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Wang D, He X, Baer M, Lami K, Yu B, Tassinari A, Salvi S, Schaaf G, Hochholdinger F, Yu P. Lateral root enriched Massilia associated with plant flowering in maize. MICROBIOME 2024; 12:124. [PMID: 38982519 PMCID: PMC11234754 DOI: 10.1186/s40168-024-01839-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 05/16/2024] [Indexed: 07/11/2024]
Abstract
BACKGROUND Beneficial associations between plants and soil microorganisms are critical for crop fitness and resilience. However, it remains obscure how microorganisms are assembled across different root compartments and to what extent such recruited microbiomes determine crop performance. Here, we surveyed the root transcriptome and the root and rhizosphere microbiome via RNA sequencing and full-length (V1-V9) 16S rRNA gene sequencing from genetically distinct monogenic root mutants of maize (Zea mays L.) under different nutrient-limiting conditions. RESULTS Overall transcriptome and microbiome display a clear assembly pattern across the compartments, i.e., from the soil through the rhizosphere to the root tissues. Co-variation analysis identified that genotype dominated the effect on the microbial community and gene expression over the nutrient stress conditions. Integrated transcriptomic and microbial analyses demonstrated that mutations affecting lateral root development had the largest effect on host gene expression and microbiome assembly, as compared to mutations affecting other root types. Cooccurrence and trans-kingdom network association analysis demonstrated that the keystone bacterial taxon Massilia (Oxalobacteraceae) is associated with root functional genes involved in flowering time and overall plant biomass. We further observed that the developmental stage drives the differentiation of the rhizosphere microbial assembly, especially the associations of the keystone bacteria Massilia with functional genes in reproduction. Taking advantage of microbial inoculation experiments using a maize early flowering mutant, we confirmed that Massilia-driven maize growth promotion indeed depends on flowering time. CONCLUSION We conclude that specific microbiota supporting lateral root formation could enhance crop performance by mediating functional gene expression underlying plant flowering time in maize. Video Abstract.
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Affiliation(s)
- Danning Wang
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
| | - Xiaoming He
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
| | - Marcel Baer
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
| | - Klea Lami
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
- Plant Nutrition, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
| | - Baogang Yu
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
| | - Alberto Tassinari
- Department of Agricultural and Food Sciences, University of Bologna, Bologna, 40127, Italy
| | - Silvio Salvi
- Department of Agricultural and Food Sciences, University of Bologna, Bologna, 40127, Italy
| | - Gabriel Schaaf
- Plant Nutrition, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
| | - Frank Hochholdinger
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
| | - Peng Yu
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany.
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany.
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Zhang X, Wang H, Yang M, Liu R, Zhang X, Jia Z, Li P. Natural variation in ZmNAC087 contributes to total root length regulation in maize seedlings under salt stress. BMC PLANT BIOLOGY 2023; 23:392. [PMID: 37580686 PMCID: PMC10424409 DOI: 10.1186/s12870-023-04393-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 07/31/2023] [Indexed: 08/16/2023]
Abstract
Soil salinity poses a significant challenge to crop growth and productivity, particularly affecting the root system, which is vital for water and nutrient uptake. To identify genetic factors that influence root elongation in stressful environments, we conducted a genome-wide association study (GWAS) to investigate the natural variation associated with total root length (TRL) under salt stress and normal conditions in maize seedlings. Our study identified 69 genetic variants associated with 38 candidate genes, among which a specific single nucleotide polymorphism (SNP) in ZmNAC087 was significantly associated with TRL under salt stress. Transient expression and transactivation assays revealed that ZmNAC087 encodes a nuclear-localized protein with transactivation activity. Further candidate gene association analysis showed that non-coding variations in ZmNAC087 promoter contribute to differential ZmNAC087 expression among maize inbred lines, potentially influencing the variation in salt-regulated TRL. In addition, through nucleotide diversity analysis, neutrality tests, and coalescent simulation, we demonstrated that ZmNAC087 underwent selection during maize domestication and improvement. These findings highlight the significance of natural variation in ZmNAC087, particularly the favorable allele, in maize salt tolerance, providing theoretical basis and valuable genetic resources for the development of salt-tolerant maize germplasm.
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Affiliation(s)
- Xiaomin Zhang
- State Key Laboratory of Crop Stress Adaptation and Improvement, Academy for Advanced Interdisciplinary Studies, School of Life Sciences, Henan University, Kaifeng, 475004, China
- Sanya Institute, Henan University, Sanya, 572025, China
| | - Houmiao Wang
- Jiangsu Key Laboratory of Crop Genetics and Physiology, Key Laboratory of Plant Functional Genomics of the Ministry of Education, Jiangsu Key Laboratory of Crop Genomics and Molecular Breeding, Yangzhou University, Yangzhou, 225009, China
- Jiangsu Co-Innovation Center for Modern Production Technology of Grain Crops, Yangzhou University, Yangzhou, 225009, China
| | - Mengling Yang
- State Key Laboratory of Crop Stress Adaptation and Improvement, Academy for Advanced Interdisciplinary Studies, School of Life Sciences, Henan University, Kaifeng, 475004, China
| | - Runxiao Liu
- State Key Laboratory of Crop Stress Adaptation and Improvement, Academy for Advanced Interdisciplinary Studies, School of Life Sciences, Henan University, Kaifeng, 475004, China
| | - Xin Zhang
- State Key Laboratory of Crop Stress Adaptation and Improvement, Academy for Advanced Interdisciplinary Studies, School of Life Sciences, Henan University, Kaifeng, 475004, China
| | - Zhongtao Jia
- State Key Laboratory of Nutrient Use and Management (SKL-NUM), College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Beijing, 100193, China.
| | - Pengcheng Li
- Jiangsu Key Laboratory of Crop Genetics and Physiology, Key Laboratory of Plant Functional Genomics of the Ministry of Education, Jiangsu Key Laboratory of Crop Genomics and Molecular Breeding, Yangzhou University, Yangzhou, 225009, China.
- Jiangsu Co-Innovation Center for Modern Production Technology of Grain Crops, Yangzhou University, Yangzhou, 225009, China.
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Karnatam KS, Chhabra G, Saini DK, Singh R, Kaur G, Praba UP, Kumar P, Goyal S, Sharma P, Ranjan R, Sandhu SK, Kumar R, Vikal Y. Genome-Wide Meta-Analysis of QTLs Associated with Root Traits and Implications for Maize Breeding. Int J Mol Sci 2023; 24:ijms24076135. [PMID: 37047112 PMCID: PMC10093813 DOI: 10.3390/ijms24076135] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 03/14/2023] [Accepted: 03/17/2023] [Indexed: 04/14/2023] Open
Abstract
Root system architecture (RSA), also known as root morphology, is critical in plant acquisition of soil resources, plant growth, and yield formation. Many QTLs associated with RSA or root traits in maize have been identified using several bi-parental populations, particularly in response to various environmental factors. In the present study, a meta-analysis of QTLs associated with root traits was performed in maize using 917 QTLs retrieved from 43 mapping studies published from 1998 to 2020. A total of 631 QTLs were projected onto a consensus map involving 19,714 markers, which led to the prediction of 68 meta-QTLs (MQTLs). Among these 68 MQTLs, 36 MQTLs were validated with the marker-trait associations available from previous genome-wide association studies for root traits. The use of comparative genomics approaches revealed several gene models conserved among the maize, sorghum, and rice genomes. Among the conserved genomic regions, the ortho-MQTL analysis uncovered 20 maize MQTLs syntenic to 27 rice MQTLs for root traits. Functional analysis of some high-confidence MQTL regions revealed 442 gene models, which were then subjected to in silico expression analysis, yielding 235 gene models with significant expression in various tissues. Furthermore, 16 known genes viz., DXS2, PHT, RTP1, TUA4, YUC3, YUC6, RTCS1, NSA1, EIN2, NHX1, CPPS4, BIGE1, RCP1, SKUS13, YUC5, and AW330564 associated with various root traits were present within or near the MQTL regions. These results could aid in QTL cloning and pyramiding in developing new maize varieties with specific root architecture for proper plant growth and development under optimum and abiotic stress conditions.
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Affiliation(s)
- Krishna Sai Karnatam
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana 141001, India
| | - Gautam Chhabra
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana 141001, India
| | - Dinesh Kumar Saini
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana 141001, India
| | - Rajveer Singh
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana 141001, India
| | - Gurwinder Kaur
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana 141001, India
| | - Umesh Preethi Praba
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana 141001, India
| | - Pankaj Kumar
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana 141001, India
| | - Simran Goyal
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana 141001, India
| | - Priti Sharma
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana 141001, India
| | - Rumesh Ranjan
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana 141001, India
| | - Surinder K Sandhu
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana 141001, India
| | - Ramesh Kumar
- Indian Institute of Maize Research, Ludhiana 141001, India
| | - Yogesh Vikal
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana 141001, India
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Xu J, Wang X, Zhu H, Yu F. Maize Genotypes With Different Zinc Efficiency in Response to Low Zinc Stress and Heterogeneous Zinc Supply. FRONTIERS IN PLANT SCIENCE 2021; 12:736658. [PMID: 34691112 PMCID: PMC8531504 DOI: 10.3389/fpls.2021.736658] [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: 07/05/2021] [Accepted: 08/30/2021] [Indexed: 06/13/2023]
Abstract
All over the world, a common problem in the soil is the low content of available zinc (Zn), which is unevenly distributed and difficult to move. However, information on the foraging strategies of roots in response to heterogeneous Zn supply is still very limited. Few studies have analyzed the adaptability of maize inbred lines with different Zn efficiencies to different low Zn stress time lengths in maize. This study analyzed the effects of different time lengths of low Zn stress on various related traits in different inbred lines. In addition, morphological plasticity of roots and the response of Zn-related important gene iron-regulated transporter-like proteins (ZIPs) were studied via simulating the heterogeneity of Zn nutrition in the soil. In this report, when Zn deficiency stress duration was extended (from 14 to 21 days), under Zn-deficient supply (0.5 μM), Zn efficiency (ZE) based on shoot dry weight of Wu312 displayed no significant difference, and ZE for Ye478 was increased by 92.9%. Under longer-term Zn deficiency, shoot, and root dry weights of Ye478 were 6.5 and 2.1-fold higher than those of Wu312, respectively. Uneven Zn supply strongly inhibited the development of some root traits in the -Zn region. Difference in shoot dry weights between Wu312 and Ye478 was larger in T1 (1.97 times) than in T2 (1.53 times). Under heterogeneous condition of Zn supply, both the -Zn region and the +Zn region upregulated the expressions of ZmZIP3, ZmZIP4, ZmZIP5, ZmZIP7, and ZmZIP8 in the roots of two inbred lines. These results indicate that extended time length of low-Zn stress will enlarge the difference of multiple physiological traits, especially biomass, between Zn-sensitive and Zn-tolerant inbred lines. There were significant genotypic differences of root morphology in response to heterogeneous Zn supply. Compared with split-supply with +Zn/+Zn, the difference of above-ground biomass between Zn-sensitive and Zn-tolerant inbred lines under split-supply with -Zn/+Zn was higher. Under the condition of heterogeneous Zn supply, several ZmZIP genes may play important roles in tolerance to low Zn stress, which can provide a basis for further functional characterization.
