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Omelyanchuk NA, Lavrekha VV, Bogomolov AG, Dolgikh VA, Sidorenko AD, Zemlyanskaya EV. Computational Reconstruction of the Transcription Factor Regulatory Network Induced by Auxin in Arabidopsis thaliana L. PLANTS (BASEL, SWITZERLAND) 2024; 13:1905. [PMID: 39065433 PMCID: PMC11280061 DOI: 10.3390/plants13141905] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2024] [Revised: 07/05/2024] [Accepted: 07/06/2024] [Indexed: 07/28/2024]
Abstract
In plant hormone signaling, transcription factor regulatory networks (TFRNs), which link the master transcription factors to the biological processes under their control, remain insufficiently characterized despite their crucial function. Here, we identify a TFRN involved in the response to the key plant hormone auxin and define its impact on auxin-driven biological processes. To reconstruct the TFRN, we developed a three-step procedure, which is based on the integrated analysis of differentially expressed gene lists and a representative collection of transcription factor binding profiles. Its implementation is available as a part of the CisCross web server. With the new method, we distinguished two transcription factor subnetworks. The first operates before auxin treatment and is switched off upon hormone application, the second is switched on by the hormone. Moreover, we characterized the functioning of the auxin-regulated TFRN in control of chlorophyll and lignin biosynthesis, abscisic acid signaling, and ribosome biogenesis.
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Affiliation(s)
- Nadya A. Omelyanchuk
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, 630090 Novosibirsk, Russia; (N.A.O.); (V.V.L.); (A.G.B.); (V.A.D.); (A.D.S.)
| | - Viktoriya V. Lavrekha
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, 630090 Novosibirsk, Russia; (N.A.O.); (V.V.L.); (A.G.B.); (V.A.D.); (A.D.S.)
- Department of Natural Sciences, Novosibirsk State University, 630090 Novosibirsk, Russia
| | - Anton G. Bogomolov
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, 630090 Novosibirsk, Russia; (N.A.O.); (V.V.L.); (A.G.B.); (V.A.D.); (A.D.S.)
| | - Vladislav A. Dolgikh
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, 630090 Novosibirsk, Russia; (N.A.O.); (V.V.L.); (A.G.B.); (V.A.D.); (A.D.S.)
- Department of Natural Sciences, Novosibirsk State University, 630090 Novosibirsk, Russia
| | - Aleksandra D. Sidorenko
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, 630090 Novosibirsk, Russia; (N.A.O.); (V.V.L.); (A.G.B.); (V.A.D.); (A.D.S.)
- Department of Natural Sciences, Novosibirsk State University, 630090 Novosibirsk, Russia
| | - Elena V. Zemlyanskaya
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, 630090 Novosibirsk, Russia; (N.A.O.); (V.V.L.); (A.G.B.); (V.A.D.); (A.D.S.)
- Department of Natural Sciences, Novosibirsk State University, 630090 Novosibirsk, Russia
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Rakpenthai A, Apodiakou A, Whitcomb SJ, Hoefgen R. In silico analysis of cis-elements and identification of transcription factors putatively involved in the regulation of the OAS cluster genes SDI1 and SDI2. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2022; 110:1286-1304. [PMID: 35315155 DOI: 10.1111/tpj.15735] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Revised: 02/09/2022] [Accepted: 03/01/2022] [Indexed: 06/14/2023]
Abstract
Arabidopsis thaliana sulfur deficiency-induced 1 and sulfur deficiency-induced 2 (SDI1 and SDI2) are involved in partitioning sulfur among metabolite pools during sulfur deficiency, and their transcript levels strongly increase in this condition. However, little is currently known about the cis- and trans-factors that regulate SDI expression. We aimed at identifying DNA sequence elements (cis-elements) and transcription factors (TFs) involved in regulating expression of the SDI genes. We performed in silico analysis of their promoter sequences cataloging known cis-elements and identifying conserved sequence motifs. We screened by yeast-one-hybrid an arrayed library of Arabidopsis TFs for binding to the SDI1 and SDI2 promoters. In total, 14 candidate TFs were identified. Direct association between particular cis-elements in the proximal SDI promoter regions and specific TFs was established via electrophoretic mobility shift assays: sulfur limitation 1 (SLIM1) was shown to bind SURE cis-element(s), the basic domain/leucine zipper (bZIP) core cis-element was shown to be important for HY5-homolog (HYH) binding, and G-box binding factor 1 (GBF1) was shown to bind the E box. Functional analysis of GBF1 and HYH using mutant and over-expressing lines indicated that these TFs promote a higher transcript level of SDI1 in vivo. Additionally, we performed a meta-analysis of expression changes of the 14 TF candidates in a variety of conditions that alter SDI expression. The presented results expand our understanding of sulfur pool regulation by SDI genes.
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Affiliation(s)
- Apidet Rakpenthai
- Max Planck Institute of Molecular Plant Physiology, Am Mühlenberg 1, 14476, Potsdam-Golm, Germany
| | - Anastasia Apodiakou
- Max Planck Institute of Molecular Plant Physiology, Am Mühlenberg 1, 14476, Potsdam-Golm, Germany
| | - Sarah J Whitcomb
- Max Planck Institute of Molecular Plant Physiology, Am Mühlenberg 1, 14476, Potsdam-Golm, Germany
| | - Rainer Hoefgen
- Max Planck Institute of Molecular Plant Physiology, Am Mühlenberg 1, 14476, Potsdam-Golm, Germany
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Ma MY, Ma HY, Wang L, Qi WW, Li SY, Zhao DD. Differences in the Seed Germination of Leymus chinensis (Poaceae) Ecotypes Reveal Distinct Strategies for Coping With Salinity Stress: A Common Garden Experiment. Front Ecol Evol 2021. [DOI: 10.3389/fevo.2021.703287] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Soil salinity is important abiotic stress affecting various ecosystems worldwide such as grassland. Distinct ecotypes often evolve within species by natural selection to facilitate adaptation to different types of environmental stress. Leymus chinensis is a perennial rhizomatous grass that is widely distributed in the eastern Eurasian steppe; it has two main ecotypes, namely, yellow-green (YG) and gray-green (GG), which differ in their strategy for coping with salinity stress. Few studies have examined the seed germination of the two ecotypes under salinity stress. In this study, the seed germination and seedling growth of two ecotypes of L. chinensis in response to different levels of salinity (NaCl) stress [0 (control), 20, 50, 100, and 200 mM] were examined. Then, ungerminated seeds were placed under normal conditions to evaluate seedling growth following exposure to salt stress (i.e., regermination). The germination percentage was significantly higher, and the mean germination time was significantly shorter in the GG ecotype than in the YG ecotype at all NaCl concentrations. As the salinity level increased, the radicle length of the two ecotypes decreased; however, GG had longer radicles and a higher number of radicles, even at 200 mM NaCl when no radicle protruding from the seed coat was detected in YG. The shoot length of GG was significantly longer than that of YG at all NaCl levels. After salinity stress was removed, the seed germination percentage increased as the original concentration of NaCl applied increased, but the total germination percentage did not significantly differ among NaCl concentrations. The total seed germination percentage of GG was approximately 80%, whereas that of the YG was approximately 20%. The seedling length of regerminated seeds for both GG and YG was similar. The thousand-grain weight of GG was significantly higher than that of YG. GG was more salt-tolerant than YG and might be better capable of surviving in harsher environments, suggesting that GG might be particularly useful for saline grassland restoration.
