1
|
Zhang W, Tao J, Chang Y, Wang D, Wu Y, Gu C, Tao W, Wang H, Xie X, Zhang Y. Cytokinin catabolism and transport are involved in strigolactone-modulated rice tiller bud elongation fueled by phosphate and nitrogen supply. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2024; 215:108982. [PMID: 39089046 DOI: 10.1016/j.plaphy.2024.108982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Revised: 07/15/2024] [Accepted: 07/28/2024] [Indexed: 08/03/2024]
Abstract
Phosphate (P) and nitrogen (N) fertilization affect rice tillering, indicating that P- and N-regulated tiller growth has a crucial effect on grain yield. Cytokinins and strigolactones (SLs) promote and inhibit tiller bud outgrowth, respectively; however, the underlying mechanisms are unclear. In this study, tiller bud outgrowth and cytokinin fractions were evaluated in rice plants fertilized at different levels of P and N. Low phosphate or nitrogen (LP or LN) reduced rice tiller numbers and bud elongation, in line with low cytokinin levels in tiller buds and xylem sap as well as low TCSn:GUS expression, a sensitive cytokinin signal reporter, in the stem base. Furthermore, exogenous cytokinin (6-benzylaminopurin, 6-BA) administration restored bud length and TCSn:GUS activity in LP- and LN-treated plants to similar levels as control plants. The TCSn:GUS activity and tiller bud outgrowth were less affected by LP and LN supplies in SL-synthetic and SL-signaling mutants (d17 and d53) compared to LP- and LN-treated wild-type (WT) plants, indicating that SL modulate tiller bud elongation under LP and LN supplies by reducing the cytokinin levels in tiller buds. OsCKX9 (a cytokinin catabolism gene) transcription in buds and roots was induced by LP, LN supplies and by adding the SL analog GR24. A reduced response of cytokinin fractions to LP and LN supplies was observed in tiller buds and xylem sap of the d53 mutant compared to WT plants. These results suggest that cytokinin catabolism and transport are involved in SL-modulated rice tillering fueled by P and N fertilization.
Collapse
Affiliation(s)
- Wei Zhang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Nanjing Agricultural University, Nanjing, 210095, China
| | - Jinyuan Tao
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Nanjing Agricultural University, Nanjing, 210095, China
| | - Yuyao Chang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Nanjing Agricultural University, Nanjing, 210095, China
| | - Daojian Wang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Nanjing Agricultural University, Nanjing, 210095, China
| | - Yaoyao Wu
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Nanjing Agricultural University, Nanjing, 210095, China
| | - Changxiao Gu
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Nanjing Agricultural University, Nanjing, 210095, China
| | - Wenqing Tao
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Nanjing Agricultural University, Nanjing, 210095, China
| | - Hongmei Wang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Nanjing Agricultural University, Nanjing, 210095, China
| | - Xiaonan Xie
- Weed Science Center, Utsunomiya University, 350 Mine-machi, Utsunomiya, 321-8505, Japan
| | - Yali Zhang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Nanjing Agricultural University, Nanjing, 210095, China.
| |
Collapse
|
2
|
Zhang W, Wu X, Wang D, Wu D, Fu Y, Bian C, Jin L, Zhang Y. Leaf cytokinin accumulation promotes potato growth in mixed nitrogen supply by coordination of nitrogen and carbon metabolism. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2022; 324:111416. [PMID: 35995109 DOI: 10.1016/j.plantsci.2022.111416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Revised: 07/19/2022] [Accepted: 08/09/2022] [Indexed: 06/15/2023]
Abstract
The source and sink balance determines crop growth, which is largely modulated by nitrogen (N) supplies. The use of mixed ammonium and nitrate as N supply can improve plant growth, however mechanisms involving the coordination of carbon and N metabolism are not well understood. Here, we investigated potato plants responding to N forms and confirmed that, compared with sole nitrate supply, mixed N (75 %/25 % nitrate/ammonium) enhanced leaf area, photosynthetic activity and N metabolism and accordingly resulted in outgrowth of stolons and shoot axillary buds. Cytokinin transportation in xylem sap and local cytokinin synthesis in leaves were up-regulated in mixed-N-treated potato plants relative to sole nitrate provision; and exogenous application of 6-benzylaminopurine in addition to sole nitrate restored leaf area, photosynthetic capacity and N content in leaves to the similar as those under mixed-N treatment. Partial defoliation, an effective method to enhance the sink strength, induced more cytokinin content in leaflets under two treatments relative to their respective controls and ultimately resulted in larger photosynthesis capacity and leaf area. These results suggest that mixed-N-enhanced plant growth through the coordination of carbon and N metabolism largely depends on the signal molecule cytokinin modulated by N supplies.