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Ravazzolo L, Boutet-Mercey S, Perreau F, Forestan C, Varotto S, Ruperti B, Quaggiotti S. Strigolactones and Auxin Cooperate to Regulate Maize Root Development and Response to Nitrate. PLANT & CELL PHYSIOLOGY 2021; 62:610-623. [PMID: 33508105 DOI: 10.1093/pcp/pcab014] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Accepted: 01/20/2021] [Indexed: 05/12/2023]
Abstract
In maize, nitrate regulates root development thanks to the coordinated action of many players. In this study, the involvement of strigolactones (SLs) and auxin as putative components of the nitrate regulation of lateral root (LR) was investigated. To this aim, the endogenous SL content of maize root in response to nitrate was assessed by liquid chromatography with tandem mass Spectrometry (LC-MS/MS) and measurements of LR density in the presence of analogues or inhibitors of auxin and SLs were performed. Furthermore, an untargeted RNA-sequencing (RNA-seq)-based approach was used to better characterize the participation of auxin and SLs to the transcriptional signature of maize root response to nitrate. Our results suggested that N deprivation induces zealactone and carlactonoic acid biosynthesis in root, to a higher extent if compared to P-deprived roots. Moreover, data on LR density led to hypothesize that the induction of LR development early occurring upon nitrate supply involves the inhibition of SL biosynthesis, but that the downstream target of SL shutdown, besides auxin, also includes additional unknown players. Furthermore, RNA-seq results provided a set of putative markers for the auxin- or SL-dependent action of nitrate, meanwhile also allowing to identify novel components of the molecular regulation of maize root response to nitrate. Globally, the existence of at least four different pathways was hypothesized: one dependent on auxin, a second one mediated by SLs, a third deriving from the SL-auxin interplay, and a last one attributable to nitrate itself through further downstream signals. Further work will be necessary to better assess the reliability of the model proposed.
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Affiliation(s)
- Laura Ravazzolo
- Department of Agronomy, Food, Natural Resources, Animals and Environment, University of Padova, Viale dell'Università 16, Legnaro 35020, Italy
| | - Stéphanie Boutet-Mercey
- Institut Jean-Pierre Bourgin, INRAE, AgroParisTech, Université Paris-Saclay, Versailles 78000, France
| | - François Perreau
- Institut Jean-Pierre Bourgin, INRAE, AgroParisTech, Université Paris-Saclay, Versailles 78000, France
| | - Cristian Forestan
- Department of Agricultural and Food Sciences (DISTAL), University of Bologna, Viale Fanin 44, Bologna 40127, Italy
| | - Serena Varotto
- Department of Agronomy, Food, Natural Resources, Animals and Environment, University of Padova, Viale dell'Università 16, Legnaro 35020, Italy
| | - Benedetto Ruperti
- Department of Agronomy, Food, Natural Resources, Animals and Environment, University of Padova, Viale dell'Università 16, Legnaro 35020, Italy
| | - Silvia Quaggiotti
- Department of Agronomy, Food, Natural Resources, Animals and Environment, University of Padova, Viale dell'Università 16, Legnaro 35020, Italy
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6
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Pesacreta TC, Acharya A, Hasenstein KH. Endogenous nutrients are concentrated in specific tissues in the Zea mays seedling. PROTOPLASMA 2021; 258:863-878. [PMID: 33582844 DOI: 10.1007/s00709-021-01606-4] [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: 05/06/2020] [Accepted: 01/03/2021] [Indexed: 06/12/2023]
Abstract
K, P, Cl, and Ca are distributed in tissue-specific patterns in Zea mays seedlings. These elements were mapped and analyzed using a relatively simple semi-quantitative technique, i.e., fast freezing, followed by freeze fracturing, then freeze drying, and finally scanning electron microscopy/energy-dispersive spectroscopy (SEM/EDS). In the radicle, endogenously derived (i.e., from seed) K and P transition from being homogenous in the apical meristem to tissue-specific in older regions. At 3 mm from the radicle apex, K concentration is approximately 40 mM in mid-cortex and decreases by approximately 50% at 15 mm. From 3 to 55 mm, P concentration in pericycle is approximately twice that found in adjacent regions. Ca is not detectable in younger portions of the radicle by SEM/EDS, but in older regions, it is present at 13 mM in mid-cortex. K concentration values of entire radicles analyzed with inductively coupled plasma optical emission spectrometry (ICP-OES) exceeded the SEM/EDS values. For Ca, the reverse was true. But, SEM/EDS analysis did not include several vascular tissues that contained high concentrations of K and low concentrations of Ca. The inception of lateral root primordia was accompanied by a localized decrease in Ca in cortical regions that were centrifugal to the primordium tip. A region of O-rich cells in endosperm was identified centripetal to the aleurone. These results indicate that (1) outer, mid-, and inner cortical regions, as well as the adjacent tissues, have distinct ion accumulation properties, and (2) ions are concentrated in some radicle tissues prior to development of Casparian strips.
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Affiliation(s)
- T C Pesacreta
- Microscopy Center, University of Louisiana Lafayette, PO Box 43602-3602, Lafayette, LA, 70504, USA.
| | - A Acharya
- Biology Department, University of Louisiana Lafayette, PO Box 43602-3602, Lafayette, LA, 70504, USA
| | - K H Hasenstein
- Biology Department, University of Louisiana Lafayette, PO Box 43602-3602, Lafayette, LA, 70504, USA
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7
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Yu P, He X, Baer M, Beirinckx S, Tian T, Moya YAT, Zhang X, Deichmann M, Frey FP, Bresgen V, Li C, Razavi BS, Schaaf G, von Wirén N, Su Z, Bucher M, Tsuda K, Goormachtig S, Chen X, Hochholdinger F. Plant flavones enrich rhizosphere Oxalobacteraceae to improve maize performance under nitrogen deprivation. NATURE PLANTS 2021; 7:481-499. [PMID: 33833418 DOI: 10.1038/s41477-021-00897-y] [Citation(s) in RCA: 172] [Impact Index Per Article: 57.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Accepted: 03/09/2021] [Indexed: 05/06/2023]
Abstract
Beneficial interactions between plant roots and rhizosphere microorganisms are pivotal for plant fitness. Nevertheless, the molecular mechanisms controlling the feedback between root architecture and microbial community structure remain elusive in maize. Here, we demonstrate that transcriptomic gradients along the longitudinal root axis associate with specific shifts in rhizosphere microbial diversity. Moreover, we have established that root-derived flavones predominantly promote the enrichment of bacteria of the taxa Oxalobacteraceae in the rhizosphere, which in turn promote maize growth and nitrogen acquisition. Genetic experiments demonstrate that LRT1-mediated lateral root development coordinates the interactions of the root system with flavone-dependent Oxalobacteraceae under nitrogen deprivation. In summary, these experiments reveal the genetic basis of the reciprocal interactions between root architecture and the composition and diversity of specific microbial taxa in the rhizosphere resulting in improved plant performance. These findings may open new avenues towards the breeding of high-yielding and nutrient-efficient crops by exploiting their interaction with beneficial soil microorganisms.
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Affiliation(s)
- Peng Yu
- College of Resources and Environment, and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Xiaoming He
- College of Resources and Environment, and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Marcel Baer
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Stien Beirinckx
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Plant Sciences Unit, Flanders Research Institute for Agriculture Fisheries and Food, Merelbeke, Belgium
- Center for Plant Systems Biology, VIB, Ghent, Belgium
| | - Tian Tian
- State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing, China
| | - Yudelsy A T Moya
- Molecular Plant Nutrition, Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben, Germany
| | - Xuechen Zhang
- Department of Biogeochemistry of Agroecosystems, University of Göttingen, Göttingen, Germany
| | - Marion Deichmann
- Plant Nutrition, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Felix P Frey
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Verena Bresgen
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Chunjian Li
- Department of Plant Nutrition, College of Resources and Environmental Science, China Agricultural University, Beijing, China
| | - Bahar S Razavi
- Department of Soil and Plant Microbiome, Institute of Phytopathology, Christian-Albrecht University of Kiel, Kiel, Germany
| | - Gabriel Schaaf
- Plant Nutrition, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany
| | - Nicolaus von Wirén
- Molecular Plant Nutrition, Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben, Germany
| | - Zhen Su
- State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing, China
| | - Marcel Bucher
- Botanical Institute, Cologne Biocenter, University of Cologne, Cologne, Germany
- Cluster of Excellence on Plant Sciences, University of Cologne, Cologne, Germany
| | - Kenichi Tsuda
- State Key Laboratory of Agricultural Microbiology, College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, China
- Department of Plant Microbe Interactions, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Sofie Goormachtig
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Center for Plant Systems Biology, VIB, Ghent, Belgium
| | - Xinping Chen
- College of Resources and Environment, and Academy of Agricultural Sciences, Southwest University, Chongqing, China.
| | - Frank Hochholdinger
- College of Resources and Environment, and Academy of Agricultural Sciences, Southwest University, Chongqing, China.
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation, University of Bonn, Bonn, Germany.
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Bonkowski M, Tarkka M, Razavi BS, Schmidt H, Blagodatskaya E, Koller R, Yu P, Knief C, Hochholdinger F, Vetterlein D. Spatiotemporal Dynamics of Maize ( Zea mays L.) Root Growth and Its Potential Consequences for the Assembly of the Rhizosphere Microbiota. Front Microbiol 2021; 12:619499. [PMID: 33815308 PMCID: PMC8010349 DOI: 10.3389/fmicb.2021.619499] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Accepted: 02/16/2021] [Indexed: 12/20/2022] Open
Abstract
Numerous studies have shown that plants selectively recruit microbes from the soil to establish a complex, yet stable and quite predictable microbial community on their roots – their “microbiome.” Microbiome assembly is considered as a key process in the self-organization of root systems. A fundamental question for understanding plant-microbe relationships is where a predictable microbiome is formed along the root axis and through which microbial dynamics the stable formation of a microbiome is challenged. Using maize as a model species for which numerous data on dynamic root traits are available, this mini-review aims to give an integrative overview on the dynamic nature of root growth and its consequences for microbiome assembly based on theoretical considerations from microbial community ecology.