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Wang Y, Fang Z, Yang L, Chan Z. Transcriptional variation analysis of Arabidopsis ecotypes in response to drought and salt stresses dissects commonly regulated networks. PHYSIOLOGIA PLANTARUM 2021; 172:77-90. [PMID: 33280127 DOI: 10.1111/ppl.13295] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 11/26/2020] [Accepted: 11/29/2020] [Indexed: 06/12/2023]
Abstract
Salinity and drought conditions commonly result in osmotic and oxidative stresses, while salinity additionally causes ionic stress. In this study, we identified specific genes regulated by osmotic and ionic stresses in five Arabidopsis ecotypes. Shahdara (SHA) and C24 ecotypes were more tolerant to salt and drought stresses at the seedling growth stage, as evidenced by lower water loss rate, lower electrolyte leakage, and higher survival rate when compared to the other three ecotypes under drought and salinity conditions. Transcriptomic analysis revealed that 3700 and 2242 genes were differentially regulated by salt and osmotic stresses, respectively. Totally 78.1% of upregulated and 62.0% of downregulated genes by osmotic stress were also commonly regulated by salt stress. Gene ontology term enrichment analysis showed that auxin indole-3-acetic acid (IAA), abscisic acid, cytokinin, and gibberellic acid pathways were regulated by the osmotic stress, while IAA, jasmonic acid, and ethylene pathways were changed by the ionic stress. The nutrient and water uptake pathways were regulated by both the osmotic and ionic stresses, whereas ion transportation and kinase pathways were modulated by the ionic stress. Additionally, we characterized bHLH61 as a negative regulator in response to salt and drought stresses. This study provided new clues of plant responses to salt and drought stresses.
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Affiliation(s)
- Yanping Wang
- Key Laboratory of Horticultural Plant Biology, Ministry of Education, College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan, China
| | - Zhengfu Fang
- Key Laboratory of Horticultural Plant Biology, Ministry of Education, College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan, China
| | - Li Yang
- Key Laboratory of Horticultural Plant Biology, Ministry of Education, College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan, China
| | - Zhulong Chan
- Key Laboratory of Horticultural Plant Biology, Ministry of Education, College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan, China
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Li M, Yang Y, Raza A, Yin S, Wang H, Zhang Y, Dong J, Wang G, Zhong C, Zhang H, Liu J, Jin W. Heterologous expression of Arabidopsis thaliana rty gene in strawberry (Fragaria × ananassa Duch.) improves drought tolerance. BMC PLANT BIOLOGY 2021; 21:57. [PMID: 33478380 PMCID: PMC7818561 DOI: 10.1186/s12870-021-02839-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Accepted: 01/11/2021] [Indexed: 06/12/2023]
Abstract
BACKGROUND Strawberry (Fragaria × ananassa Duch.) is an important fruit crop worldwide. It was particularly sensitive to drought stress because of their fibrous and shallow root systems. Mutant rty of Arabidopsis thaliana ROOTY (RTY) results in increased endogenous auxin levels, more roots, and shoot growth. It is still unclear whether the rty gene improves stress tolerance in strawberry. RESULTS rty gene was isolated from Arabidopsis thaliana and placed under the control of the cauliflower mosaic virus (CaMV) 35S promoter in the pBI121-rty binary vector carrying the selectable marker of neomycin phosphotransferase II (NPT II). Seven transgenic lines were confirmed by PCR and western blot analysis. Accumulations of IAA and ABA were significantly increased in the transgenic plants. The endogenous IAA contents were 46.5 ng g- 1 and 66.0 ng g- 1in control and transgenic plants respectively. The endogenous ABA contents in the control plant were 236.3 ng g- 1 and in transgenic plants were 543.8 ng g- 1. The production of adventitious roots and trichomes were enhanced in the transgenic plants. Furthermore, transcript levels of the genes including IAA and ABA biosynthetic, and stress-responsive genes, were higher in the transgenic plants than in the control plants under drought conditions. Water use efficiency and a reduced water loss rate were enhanced in the transgenic strawberry plants. Additionally, peroxidase and catalase activities were significantly higher in the transgenic plants than in the control plants. The experiment results revealed a novel function for rty related to ABA and drought responses. CONCLUSIONS The rty gene improved hormone-mediated drought tolerance in transgenic strawberry. The heterologous expression of rty in strawberry improved drought tolerance by promoting auxin and ABA accumulation. These phytohormones together brought about various physiological changes that improved drought tolerance via increased root production, trichome density, and stomatal closure. Our results suggested that a transgenic approach can be used to overcome the inherent trade-off between plant growth and drought tolerance by enhancing water use efficiency and reducing water loss rate under water shortage conditions.
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Affiliation(s)
- Maofu Li
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China
| | - Yuan Yang
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China
- Beijing Engineering Research Center for Deciduous Fruit Trees, Beijing, 100093, P. R. China
| | - Ali Raza
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences (CAAS), Wuhan, 430062, P. R. China
| | - Shanshan Yin
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China
| | - Hua Wang
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China
| | - Yuntao Zhang
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China
- Beijing Engineering Research Center for Deciduous Fruit Trees, Beijing, 100093, P. R. China
| | - Jing Dong
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China
- Beijing Engineering Research Center for Deciduous Fruit Trees, Beijing, 100093, P. R. China
| | - Guixia Wang
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China
- Beijing Engineering Research Center for Deciduous Fruit Trees, Beijing, 100093, P. R. China
| | - Chuanfei Zhong
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China
- Beijing Engineering Research Center for Deciduous Fruit Trees, Beijing, 100093, P. R. China
| | - Hong Zhang
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China
| | - Jiashen Liu
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China
| | - Wanmei Jin
- Beijing Academy of Forestry and Pomology Sciences, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100093, P. R. China.