Collapse
Affiliation(s)
- Wei Zhang
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Key Laboratory of Plant Nutrition and Fertilization in Low-Middle Reaches of the Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing Agricultural University, Nanjing 210095, China
| | - Xu Wu
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Key Laboratory of Plant Nutrition and Fertilization in Low-Middle Reaches of the Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing Agricultural University, Nanjing 210095, China
| | - Daojian Wang
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Key Laboratory of Plant Nutrition and Fertilization in Low-Middle Reaches of the Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing Agricultural University, Nanjing 210095, China
| | - Daxia Wu
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Key Laboratory of Plant Nutrition and Fertilization in Low-Middle Reaches of the Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing Agricultural University, Nanjing 210095, China
| | - Yihan Fu
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Key Laboratory of Plant Nutrition and Fertilization in Low-Middle Reaches of the Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing Agricultural University, Nanjing 210095, China
| | - Chunsong Bian
- Key Laboratory of Biology and Genetic Improvement of Tuber and Root Crops, Ministry of Agriculture and Rural Affairs, Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Liping Jin
- Key Laboratory of Biology and Genetic Improvement of Tuber and Root Crops, Ministry of Agriculture and Rural Affairs, Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing 100081, China.
| | - Yali Zhang
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Key Laboratory of Plant Nutrition and Fertilization in Low-Middle Reaches of the Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing Agricultural University, Nanjing 210095, China.
| |
Collapse
|
3
|
Liu Z, Su J, Luo X, Meng J, Zhang H, Li P, Sun Y, Song J, Peng X, Yu C. Nitrogen limits zinc‐mediated stimulation of tillering in rice by modifying phytohormone balance under low‐temperature stress. Food Energy Secur 2021. [DOI: 10.1002/fes3.359] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Affiliation(s)
- Zhilei Liu
- College of Resources and Environment Northeast Agricultural University Harbin China
- Key Laboratory of Germplasm Innovation Ministry of Education Physiology and Ecology of Grain Crop in Cold Region (Northeast Agricultural University) Harbin China
| | - Jinkai Su
- College of Resources and Environment Northeast Agricultural University Harbin China
| | - Xiangyu Luo
- College of Resources and Environment Northeast Agricultural University Harbin China
| | - Jingrou Meng
- College of Resources and Environment Northeast Agricultural University Harbin China
| | - Haonan Zhang
- College of Resources and Environment Northeast Agricultural University Harbin China
| | - Pengfei Li
- College of Resources and Environment Northeast Agricultural University Harbin China
- Key Laboratory of Germplasm Innovation Ministry of Education Physiology and Ecology of Grain Crop in Cold Region (Northeast Agricultural University) Harbin China
| | - Yankun Sun
- College of Resources and Environment Northeast Agricultural University Harbin China
| | - Jiamei Song
- College of Resources and Environment Northeast Agricultural University Harbin China
| | - Xianlong Peng
- College of Resources and Environment Northeast Agricultural University Harbin China
- Key Laboratory of Germplasm Innovation Ministry of Education Physiology and Ecology of Grain Crop in Cold Region (Northeast Agricultural University) Harbin China
| | - Cailian Yu
- The School of Material Science and Chemical Engineering Harbin University of Science and Technology Harbin China
| |
Collapse
|
4
|
Kumar A, Kumar R, Sengupta D, Das SN, Pandey MK, Bohra A, Sharma NK, Sinha P, Sk H, Ghazi IA, Laha GS, Sundaram RM. Deployment of Genetic and Genomic Tools Toward Gaining a Better Understanding of Rice- Xanthomonas oryzae pv. oryzae Interactions for Development of Durable Bacterial Blight Resistant Rice. FRONTIERS IN PLANT SCIENCE 2020; 11:1152. [PMID: 32849710 PMCID: PMC7417518 DOI: 10.3389/fpls.2020.01152] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Accepted: 07/15/2020] [Indexed: 05/05/2023]
Abstract
Rice is the most important food crop worldwide and sustainable rice production is important for ensuring global food security. Biotic stresses limit rice production significantly and among them, bacterial blight (BB) disease caused by Xanthomonas oryzae pv. oryzae (Xoo) is very important. BB reduces rice yields severely in the highly productive irrigated and rainfed lowland ecosystems and in recent years; the disease is spreading fast to other rice growing ecosystems as well. Being a vascular pathogen, Xoo interferes with a range of physiological and biochemical exchange processes in rice. The response of rice to Xoo involves specific interactions between resistance (R) genes of rice and avirulence (Avr) genes of Xoo, covering most of the resistance genes except the recessive ones. The genetic basis of resistance to BB in rice has been studied intensively, and at least 44 genes conferring resistance to BB have been identified, and many resistant rice cultivars and hybrids have been developed and released worldwide. However, the existence and emergence of new virulent isolates of Xoo in the realm of a rapidly changing climate necessitates identification of novel broad-spectrum resistance genes and intensification of gene-deployment strategies. This review discusses about the origin and occurrence of BB in rice, interactions between Xoo and rice, the important roles of resistance genes in plant's defense response, the contribution of rice resistance genes toward development of disease resistance varieties, identification and characterization of novel, and broad-spectrum BB resistance genes from wild species of Oryza and also presents a perspective on potential strategies to achieve the goal of sustainable disease management.