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Affiliation(s)
- Michael Bonkowski
- Terrestrial Ecology, Institute of Zoology, University of Cologne, Cologne, Germany
| | - Mika Tarkka
- Department of Soil Ecology, Helmholtz Centre for Environmental Research - UFZ, Halle, Germany.,German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
| | - Bahar S Razavi
- Department of Soil and Plant Microbiome, Christian-Albrecht University of Kiel, Kiel, Germany
| | - Hannes Schmidt
- Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna, Austria
| | - Evgenia Blagodatskaya
- Department of Soil Ecology, Helmholtz Centre for Environmental Research - UFZ, Halle, Germany
| | - Robert Koller
- Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Forschungszentrum Jülich GmbH, Jülich, Germany
| | - Peng Yu
- Emmy Noether Group Root Functional Biology, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, Germany
| | - Claudia Knief
- Institute of Crop Science and Resource Conservation - Molecular Biology of the Rhizosphere, University of Bonn, Bonn, Germany
| | - Frank Hochholdinger
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, Germany
| | - Doris Vetterlein
- Department of Soil System Science, Helmholtz Centre for Environmental Research - UFZ, Halle, Germany.,Soil Science, Martin-Luther-University Halle-Wittenberg, Halle, Germany
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Takehisa H, Sato Y. Transcriptome-based approaches for clarification of nutritional responses and improvement of crop production. BREEDING SCIENCE 2021; 71:76-88. [PMID: 33762878 PMCID: PMC7973498 DOI: 10.1270/jsbbs.20098] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Accepted: 11/01/2020] [Indexed: 06/12/2023]
Abstract
Genome-wide transcriptome profiling is a powerful tool for identifying key genes and pathways involved in plant development and physiological processes. This review summarizes studies that have used transcriptome profiling mainly in rice to focus on responses to macronutrients such as nitrogen, phosphorus and potassium, and spatio-temporal root profiling in relation to the regulation of root system architecture as well as nutrient uptake and transport. We also discuss strategies based on meta- and co-expression analyses with different attributed transcriptome data, which can be used for investigating the regulatory mechanisms and dynamics of nutritional responses and adaptation, and speculate on further advances in transcriptome profiling that could have potential application to crop breeding and cultivation.
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Affiliation(s)
- Hinako Takehisa
- Institute of Crop Science, National Agriculture and Food Research Organization, 2-1-2 Kannondai, Tsukuba, Ibaraki 305-8518, Japan
| | - Yutaka Sato
- Institute of Crop Science, National Agriculture and Food Research Organization, 2-1-2 Kannondai, Tsukuba, Ibaraki 305-8518, Japan
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10
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Wang X, Whalley WR, Miller AJ, White PJ, Zhang F, Shen J. Sustainable Cropping Requires Adaptation to a Heterogeneous Rhizosphere. TRENDS IN PLANT SCIENCE 2020; 25:1194-1202. [PMID: 32830043 DOI: 10.1016/j.tplants.2020.07.006] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 07/02/2020] [Accepted: 07/09/2020] [Indexed: 05/19/2023]
Abstract
Root-soil interactions in the rhizosphere are central to resource acquisition and crop production in agricultural systems. However, apart from studies in idealized experimental systems, rhizosphere processes in real agricultural soils in situ are largely uncharacterized. This limits the contribution of rhizosphere science to agriculture and the ongoing Green Revolution. Here, we argue that understanding plant responses to soil heterogeneity is key to understanding rhizosphere processes. We highlight rhizosphere sensing and root-induced soil modification in the context of heterogeneous soil structure, resource distribution, and root-soil interactions. A deeper understanding of the integrated and dynamic root-soil interactions in the heterogeneously structured rhizosphere could increase crop production and resource use efficiency towards sustainable agriculture.
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Affiliation(s)
- Xin Wang
- Department of Plant Nutrition, College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Key Laboratory of Plant-Soil Interactions, Ministry of Education, Beijing 100193, PR China
| | | | | | - Philip J White
- Ecological Science Group, The James Hutton Institute, Invergowrie, Dundee, DD2 5DA, UK; National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China; Distinguished Scientist Fellowship Program, King Saud University, Riyadh 11451, Saudi Arabia
| | - Fusuo Zhang
- Department of Plant Nutrition, College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Key Laboratory of Plant-Soil Interactions, Ministry of Education, Beijing 100193, PR China
| | - Jianbo Shen
- Department of Plant Nutrition, College of Resources and Environmental Sciences, National Academy of Agriculture Green Development, China Agricultural University, Key Laboratory of Plant-Soil Interactions, Ministry of Education, Beijing 100193, PR China.
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11
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Alaguero-Cordovilla A, Gran-Gómez FJ, Jadczak P, Mhimdi M, Ibáñez S, Bres C, Just D, Rothan C, Pérez-Pérez JM. A quick protocol for the identification and characterization of early growth mutants in tomato. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2020; 301:110673. [PMID: 33218638 DOI: 10.1016/j.plantsci.2020.110673] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 09/03/2020] [Accepted: 09/07/2020] [Indexed: 06/11/2023]
Abstract
Root system architecture (RSA) manipulation may improve water and nutrient capture by plants under normal and extreme climate conditions. With the aim of initiating the genetic dissection of RSA in tomato, we established a defined ontology that allowed the curated annotation of the observed phenotypes on 12 traits at four consecutive growth stages. In addition, we established a quick approach for the molecular identification of the mutations associated with the trait-of-interest by using a whole-genome sequencing approach that does not require the building of an additional mapping population. As a proof-of-concept, we screened 4543 seedlings from 300 tomato M3 lines (Solanum lycopersicum L. cv. Micro-Tom) generated by chemical mutagenesis with ethyl methanesulfonate. We studied the growth and early development of both the root system (primary and lateral roots) and the aerial part of the seedlings as well as the wound-induced adventitious roots emerging from the hypocotyl. We identified 659 individuals (belonging to 203 M3 lines) whose early seedling and RSA phenotypes differed from those of their reference background. We confirmed the genetic segregation of the mutant phenotypes affecting primary root length, seedling viability and early RSA in 31 M4 families derived from 15 M3 lines selected in our screen. Finally, we identified a missense mutation in the SlCESA3 gene causing a seedling-lethal phenotype with short roots. Our results validated the experimental approach used for the identification of tomato mutants during early growth, which will allow the molecular identification of the genes involved.
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Affiliation(s)
| | | | - Paula Jadczak
- Instituto de Bioingeniería, Universidad Miguel Hernández, 03202, Elche, Alicante, Spain.
| | - Mariem Mhimdi
- Instituto de Bioingeniería, Universidad Miguel Hernández, 03202, Elche, Alicante, Spain.
| | - Sergio Ibáñez
- Instituto de Bioingeniería, Universidad Miguel Hernández, 03202, Elche, Alicante, Spain.
| | - Cécile Bres
- INRAE and University of Bordeaux, UMR 1332 Biologie du Fruit et Pathologie, F-33140, Villenave d'Ornon, France.
| | - Daniel Just
- INRAE and University of Bordeaux, UMR 1332 Biologie du Fruit et Pathologie, F-33140, Villenave d'Ornon, France.
| | - Christophe Rothan
- INRAE and University of Bordeaux, UMR 1332 Biologie du Fruit et Pathologie, F-33140, Villenave d'Ornon, France.
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12
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Mhimdi M, Pérez-Pérez JM. Understanding of Adventitious Root Formation: What Can We Learn From Comparative Genetics? FRONTIERS IN PLANT SCIENCE 2020; 11:582020. [PMID: 33123185 PMCID: PMC7573222 DOI: 10.3389/fpls.2020.582020] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Accepted: 09/18/2020] [Indexed: 05/23/2023]
Abstract
Adventitious root (AR) formation is a complex developmental process controlled by a plethora of endogenous and environmental factors. Based on fossil evidence and genomic phylogeny, AR formation might be considered the default state of plant roots, which likely evolved independently several times. The application of next-generation sequencing techniques and bioinformatics analyses to non-model plants provide novel approaches to identify genes putatively involved in AR formation in multiple species. Recent results uncovered that the regulation of shoot-borne AR formation in monocots is an adaptive response to nutrient and water deficiency that enhances topsoil foraging and improves plant performance. A hierarchy of transcription factors required for AR initiation has been identified from genetic studies, and recent results highlighted the key involvement of additional regulation through microRNAs. Here, we discuss our current understanding of AR formation in response to specific environmental stresses, such as nutrient deficiency, drought or waterlogging, aimed at providing evidence for the integration of the hormone crosstalk required for the activation of root competent cells within adult tissues from which the ARs develop.
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13
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Jia Z, von Wirén N. Signaling pathways underlying nitrogen-dependent changes in root system architecture: from model to crop species. JOURNAL OF EXPERIMENTAL BOTANY 2020; 71:4393-4404. [PMID: 31970412 PMCID: PMC7382383 DOI: 10.1093/jxb/eraa033] [Citation(s) in RCA: 65] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/01/2019] [Accepted: 01/22/2020] [Indexed: 05/16/2023]
Abstract
Among all essential mineral elements, nitrogen (N) is required in the largest amounts and thus is often a limiting factor for plant growth. N is taken up by plant roots in the form of water-soluble nitrate, ammonium, and, depending on abundance, low-molecular weight organic N. In soils, the availability and composition of these N forms can vary over space and time, which exposes roots to various local N signals that regulate root system architecture in combination with systemic signals reflecting the N nutritional status of the shoot. Uncovering the molecular mechanisms underlying N-dependent signaling provides great potential to optimize root system architecture for the sake of higher N uptake efficiency in crop breeding. In this review, we summarize prominent signaling mechanisms and their underlying molecular players that derive from external N forms or the internal N nutritional status and modulate root development including root hair formation and gravitropism. We also compare the current state of knowledge of these pathways between Arabidopsis and graminaceous plant species.