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (North China), Ministry of Agriculture, Beijing, 100093, P. R. China.
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Natural Variation in Plant Pluripotency and Regeneration. PLANTS 2020; 9:plants9101261. [PMID: 32987766 PMCID: PMC7598583 DOI: 10.3390/plants9101261] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Revised: 09/03/2020] [Accepted: 09/21/2020] [Indexed: 12/14/2022]
Abstract
Plant regeneration is essential for survival upon wounding and is, hence, considered to be a strong natural selective trait. The capacity of plant tissues to regenerate in vitro, however, varies substantially between and within species and depends on the applied incubation conditions. Insight into the genetic factors underlying this variation may help to improve numerous biotechnological applications that exploit in vitro regeneration. Here, we review the state of the art on the molecular framework of de novo shoot organogenesis from root explants in Arabidopsis, which is a complex process controlled by multiple quantitative trait loci of various effect sizes. Two types of factors are distinguished that contribute to natural regenerative variation: master regulators that are conserved in all experimental systems (e.g., WUSCHEL and related homeobox genes) and conditional regulators whose relative role depends on the explant and the incubation settings. We further elaborate on epigenetic variation and protocol variables that likely contribute to differential explant responsivity within species and conclude that in vitro shoot organogenesis occurs at the intersection between (epi) genetics, endogenous hormone levels, and environmental influences.
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Smith S, Zhu S, Joos L, Roberts I, Nikonorova N, Vu LD, Stes E, Cho H, Larrieu A, Xuan W, Goodall B, van de Cotte B, Waite JM, Rigal A, Ramans Harborough S, Persiau G, Vanneste S, Kirschner GK, Vandermarliere E, Martens L, Stahl Y, Audenaert D, Friml J, Felix G, Simon R, Bennett MJ, Bishopp A, De Jaeger G, Ljung K, Kepinski S, Robert S, Nemhauser J, Hwang I, Gevaert K, Beeckman T, De Smet I. The CEP5 Peptide Promotes Abiotic Stress Tolerance, As Revealed by Quantitative Proteomics, and Attenuates the AUX/IAA Equilibrium in Arabidopsis. Mol Cell Proteomics 2020; 19:1248-1262. [PMID: 32404488 PMCID: PMC8011570 DOI: 10.1074/mcp.ra119.001826] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 03/02/2020] [Indexed: 01/20/2023] Open
Abstract
Peptides derived from non-functional precursors play important roles in various developmental processes, but also in (a)biotic stress signaling. Our (phospho)proteome-wide analyses of C-TERMINALLY ENCODED PEPTIDE 5 (CEP5)-mediated changes revealed an impact on abiotic stress-related processes. Drought has a dramatic impact on plant growth, development and reproduction, and the plant hormone auxin plays a role in drought responses. Our genetic, physiological, biochemical, and pharmacological results demonstrated that CEP5-mediated signaling is relevant for osmotic and drought stress tolerance in Arabidopsis, and that CEP5 specifically counteracts auxin effects. Specifically, we found that CEP5 signaling stabilizes AUX/IAA transcriptional repressors, suggesting the existence of a novel peptide-dependent control mechanism that tunes auxin signaling. These observations align with the recently described role of AUX/IAAs in stress tolerance and provide a novel role for CEP5 in osmotic and drought stress tolerance.
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Affiliation(s)
- Stephanie Smith
- Division of Plant and Crop Sciences, School of Biosciences, University of Nottingham, Loughborough, United Kingdom
| | - Shanshuo Zhu
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium; VIB-UGent Center for Medical Biotechnology, Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Lisa Joos
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Ianto Roberts
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Natalia Nikonorova
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Lam Dai Vu
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium; VIB-UGent Center for Medical Biotechnology, Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Elisabeth Stes
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium; VIB-UGent Center for Medical Biotechnology, Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Hyunwoo Cho
- Department of Life Sciences, POSTECH Biotech Center, Pohang University of Science and Technology, Pohang, Republic of Korea
| | - Antoine Larrieu
- Centre for Plant Integrative Biology, University of Nottingham, Loughborough, United Kingdom
| | - Wei Xuan
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Benjamin Goodall
- Centre for Plant Integrative Biology, University of Nottingham, Loughborough, United Kingdom
| | - Brigitte van de Cotte
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Jessic Marie Waite
- Department of Biology, University of Washington, Seattle, Washington, USA
| | - Adeline Rigal
- Umeå Plant Science Centre, Department of Forest Genetics and Plant Physiology, Swedish University of Agricultural Sciences, Umeå, Sweden
| | - Sigurd Ramans Harborough
- Centre for Plant Sciences, Faculty of Biological Sciences, University of Leeds, Leeds, United Kingdom
| | - Geert Persiau
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Steffen Vanneste
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Gwendolyn K Kirschner
- Institute for Developmental Genetics, Heinrich-Heine University, Düsseldorf, Germany
| | - Elien Vandermarliere
- VIB-UGent Center for Medical Biotechnology, Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Lennart Martens
- VIB-UGent Center for Medical Biotechnology, Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Yvonne Stahl
- Institute for Developmental Genetics, Heinrich-Heine University, Düsseldorf, Germany
| | - Dominique Audenaert
- Screening Core, Gent, Belgium; Expertise Centre for Bioassay Development and Screening (C-BIOS), Ghent University, Ghent, Belgium
| | - Jirí Friml
- Mendel Centre for Plant Genomics and Proteomics, Central European Institute of Technology (CEITEC), Masaryk University (MU), Brno, Czech Republic; Institute of Science and Technology Austria (IST Austria), Klosterneuburg, Austria
| | - Georg Felix
- Zentrum für Molekularbiologie der Pflanzen, Plant Biochemistry, University Tübingen, Tübingen, Germany
| | - Rüdiger Simon
- Institute for Developmental Genetics, Heinrich-Heine University, Düsseldorf, Germany
| | - Malcolm J Bennett
- Division of Plant and Crop Sciences, School of Biosciences, University of Nottingham, Loughborough, United Kingdom; Centre for Plant Integrative Biology, University of Nottingham, Loughborough, United Kingdom
| | - Anthony Bishopp
- Centre for Plant Integrative Biology, University of Nottingham, Loughborough, United Kingdom
| | - Geert De Jaeger
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Karin Ljung
- Umeå Plant Science Centre, Department of Forest Genetics and Plant Physiology, Swedish University of Agricultural Sciences, Umeå, Sweden
| | - Stefan Kepinski
- Centre for Plant Sciences, Faculty of Biological Sciences, University of Leeds, Leeds, United Kingdom
| | - Stephanie Robert
- Umeå Plant Science Centre, Department of Forest Genetics and Plant Physiology, Swedish University of Agricultural Sciences, Umeå, Sweden
| | - Jennifer Nemhauser
- Department of Biology, University of Washington, Seattle, Washington, USA
| | - Ildoo Hwang
- Department of Life Sciences, POSTECH Biotech Center, Pohang University of Science and Technology, Pohang, Republic of Korea
| | - Kris Gevaert
- VIB-UGent Center for Medical Biotechnology, Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Tom Beeckman
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Ive De Smet
- Division of Plant and Crop Sciences, School of Biosciences, University of Nottingham, Loughborough, United Kingdom; Department of Plant Biotechnology and Bioinformatics, Ghent University, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium; Centre for Plant Integrative Biology, University of Nottingham, Loughborough, United Kingdom.
