of Agriculture, Tokyo, Japan
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27
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Vinod KK, Heuer S. Approaches towards nitrogen- and phosphorus-efficient rice. AOB PLANTS 2012; 2012:pls028. [PMID: 23115710 PMCID: PMC3484362 DOI: 10.1093/aobpla/pls028] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/29/2012] [Accepted: 09/03/2012] [Indexed: 05/18/2023]
Abstract
BACKGROUND AND AIMS Food production has to increase to meet the demand of a growing population. In light of the high energy costs and increasingly scarce resources, future agricultural systems have to be more productive and more efficient in terms of inputs such as fertilizer and water. The development of rice varieties with high yield under low-nutrient conditions has therefore become a breeding priority. The rapid progress made in sequencing and molecular-marker technology is now beginning to change the way breeding is done, providing new opportunities. SCOPE Nitrogen (N) and phosphorus (P) are applied to agricultural systems in large quantities and a deficiency of either nutrient leads to yield losses and triggers complex molecular and physiological responses. The underlying genes are now being identified and studied in detail, and an increasing number of quantitative trait loci (QTLs) related to N and P uptake and utilization are being reported. Here, we provide an overview of the different aspects related to N and P in rice production systems, and apply a breeder's perspective on the potential of relevant genes and pathways for breeding applications. MAIN POINTS For the development of nutrient-efficient rice, a holistic approach should be followed combining optimized fertilizer management with enhanced nutrient uptake via a vigorous root system, leading to increased grain filling and yield. Despite an increasing number of N- and P-related genes and QTLs being reported, very few are actively used in molecular breeding programmes. The complex regulation of N- and P-related pathways challenges breeders and the research community to identify large-effect genes/QTLs. For this it will be important to focus more on the analysis of tolerant genotypes rather than model plants, since tolerance pathways may employ a different set of genes.
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Affiliation(s)
- K. K. Vinod
- Indian Agricultural Research Institute, New Delhi, India
| | - Sigrid Heuer
- International Rice Research Institute, Los Baños, Philippines
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Jain A, Nagarajan VK, Raghothama KG. Transcriptional regulation of phosphate acquisition by higher plants. Cell Mol Life Sci 2012; 69:3207-24. [PMID: 22899310 PMCID: PMC11114959 DOI: 10.1007/s00018-012-1090-6] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2012] [Revised: 07/09/2012] [Accepted: 07/09/2012] [Indexed: 01/27/2023]
Abstract
Phosphorus (P), an essential macronutrient required for plant growth and development, is often limiting in natural and agro-climatic environments. To cope with heterogeneous or low phosphate (Pi) availability, plants have evolved an array of adaptive responses facilitating optimal acquisition and distribution of Pi. The root system plays a pivotal role in Pi-deficiency-mediated adaptive responses that are regulated by a complex interplay of systemic and local Pi sensing. Cross-talk with sugar, phytohormones, and other nutrient signaling pathways further highlight the intricacies involved in maintaining Pi homeostasis. Transcriptional regulation of Pi-starvation responses is particularly intriguing and involves a host of transcription factors (TFs). Although PHR1 of Arabidopsis is an extensively studied MYB TF regulating subset of Pi-starvation responses, it is not induced during Pi deprivation. Genome-wide analyses of Arabidopsis have shown that low Pi stress triggers spatiotemporal expression of several genes encoding different TFs. Functional characterization of some of these TFs reveals their diverse roles in regulating root system architecture, and acquisition and utilization of Pi. Some of the TFs are also involved in phytohormone-mediated root responses to Pi starvation. The biological roles of these TFs in transcriptional regulation of Pi homeostasis in model plants Arabidopsis thaliana and Oryza sativa are presented in this review.
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Affiliation(s)
- Ajay Jain
- National Research Centre on Plant Biotechnology, PUSA Campus, New Delhi, India.