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Affiliation(s)
- Zhongtao Jia
- Molecular Plant Nutrition, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), D-06466 Stadt Seeland, OT Gatersleben, Germany
| | - Nicolaus von Wirén
- Molecular Plant Nutrition, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), D-06466 Stadt Seeland, OT Gatersleben, Germany
- Correspondence:
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14
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Liu Y, Jia Z, Li X, Wang Z, Chen F, Mi G, Forde B, Takahashi H, Yuan L. Involvement of a truncated MADS-box transcription factor ZmTMM1 in root nitrate foraging. JOURNAL OF EXPERIMENTAL BOTANY 2020; 71:4547-4561. [PMID: 32133500 PMCID: PMC7382388 DOI: 10.1093/jxb/eraa116] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Accepted: 02/01/2020] [Indexed: 05/20/2023]
Abstract
Plants can develop root systems with distinct anatomical features and morphological plasticity to forage nutrients distributed heterogeneously in soils. Lateral root proliferation is a typical nutrient-foraging response to a local supply of nitrate, which has been investigated across many plant species. However, the underlying mechanism in maize roots remains largely unknown. Here, we report on identification of a maize truncated MIKC-type MADS-box transcription factor (ZmTMM1) lacking K- and C-domains, expressed preferentially in the lateral root branching zone and induced by the localized supply of nitrate. ZmTMM1 belongs to the AGL17-like MADS-box transcription factor family that contains orthologs of ANR1, a key regulator for root nitrate foraging in Arabidopsis. Ectopic overexpression of ZmTMM1 recovers the defective growth of lateral roots in the Arabidopsis anr1 agl21 double mutant. The local activation of glucocorticoid receptor fusion proteins for ZmTMM1 and an artificially truncated form of AtANR1 without the K- and C-domains stimulates the lateral root growth of the Arabidopsis anr1 agl21 mutant, providing evidence that ZmTMM1 encodes a functional MADS-box that modulates lateral root development. However, no phenotype was observed in ZmTMM1-RNAi transgenic maize lines, suggesting a possible genetic redundancy of ZmTMM1 with other AGL17-like genes in maize. A comparative genome analysis further suggests that a nitrate-inducible transcriptional regulation is probably conserved in both truncated and non-truncated forms of ZmTMM1-like MADS-box transcription factors found in grass species.
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Affiliation(s)
- Ying Liu
- Key Lab of Plant–Soil Interaction, MOE, College of Resources and Environmental Sciences, China Agricultural University, Beijing, China
| | - Zhongtao Jia
- Key Lab of Plant–Soil Interaction, MOE, College of Resources and Environmental Sciences, China Agricultural University, Beijing, China
| | - Xuelian Li
- Key Lab of Plant–Soil Interaction, MOE, College of Resources and Environmental Sciences, China Agricultural University, Beijing, China
| | - Zhangkui Wang
- Key Lab of Plant–Soil Interaction, MOE, College of Resources and Environmental Sciences, China Agricultural University, Beijing, China
| | - Fanjun Chen
- Key Lab of Plant–Soil Interaction, MOE, College of Resources and Environmental Sciences, China Agricultural University, Beijing, China
| | - Guohua Mi
- Key Lab of Plant–Soil Interaction, MOE, College of Resources and Environmental Sciences, China Agricultural University, Beijing, China
| | - Brian Forde
- Lancaster Environment Centre, Lancaster University, Lancaster, UK
| | - Hideki Takahashi
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI, USA
| | - Lixing Yuan
- Key Lab of Plant–Soil Interaction, MOE, College of Resources and Environmental Sciences, China Agricultural University, Beijing, China
- Center for Crop Functional Genomics and Molecular Breeding, China Agricultural University, Beijing, China
- Correspondence:
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15
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Vidal EA, Alvarez JM, Araus V, Riveras E, Brooks MD, Krouk G, Ruffel S, Lejay L, Crawford NM, Coruzzi GM, Gutiérrez RA. Nitrate in 2020: Thirty Years from Transport to Signaling Networks. THE PLANT CELL 2020; 32:2094-2119. [PMID: 32169959 PMCID: PMC7346567 DOI: 10.1105/tpc.19.00748] [Citation(s) in RCA: 166] [Impact Index Per Article: 41.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2019] [Revised: 02/05/2020] [Accepted: 03/10/2020] [Indexed: 05/18/2023]
Abstract
Nitrogen (N) is an essential macronutrient for plants and a major limiting factor for plant growth and crop production. Nitrate is the main source of N available to plants in agricultural soils and in many natural environments. Sustaining agricultural productivity is of paramount importance in the current scenario of increasing world population, diversification of crop uses, and climate change. Plant productivity for major crops around the world, however, is still supported by excess application of N-rich fertilizers with detrimental economic and environmental impacts. Thus, understanding how plants regulate nitrate uptake and metabolism is key for developing new crops with enhanced N use efficiency and to cope with future world food demands. The study of plant responses to nitrate has gained considerable interest over the last 30 years. This review provides an overview of key findings in nitrate research, spanning biochemistry, molecular genetics, genomics, and systems biology. We discuss how we have reached our current view of nitrate transport, local and systemic nitrate sensing/signaling, and the regulatory networks underlying nitrate-controlled outputs in plants. We hope this summary will serve not only as a timeline and information repository but also as a baseline to define outstanding questions for future research.
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Affiliation(s)
- Elena A Vidal
- Millennium Institute for Integrative Biology, Santiago, Chile, 7500565
- Centro de Genómica y Bioinformática, Facultad de Ciencias, Universidad Mayor, Santiago, Chile, 8580745
- Escuela de Biotecnología, Facultad de Ciencias, Universidad Mayor, Santiago, Chile, 8580745
| | - José M Alvarez
- Millennium Institute for Integrative Biology, Santiago, Chile, 7500565
- Centro de Genómica y Bioinformática, Facultad de Ciencias, Universidad Mayor, Santiago, Chile, 8580745
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - Viviana Araus
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - Eleodoro Riveras
- Millennium Institute for Integrative Biology, Santiago, Chile, 7500565
- Departamento de Genética Molecular y Microbiología, Facultad de Ciencias Biológicas, Pontificia Universidad Católica de Chile, Santiago, Chile, 8331150
- FONDAP Center for Genome Regulation, Santiago, Chile, 8370415
| | - Matthew D Brooks
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - Gabriel Krouk
- Biochemistry and Plant Molecular Physiology, CNRS, INRA, Montpellier SupAgro, Universite Montpellier, Montpellier, France, 34060
| | - Sandrine Ruffel
- Biochemistry and Plant Molecular Physiology, CNRS, INRA, Montpellier SupAgro, Universite Montpellier, Montpellier, France, 34060
| | - Laurence Lejay
- Biochemistry and Plant Molecular Physiology, CNRS, INRA, Montpellier SupAgro, Universite Montpellier, Montpellier, France, 34060
| | - Nigel M Crawford
- Section of Cell and Developmental Biology, Division of Biological Sciences, University of California at San Diego, La Jolla, California, 92093
| | - Gloria M Coruzzi
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - Rodrigo A Gutiérrez
- Millennium Institute for Integrative Biology, Santiago, Chile, 7500565
- Departamento de Genética Molecular y Microbiología, Facultad de Ciencias Biológicas, Pontificia Universidad Católica de Chile, Santiago, Chile, 8331150
- FONDAP Center for Genome Regulation, Santiago, Chile, 8370415
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16
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Liu Z, Giehl RFH, Hartmann A, Hajirezaei MR, Carpentier S, von Wirén N. Seminal and Nodal Roots of Barley Differ in Anatomy, Proteome and Nitrate Uptake Capacity. PLANT & CELL PHYSIOLOGY 2020; 61:1297-1308. [PMID: 32379871 DOI: 10.1093/pcp/pcaa059] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Accepted: 04/28/2020] [Indexed: 06/11/2023]
Abstract
The root system of barley plants is composed of embryogenic, seminal roots as well as lateral and nodal roots that are formed postembryonically from seminal roots and from the basal part of shoots, respectively. Due to their distinct developmental origin, seminal and nodal roots may differ in function during plant development; however, a clear comparison between these two root types has not yet been undertaken. In this study, anatomical, proteomic and physiological traits were compared between seminal and nodal roots of similar developmental stages. Nodal roots have larger diameter, larger metaxylem area and a larger number of metaxylem vessels than seminal roots. Proteome profiling uncovered a set of root-type-specific proteins, including proteins related to the cell wall and cytoskeleton organization, which could potentially be implicated with differential metaxylem development. We also found that nodal roots have higher levels of auxin, which is known to trigger metaxylem development. At millimolar nitrate supply, nodal roots had approximately 2-fold higher nitrate uptake and root-to-shoot translocation capacities than seminal roots, whereas no differences were found at micromolar nitrate supply. Since these marked differences were not reflected by the transcript levels of low-affinity nitrate transporter genes, we hypothesize that the larger metaxylem volume of nodal roots enhances predominantly the low-affinity uptake and translocation capacities of nutrients that are transported with the bulk flow of water, like nitrate.
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Affiliation(s)
- Zhaojun Liu
- Molecular Plant Nutrition, Department of Physiology and Cell Biology, Leibniz Institute of Plant Genetics and Crop Plant Research, Corrensstrasse 3, 06466 Gatersleben, Germany
| | - Ricardo Fabiano Hettwer Giehl
- Molecular Plant Nutrition, Department of Physiology and Cell Biology, Leibniz Institute of Plant Genetics and Crop Plant Research, Corrensstrasse 3, 06466 Gatersleben, Germany
| | - Anja Hartmann
- Molecular Plant Nutrition, Department of Physiology and Cell Biology, Leibniz Institute of Plant Genetics and Crop Plant Research, Corrensstrasse 3, 06466 Gatersleben, Germany
| | - Mohammad Reza Hajirezaei
- Molecular Plant Nutrition, Department of Physiology and Cell Biology, Leibniz Institute of Plant Genetics and Crop Plant Research, Corrensstrasse 3, 06466 Gatersleben, Germany
| | - Sebastien Carpentier
- Proteomics Core Facility, SYBIOMA, KU Leuven, O&N II Herestraat 49, Bus 901, 3000 Leuven, Belgium
- Division of Crop Biotechnics, Department of Biosystems, KU Leuven, Willem de Croylaan 42, Box 2455, 3001 Leuven, Belgium
| | - Nicolaus von Wirén
- Molecular Plant Nutrition, Department of Physiology and Cell Biology, Leibniz Institute of Plant Genetics and Crop Plant Research, Corrensstrasse 3, 06466 Gatersleben, Germany
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17
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Moisseyev G, Park K, Cui A, Freitas D, Rajagopal D, Konda AR, Martin-Olenski M, Mcham M, Liu K, Du Q, Schnable JC, Moriyama EN, Cahoon EB, Zhang C. RGPDB: database of root-associated genes and promoters in maize, soybean, and sorghum. DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION 2020; 2020:5851117. [PMID: 32500918 PMCID: PMC7273057 DOI: 10.1093/database/baaa038] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Revised: 03/02/2020] [Accepted: 05/06/2020] [Indexed: 12/21/2022]
Abstract
Root-associated genes play an important role in plants. Despite the fact that there have been studies on root biology, information on genes that are specifically expressed or upregulated in roots is poorly collected. There exist very few databases dedicated to genes and promoters associated with root biology, preventing effective root-related studies. Therefore, we analyzed multiple types of omics data to identify root-associated genes in maize, soybean, and sorghum and constructed a comprehensive online database of these genes and their promoter sequences. This database creates a pivotal platform capable of stimulating and facilitating further studies on manipulating root growth and development.