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8
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Arieti RS, Staiger CJ. Auxin-induced actin cytoskeleton rearrangements require AUX1. THE NEW PHYTOLOGIST 2020; 226:441-459. [PMID: 31859367 PMCID: PMC7154765 DOI: 10.1111/nph.16382] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2019] [Accepted: 12/10/2019] [Indexed: 05/06/2023]
Abstract
The actin cytoskeleton is required for cell expansion and implicated in cellular responses to the phytohormone auxin. However, the mechanisms that coordinate auxin signaling, cytoskeletal remodeling and cell expansion are poorly understood. Previous studies examined long-term actin cytoskeleton responses to auxin, but plants respond to auxin within minutes. Before this work, an extracellular auxin receptor - rather than the auxin transporter AUXIN RESISTANT 1 (AUX1) - was considered to precede auxin-induced cytoskeleton reorganization. In order to correlate actin array organization and dynamics with degree of cell expansion, quantitative imaging tools established baseline actin organization and illuminated individual filament behaviors in root epidermal cells under control conditions and after indole-3-acetic acid (IAA) application. We evaluated aux1 mutant actin organization responses to IAA and the membrane-permeable auxin 1-naphthylacetic acid (NAA). Cell length predicted actin organization and dynamics in control roots; short-term IAA treatments stimulated denser and more parallel, longitudinal arrays by inducing filament unbundling within minutes. Although AUX1 is necessary for full actin rearrangements in response to auxin, cytoplasmic auxin (i.e. NAA) stimulated a lesser response. Actin filaments became more 'organized' after IAA stopped elongation, refuting the hypothesis that 'more organized' actin arrays universally correlate with rapid growth. Short-term actin cytoskeleton response to auxin requires AUX1 and/or cytoplasmic auxin.
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Affiliation(s)
- Ruthie S. Arieti
- Department of Biological SciencesPurdue UniversityWest LafayetteIN47907‐2064USA
- Purdue University Interdisciplinary Life Sciences Graduate Program (PULSe)Purdue UniversityWest LafayetteIN47907USA
- Center for Plant BiologyPurdue UniversityWest LafayetteIN47907USA
| | - Christopher J. Staiger
- Department of Biological SciencesPurdue UniversityWest LafayetteIN47907‐2064USA
- Center for Plant BiologyPurdue UniversityWest LafayetteIN47907USA
- Department of Botany and Plant PathologyPurdue UniversityWest LafayetteIN47907USA
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9
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Prigge MJ, Platre M, Kadakia N, Zhang Y, Greenham K, Szutu W, Pandey BK, Bhosale RA, Bennett MJ, Busch W, Estelle M. Genetic analysis of the Arabidopsis TIR1/AFB auxin receptors reveals both overlapping and specialized functions. eLife 2020; 9:54740. [PMID: 32067636 PMCID: PMC7048394 DOI: 10.7554/elife.54740] [Citation(s) in RCA: 84] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2019] [Accepted: 02/04/2020] [Indexed: 01/03/2023] Open
Abstract
The TIR1/AFB auxin co-receptors mediate diverse responses to the plant hormone auxin. The Arabidopsis genome encodes six TIR1/AFB proteins representing three of the four clades that were established prior to angiosperm radiation. To determine the role of these proteins in plant development we performed an extensive genetic analysis involving the generation and characterization of all possible multiply-mutant lines. We find that loss of all six TIR1/AFB proteins results in early embryo defects and eventually seed abortion, and yet a single wild-type allele of TIR1 or AFB2 is sufficient to support growth throughout development. Our analysis reveals extensive functional overlap between even the most distantly related TIR1/AFB genes except for AFB1. Surprisingly, AFB1 has a specialized function in rapid auxin-dependent inhibition of root growth and early phase of root gravitropism. This activity may be related to a difference in subcellular localization compared to the other members of the family.
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Affiliation(s)
- Michael J Prigge
- Section of Cell and Developmental Biology, University of California San Diego, La Jolla, United States
| | - Matthieu Platre
- Plant Molecular and Cellular Biology Laboratory and Integrative Biology Laboratory, Salk Institute for Biological Studies, La Jolla, United States
| | - Nikita Kadakia
- Section of Cell and Developmental Biology, University of California San Diego, La Jolla, United States
| | - Yi Zhang
- Section of Cell and Developmental Biology, University of California San Diego, La Jolla, United States
| | - Kathleen Greenham
- Section of Cell and Developmental Biology, University of California San Diego, La Jolla, United States
| | - Whitnie Szutu
- Section of Cell and Developmental Biology, University of California San Diego, La Jolla, United States
| | - Bipin Kumar Pandey
- Plant and Crop Sciences, School of Biosciences, University of Nottingham, Nottingham, United Kingdom
| | - Rahul Arvind Bhosale
- Plant and Crop Sciences, School of Biosciences, University of Nottingham, Nottingham, United Kingdom
| | - Malcolm J Bennett
- Plant and Crop Sciences, School of Biosciences, University of Nottingham, Nottingham, United Kingdom
| | - Wolfgang Busch
- Plant Molecular and Cellular Biology Laboratory and Integrative Biology Laboratory, Salk Institute for Biological Studies, La Jolla, United States
| | - Mark Estelle
- Section of Cell and Developmental Biology, University of California San Diego, La Jolla, United States
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10
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Hamm MO, Moss BL, Leydon AR, Gala HP, Lanctot A, Ramos R, Klaeser H, Lemmex AC, Zahler ML, Nemhauser JL, Wright RC. Accelerating structure-function mapping using the ViVa webtool to mine natural variation. PLANT DIRECT 2019; 3:e00147. [PMID: 31372596 PMCID: PMC6658840 DOI: 10.1002/pld3.147] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2018] [Revised: 04/20/2019] [Accepted: 04/29/2019] [Indexed: 05/13/2023]
Abstract
Thousands of sequenced genomes are now publicly available capturing a significant amount of natural variation within plant species; yet, much of these data remain inaccessible to researchers without significant bioinformatics experience. Here, we present a webtool called ViVa (Visualizing Variation) which aims to empower any researcher to take advantage of the amazing genetic resource collected in the Arabidopsis thaliana 1001 Genomes Project (http://1001genomes.org). ViVa facilitates data mining on the gene, gene family, or gene network level. To test the utility and accessibility of ViVa, we assembled a team with a range of expertise within biology and bioinformatics to analyze the natural variation within the well-studied nuclear auxin signaling pathway. Our analysis has provided further confirmation of existing knowledge and has also helped generate new hypotheses regarding this well-studied pathway. These results highlight how natural variation could be used to generate and test hypotheses about less-studied gene families and networks, especially when paired with biochemical and genetic characterization. ViVa is also readily extensible to databases of interspecific genetic variation in plants as well as other organisms, such as the 3,000 Rice Genomes Project ( http://snp-seek.irri.org/) and human genetic variation ( https://www.ncbi.nlm.nih.gov/clinvar/).