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Gamuyao R, Chin JH, Pariasca-Tanaka J, Pesaresi P, Catausan S, Dalid C, Slamet-Loedin I, Tecson-Mendoza EM, Wissuwa M, Heuer S. The protein kinase Pstol1 from traditional rice confers tolerance of phosphorus deficiency. Nature 2012; 488:535-9. [PMID: 22914168 DOI: 10.1038/nature11346] [Citation(s) in RCA: 399] [Impact Index Per Article: 30.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2011] [Accepted: 06/25/2012] [Indexed: 01/13/2023]
Abstract
As an essential macroelement for all living cells, phosphorus is indispensable in agricultural production systems. Natural phosphorus reserves are limited, and it is therefore important to develop phosphorus-efficient crops. A major quantitative trait locus for phosphorus-deficiency tolerance, Pup1, was identified in the traditional aus-type rice variety Kasalath about a decade ago. However, its functional mechanism remained elusive until the locus was sequenced, showing the presence of a Pup1-specific protein kinase gene, which we have named phosphorus-starvation tolerance 1 (PSTOL1). This gene is absent from the rice reference genome and other phosphorus-starvation-intolerant modern varieties. Here we show that overexpression of PSTOL1 in such varieties significantly enhances grain yield in phosphorus-deficient soil. Further analyses show that PSTOL1 acts as an enhancer of early root growth, thereby enabling plants to acquire more phosphorus and other nutrients. The absence of PSTOL1 and other genes-for example, the submergence-tolerance gene SUB1A-from modern rice varieties underlines the importance of conserving and exploring traditional germplasm. Introgression of this quantitative trait locus into locally adapted rice varieties in Asia and Africa is expected to considerably enhance productivity under low phosphorus conditions.
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Affiliation(s)
- Rico Gamuyao
- International Rice Research Institute, DAPO Box 7777 Metro, Manila 1301, Philippines
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Chin JH, Gamuyao R, Dalid C, Bustamam M, Prasetiyono J, Moeljopawiro S, Wissuwa M, Heuer S. Developing rice with high yield under phosphorus deficiency: Pup1 sequence to application. PLANT PHYSIOLOGY 2011; 156:1202-16. [PMID: 21602323 PMCID: PMC3135926 DOI: 10.1104/pp.111.175471] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
The major quantitative trait locus (QTL) Phosphorus uptake1 (Pup1) confers tolerance of phosphorus deficiency in soil and is currently one of the most promising QTLs for the development of tolerant rice (Oryza sativa) varieties. To facilitate targeted introgression of Pup1 into intolerant varieties, the gene models predicted in the Pup1 region in the donor variety Kasalath were used to develop gene-based molecular markers that are evenly distributed over the fine-mapped 278-kb QTL region. To validate the gene models and optimize the markers, gene expression analyses and partial allelic sequencing were conducted. The markers were tested in more than 80 diverse rice accessions revealing three main groups with different Pup1 allele constitution. Accessions with tolerant (group I) and intolerant (group III) Pup1 alleles were distinguished from genotypes with Kasalath alleles at some of the analyzed loci (partial Pup1; group II). A germplasm survey additionally confirmed earlier data showing that Pup1 is largely absent from irrigated rice varieties but conserved in varieties and breeding lines adapted to drought-prone environments. A core set of Pup1 markers has been defined, and sequence polymorphisms suitable for single-nucleotide polymorphism marker development for high-throughput genotyping were identified. Following a marker-assisted backcrossing approach, Pup1 was introgressed into two irrigated rice varieties and three Indonesian upland varieties. First phenotypic evaluations of the introgression lines suggest that Pup1 is effective in different genetic backgrounds and environments and that it has the potential to significantly enhance grain yield under field conditions.
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Lai AG, Denton-Giles M, Mueller-Roeber B, Schippers JHM, Dijkwel PP. Positional information resolves structural variations and uncovers an evolutionarily divergent genetic locus in accessions of Arabidopsis thaliana. Genome Biol Evol 2011; 3:627-40. [PMID: 21622917 PMCID: PMC3157834 DOI: 10.1093/gbe/evr038] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Genome sequencing of closely related individuals has yielded valuable insights that link genome evolution to phenotypic variations. However, advancement in sequencing technology has also led to an escalation in the number of poor quality–drafted genomes assembled based on reference genomes that can have highly divergent or haplotypic regions. The self-fertilizing nature of Arabidopsis thaliana poses an advantage to sequencing projects because its genome is mostly homozygous. To determine the accuracy of an Arabidopsis drafted genome in less conserved regions, we performed a resequencing experiment on a ∼371-kb genomic interval in the Landsberg erecta (Ler-0) accession. We identified novel structural variations (SVs) between Ler-0 and the reference accession Col-0 using a long-range polymerase chain reaction approach to generate an Illumina data set that has positional information, that is, a data set with reads that map to a known location. Positional information is important for accurate genome assembly and the resolution of SVs particularly in highly duplicated or repetitive regions. Sixty-one regions with misassembly signatures were identified from the Ler-0 draft, suggesting the presence of novel SVs that are not represented in the draft sequence. Sixty of those were resolved by iterative mapping using our data set. Fifteen large indels (>100 bp) identified from this study were found to be located either within protein-coding regions or upstream regulatory regions, suggesting the formation of novel alleles or altered regulation of existing genes in Ler-0. We propose future genome-sequencing experiments to follow a clone-based approach that incorporates positional information to ultimately reveal haplotype-specific differences between accessions.