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Affiliation(s)
- Gleb Moisseyev
- Young Nebraska Scientists Program, University of Nebraska (EPSCoR), Lincoln, NE 68588, USA
| | - Kiyoul Park
- Department of Biochemistry, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - Alix Cui
- Young Nebraska Scientists Program, University of Nebraska (EPSCoR), Lincoln, NE 68588, USA
| | - Daniel Freitas
- Young Nebraska Scientists Program, University of Nebraska (EPSCoR), Lincoln, NE 68588, USA
| | - Divith Rajagopal
- Young Nebraska Scientists Program, University of Nebraska (EPSCoR), Lincoln, NE 68588, USA
| | - Anji Reddy Konda
- Department of Biochemistry, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | | | - Mackenzie Mcham
- Young Nebraska Scientists Program, University of Nebraska (EPSCoR), Lincoln, NE 68588, USA
| | - Kan Liu
- School of Biological Sciences, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - Qian Du
- School of Biological Sciences, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - James C Schnable
- Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE 68583 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - Etsuko N Moriyama
- School of Biological Sciences, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - Edgar B Cahoon
- Department of Biochemistry, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
| | - Chi Zhang
- School of Biological Sciences, University of Nebraska, Lincoln, NE 68588 USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE 68588, USA
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18
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Yang JT, Schneider HM, Brown KM, Lynch JP. Genotypic variation and nitrogen stress effects on root anatomy in maize are node specific. JOURNAL OF EXPERIMENTAL BOTANY 2019; 70:5311-5325. [PMID: 31231768 PMCID: PMC6793441 DOI: 10.1093/jxb/erz293] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Accepted: 06/11/2019] [Indexed: 05/18/2023]
Abstract
Root phenotypes that improve nitrogen acquisition are avenues for crop improvement. Root anatomy affects resource capture, metabolic cost, hydraulic conductance, anchorage, and soil penetration. Cereal root phenotyping has centered on primary, seminal, and early nodal roots, yet critical nitrogen uptake occurs when the nodal root system is well developed. This study examined root anatomy across nodes in field-grown maize (Zea mays L.) hybrid and inbred lines under high and low nitrogen regimes. Genotypes with high nitrogen use efficiency (NUE) had larger root diameter and less cortical aerenchyma across nodes under stress than genotypes with lower NUE. Anatomical phenes displayed slightly hyperallometric relationships to shoot biomass. Anatomical plasticity varied across genotypes; most genotypes decreased root diameter under stress when averaged across nodes. Cortex, stele, total metaxylem vessel areas, and cortical cell file and metaxylem vessel numbers scaled strongly with root diameter across nodes. Within nodes, metaxylem vessel size and cortical cell size were correlated, and root anatomical phenotypes in the first and second nodes were not representative of subsequent nodes. Node, genotype, and nitrogen treatment affect root anatomy. Understanding nodal variation in root phenes will enable the development of plants that are adapted to low nitrogen conditions.
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Affiliation(s)
- Jennifer T Yang
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA
- Present address: Wellesley College, Wellesley, MA 02481, USA
| | - Hannah M Schneider
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA
| | - Kathleen M Brown
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA
| | - Jonathan P Lynch
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA
- Correspondence:
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19
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Dowd TG, Braun DM, Sharp RE. Maize lateral root developmental plasticity induced by mild water stress. I: Genotypic variation across a high-resolution series of water potentials. PLANT, CELL & ENVIRONMENT 2019; 42:2259-2273. [PMID: 29981147 DOI: 10.1111/pce.13399] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2018] [Revised: 06/27/2018] [Accepted: 06/27/2018] [Indexed: 06/08/2023]
Abstract
Lateral root developmental plasticity induced by mild water stress was examined across a high-resolution series of growth media water potentials (Ψw ) in two genotypes of maize. The suitability of several media for imposing near-stable Ψw treatments on transpiring plants over prolonged growth periods was assessed. Genotypic differences specific to responses of lateral root growth from the primary root system occurred between cultivars FR697 and B73 over a narrow series of water stress treatments ranging in Ψw from -0.25 to -0.40 MPa. In FR697, both the average length and number of first-order lateral roots were substantially enhanced at a Ψw of -0.25 MPa compared with well-watered controls. These effects were separated spatially, occurring primarily in the upper and lower regions of the axial root, respectively. Furthermore, first-order lateral roots progressively increased in diameter with increasing water stress, resulting in a maximum 2.3-fold increase in root volume at a Ψw of -0.40 MPa. In B73, in contrast, the length, diameter, nor number of lateral roots was increased in any of the water stress treatments. The genotype-specific responses observed over this narrow range of Ψw demonstrate the necessity of high-resolution studies at mild stress levels for characterization of lateral root developmental plasticity.
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Affiliation(s)
- Tyler G Dowd
- Divisions of Plant Sciences, University of Missouri, Columbia, Missouri, USA
- Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri
| | - David M Braun
- Biological Sciences, University of Missouri, Columbia, Missouri
- Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri
| | - Robert E Sharp
- Divisions of Plant Sciences, University of Missouri, Columbia, Missouri, USA
- Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri
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20
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Trevisan S, Trentin AR, Ghisi R, Masi A, Quaggiotti S. Nitrate affects transcriptional regulation of UPBEAT1 and ROS localisation in roots of Zea mays L. PHYSIOLOGIA PLANTARUM 2019; 166:794-811. [PMID: 30238472 DOI: 10.1111/ppl.12839] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2018] [Revised: 08/23/2018] [Accepted: 09/13/2018] [Indexed: 06/08/2023]
Abstract
Nitrogen (N) is an indispensable nutrient for crops but its availability in agricultural soils is subject to considerable fluctuation. Plants have developed plastic responses to external N fluctuations in order to optimise their development. The coordinated action of nitric oxide and auxin seems to allow the cells of the root apex transition zone (TZ) of N-deprived maize to rapidly sense nitrate (NO3 - ). Preliminary results support the hypothesis that reactive oxygen species (ROS) signalling might also have a role in this pathway, probably through a putative maize orthologue of UPBEAT1 (UPB1). To expand on this hypothesis and better understand the different roles played by different root portions, we investigated the dynamics of ROS production, and the molecular and biochemical regulation of the main components of ROS production and scavenging in tissues of the meristem, transition zone, elongation zone and maturation zone of maize roots. The results suggest that the inverse regulation of ZmUPB1 and ZmPRX112 transcription observed in cells of the TZ in response to nitrogen depletion or NO3 - supply affects the balance between superoxide (O2 •- ) and hydrogen peroxide (H2 O2 ) in the root apex and consequently triggers differential root growth. This explanation is supported by additional results on the overall metabolic and transcriptional regulation of ROS homeostasis.
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Affiliation(s)
- Sara Trevisan
- Department of Agriculture, Food, Natural Resources, Animals and the Environment, University of Padua, 35020, Legnaro, Padua, Italy
| | - Anna R Trentin
- Department of Agriculture, Food, Natural Resources, Animals and the Environment, University of Padua, 35020, Legnaro, Padua, Italy
| | - Rossella Ghisi
- Department of Agriculture, Food, Natural Resources, Animals and the Environment, University of Padua, 35020, Legnaro, Padua, Italy
| | - Antonio Masi
- Department of Agriculture, Food, Natural Resources, Animals and the Environment, University of Padua, 35020, Legnaro, Padua, Italy
| | - Silvia Quaggiotti
- Department of Agriculture, Food, Natural Resources, Animals and the Environment, University of Padua, 35020, Legnaro, Padua, Italy
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21
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Yu P, Hochholdinger F, Li C. Plasticity of Lateral Root Branching in Maize. FRONTIERS IN PLANT SCIENCE 2019; 10:363. [PMID: 30984221 PMCID: PMC6449698 DOI: 10.3389/fpls.2019.00363] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Accepted: 03/08/2019] [Indexed: 05/11/2023]
Abstract
Extensively branched root systems can efficiently capture soil resources by increasing their absorbing surface in soil. Lateral roots are the roots formed from pericycle cells of other roots that can be of any type. As a consequence, lateral roots provide a higher surface to volume ratio and are important for water and nutrients acquisition. Discoveries from recent studies have started to shed light on how plant root systems respond to environmental changes in order to improve capture of soil resources. In this Mini Review, we will mainly focus on the spatial distribution of lateral roots of maize and their developmental plasticity in response to the availability of water and nutrients.
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Affiliation(s)
- Peng Yu
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, Germany
| | - Frank Hochholdinger
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, Germany
| | - Chunjian Li
- Department of Plant Nutrition, College of Resources and Environmental Science, China Agricultural University, Beijing, China
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Kortz A, Hochholdinger F, Yu P. Cell Type-Specific Transcriptomics of Lateral Root Formation and Plasticity. FRONTIERS IN PLANT SCIENCE 2019; 10:21. [PMID: 30809234 PMCID: PMC6379339 DOI: 10.3389/fpls.2019.00021] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Accepted: 01/08/2019] [Indexed: 05/25/2023]
Abstract
Lateral roots are a major determinant of root architecture and are instrumental for the efficient uptake of water and nutrients. Lateral roots consist of multiple cell types each expressing a unique transcriptome at a given developmental stage. Therefore, transcriptome analyses of complete lateral roots provide only average gene expression levels integrated over all cell types. Such analyses have the risk to mask genes, pathways and networks specifically expressed in a particular cell type during lateral root formation. Cell type-specific transcriptomics paves the way for a holistic understanding of the programming and re-programming of cells such as pericycle cells, involved in lateral root initiation. Recent discoveries have advanced the molecular understanding of the intrinsic genetic control of lateral root initiation and elongation. Moreover, the impact of nitrate availability on the transcriptional regulation of lateral root formation in Arabidopsis and cereals has been studied. In this review, we will focus on the systemic dissection of lateral root formation and its interaction with environmental nitrate through cell type-specific transcriptome analyses. These novel discoveries provide a better mechanistic understanding of postembryonic lateral root development in plants.