Collapse
Affiliation(s)
- Anirudh Kumar
- Department of Botany, Indira Gandhi National Tribal University (IGNTU), Amarkantak, India
- *Correspondence: Raman Meenakshi Sundaram, ; Anirudh Kumar,
| | - Rakesh Kumar
- Department of Life Science, Central University of Karnataka, Kalaburagi, India
| | - Debashree Sengupta
- Department of Plant Sciences, School of Life Sciences, University of Hyderabad (UoH), Hyderabad, India
| | - Subha Narayan Das
- Department of Botany, Indira Gandhi National Tribal University (IGNTU), Amarkantak, India
| | - Manish K. Pandey
- Department of Biotechnology, ICAR-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - Abhishek Bohra
- ICAR-Crop Improvement Division, Indian Institute of Pulses Research (IIPR), Kanpur, India
| | - Naveen K. Sharma
- Department of Botany, Indira Gandhi National Tribal University (IGNTU), Amarkantak, India
| | - Pragya Sinha
- Department of Biotechnology, ICAR-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - Hajira Sk
- Department of Biotechnology, ICAR-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - Irfan Ahmad Ghazi
- Department of Plant Sciences, School of Life Sciences, University of Hyderabad (UoH), Hyderabad, India
| | - Gouri Sankar Laha
- Department of Biotechnology, ICAR-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - Raman Meenakshi Sundaram
- Department of Biotechnology, ICAR-Indian Institute of Rice Research (IIRR), Hyderabad, India
- *Correspondence: Raman Meenakshi Sundaram, ; Anirudh Kumar,
| |
Collapse
|
5
|
Tang J, Sun Z, Chen Q, Damaris RN, Lu B, Hu Z. Nitrogen Fertilizer Induced Alterations in The Root Proteome of Two Rice Cultivars. Int J Mol Sci 2019; 20:ijms20153674. [PMID: 31357526 PMCID: PMC6695714 DOI: 10.3390/ijms20153674] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Revised: 07/20/2019] [Accepted: 07/24/2019] [Indexed: 12/11/2022] Open
Abstract
Nitrogen (N) is an essential nutrient for plants and a key limiting factor of crop production. However, excessive application of N fertilizers and the low nitrogen use efficiency (NUE) have brought in severe damage to the environment. Therefore, improving NUE is urgent and critical for the reductions of N fertilizer pollution and production cost. In the present study, we investigated the effects of N nutrition on the growth and yield of the two rice (Oryza sativa L.) cultivars, conventional rice Huanghuazhan and indica hybrid rice Quanliangyou 681, which were grown at three levels of N fertilizer (including 135, 180 and 225 kg/hm2, labeled as N9, N12, N15, respectively). Then, a proteomic approach was employed in the roots of the two rice cultivars treated with N fertilizer at the level of N15. A total of 6728 proteins were identified, among which 6093 proteins were quantified, and 511 differentially expressed proteins were found in the two rice cultivars after N fertilizer treatment. These differentially expressed proteins were mainly involved in ammonium assimilation, amino acid metabolism, carbohydrate metabolism, lipid metabolism, signal transduction, energy production/regulation, material transport, and stress/defense response. Together, this study provides new insights into the regulatory mechanism of nitrogen fertilization in cereal crops.
Collapse
Affiliation(s)
- Jichao Tang
- Hubei Collaborative Innovation Center for Grain Industry, Agricultural college, Yangtze University, Jingzhou 434025, China
| | - Zhigui Sun
- Hubei Collaborative Innovation Center for Grain Industry, Agricultural college, Yangtze University, Jingzhou 434025, China
| | - Qinghua Chen
- Hubei Collaborative Innovation Center for Grain Industry, Agricultural college, Yangtze University, Jingzhou 434025, China
| | - Rebecca Njeri Damaris
- State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Sciences, Hubei University, Wuhan 430062, China.
| | - Bilin Lu
- Hubei Collaborative Innovation Center for Grain Industry, Agricultural college, Yangtze University, Jingzhou 434025, China.
| | - Zhengrong Hu
- State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Sciences, Hubei University, Wuhan 430062, China.
| |
Collapse
|
6
|
Vangelisti A, Zambrano LS, Caruso G, Macheda D, Bernardi R, Usai G, Mascagni F, Giordani T, Gucci R, Cavallini A, Natali L. How an ancient, salt-tolerant fruit crop, Ficus carica L., copes with salinity: a transcriptome analysis. Sci Rep 2019; 9:2561. [PMID: 30796285 PMCID: PMC6385202 DOI: 10.1038/s41598-019-39114-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Accepted: 01/17/2019] [Indexed: 12/20/2022] Open
Abstract
Although Ficus carica L. (fig) is one of the most resistant fruit tree species to salinity, no comprehensive studies are currently available on its molecular responses to salinity. Here we report a transcriptome analysis of F. carica cv. Dottato exposed to 100 mM sodium chloride for 7 weeks, where RNA-seq analysis was performed on leaf samples at 24 and 48 days after the beginning of salinization; a genome-derived fig transcriptome was used as a reference. At day 24, 224 transcripts were significantly up-regulated and 585 were down-regulated, while at day 48, 409 genes were activated and 285 genes were repressed. Relatively small transcriptome changes were observed after 24 days of salt treatment, showing that fig plants initially tolerate salt stress. However, after an early down-regulation of some cell functions, major transcriptome changes were observed after 48 days of salinity. Seven weeks of 100 mM NaCl dramatically changed the repertoire of expressed genes, leading to activation or reactivation of many cell functions. We also identified salt-regulated genes, some of which had not been previously reported to be involved in plant salinity responses. These genes could be potential targets for the selection of favourable genotypes, through breeding or biotechnology, to improve salt tolerance in fig or other crops.