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Affiliation(s)
- Morgan O. Hamm
- Department of BiologyUniversity of WashingtonSeattleWashington
| | | | | | - Hardik P. Gala
- Department of BiologyUniversity of WashingtonSeattleWashington
| | - Amy Lanctot
- Department of BiologyUniversity of WashingtonSeattleWashington
| | - Román Ramos
- Department of BiologyUniversity of WashingtonSeattleWashington
| | - Hannah Klaeser
- Department of BiologyWhitman CollegeWalla WallaWashington
| | | | | | | | - R. Clay Wright
- Biological Systems EngineeringVirginia TechBlacksburgVirginia
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11
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Wang L, Liu PC, Wu LM, Tan J, Peacock WJ, Dennis ES. Cotyledons contribute to plant growth and hybrid vigor in Arabidopsis. PLANTA 2019; 249:1107-1118. [PMID: 30552582 DOI: 10.1007/s00425-018-3068-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2018] [Accepted: 12/10/2018] [Indexed: 05/03/2023]
Abstract
In hybrids of Arabidopsis, cotyledons influence the amount and proportion of hybrid vigor in total plant growth. We found Arabidopsis cotyledons are essential for plant growth and in some hybrids for hybrid vigor. In hybrids between C24 and Landsberg erecta (Ler), biomass vigor (heterosis) occurs in the first few days after sowing (DAS), with hybrid cotyledons being larger than those of their parents. C24xLer hybrids are ahead of their parents in activating photosynthesis and auxin pathway genes in cotyledons at 3-4 DAS. "Earliness" is also present in newly emerged C24xLer hybrid leaves. We showed cotyledon removal at 4 DAS caused significant biomass reduction in later growth in hybrids and parental lines. The biomass decrease caused by cotyledon removal can be partially rescued by exogenous sucrose or auxin with different genotypes responding to sucrose and/or auxin differently. Cotyledon removal has different effects on heterosis in different hybrids. After cotyledon removal, in C24xLer hybrids, both growth and heterosis were reduced in similar proportions, but the level of hybrid vigor was reduced as a proportion of growth in C24xColumbia (Col) and ColxLer hybrids. The removal of cotyledons at 4 DAS markedly decreased the level of growth and eliminated the heterotic phenotype of Wassilewskija (Ws)/Ler hybrids. In mutant Ws/Ler hybrids which had a reduced level of photosynthesis in the cotyledons, there was a reduction in plant growth and loss of heterosis. The variation in contribution of cotyledons to heterosis in different hybrids indicates there are multiple pathways to achieve heterotic phenotypes.
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Affiliation(s)
- Li Wang
- Faculty of Science, University of Technology, Sydney, NSW, 2007, Australia
| | - Pei-Chuan Liu
- Faculty of Science, University of Technology, Sydney, NSW, 2007, Australia
| | - Li Min Wu
- Agriculture and Food, Commonwealth Scientific Industrial Research Organisation, Canberra, ACT, 2601, Australia
| | - Jiafu Tan
- Faculty of Science, University of Technology, Sydney, NSW, 2007, Australia
| | - W James Peacock
- Faculty of Science, University of Technology, Sydney, NSW, 2007, Australia
- Agriculture and Food, Commonwealth Scientific Industrial Research Organisation, Canberra, ACT, 2601, Australia
| | - Elizabeth S Dennis
- Faculty of Science, University of Technology, Sydney, NSW, 2007, Australia.
- Agriculture and Food, Commonwealth Scientific Industrial Research Organisation, Canberra, ACT, 2601, Australia.
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12
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Watahiki M, Trewavas A. Systems, variation, individuality and plant hormones. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2018; 146:3-22. [PMID: 30312622 DOI: 10.1016/j.pbiomolbio.2018.10.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2018] [Accepted: 10/06/2018] [Indexed: 02/02/2023]
Abstract
Inter-individual variation in plants and particularly in hormone content, figures strongly in evolution and behaviour. Homo sapiens and Arabidopsis exhibit similar and substantial phenotypic and molecular variation. Whereas there is a very substantial degree of hormone variation in mankind, reports of inter-individual variation in plant hormone content are virtually absent but are likely to be as large if not larger than that in mankind. Reasons for this absence are discussed. Using an example of inter-individual variation in ethylene content in ripening, the article shows how biological time is compressed by hormones. It further resolves an old issue of very wide hormone dose response that result directly from negative regulation in hormone (and light) transduction. Negative regulation is used because of inter-individual variability in hormone synthesis, receptors and ancillary proteins, a consequence of substantial genomic and environmental variation. Somatic mosaics have been reported for several plant tissues and these too contribute to tissue variation and wide variation in hormone response. The article concludes by examining what variation exists in gravitropic responses. There are multiple sensing systems of gravity vectors and multiple routes towards curvature. These are an aspect of the need for reliability in both inter-individual variation and unpredictable environments. Plant hormone inter-individuality is a new area for research and is likely to change appreciation of the mechanisms that underpin individual behaviour.
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Affiliation(s)
- Masaaki Watahiki
- Faculty of Science, Hokkaido University, Sapporo, 060-0810, Japan.
| | - Anthony Trewavas
- Institute of Plant Molecular Science, University of Edinburgh, Kings Buildings, Mayfield Road, Edinburgh, EH9 3 JH, Scotland, United Kingdom.