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Affiliation(s)
- Alvina G Lai
- Institute of Molecular BioSciences, Massey University, Private Bag 11-222, Palmerston North 4442, New Zealand
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Vance CP. Quantitative trait loci, epigenetics, sugars, and microRNAs: quaternaries in phosphate acquisition and use. PLANT PHYSIOLOGY 2010; 154:582-8. [PMID: 20921189 PMCID: PMC2949005 DOI: 10.1104/pp.110.161067] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2010] [Accepted: 07/01/2010] [Indexed: 05/05/2023]
Affiliation(s)
- Carroll P Vance
- United States Department of Agriculture/Agricultural Research Service, Agronomy and Plant Genetics Department, University of Minnesota, St. Paul, Minnesota 55108, USA.
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Yang M, Ding G, Shi L, Feng J, Xu F, Meng J. Quantitative trait loci for root morphology in response to low phosphorus stress in Brassica napus. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2010; 121:181-193. [PMID: 20217384 DOI: 10.1007/s00122-010-1301-1] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2009] [Accepted: 02/11/2010] [Indexed: 05/28/2023]
Abstract
Phosphorus (P) deficiency in soils is a major limiting factor for crop growth worldwide. Changes in root morphology and architecture represent as an important mechanism of adaptation of plants to low P (LP) stress. To elucidate the genetic control of tolerance to P deficiency in Brassica napus, quantitative trait loci (QTL) for root morphology in response to LP were identified in three independent paper culture experiments, and dissected through QTL meta-analysis. In total, 62 significant QTL for total root length, root surface area, root volume, total dry weight, and plant P uptake under high and low P conditions were detected in the three experiments. Forty-five of these QTL were clustered within four linkage groups and were integrated into eight unique QTL by two rounds of QTL meta-analysis. Three of the unique QTL, uq.A1, uq.C3a and uq.C3b, were specific for LP condition. uq.C3a and uq.C3b were identified specifically for root traits and P uptake under LP stress, and may contribute to the adaptability of B. napus to P deficiency. Two functional markers, BnIPS2-C3 and BnGPT1-C3, which were developed from the genes AtIPS2 and AtGPT1 in Arabidopsis, were located in the confidence intervals of uq.C3a and uq.C3b, respectively. And AtGPT1 that corresponded to the interval of uq.C3b by in silico mapping was a possible candidate gene of uq.C3b. These results confirmed the importance of root traits for the adaptability of B. napus to LP and partially revealed the genetic basis of tolerance to P deficiency. These findings should be valuable for further study of the mechanism of P efficiency and the breeding of P-efficient cultivars by marker-assisted selection.