Collapse
Affiliation(s)
- Alberto Vangelisti
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy
| | - Liceth Solorzano Zambrano
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy
| | - Giovanni Caruso
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy
| | - Desiré Macheda
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy
| | - Rodolfo Bernardi
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy
| | - Gabriele Usai
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy
| | - Flavia Mascagni
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy
| | - Tommaso Giordani
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy
| | - Riccardo Gucci
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy
| | - Andrea Cavallini
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy
| | - Lucia Natali
- Department of Agriculture, Food, and Environment, University of Pisa, Via del Borghetto 80, I-56124, Pisa, Italy.
| |
Collapse
|
7
|
Davidson AD, Matthews DA, Maringer K. Proteomics technique opens new frontiers in mobilome research. Mob Genet Elements 2017; 7:1-9. [PMID: 28932623 PMCID: PMC5599074 DOI: 10.1080/2159256x.2017.1362494] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2017] [Revised: 07/25/2017] [Accepted: 07/28/2017] [Indexed: 12/22/2022] Open
Abstract
A large proportion of the genome of most eukaryotic organisms consists of highly repetitive mobile genetic elements. The sum of these elements is called the "mobilome," which in eukaryotes is made up mostly of transposons. Transposable elements contribute to disease, evolution, and normal physiology by mediating genetic rearrangement, and through the "domestication" of transposon proteins for cellular functions. Although 'omics studies of mobilome genomes and transcriptomes are common, technical challenges have hampered high-throughput global proteomics analyses of transposons. In a recent paper, we overcame these technical hurdles using a technique called "proteomics informed by transcriptomics" (PIT), and thus published the first unbiased global mobilome-derived proteome for any organism (using cell lines derived from the mosquito Aedes aegypti). In this commentary, we describe our methods in more detail, and summarise our major findings. We also use new genome sequencing data to show that, in many cases, the specific genomic element expressing a given protein can be identified using PIT. This proteomic technique therefore represents an important technological advance that will open new avenues of research into the role that proteins derived from transposons and other repetitive and sequence diverse genetic elements, such as endogenous retroviruses, play in health and disease.
Collapse
Affiliation(s)
- Andrew D. Davidson
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - David A. Matthews
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Kevin Maringer
- Department of Microbial Sciences, Faculty of Health and Medical Sciences, University of Surrey, Guildford, UK
| |
Collapse
|
8
|
Maringer K, Yousuf A, Heesom KJ, Fan J, Lee D, Fernandez-Sesma A, Bessant C, Matthews DA, Davidson AD. Proteomics informed by transcriptomics for characterising active transposable elements and genome annotation in Aedes aegypti. BMC Genomics 2017; 18:101. [PMID: 28103802 PMCID: PMC5248466 DOI: 10.1186/s12864-016-3432-5] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2016] [Accepted: 12/19/2016] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Aedes aegypti is a vector for the (re-)emerging human pathogens dengue, chikungunya, yellow fever and Zika viruses. Almost half of the Ae. aegypti genome is comprised of transposable elements (TEs). Transposons have been linked to diverse cellular processes, including the establishment of viral persistence in insects, an essential step in the transmission of vector-borne viruses. However, up until now it has not been possible to study the overall proteome derived from an organism's mobile genetic elements, partly due to the highly divergent nature of TEs. Furthermore, as for many non-model organisms, incomplete genome annotation has hampered proteomic studies on Ae. aegypti. RESULTS We analysed the Ae. aegypti proteome using our new proteomics informed by transcriptomics (PIT) technique, which bypasses the need for genome annotation by identifying proteins through matched transcriptomic (rather than genomic) data. Our data vastly increase the number of experimentally confirmed Ae. aegypti proteins. The PIT analysis also identified hotspots of incomplete genome annotation, and showed that poor sequence and assembly quality do not explain all annotation gaps. Finally, in a proof-of-principle study, we developed criteria for the characterisation of proteomically active TEs. Protein expression did not correlate with a TE's genomic abundance at different levels of classification. Most notably, long terminal repeat (LTR) retrotransposons were markedly enriched compared to other elements. PIT was superior to 'conventional' proteomic approaches in both our transposon and genome annotation analyses. CONCLUSIONS We present the first proteomic characterisation of an organism's repertoire of mobile genetic elements, which will open new avenues of research into the function of transposon proteins in health and disease. Furthermore, our study provides a proof-of-concept that PIT can be used to evaluate a genome's annotation to guide annotation efforts which has the potential to improve the efficiency of annotation projects in non-model organisms. PIT therefore represents a valuable new tool to study the biology of the important vector species Ae. aegypti, including its role in transmitting emerging viruses of global public health concern.
Collapse
Affiliation(s)
- Kevin Maringer
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK.
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA.