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13
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Ristova D, Giovannetti M, Metesch K, Busch W. Natural genetic variation shapes root system responses to phytohormones in Arabidopsis. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2018; 96:468-481. [PMID: 30030851 PMCID: PMC6220887 DOI: 10.1111/tpj.14034] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Revised: 06/13/2018] [Accepted: 07/02/2018] [Indexed: 05/21/2023]
Abstract
Plants adjust their architecture by modulating organ growth. This ability is largely dependent on phytohormones. While responses to phytohormones have been studied extensively, it remains unclear to which extent and how these responses are modulated in non-reference strains. Here, we assess variation of root traits upon treatment with auxin, cytokinin and abscisic acid (ABA) in 192 Arabidopsis accessions. We identify common response patterns, uncover the extent of their modulation by specific genotypes, and find that the Col-0 reference accession is not a good representative of the species in this regard. We conduct genome-wide association studies and identify 114 significant associations, most of them relating to ABA treatment. The numerous ABA candidate genes are not enriched for known ABA-associated genes, indicating that we largely uncovered unknown players. Overall, our study provides a comprehensive view of the diversity of hormone responses in the Arabidopsis thaliana species, and shows that variation of genes that are yet mostly not associated with such a role to determine natural variation of the response to phytohormones.
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Affiliation(s)
- Daniela Ristova
- Gregor Mendel Institute (GMI)Austrian Academy of SciencesVienna Biocenter (VBC)Dr. Bohr‐Gasse 3Vienna1030Austria
| | - Marco Giovannetti
- Gregor Mendel Institute (GMI)Austrian Academy of SciencesVienna Biocenter (VBC)Dr. Bohr‐Gasse 3Vienna1030Austria
| | - Kristina Metesch
- Gregor Mendel Institute (GMI)Austrian Academy of SciencesVienna Biocenter (VBC)Dr. Bohr‐Gasse 3Vienna1030Austria
| | - Wolfgang Busch
- Gregor Mendel Institute (GMI)Austrian Academy of SciencesVienna Biocenter (VBC)Dr. Bohr‐Gasse 3Vienna1030Austria
- Salk Institute for Biological StudiesPlant Molecular and Cellular Biology Laboratory, and Integrative Biology Laboratory10010 N Torrey Pines RdLa JollaCA92037USA
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14
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Lee S, I. Sergeeva L, Vreugdenhil D. Natural variation of hormone levels in Arabidopsis roots and correlations with complex root architecture. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2018; 60:292-309. [PMID: 29205819 PMCID: PMC5947113 DOI: 10.1111/jipb.12617] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/26/2017] [Accepted: 12/01/2017] [Indexed: 06/07/2023]
Abstract
Studies on natural variation are an important tool to unravel the genetic basis of quantitative traits in plants. Despite the significant roles of phytohormones in plant development, including root architecture, hardly any studies have been done to investigate natural variation in endogenous hormone levels in plants. Therefore, in the present study a range of hormones were quantified in root extracts of thirteen Arabidopsis thaliana accessions using a ultra performance liquid chromatography triple quadrupole mass spectrometer. Root system architecture of the set of accessions was quantified, using a new parameter (mature root unit) for complex root systems, and correlated with the phytohormone data. Significant variations in phytohormone levels among the accessions were detected, but were remarkably small, namely less than three-fold difference between extremes. For cytokinins, relatively larger variations were found for ribosides and glucosides, as compared to the free bases. For root phenotyping, length-related traits-lateral root length and total root length-showed larger variations than lateral root number-related ones. For root architecture, antagonistic interactions between hormones, for example, indole-3-acetic acid to trans-zeatin were detected in correlation analysis. These findings provide conclusive evidence for the presence of natural variation in phytohormone levels in Arabidopsis roots, suggesting that quantitative genetic analyses are feasible.
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Affiliation(s)
- Sangseok Lee
- Laboratory of Plant PhysiologyWageningen University & ResearchDroevendaalsesteeg 16708 PBWageningenThe Netherlands
- Gyeongsangbuk‐Do Agricultural Research & Extension Services Centre136 Gil‐14Chilgokjungang‐daeroDaeguSouth Korea
| | - Lidiya I. Sergeeva
- Laboratory of Plant PhysiologyWageningen University & ResearchDroevendaalsesteeg 16708 PBWageningenThe Netherlands
| | - Dick Vreugdenhil
- Laboratory of Plant PhysiologyWageningen University & ResearchDroevendaalsesteeg 16708 PBWageningenThe Netherlands
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15
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Cherenkov P, Novikova D, Omelyanchuk N, Levitsky V, Grosse I, Weijers D, Mironova V. Diversity of cis-regulatory elements associated with auxin response in Arabidopsis thaliana. JOURNAL OF EXPERIMENTAL BOTANY 2018; 69:329-339. [PMID: 28992117 PMCID: PMC5853796 DOI: 10.1093/jxb/erx254] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2017] [Accepted: 07/06/2017] [Indexed: 05/20/2023]
Abstract
The phytohormone auxin regulates virtually every developmental process in land plants. This regulation is mediated via de-repression of DNA-binding auxin response factors (ARFs). ARFs bind TGTC-containing auxin response cis-elements (AuxREs), but there is growing evidence that additional cis-elements occur in auxin-responsive regulatory regions. The repertoire of auxin-related cis-elements and their involvement in different modes of auxin response are not yet known. Here we analyze the enrichment of nucleotide hexamers in upstream regions of auxin-responsive genes associated with auxin up- or down-regulation, with early or late response, ARF-binding domains, and with different chromatin states. Intriguingly, hexamers potentially bound by basic helix-loop-helix (bHLH) and basic leucine zipper (bZIP) factors as well as a family of A/T-rich hexamers are more highly enriched in auxin-responsive regions than canonical TGTC-containing AuxREs. We classify and annotate the whole spectrum of enriched hexamers and discuss their patterns of enrichment related to different modes of auxin response.