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Affiliation(s)
- Mei Yang
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
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Chin JH, Lu X, Haefele SM, Gamuyao R, Ismail A, Wissuwa M, Heuer S. Development and application of gene-based markers for the major rice QTL Phosphorus uptake 1. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2010; 120:1073-86. [PMID: 20035315 DOI: 10.1007/s00122-009-1235-7] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2009] [Accepted: 11/30/2009] [Indexed: 05/05/2023]
Abstract
Marker-assisted breeding is a very useful tool for breeders but still lags behind its potential because information on the effect of quantitative trait loci (QTLs) in different genetic backgrounds and ideal molecular markers are unavailable. Here, we report on some first steps toward the validation and application of the major rice QTL Phosphate uptake 1 (Pup1) that confers tolerance of phosphorus (P) deficiency in rice (Oryza sativa L.). Based on the Pup1 genomic sequence of the tolerant donor variety Kasalath that recently became available, markers were designed that target (1) putative genes that are partially conserved in the Nipponbare reference genome and (2) Kasalath-specific genes that are located in a large insertion-deletion (INDEL) region that is absent in Nipponbare. Testing these markers in 159 diverse rice accessions confirmed their diagnostic value across genotypes and showed that Pup1 is present in more than 50% of rice accessions adapted to stress-prone environments, whereas it was detected in only about 10% of the analyzed irrigated/lowland varieties. Furthermore, the Pup1 locus was detected in more than 80% of the analyzed drought-tolerant rice breeding lines, suggesting that breeders are unknowingly selecting for Pup1. A hydroponics experiment revealed genotypic differences in the response to P deficiency between upland and irrigated varieties but confirmed that root elongation is independent of Pup1. Contrasting Pup1 near-isogenic lines (NILs) were subsequently grown in two different P-deficient soils and environments. Under the applied aerobic growth conditions, NILs with the Pup1 locus maintained significantly higher grain weight plant(-1) under P deprivation in comparison with intolerant sister lines without Pup1. Overall, the data provide evidence that Pup1 has the potential to improve yield in P-deficient and/or drought-prone environments and in diverse genetic backgrounds.
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Affiliation(s)
- Joong Hyoun Chin
- International Rice Research Institute (IRRI), Plant Breeding, Genetics, and Biotechnology Division (PBGB), DAPO Box 7777, Metro Manila, Philippines
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Jones N, Ougham H, Thomas H, Pašakinskienė I. Markers and mapping revisited: finding your gene. THE NEW PHYTOLOGIST 2009; 183:935-966. [PMID: 19594696 DOI: 10.1111/j.1469-8137.2009.02933.x] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
This paper is an update of our earlier review (Jones et al., 1997, Markers and mapping: we are all geneticists now. New Phytologist 137: 165-177), which dealt with the genetics of mapping, in terms of recombination as the basis of the procedure, and covered some of the first generation of markers, including restriction fragment length polymorphisms (RFLPs), random amplified polymorphic DNA (RAPDs), simple sequence repeats (SSRs) and quantitative trait loci (QTLs). In the intervening decade there have been numerous developments in marker science with many new systems becoming available, which are herein described: cleavage amplification polymorphism (CAP), sequence-specific amplification polymorphism (S-SAP), inter-simple sequence repeat (ISSR), sequence tagged site (STS), sequence characterized amplification region (SCAR), selective amplification of microsatellite polymorphic loci (SAMPL), single nucleotide polymorphism (SNP), expressed sequence tag (EST), sequence-related amplified polymorphism (SRAP), target region amplification polymorphism (TRAP), microarrays, diversity arrays technology (DArT), single-strand conformation polymorphism (SSCP), denaturing gradient gel electrophoresis (DGGE), temperature gradient gel electrophoresis (TGGE) and methylation-sensitive PCR. In addition there has been an explosion of knowledge and databases in the area of genomics and bioinformatics. The number of flowering plant ESTs is c. 19 million and counting, with all the opportunity that this provides for gene-hunting, while the survey of bioinformatics and computer resources points to a rapid growth point for future activities in unravelling and applying the burst of new information on plant genomes. A case study is presented on tracking down a specific gene (stay-green (SGR), a post-transcriptional senescence regulator) using the full suite of mapping tools and comparative mapping resources. We end with a brief speculation on how genome analysis may progress into the future of this highly dynamic arena of plant science.
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Affiliation(s)
- Neil Jones
- IBERS, Aberystwyth University, Edward Llwyd Building, Penglais Campus, Aberystwyth, Ceredigion SY23 3DA, UK
| | - Helen Ougham
- IBERS, Aberystwyth University, Gogerddan Campus, Aberystwyth, Ceredigion SY23 3EB, UK
| | - Howard Thomas
- IBERS, Aberystwyth University, Edward Llwyd Building, Penglais Campus, Aberystwyth, Ceredigion SY23 3DA, UK
| | - Izolda Pašakinskienė
- Botanical Garden of Vilnius University, Kairenu 43, LT-10239 Vilnius, Lithuania
- Faculty of Natural Sciences, Department of Botany and Genetics, MK Čiurlionio g. 21, LT-03101 Vilnius, Lithuania
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