- Present address: Department of Microbial Sciences, University of Surrey, Guildford, GU2 7XH, UK.
| | - Amjad Yousuf
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK
- College of Applied Medical Sciences, Taibah University, Medina, Kingdom of Saudi Arabia
| | - Kate J Heesom
- School of Biochemistry, University of Bristol, Bristol, BS8 1TD, UK
| | - Jun Fan
- School of Biological and Chemical Sciences, Queen Mary University of London, London, E1 4NS, UK
| | - David Lee
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK
| | - Ana Fernandez-Sesma
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
| | - Conrad Bessant
- School of Biological and Chemical Sciences, Queen Mary University of London, London, E1 4NS, UK
| | - David A Matthews
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK
| | - Andrew D Davidson
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK.
| |
Collapse
|
9
|
Maringer K, Yousuf A, Heesom KJ, Fan J, Lee D, Fernandez-Sesma A, Bessant C, Matthews DA, Davidson AD. Proteomics informed by transcriptomics for characterising active transposable elements and genome annotation in Aedes aegypti. BMC Genomics 2017. [PMID: 28103802 DOI: 10.1186/s12864-016-3432-5+10.1186/s12864-016-3432-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Aedes aegypti is a vector for the (re-)emerging human pathogens dengue, chikungunya, yellow fever and Zika viruses. Almost half of the Ae. aegypti genome is comprised of transposable elements (TEs). Transposons have been linked to diverse cellular processes, including the establishment of viral persistence in insects, an essential step in the transmission of vector-borne viruses. However, up until now it has not been possible to study the overall proteome derived from an organism's mobile genetic elements, partly due to the highly divergent nature of TEs. Furthermore, as for many non-model organisms, incomplete genome annotation has hampered proteomic studies on Ae. aegypti. RESULTS We analysed the Ae. aegypti proteome using our new proteomics informed by transcriptomics (PIT) technique, which bypasses the need for genome annotation by identifying proteins through matched transcriptomic (rather than genomic) data. Our data vastly increase the number of experimentally confirmed Ae. aegypti proteins. The PIT analysis also identified hotspots of incomplete genome annotation, and showed that poor sequence and assembly quality do not explain all annotation gaps. Finally, in a proof-of-principle study, we developed criteria for the characterisation of proteomically active TEs. Protein expression did not correlate with a TE's genomic abundance at different levels of classification. Most notably, long terminal repeat (LTR) retrotransposons were markedly enriched compared to other elements. PIT was superior to 'conventional' proteomic approaches in both our transposon and genome annotation analyses. CONCLUSIONS We present the first proteomic characterisation of an organism's repertoire of mobile genetic elements, which will open new avenues of research into the function of transposon proteins in health and disease. Furthermore, our study provides a proof-of-concept that PIT can be used to evaluate a genome's annotation to guide annotation efforts which has the potential to improve the efficiency of annotation projects in non-model organisms. PIT therefore represents a valuable new tool to study the biology of the important vector species Ae. aegypti, including its role in transmitting emerging viruses of global public health concern.
Collapse
Affiliation(s)
- Kevin Maringer
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK. .,Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA. .,Present address: Department of Microbial Sciences, University of Surrey, Guildford, GU2 7XH, UK.
| | - Amjad Yousuf
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK.,College of Applied Medical Sciences, Taibah University, Medina, Kingdom of Saudi Arabia
| | - Kate J Heesom
- School of Biochemistry, University of Bristol, Bristol, BS8 1TD, UK
| | - Jun Fan
- School of Biological and Chemical Sciences, Queen Mary University of London, London, E1 4NS, UK
| | - David Lee
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK
| | - Ana Fernandez-Sesma
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
| | - Conrad Bessant
- School of Biological and Chemical Sciences, Queen Mary University of London, London, E1 4NS, UK
| | - David A Matthews
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK
| | - Andrew D Davidson
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK.
| |
Collapse
|
10
|
Maringer K, Yousuf A, Heesom KJ, Fan J, Lee D, Fernandez-Sesma A, Bessant C, Matthews DA, Davidson AD. Proteomics informed by transcriptomics for characterising active transposable elements and genome annotation in Aedes aegypti. BMC Genomics 2017. [PMID: 28103802 DOI: 10.1186/s12864-016-3432-5 10.1186/s12864-016-3432-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Aedes aegypti is a vector for the (re-)emerging human pathogens dengue, chikungunya, yellow fever and Zika viruses. Almost half of the Ae. aegypti genome is comprised of transposable elements (TEs). Transposons have been linked to diverse cellular processes, including the establishment of viral persistence in insects, an essential step in the transmission of vector-borne viruses. However, up until now it has not been possible to study the overall proteome derived from an organism's mobile genetic elements, partly due to the highly divergent nature of TEs. Furthermore, as for many non-model organisms, incomplete genome annotation has hampered proteomic studies on Ae. aegypti. RESULTS We analysed the Ae. aegypti proteome using our new proteomics informed by transcriptomics (PIT) technique, which bypasses the need for genome annotation by identifying proteins through matched transcriptomic (rather than genomic) data. Our data vastly increase the number of experimentally confirmed Ae. aegypti proteins. The PIT analysis also identified hotspots of incomplete genome annotation, and showed that poor sequence and assembly quality do not explain all annotation gaps. Finally, in a proof-of-principle study, we developed criteria for the characterisation of proteomically active TEs. Protein expression did not correlate with a TE's genomic abundance at different levels of classification. Most notably, long terminal repeat (LTR) retrotransposons were markedly enriched compared to other elements. PIT was superior to 'conventional' proteomic approaches in both our transposon and genome annotation analyses. CONCLUSIONS We present the first proteomic characterisation of an organism's repertoire of mobile genetic elements, which will open new avenues of research into the function of transposon proteins in health and disease. Furthermore, our study provides a proof-of-concept that PIT can be used to evaluate a genome's annotation to guide annotation efforts which has the potential to improve the efficiency of annotation projects in non-model organisms. PIT therefore represents a valuable new tool to study the biology of the important vector species Ae. aegypti, including its role in transmitting emerging viruses of global public health concern.