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Affiliation(s)
| | - Daria Novikova
- Novosibirsk State University, Russian Federation
- Institute of Cytology and Genetics, Russian Federation
- Department of Agrotechnology and Food Sciences, Subdivision Biochemistry, Wageningen University and Research Center, The Netherlands
| | - Nadya Omelyanchuk
- Novosibirsk State University, Russian Federation
- Institute of Cytology and Genetics, Russian Federation
| | - Victor Levitsky
- Novosibirsk State University, Russian Federation
- Institute of Cytology and Genetics, Russian Federation
| | - Ivo Grosse
- Novosibirsk State University, Russian Federation
- Institute of Computer Science, Martin Luther University Halle-Wittenberg, Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Germany
| | - Dolf Weijers
- Department of Agrotechnology and Food Sciences, Subdivision Biochemistry, Wageningen University and Research Center, The Netherlands
- Correspondence: or
| | - Victoria Mironova
- Novosibirsk State University, Russian Federation
- Institute of Cytology and Genetics, Russian Federation
- Correspondence: or
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16
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Lu H, Lema A S, Planas-Marquès M, Alonso-Díaz A, Valls M, Coll NS. Type III Secretion-Dependent and -Independent Phenotypes Caused by Ralstonia solanacearum in Arabidopsis Roots. MOLECULAR PLANT-MICROBE INTERACTIONS : MPMI 2018; 31:175-184. [PMID: 28840786 DOI: 10.1094/mpmi-05-17-0109-fi] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
The causal agent of bacterial wilt, Ralstonia solanacearum, is a soilborne pathogen that invades plants through their roots, traversing many tissue layers until it reaches the xylem, where it multiplies and causes plant collapse. The effects of R. solanacearum infection are devastating, and no effective approach to fight the disease is so far available. The early steps of infection, essential for colonization, as well as the early plant defense responses remain mostly unknown. Here, we have set up a simple, in vitro Arabidopsis thaliana-R. solanacearum pathosystem that has allowed us to identify three clear root phenotypes specifically associated to the early stages of infection: root-growth inhibition, root-hair formation, and root-tip cell death. Using this method, we have been able to differentiate, on Arabidopsis plants, the phenotypes caused by mutants in the key bacterial virulence regulators hrpB and hrpG, which remained indistinguishable using the classical soil-drench inoculation pathogenicity assays. In addition, we have revealed the previously unknown involvement of auxins in the root rearrangements caused by R. solanacearum infection. Our system provides an easy-to-use, high-throughput tool to study R. solanacearum aggressiveness. Furthermore, the observed phenotypes may allow the identification of bacterial virulence determinants and could even be used to screen for novel forms of early plant resistance to bacterial wilt.
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Affiliation(s)
- Haibin Lu
- 1 Centre for Research in Agricultural Genomics (CSIC-IRTA-UAB-UB), Bellaterra, Catalonia, Spain; and
| | - Saul Lema A
- 1 Centre for Research in Agricultural Genomics (CSIC-IRTA-UAB-UB), Bellaterra, Catalonia, Spain; and
| | - Marc Planas-Marquès
- 1 Centre for Research in Agricultural Genomics (CSIC-IRTA-UAB-UB), Bellaterra, Catalonia, Spain; and
| | - Alejandro Alonso-Díaz
- 1 Centre for Research in Agricultural Genomics (CSIC-IRTA-UAB-UB), Bellaterra, Catalonia, Spain; and
| | - Marc Valls
- 1 Centre for Research in Agricultural Genomics (CSIC-IRTA-UAB-UB), Bellaterra, Catalonia, Spain; and
- 2 Genetics Department, Universitat de Barcelona, Catalonia, Spain
| | - Núria S Coll
- 1 Centre for Research in Agricultural Genomics (CSIC-IRTA-UAB-UB), Bellaterra, Catalonia, Spain; and
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17
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van Mourik H, van Dijk ADJ, Stortenbeker N, Angenent GC, Bemer M. Divergent regulation of Arabidopsis SAUR genes: a focus on the SAUR10-clade. BMC PLANT BIOLOGY 2017; 17:245. [PMID: 29258424 PMCID: PMC5735953 DOI: 10.1186/s12870-017-1210-4] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Accepted: 12/08/2017] [Indexed: 05/09/2023]
Abstract
BACKGROUND Small Auxin-Upregulated RNA (SAUR) genes encode growth regulators that induce cell elongation. Arabidopsis contains more than 70 SAUR genes, of which the growth-promoting function has been unveiled in seedlings, while their role in other tissues remained largely unknown. Here, we focus on the regulatory regions of Arabidopsis SAUR genes, to predict the processes in which they play a role, and understand the dynamics of plant growth. RESULTS In this study, we characterized in detail the entire SAUR10-clade: SAUR8, SAUR9, SAUR10, SAUR12, SAUR16, SAUR50, SAUR51 and SAUR54. Overexpression analysis revealed that the different proteins fulfil similar functions, while the SAUR expression patterns were highly diverse, showing expression throughout plant development in a variety of tissues. In addition, the response to application of different hormones largely varied between the different genes. These tissue-specific and hormone-specific responses could be linked to transcription factor binding sites using in silico analyses. These analyses also supported the existence of two groups of SAURs in Arabidopsis: Class I genes can be induced by combinatorial action of ARF-BZR-PIF transcription factors, while Class II genes are not regulated by auxin. CONCLUSIONS SAUR10-clade genes generally induce cell-elongation, but exhibit diverse expression patterns and responses to hormones. Our experimental and in silico analyses suggest that transcription factors involved in plant development determine the tissue specific expression of the different SAUR genes, whereas the amplitude of this expression can often be controlled by hormone response transcription factors. This allows the plant to fine tune growth in a variety of tissues in response to internal and external signals.
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Affiliation(s)
- Hilda van Mourik
- Laboratory of Molecular Biology, Wageningen University & Research, Droevendaalsesteeg 1, 6708 PB Wageningen, the Netherlands
| | - Aalt D. J. van Dijk
- Bioinformatics group, Biometris, and Business Unit Bioscience, Wageningen University & Research, Droevendaalsesteeg 1, 6708 PB Wageningen, the Netherlands
| | - Niek Stortenbeker
- Microbial Physiology Group, MPI for Marine Microbiology, Celsiusstr. 1, D-28359 Bremen, Germany
| | - Gerco C. Angenent
- Laboratory of Molecular Biology and Business Unit Bioscience, Wageningen University & Research, 6708 PB Wageningen, the Netherlands
| | - Marian Bemer
- Laboratory of Molecular Biology, Wageningen University & Research, Droevendaalsesteeg 1, 6708 PB Wageningen, the Netherlands
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18
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Wright RC, Zahler ML, Gerben SR, Nemhauser JL. Insights into the Evolution and Function of Auxin Signaling F-Box Proteins in Arabidopsis thaliana Through Synthetic Analysis of Natural Variants. Genetics 2017; 207:583-591. [PMID: 28760746 PMCID: PMC5629325 DOI: 10.1534/genetics.117.300092] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2017] [Accepted: 07/24/2017] [Indexed: 12/20/2022] Open
Abstract
The evolution of complex body plans in land plants has been paralleled by gene duplication and divergence within nuclear auxin-signaling networks. A deep mechanistic understanding of auxin signaling proteins therefore may allow rational engineering of novel plant architectures. Toward that end, we analyzed natural variation in the auxin receptor F-box family of wild accessions of the reference plant Arabidopsis thaliana and used this information to populate a structure/function map. We employed a synthetic assay to identify natural hypermorphic F-box variants and then assayed auxin-associated phenotypes in accessions expressing these variants. To more directly measure the impact of the strongest variant in our synthetic assay on auxin sensitivity, we generated transgenic plants expressing this allele. Together, our findings link evolved sequence variation to altered molecular performance and auxin sensitivity. This approach demonstrates the potential for combining synthetic biology approaches with quantitative phenotypes to harness the wealth of available sequence information and guide future engineering efforts of diverse signaling pathways.