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Affiliation(s)
| | - Frank Hochholdinger
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, Bonn, Germany
| | - Peng Yu
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, Bonn, Germany
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Li J, Chen F, Li Y, Li P, Wang Y, Mi G, Yuan L. ZmRAP2.7, an AP2 Transcription Factor, Is Involved in Maize Brace Roots Development. FRONTIERS IN PLANT SCIENCE 2019; 10:820. [PMID: 31333689 PMCID: PMC6621205 DOI: 10.3389/fpls.2019.00820] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Accepted: 06/06/2019] [Indexed: 05/12/2023]
Abstract
In maize, shoot-borne roots dominate the whole root system and play essential roles in water and nutrient acquisition and lodging tolerance. Shoot-borne roots initiate at shoot nodes, including crown roots from the belowground nodes and brace roots from aboveground nodes. In contrast to crown roots, few genes for brace roots development have been identified. Here, we characterized a maize AP2/ERF transcription factor, ZmRAP2.7, to be involved in brace roots development. ZmRAP2.7 expressed in all types of roots, and the encoded protein localized in the nucleus with transcriptional activation activity. A maize transposon insert mutant RAP2.7-Mu defective in ZmRAP2.7 expression revealed a decreased number of brace roots but not crown roots. Maize Corngrass1 mutant, which showed an elevated expression of ZmRAP2.7, however, revealed an increased number of brace roots. The ZmRAP2.7-based association analysis in a maize panel further identified a SNP marker at the fifth exon of gene to be associated with number of brace roots. These results uncovered a function of ZmRAP2.7 in brace roots development and provided the valuable gene and allele for genetic improvement of maize root systems.
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Affiliation(s)
- Jieping Li
- Key Laboratory of Plant-Soil Interaction, MOE, Department of Plant Nutrition, College Resources and Environmental Sciences, China Agricultural University, Beijing, China
- Key Laboratory of Plant Stress Biology, State Key Laboratory of Cotton Biology, Department of Plant Science, School of Life Sciences, Henan University, Kaifeng, China
| | - Fanjun Chen
- Key Laboratory of Plant-Soil Interaction, MOE, Department of Plant Nutrition, College Resources and Environmental Sciences, China Agricultural University, Beijing, China
| | - Yanqing Li
- Key Laboratory of Plant-Soil Interaction, MOE, Department of Plant Nutrition, College Resources and Environmental Sciences, China Agricultural University, Beijing, China
| | - Pengcheng Li
- Key Laboratory of Plant-Soil Interaction, MOE, Department of Plant Nutrition, College Resources and Environmental Sciences, China Agricultural University, Beijing, China
- Jiangsu Key Laboratory of Crop Genetics and Physiology, Key Laboratory of Plant Functional Genomics, Co-Innovation Center for Modern Production Technology of Grain Crops, MOE, College of Agriculture, Yangzhou University, Yangzhou, China
| | - Yuanqing Wang
- Key Laboratory of Plant-Soil Interaction, MOE, Department of Plant Nutrition, College Resources and Environmental Sciences, China Agricultural University, Beijing, China
| | - Guohua Mi
- Key Laboratory of Plant-Soil Interaction, MOE, Department of Plant Nutrition, College Resources and Environmental Sciences, China Agricultural University, Beijing, China
| | - Lixing Yuan
- Key Laboratory of Plant-Soil Interaction, MOE, Department of Plant Nutrition, College Resources and Environmental Sciences, China Agricultural University, Beijing, China
- *Correspondence: Lixing Yuan,
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Lu C, Chen MX, Liu R, Zhang L, Hou X, Liu S, Ding X, Jiang Y, Xu J, Zhang J, Zhao X, Liu YG. Abscisic Acid Regulates Auxin Distribution to Mediate Maize Lateral Root Development Under Salt Stress. FRONTIERS IN PLANT SCIENCE 2019; 10:716. [PMID: 31231407 PMCID: PMC6560076 DOI: 10.3389/fpls.2019.00716] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2019] [Accepted: 05/15/2019] [Indexed: 05/20/2023]
Abstract
Roots are important plant organs. Lateral root (LR) initiation (LRI) and development play a central role in environmental adaptation. The mechanism of LR development has been well investigated in Arabidopsis. When we evaluated the distribution of auxin and abscisic acid (ABA) in maize, we found that the mechanism differed from that in Arabidopsis. The distribution of ABA and auxin within the primary roots (PRs) and LRs was independent of each other. Auxin localization was observed below the quiescent center of the root tips, while ABA localized at the top of the quiescent center. Furthermore, NaCl inhibited LRI by increasing ABA accumulation, which mainly regulates auxin distribution, while auxin biosynthesis was inhibited by ABA in Arabidopsis. The polar localization of ZmPIN1 in maize was disrupted by NaCl and exogenous ABA. An inhibitor of ABA biosynthesis, fluridone (FLU), and the ABA biosynthesis mutant vp14 rescued the phenotype under NaCl treatment. Together, all the evidence suggested that NaCl promoted ABA accumulation in LRs and that ABA altered the polar localization of ZmPIN1, disrupted the distribution of auxin and inhibited LRI and development.
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Affiliation(s)
- Chongchong Lu
- State Key Laboratory of Crop Biology, Shandong Agricultural University, Tai’an, China
| | - Mo-Xian Chen
- State Key Laboratory of Crop Biology, Shandong Agricultural University, Tai’an, China
- Department of Biology, Hong Kong Baptist University, Shatin, Hong Kong
- State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Rui Liu
- School of Life Sciences, Shandong University, Jinan, China
| | - Lin Zhang
- Department of Agronomy, Northeast Agricultural University, Harbin, China
| | - Xuanxuan Hou
- State Key Laboratory of Crop Biology, Shandong Agricultural University, Tai’an, China
| | - Shouxu Liu
- State Key Laboratory of Crop Biology, Shandong Agricultural University, Tai’an, China
| | - Xinhua Ding
- State Key Laboratory of Crop Biology, Shandong Agricultural University, Tai’an, China
| | - Yong Jiang
- National Oceanography Centre, Qingdao, China
| | - Jiandi Xu
- Rice Research Institute, Shandong Agricultural Research Institute, Jinan, China
| | - Jianhua Zhang
- Department of Biology, Hong Kong Baptist University, Shatin, Hong Kong
- State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Xiangyu Zhao
- State Key Laboratory of Crop Biology, Shandong Agricultural University, Tai’an, China
| | - Ying-Gao Liu
- State Key Laboratory of Crop Biology, Shandong Agricultural University, Tai’an, China
- *Correspondence: Ying-Gao Liu, ;
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Vetterlein D, Tarkka M. Seeds with low phosphorus content: not so bad after all? JOURNAL OF EXPERIMENTAL BOTANY 2018; 69:4993-4996. [PMID: 30312462 PMCID: PMC6184427 DOI: 10.1093/jxb/ery313] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Affiliation(s)
- Doris Vetterlein
- Helmholtz Centre for Environmental Research UFZ, Halle, Germany
- Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Mika Tarkka
- Helmholtz Centre for Environmental Research UFZ, Halle, Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle – Jena – Leipzig, Leipzig, Germany
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Ju C, Zhang W, Liu Y, Gao Y, Wang X, Yan J, Yang X, Li J. Genetic analysis of seedling root traits reveals the association of root trait with other agronomic traits in maize. BMC PLANT BIOLOGY 2018; 18:171. [PMID: 30111287 PMCID: PMC6094888 DOI: 10.1186/s12870-018-1383-5] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Accepted: 08/01/2018] [Indexed: 05/06/2023]
Abstract
BACKGROUND Root systems play important roles in crop growth and stress responses. Although genetic mechanism of root traits in maize (Zea mays L.) has been investigated in different mapping populations, root traits have rarely been utilized in breeding programs. Elucidation of the genetic basis of maize root traits and, more importantly, their connection to other agronomic trait(s), such as grain yield, may facilitate root trait manipulation and maize germplasm improvement. In this study, we analyzed genome-wide genetic loci for maize seedling root traits at three time-points after seed germination to identify chromosomal regions responsible for both seedling root traits and other agronomic traits in a recombinant inbred line (RIL) population (Zong3 × Yu87-1). RESULTS Eight seedling root traits were examined at 4, 9, and 14 days after seed germination, and thirty-six putative quantitative trait loci (QTLs), accounting for 9.0-23.2% of the phenotypic variation in root traits, were detected. Co-localization of root trait QTLs was observed at, but not between, the three time-points. We identified strong or moderate correlations between root traits controlled by each co-localized QTL region. Furthermore, we identified an overlap in the QTL locations of seedling root traits examined here and six other traits reported previously in the same RIL population, including grain yield-related traits, plant height-related traits, and traits in relation to stress responses. Maize chromosomal bins 1.02-1.03, 1.07, 2.06-2.07, 5.05, 7.02-7.03, 9.04, and 10.06 were identified QTL hotspots for three or four more traits in addition to seedling root traits. CONCLUSIONS Our identification of co-localization of root trait QTLs at, but not between, each of the three time-points suggests that maize seedling root traits are regulated by different sets of pleiotropic-effect QTLs at different developmental stages. Furthermore, the identification of QTL hotspots suggests the genetic association of seedling root traits with several other traits and reveals maize chromosomal regions valuable for marker-assisted selection to improve root systems and other agronomic traits simultaneously.