Collapse
Affiliation(s)
- Kevin Maringer
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK. .,Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA. .,Present address: Department of Microbial Sciences, University of Surrey, Guildford, GU2 7XH, UK.
| | - Amjad Yousuf
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK.,College of Applied Medical Sciences, Taibah University, Medina, Kingdom of Saudi Arabia
| | - Kate J Heesom
- School of Biochemistry, University of Bristol, Bristol, BS8 1TD, UK
| | - Jun Fan
- School of Biological and Chemical Sciences, Queen Mary University of London, London, E1 4NS, UK
| | - David Lee
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK
| | - Ana Fernandez-Sesma
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
| | - Conrad Bessant
- School of Biological and Chemical Sciences, Queen Mary University of London, London, E1 4NS, UK
| | - David A Matthews
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK
| | - Andrew D Davidson
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, BS8 1TD, UK.
| |
Collapse
|
11
|
Ma X, Huang B. Gibberellin-Stimulation of Rhizome Elongation and Differential GA-Responsive Proteomic Changes in Two Grass Species. FRONTIERS IN PLANT SCIENCE 2016; 7:905. [PMID: 27446135 PMCID: PMC4917561 DOI: 10.3389/fpls.2016.00905] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2016] [Accepted: 06/08/2016] [Indexed: 05/10/2023]
Abstract
Rapid and extensive rhizome development is a desirable trait for perennial grass growth and adaptation to environmental stresses. The objective of this study was to determine proteomic changes and associated metabolic pathways of gibberellin (GA) -regulation of rhizome elongation in two perennial grass species differing in rhizome development. Plants of a short-rhizome bunch-type tall fescue (TF; Festuca arundinacea; 'BR') and an extensive rhizomatous Kentucky bluegrass (KB; Poa pratensis; 'Baron') were treated with 10 μM GA3 in hydroponic culture in growth chambers. The average rhizome length in KB was significantly longer than that in TF regardless of GA3 treatment, and increased significantly with GA3 treatment, to a greater extent than that in TF. Comparative proteomic analysis using two-dimensional electrophoresis and mass spectrometry was performed to further investigate proteins and associated metabolic pathways imparting increased rhizome elongation by GA. A total of 37 and 38 differentially expressed proteins in response to GA3 treatment were identified in TF and KB plants, respectively, which were mainly involved in photosynthesis, energy and amino acid metabolism, protein synthesis, defense and cell development processes. Accelerated rhizome elongation in KB by GA could be mainly associated with the increased abundance of proteins involved in energy metabolism (glyceraldehyde-3-phosphate dehydrogenase, fructose-bisphosphate aldolase, and ATP synthase), amino acid metabolism (S-adenosylmethionine and adenosylhomocysteinase), protein synthesis (HSP90, elongation factor Tu and eukaryotic translation initiation factor 5A), cell-wall development (cell dividion cycle protein, alpha tubulin-2A and actin), and signal transduction (calreticulin). These proteins could be used as candidate proteins for further analysis of molecular mechanisms controlling rhizome growth.
Collapse
Affiliation(s)
- Xiqing Ma
- College of Agro-grassland Science, Nanjing Agricultural University, NanjingChina
- Department of Plant Biology and Pathology, State University of New Jersey, New Brunswick, NJUSA
| | - Bingru Huang
- Department of Plant Biology and Pathology, State University of New Jersey, New Brunswick, NJUSA
| |
Collapse
|
12
|
Černý M, Novák J, Habánová H, Cerna H, Brzobohatý B. Role of the proteome in phytohormonal signaling. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2015; 1864:1003-15. [PMID: 26721743 DOI: 10.1016/j.bbapap.2015.12.008] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2015] [Revised: 11/30/2015] [Accepted: 12/16/2015] [Indexed: 02/07/2023]
Abstract
Phytohormones are orchestrators of plant growth and development. A lot of time and effort has been invested in attempting to comprehend their complex signaling pathways but despite success in elucidating some key components, molecular mechanisms in the transduction pathways are far from being resolved. The last decade has seen a boom in the analysis of phytohormone-responsive proteins. Abscisic acid, auxin, brassinosteroids, cytokinin, ethylene, gibberellins, nitric oxide, oxylipins, strigolactones, salicylic acid--all have been analyzed to various degrees. For this review, we collected data from proteome-wide analyses resulting in a list of over 2000 annotated proteins from Arabidopsis proteomics and nearly 500 manually filtered protein families merged from all the data available from different species. We present the currently accepted model of phytohormone signaling, highlight the contributions made by proteomic-based research and describe the key nodes in phytohormone signaling networks, as revealed by proteome analysis. These include ubiquitination and proteasome mediated degradation, calcium ion signaling, redox homeostasis, and phosphoproteome dynamics. Finally, we discuss potential pitfalls and future perspectives in the field. This article is part of a Special Issue entitled: Plant Proteomics--a bridge between fundamental processes and crop production, edited by Dr. Hans-Peter Mock.
Collapse
Affiliation(s)
- Martin Černý
- Laboratory of Plant Molecular Biology, Institute of Biophysics AS CR, v.v.i. and CEITEC - Central European Institute of Technology, Mendel University in Brno, Zemědělská 1, CZ-613 00 Brno, Czech Republic.
| | - Jan Novák
- Laboratory of Plant Molecular Biology, Institute of Biophysics AS CR, v.v.i. and CEITEC - Central European Institute of Technology, Mendel University in Brno, Zemědělská 1, CZ-613 00 Brno, Czech Republic.
| | - Hana Habánová
- Laboratory of Plant Molecular Biology, Institute of Biophysics AS CR, v.v.i. and CEITEC - Central European Institute of Technology, Mendel University in Brno, Zemědělská 1, CZ-613 00 Brno, Czech Republic.
| | - Hana Cerna
- Laboratory of Plant Molecular Biology, Institute of Biophysics AS CR, v.v.i. and CEITEC - Central European Institute of Technology, Mendel University in Brno, Zemědělská 1, CZ-613 00 Brno, Czech Republic.
| | - Břetislav Brzobohatý
- Laboratory of Plant Molecular Biology, Institute of Biophysics AS CR, v.v.i. and CEITEC - Central European Institute of Technology, Mendel University in Brno, Zemědělská 1, CZ-613 00 Brno, Czech Republic.
| |
Collapse
|
13
|
Xu J, Zha M, Li Y, Ding Y, Chen L, Ding C, Wang S. The interaction between nitrogen availability and auxin, cytokinin, and strigolactone in the control of shoot branching in rice (Oryza sativa L.). PLANT CELL REPORTS 2015; 34:1647-62. [PMID: 26024762 DOI: 10.1007/s00299-015-1815-8] [Citation(s) in RCA: 87] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2014] [Revised: 04/21/2015] [Accepted: 05/20/2015] [Indexed: 05/20/2023]
Abstract
Nitrogen availability and cytokinin could promote shoot branching in rice, whereas auxin and strigolactone inhibited it. The interaction between nitrogen availability and the three hormones is discussed. Rice shoot branching is strongly affected by nitrogen availability and the plant hormones auxin, cytokinin, and strigolactone; however, the interaction of them in the regulation of rice shoot branching remains a subject of debate. In the present study, nitrogen and the three hormones were used to regulate rice tiller bud growth in the indica rice variety Yangdao 6. Both nitrogen and CK promoted shoot branching in rice, whereas auxin and SL inhibited it. We used HPLC to determine the amounts of endogenous IAA and CK, and we used quantitative real-time PCR analysis to quantify the expression levels of several genes. Nitrogen enhanced the amount of CK by promoting the expression levels of OsIPTs in nodes. In addition, both nitrogen and CK downregulated the expression of genes related to SL synthesis in root and nodes, implying that the inhibition of SL synthesis by nitrogen may occur at least partially through the CK pathway. SL did not significantly reduce the amount of CK or the expression levels of OsIPT genes, but it did significantly reduce the amount of auxin and the auxin transport capacity in nodes. Auxin itself inhibited CK synthesis and promoted SL synthesis in nodes rather than in roots. Furthermore, we found that CK and SL quickly reduced and increased the expression of FC1 in buds, respectively, implying that FC1 might be a common target for the CK and SL pathways. Nitrogen and auxin delayed expression change patterns of FC1, potentially by changing the downstream signals for CK and SL.
Collapse
Affiliation(s)
- Junxu Xu
- Agronomy College, Nanjing Agricultural University, Nanjing, People's Republic of China,
| | | | | | | | | | | | | |
Collapse
|
14
|
Yang Y, Zhu K, Xia H, Chen L, Chen K. Comparative proteomic analysis of indica and japonica rice varieties. Genet Mol Biol 2014; 37:652-61. [PMID: 25505840 PMCID: PMC4261965 DOI: 10.1590/s1415-47572014005000015] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2014] [Accepted: 06/10/2014] [Indexed: 11/24/2022] Open
Abstract
Indica and japonica are two main subspecies of Asian cultivated rice (Oryza sativa L.) that differ clearly in morphological and agronomic traits, in physiological and biochemical characteristics and in their genomic structure. However, the proteins and genes responsible for these differences remain poorly characterized. In this study, proteomic tools, including two-dimensional electrophoresis and mass spectrometry, were used to globally identify proteins that differed between two sequenced rice varieties (93–11 and Nipponbare). In all, 47 proteins that differed significantly between 93–11 and Nipponbare were identified using mass spectrometry and database searches. Interestingly, seven proteins were expressed only in Nipponbare and one protein was expressed specifically in 93–11; these differences were confirmed by quantitative real-time PCR and proteomic analysis of other indica and japonica rice varieties. This is the first report to successfully demonstrate differences in the protein composition of indica and japonica rice varieties and to identify candidate proteins and genes for future investigation of their roles in the differentiation of indica and japonica rice.