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Affiliation(s)
- Chuanli Ju
- College of Life Sciences, Capital Normal University, Beijing, 100048 China
- National Maize Improvement Center of China, Beijing Key Laboratory of Crop Genetic Improvement, China Agricultural University, Beijing, 100193 China
| | - Wei Zhang
- National Maize Improvement Center of China, Beijing Key Laboratory of Crop Genetic Improvement, China Agricultural University, Beijing, 100193 China
| | - Ya Liu
- Maize Research Center, Beijing Academy of Agricultural and Forestry Sciences, Beijing, 100097 China
| | - Yufeng Gao
- National Maize Improvement Center of China, Beijing Key Laboratory of Crop Genetic Improvement, China Agricultural University, Beijing, 100193 China
| | - Xiaofan Wang
- College of Life Sciences, Capital Normal University, Beijing, 100048 China
| | - Jianbing Yan
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070 China
| | - Xiaohong Yang
- National Maize Improvement Center of China, Beijing Key Laboratory of Crop Genetic Improvement, China Agricultural University, Beijing, 100193 China
| | - Jiansheng Li
- National Maize Improvement Center of China, Beijing Key Laboratory of Crop Genetic Improvement, China Agricultural University, Beijing, 100193 China
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27
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Yu P, Wang C, Baldauf JA, Tai H, Gutjahr C, Hochholdinger F, Li C. Root type and soil phosphate determine the taxonomic landscape of colonizing fungi and the transcriptome of field-grown maize roots. THE NEW PHYTOLOGIST 2018; 217:1240-1253. [PMID: 29154441 DOI: 10.1111/nph.14893] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2017] [Accepted: 10/15/2017] [Indexed: 05/03/2023]
Abstract
Different root types of plants are colonized by a myriad of soil microorganisms, including fungi, which influence plant health and performance. The distinct functional and metabolic characteristics of these root types may influence root type-inhabiting fungal communities. We performed internal transcribed spacer (ITS) DNA profiling to determine the composition of fungal communities in field-grown axial and lateral roots of maize (Zea mays) and in response to two different soil phosphate (P) regimes. In parallel, these root types were subjected to transcriptome profiling by RNA sequencing (RNA-Seq). We demonstrated that fungal communities were influenced by soil P levels in a manner specific to root types. Moreover, maize transcriptome sequencing revealed root type-specific shifts in cell wall metabolism and defense gene expression in response to high P. Furthermore, lateral roots specifically accumulated defense-related transcripts at high P levels. This observation was correlated with a shift in fungal community composition, including a reduction in colonization by arbuscular mycorrhizal fungi, as observed in ITS sequence data and microscopic evaluation of root colonization. Our findings suggest soil nutrient-dependent changes in functional niches within root systems and provide new insights into the interaction of individual root types with soil microbiota.
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Affiliation(s)
- Peng Yu
- Department of Plant Nutrition, College of Resources and Environmental Science, China Agricultural University, Beijing, 100193, China
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
| | - Chao Wang
- Department of Plant Nutrition, College of Resources and Environmental Science, China Agricultural University, Beijing, 100193, China
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, 100101, China
| | - Jutta A Baldauf
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
| | - Huanhuan Tai
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
- Faculty of Biology, Genetics, LMU Munich, Martinsried, 82152, Germany
| | - Caroline Gutjahr
- Faculty of Biology, Genetics, LMU Munich, Martinsried, 82152, Germany
- Plant Genetics, School of Life Science Weihenstephan, Technical University of Munich (TUM), Freising, 85354, Germany
| | - Frank Hochholdinger
- Crop Functional Genomics, Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, 53113, Germany
| | - Chunjian Li
- Department of Plant Nutrition, College of Resources and Environmental Science, China Agricultural University, Beijing, 100193, China
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Abstract
Spatiotemporal patterning throughout the plant body depends to a large degree on cell- and tissue-specific expression of genes. Subsequently, for a better understanding of cell and tissue differentiation processes during plant development it is important to conduct transcript analyses in individual cells or tissue types rather than in bulk tissues. Laser capture microdissection (LCM) provides a useful method for isolating specific cell types from complex tissue structures for downstream applications. Contrasting to mammalian cells, the texture of plant cells is more critical due to hard, cellulose-rich cell walls, large vacuoles, and air spaces which complicates tissue preparation and extraction of macromolecules, like DNA and RNA. In particular, developing barley seeds (i.e. grains) depict cell types with differences in osmomolarity (meristematic, differentiating and degenerating tissues) and contain high amounts of the main storage product starch. In this study, we report about methods allowing tissue-specific transcriptome profiling by RNA-seq of developing barley grain tissues from low-input RNA amounts. Details on tissue preparation, laser capture microdissection, RNA isolation, and linear mRNA amplification to produce high-quality samples for Illumina sequencing are provided. Particular emphasis was placed on the influence of the mRNA amplification step on the transcriptome data and the fidelity of deduced expression levels obtained by the developed methods. Analysis of RNA-seq data confirmed sample processing as a highly reliable and reproducible procedure that was also used for transcriptome analyses of different tissue types from barley plants.
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Affiliation(s)
- Ronny Brandt
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Stadt Seeland, OT Gatersleben, Germany
| | - Martin Mascher
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Stadt Seeland, OT Gatersleben, Germany
| | - Johannes Thiel
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Stadt Seeland, OT Gatersleben, Germany.
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Roux B, Rodde N, Moreau S, Jardinaud MF, Gamas P. Laser Capture Micro-Dissection Coupled to RNA Sequencing: A Powerful Approach Applied to the Model Legume Medicago truncatula in Interaction with Sinorhizobium meliloti. Methods Mol Biol 2018; 1830:191-224. [PMID: 30043372 DOI: 10.1007/978-1-4939-8657-6_12] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Understanding the development of multicellular organisms requires the identification of regulators, notably transcription factors, and specific transcript populations associated with tissue differentiation. Laser capture microdissection (LCM) is one of the techniques that enable the analysis of distinct tissues or cells within an organ. Coupling this technique with RNA sequencing (RNAseq) makes it extremely powerful to obtain a genome-wide and dynamic view of gene expression. Moreover, RNA sequencing allows two or potentially more interacting organisms to be analyzed simultaneously. In this chapter, a LCM-RNAseq protocol optimized for root and symbiotic root nodule analysis is presented, using the model legume Medicago truncatula (in interaction with Sinorhizobium meliloti in the nodule samples). This includes the description of procedures for plant material fixation, embedding, and micro-dissection; it is followed by a presentation of techniques for RNA extraction and amplification, adapted for the simultaneous analysis of plant and bacterial cells in interaction or, more generally, polyadenylated and non-polyadenylated RNAs. Finally, step-by-step statistical analyses of RNAseq data are described. Those are critical for quality assessment of the whole procedure and for the identification of differentially expressed genes.
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Affiliation(s)
- Brice Roux
- LIPM, Université de Toulouse, INRA, CNRS, Castanet-Tolosan, France
- BIAM, Université Aix-Marseille, CNRS, CEA, Saint-Paul-lez-Durance, France
| | - Nathalie Rodde
- LIPM, Université de Toulouse, INRA, CNRS, Castanet-Tolosan, France
- CNRGV, INRA, Castanet-Tolosan, France
| | - Sandra Moreau
- LIPM, Université de Toulouse, INRA, CNRS, Castanet-Tolosan, France
| | - Marie-Françoise Jardinaud
- LIPM, Université de Toulouse, INRA, CNRS, Castanet-Tolosan, France
- INPT-Université de Toulouse, ENSAT, Castanet-Tolosan, France
| | - Pascal Gamas
- LIPM, Université de Toulouse, INRA, CNRS, Castanet-Tolosan, France.
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Hochholdinger F, Yu P, Marcon C. Genetic Control of Root System Development in Maize. TRENDS IN PLANT SCIENCE 2018; 23:79-88. [PMID: 29170008 DOI: 10.1016/j.tplants.2017.10.004] [Citation(s) in RCA: 85] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2017] [Revised: 10/21/2017] [Accepted: 10/25/2017] [Indexed: 05/21/2023]
Abstract
The maize root system comprises structurally and functionally different root types. Mutant analyses have revealed that root-type-specific genetic regulators intrinsically determine the maize root system architecture. Molecular cloning of these genes has demonstrated that key elements of auxin signal transduction, such as LOB domain (LBD) and Aux/IAA proteins, are instrumental for seminal, shoot-borne, and lateral root initiation. Moreover, genetic analyses have demonstrated that genes related to exocytotic vesicle docking, cell wall loosening, and cellulose synthesis and organization control root hair elongation. The identification of upstream regulators, protein interaction partners, and downstream targets of these genes together with cell-type-specific transcriptome analyses have provided novel insights into the regulatory networks controlling root development and architecture in maize.
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Affiliation(s)
- Frank Hochholdinger
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, 53113 Bonn, Germany.
| | - Peng Yu
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, 53113 Bonn, Germany
| | - Caroline Marcon
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, 53113 Bonn, Germany
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Hey S, Baldauf J, Opitz N, Lithio A, Pasha A, Provart N, Nettleton D, Hochholdinger F. Complexity and specificity of the maize (Zea mays L.) root hair transcriptome. JOURNAL OF EXPERIMENTAL BOTANY 2017; 68:2175-2185. [PMID: 28398587 PMCID: PMC5447894 DOI: 10.1093/jxb/erx104] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Root hairs are tubular extensions of epidermis cells. Transcriptome profiling demonstrated that the single cell-type root hair transcriptome was less complex than the transcriptome of multiple cell-type primary roots without root hairs. In total, 831 genes were exclusively and 5585 genes were preferentially expressed in root hairs [false discovery rate (FDR) ≤1%]. Among those, the most significantly enriched Gene Ontology (GO) functional terms were related to energy metabolism, highlighting the high energy demand for the development and function of root hairs. Subsequently, the maize homologs for 138 Arabidopsis genes known to be involved in root hair development were identified and their phylogenetic relationship and expression in root hairs were determined. This study indicated that the genetic regulation of root hair development in Arabidopsis and maize is controlled by common genes, but also shows differences which need to be dissected in future genetic experiments. Finally, a maize root view of the eFP browser was implemented including the root hair transcriptome of the present study and several previously published maize root transcriptome data sets. The eFP browser provides color-coded expression levels for these root types and tissues for any gene of interest, thus providing a novel resource to study gene expression and function in maize roots.