Collapse
Affiliation(s)
- Yanhua Yang
- Institute of Life Sciences , Jiangsu University , Zhenjiang , PR China
| | - Keming Zhu
- Institute of Life Sciences , Jiangsu University , Zhenjiang , PR China
| | - Hengchuan Xia
- Institute of Life Sciences , Jiangsu University , Zhenjiang , PR China
| | - Liang Chen
- Institute of Life Sciences , Jiangsu University , Zhenjiang , PR China
| | - Keping Chen
- Institute of Life Sciences , Jiangsu University , Zhenjiang , PR China
| |
Collapse
|
15
|
Kim ST, Kim SG, Agrawal GK, Kikuchi S, Rakwal R. Rice proteomics: a model system for crop improvement and food security. Proteomics 2014; 14:593-610. [PMID: 24323464 DOI: 10.1002/pmic.201300388] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2013] [Revised: 10/24/2013] [Accepted: 11/07/2013] [Indexed: 12/14/2022]
Abstract
Rice proteomics has progressed at a tremendous pace since the year 2000, and that has resulted in establishing and understanding the proteomes of tissues, organs, and organelles under both normal and abnormal (adverse) environmental conditions. Established proteomes have also helped in re-annotating the rice genome and revealing the new role of previously known proteins. The progress of rice proteomics had recognized it as the corner/stepping stone for at least cereal crops. Rice proteomics remains a model system for crops as per its exemplary proteomics research. Proteomics-based discoveries in rice are likely to be translated in improving crop plants and vice versa against ever-changing environmental factors. This review comprehensively covers rice proteomics studies from August 2010 to July 2013, with major focus on rice responses to diverse abiotic (drought, salt, oxidative, temperature, nutrient, hormone, metal ions, UV radiation, and ozone) as well as various biotic stresses, especially rice-pathogen interactions. The differentially regulated proteins in response to various abiotic stresses in different tissues have also been summarized, indicating key metabolic and regulatory pathways. We envision a significant role of rice proteomics in addressing the global ground level problem of food security, to meet the demands of the human population which is expected to reach six to nine billion by 2040.
Collapse
Affiliation(s)
- Sun Tae Kim
- Department of Plant Bioscience, Pusan National University, Miryang, South Korea
| | | | | | | | | |
Collapse
|
16
|
Yang Y, Dai L, Xia H, Zhu K, Liu H, Chen K. Protein profile of rice (Oryza sativa) seeds. Genet Mol Biol 2013; 36:87-92. [PMID: 23569412 PMCID: PMC3615530 DOI: 10.1590/s1415-47572013000100012] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2012] [Accepted: 10/23/2012] [Indexed: 11/21/2022] Open
Abstract
Seeds are the most important plant storage organ and play a central role in the life cycle of plants. Since little is known about the protein composition of rice (Oryza sativa) seeds, in this work we used proteomic methods to obtain a reference map of rice seed proteins and identify important molecules. Overall, 480 reproducible protein spots were detected by two-dimensional electrophoresis on pH 4-7 gels and 302 proteins were identified by MALDI-TOF MS and database searches. Together, these proteins represented 252 gene products and were classified into 12 functional categories, most of which were involved in metabolic pathways. Database searches combined with hydropathy plots and gene ontology analysis showed that most rice seed proteins were hydrophilic and were related to binding, catalytic, cellular or metabolic processes. These results expand our knowledge of the rice proteome and improve our understanding of the cellular biology of rice seeds.
Collapse
Affiliation(s)
- Yanhua Yang
- Institute of Life Sciences, Jiangsu University, Zhenjiang, PR China
| | | | | | | | | | | |
Collapse
|
17
|
Liang C, Tian J, Liao H. Proteomics dissection of plant responses to mineral nutrient deficiency. Proteomics 2013. [PMID: 23193087 DOI: 10.1002/pmic.201200263] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Plants require at least 17 essential nutrients to complete their life cycle. Except for carbon, hydrogen, and oxygen, other essential nutrients are mineral nutrients, which are mainly acquired from soils by roots. In natural soils, the availability of most essential mineral nutrients is very low and hard to meet the demand of plants. Developing crops with high nutrient efficiency is essential for sustainable agriculture, which requires more understandings of crop responses to mineral nutrient deficiency. Proteomic techniques provide a crucial and complementary tool to dissect molecular mechanisms underlying crop adaptation to mineral nutrient deficiency in the rapidly processing postgenome era. This review gives a comparative overview about identification of mineral nutrient deficiency responsive proteins using proteomic analysis, and discusses the current status for crop proteomics and its challenges to be integrated into systems biology approaches for developing crops with high mineral nutrient efficiency.
Collapse
Affiliation(s)
- Cuiyue Liang
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, Root Biology Center, South China Agricultural University, Guangzhou, P. R. China
| | | | | |
Collapse
|