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Affiliation(s)
- Stefan Hey
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, D-53113 Bonn, Germany
| | - Jutta Baldauf
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, D-53113 Bonn, Germany
| | - Nina Opitz
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, D-53113 Bonn, Germany
| | - Andrew Lithio
- Department of Statistics, Iowa State University, Ames, IA 50011-1210, USA
| | - Asher Pasha
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON, M5S 3B2, Canada
| | - Nicholas Provart
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON, M5S 3B2, Canada
| | - Dan Nettleton
- Department of Statistics, Iowa State University, Ames, IA 50011-1210, USA
| | - Frank Hochholdinger
- INRES, Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, D-53113 Bonn, Germany
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33
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Chen W, Li J, Zhu H, Xu P, Chen J, Yao Q. Arbuscular Mycorrhizal Fungus Enhances Lateral Root Formation in Poncirus trifoliata (L.) as Revealed by RNA-Seq Analysis. FRONTIERS IN PLANT SCIENCE 2017; 8:2039. [PMID: 29238356 PMCID: PMC5713035 DOI: 10.3389/fpls.2017.02039] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Accepted: 11/14/2017] [Indexed: 05/14/2023]
Abstract
Arbuscular mycorrhizal fungi (AMF) establish symbiosis with most terrestrial plants, and greatly regulate lateral root (LR) formation. Phosphorus (P), sugar, and plant hormones are proposed being involved in this regulation, however, no global evidence regarding these factors is available so far, especially in woody plants. In this study, we inoculated trifoliate orange seedlings (Poncirus trifoliata L. Raf) with an AMF isolate, Rhizophagus irregularis BGC JX04B. After 4 months of growth, LR formation was characterized, and sugar contents in roots were determined. RNA-Seq analysis was performed to obtain the transcriptomes of LR root tips from non-mycorrhizal and mycorrhizal seedlings. Quantitative real time PCR (qRT-PCR) of selected genes was also conducted for validation. The results showed that AMF significantly increased LR number, as well as plant biomass and shoot P concentration. The contents of glucose and fructose in primary root, and sucrose content in LR were also increased. A total of 909 differentially expressed genes (DEGs) were identified in response to AMF inoculation, and qRT-PCR validated the transcriptomic data. The numbers of DEGs related to P, sugar, and plant hormones were 31, 32, and 25, respectively. For P metabolism, the most up-regulated DEGs mainly encoded phosphate transporter, and the most down-regulated DEGs encoded acid phosphatase. For sugar metabolism, the most up-regulated DEGs encoded polygalacturonase and chitinase. For plant hormones, the most up-regulated DEGs were related to auxin signaling, and the most down-regulated DEGs were related to ethylene signaling. PLS-SEM analysis indicates that P metabolism was the most important pathway by which AMF regulates LR formation in this study. These data reveal the changes of genome-wide gene expression in responses to AMF inoculation in trifoliate orange and provide a solid basis for the future identification and characterization of key genes involved in LR formation induced by AMF.
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Affiliation(s)
- Weili Chen
- Guangdong Province Key Laboratory of Microbial Signals and Disease Control, Guangdong Engineering Research Center for Litchi, College of Horticulture, South China Agricultural University, Guangzhou, China
| | - Juan Li
- Department of Horticulture, Zhongkai University of Agriculture and Engineering, Guangzhou, China
| | - Honghui Zhu
- State Key Laboratory of Applied Microbiology Southern China, Guangdong Provincial Key Laboratory of Microbial Culture Collection and Application, Guangdong Institute of Microbiology, Guangzhou, China
| | - Pengyang Xu
- Guangdong Province Key Laboratory of Microbial Signals and Disease Control, Guangdong Engineering Research Center for Litchi, College of Horticulture, South China Agricultural University, Guangzhou, China
| | - Jiezhong Chen
- Guangdong Province Key Laboratory of Microbial Signals and Disease Control, Guangdong Engineering Research Center for Litchi, College of Horticulture, South China Agricultural University, Guangzhou, China
| | - Qing Yao
- Guangdong Province Key Laboratory of Microbial Signals and Disease Control, Guangdong Engineering Research Center for Litchi, College of Horticulture, South China Agricultural University, Guangzhou, China
- *Correspondence: Qing Yao
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Mir R, Aranda LZ, Biaocchi T, Luo A, Sylvester AW, Rasmussen CG. A DII Domain-Based Auxin Reporter Uncovers Low Auxin Signaling during Telophase and Early G1. PLANT PHYSIOLOGY 2017; 173:863-871. [PMID: 27881728 PMCID: PMC5210744 DOI: 10.1104/pp.16.01454] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Accepted: 11/21/2016] [Indexed: 05/19/2023]
Abstract
A sensitive and dynamically responsive auxin signaling reporter based on the DII domain of the INDOLE-3-ACETIC ACID28 (IAA28, DII) protein from Arabidopsis (Arabidopsis thaliana) was modified for use in maize (Zea mays). The DII domain was fused to a yellow fluorescent protein and a nuclear localization sequence to simplify quantitative nuclear fluorescence signal. DII degradation dynamics provide an estimate of input signal into the auxin signaling pathway that is influenced by both auxin accumulation and F-box coreceptor concentration. In maize, the DII-based marker responded rapidly and in a dose-dependent manner to exogenous auxin via proteasome-mediated degradation. Low levels of DII-specific fluorescence corresponding to high endogenous auxin signaling occurred near vasculature tissue and the outer layer and glume primordia of spikelet pair meristems and floral meristems, respectively. In addition, high DII levels were observed in cells during telophase and early G1, suggesting that low auxin signaling at these stages may be important for cell cycle progression.
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Affiliation(s)
- Ricardo Mir
- Center for Plant Cell Biology (CEPCEB), Institute for Integrative Genome Biology, Department of Botany and Plant Sciences (R.M., L.Z.A., C.G.R.)
- MARC U-STAR Program (L.Z.A.), and
- Biochemistry and Molecular Biology Graduate Program (T.B.), University of California, Riverside, California 92521; and
- Department of Molecular Biology, University of Wyoming, Laramie, Wyoming 82071 (A.L., A.W.S.)
| | - Leslie Z Aranda
- Center for Plant Cell Biology (CEPCEB), Institute for Integrative Genome Biology, Department of Botany and Plant Sciences (R.M., L.Z.A., C.G.R.)
- MARC U-STAR Program (L.Z.A.), and
- Biochemistry and Molecular Biology Graduate Program (T.B.), University of California, Riverside, California 92521; and
- Department of Molecular Biology, University of Wyoming, Laramie, Wyoming 82071 (A.L., A.W.S.)
| | - Tiffany Biaocchi
- Center for Plant Cell Biology (CEPCEB), Institute for Integrative Genome Biology, Department of Botany and Plant Sciences (R.M., L.Z.A., C.G.R.)
- MARC U-STAR Program (L.Z.A.), and
- Biochemistry and Molecular Biology Graduate Program (T.B.), University of California, Riverside, California 92521; and
- Department of Molecular Biology, University of Wyoming, Laramie, Wyoming 82071 (A.L., A.W.S.)
| | - Anding Luo
- Center for Plant Cell Biology (CEPCEB), Institute for Integrative Genome Biology, Department of Botany and Plant Sciences (R.M., L.Z.A., C.G.R.)
- MARC U-STAR Program (L.Z.A.), and
- Biochemistry and Molecular Biology Graduate Program (T.B.), University of California, Riverside, California 92521; and
- Department of Molecular Biology, University of Wyoming, Laramie, Wyoming 82071 (A.L., A.W.S.)
| | - Anne W Sylvester
- Center for Plant Cell Biology (CEPCEB), Institute for Integrative Genome Biology, Department of Botany and Plant Sciences (R.M., L.Z.A., C.G.R.)
- MARC U-STAR Program (L.Z.A.), and
- Biochemistry and Molecular Biology Graduate Program (T.B.), University of California, Riverside, California 92521; and
- Department of Molecular Biology, University of Wyoming, Laramie, Wyoming 82071 (A.L., A.W.S.)
| | - Carolyn G Rasmussen
- Center for Plant Cell Biology (CEPCEB), Institute for Integrative Genome Biology, Department of Botany and Plant Sciences (R.M., L.Z.A., C.G.R.),
- MARC U-STAR Program (L.Z.A.), and
- Biochemistry and Molecular Biology Graduate Program (T.B.), University of California, Riverside, California 92521; and
- Department of Molecular Biology, University of Wyoming, Laramie, Wyoming 82071 (A.L., A.W.S.)
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Sun CH, Yu JQ, Hu DG. Nitrate: A Crucial Signal during Lateral Roots Development. FRONTIERS IN PLANT SCIENCE 2017; 8:485. [PMID: 28421105 PMCID: PMC5379155 DOI: 10.3389/fpls.2017.00485] [Citation(s) in RCA: 82] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/15/2017] [Accepted: 03/20/2017] [Indexed: 05/19/2023]
Abstract
Root plasticity is an important trait for plants to forage nutrient and adapt to survival in a complicated environment. Lateral roots (LRs) are generally more sensitive than primary roots in response to changing environmental conditions. As the main source of nitrogen for most higher plants, nitrate acting as a signal has received great attention in the regulation of LR development. In general, there are dual effects including stimulatory and inhibitory of low nitrate on LR development; while high nitrate supply has an inhibitory effect on LR development; nitrate heterogeneity also has a stimulatory effect on LR development in [Formula: see text]- rich zone. Here, we focus on recent progresses in the role of a nitrate signal in the regulation of the LRs development.
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Affiliation(s)
- Cui-Hui Sun
- National Key Laboratory of Crop Biology, Shandong Agricultural UniversityTai’An, China
| | - Jian-Qiang Yu
- Ministry of Agriculture Key Laboratory of Horticultural Crop Biology and Germplasm Innovation, Shandong Agricultural UniversityTai’An, China
| | - Da-Gang Hu
- College of Horticulture Science and Engineering, Shandong Agricultural UniversityTai’An, China
- *Correspondence: Da-Gang Hu,
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Yu P, Gutjahr C, Li C, Hochholdinger F. Genetic Control of Lateral Root Formation in Cereals. TRENDS IN PLANT SCIENCE 2016; 21:951-961. [PMID: 27524642 DOI: 10.1016/j.tplants.2016.07.011] [Citation(s) in RCA: 71] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2016] [Revised: 07/19/2016] [Accepted: 07/28/2016] [Indexed: 05/03/2023]
Abstract
Cereals form complex root systems composed of different root types. Lateral root formation is a major determinant of root architecture and is instrumental for the efficient uptake of water and nutrients. Positioning and patterning of lateral roots and cell types involved in their formation are unique in monocot cereals. Recent discoveries advanced the molecular understanding of the intrinsic genetic control of initiation and elongation of lateral roots in cereals by distinct, in part root-type-specific genetic programs. Moreover, molecular networks modulating the plasticity of lateral root formation in response to water and nutrient availability and arbuscular mycorrhizal fungal colonization have been identified. These novel discoveries provide a better mechanistic understanding of postembryonic lateral root development in cereals.
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Affiliation(s)
- Peng Yu
- China Agricultural University, College of Resources and Environmental Science, Department of Plant Nutrition, 100193 Beijing, China; University of Bonn, Institute of Crop Science and Resource Conservation (INRES), Crop Functional Genomics, 53113 Bonn, Germany
| | | | - Chunjian Li
- China Agricultural University, College of Resources and Environmental Science, Department of Plant Nutrition, 100193 Beijing, China.
| | - Frank Hochholdinger
- University of Bonn, Institute of Crop Science and Resource Conservation (INRES), Crop Functional Genomics, 53113 Bonn, Germany.
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