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Affiliation(s)
- R Clay Wright
- Department of Biology, University of Washington, Seattle, Washington 98195-1800
| | - Mollye L Zahler
- Department of Biology, University of Washington, Seattle, Washington 98195-1800
| | - Stacey R Gerben
- Department of Biology, University of Washington, Seattle, Washington 98195-1800
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19
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Ibañez C, Poeschl Y, Peterson T, Bellstädt J, Denk K, Gogol-Döring A, Quint M, Delker C. Ambient temperature and genotype differentially affect developmental and phenotypic plasticity in Arabidopsis thaliana. BMC PLANT BIOLOGY 2017; 17:114. [PMID: 28683779 PMCID: PMC5501000 DOI: 10.1186/s12870-017-1068-5] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2017] [Accepted: 06/25/2017] [Indexed: 05/18/2023]
Abstract
BACKGROUND Global increase in ambient temperatures constitute a significant challenge to wild and cultivated plant species. Forward genetic analyses of individual temperature-responsive traits have resulted in the identification of several signaling and response components. However, a comprehensive knowledge about temperature sensitivity of different developmental stages and the contribution of natural variation is still scarce and fragmented at best. RESULTS Here, we systematically analyze thermomorphogenesis throughout a complete life cycle in ten natural Arabidopsis thaliana accessions grown under long day conditions in four different temperatures ranging from 16 to 28 °C. We used Q10, GxE, phenotypic divergence and correlation analyses to assess temperature sensitivity and genotype effects of more than 30 morphometric and developmental traits representing five phenotype classes. We found that genotype and temperature differentially affected plant growth and development with variing strengths. Furthermore, overall correlations among phenotypic temperature responses was relatively low which seems to be caused by differential capacities for temperature adaptations of individual accessions. CONCLUSION Genotype-specific temperature responses may be attractive targets for future forward genetic approaches and accession-specific thermomorphogenesis maps may aid the assessment of functional relevance of known and novel regulatory components.
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Affiliation(s)
- Carla Ibañez
- Institute of Agricultural and Nutritional Sciences, Martin Luther University Halle-Wittenberg, Betty-Heimann-Str. 5, 06120 Halle (Saale), Germany
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120 Halle (Saale), Germany
| | - Yvonne Poeschl
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Deutscher Platz 5e, 04103 Leipzig, Germany
- Institute of Computer Science, Martin Luther University Halle-Wittenberg, Von-Seckendorff-Platz 1, 06099 Halle (Saale), Germany
| | - Tom Peterson
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120 Halle (Saale), Germany
| | - Julia Bellstädt
- Institute of Agricultural and Nutritional Sciences, Martin Luther University Halle-Wittenberg, Betty-Heimann-Str. 5, 06120 Halle (Saale), Germany
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120 Halle (Saale), Germany
| | - Kathrin Denk
- Institute of Agricultural and Nutritional Sciences, Martin Luther University Halle-Wittenberg, Betty-Heimann-Str. 5, 06120 Halle (Saale), Germany
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120 Halle (Saale), Germany
| | - Andreas Gogol-Döring
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Deutscher Platz 5e, 04103 Leipzig, Germany
- Institute of Computer Science, Martin Luther University Halle-Wittenberg, Von-Seckendorff-Platz 1, 06099 Halle (Saale), Germany
| | - Marcel Quint
- Institute of Agricultural and Nutritional Sciences, Martin Luther University Halle-Wittenberg, Betty-Heimann-Str. 5, 06120 Halle (Saale), Germany
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120 Halle (Saale), Germany
| | - Carolin Delker
- Institute of Agricultural and Nutritional Sciences, Martin Luther University Halle-Wittenberg, Betty-Heimann-Str. 5, 06120 Halle (Saale), Germany
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120 Halle (Saale), Germany
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20
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Kusunoki K, Nakano Y, Tanaka K, Sakata Y, Koyama H, Kobayashi Y. Transcriptomic variation among six Arabidopsis thaliana accessions identified several novel genes controlling aluminium tolerance. PLANT, CELL & ENVIRONMENT 2017; 40:249-263. [PMID: 27861992 DOI: 10.1111/pce.12866] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2016] [Revised: 10/28/2016] [Accepted: 10/30/2016] [Indexed: 05/10/2023]
Abstract
Differences in the expression levels of aluminium (Al) tolerance genes are a known determinant of Al tolerance among plant varieties. We combined transcriptomic analysis of six Arabidopsis thaliana accessions with contrasting Al tolerance and a reverse genetic approach to identify Al-tolerance genes responsible for differences in Al tolerance between accession groups. Gene expression variation increased in the signal transduction process under Al stress and in growth-related processes in the absence of stress. Co-expression analysis and promoter single nucleotide polymorphism searching suggested that both trans-acting polymorphisms of Al signal transduction pathway and cis-acting polymorphisms in the promoter sequences caused the variations in gene expression associated with Al tolerance. Compared with the wild type, Al sensitivity increased in T-DNA knockout (KO) lines for five genes, including TARGET OF AVRB OPERATION1 (TAO1) and an unannotated gene (At5g22530). These were identified from 53 Al-inducible genes showing significantly higher expression in tolerant accessions than in sensitive accessions. These results indicate that the difference in transcriptional signalling is partly associated with the natural variation in Al tolerance in Arabidopsis. Our study also demonstrates the feasibility of comparative transcriptome analysis by using natural genetic variation for the identification of genes responsible for Al stress tolerance.
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Affiliation(s)
- Kazutaka Kusunoki
- Applied Biological Sciences, Gifu University, 1-1 Yanagido, Gifu, 501-1193, Japan
| | - Yuki Nakano
- Applied Biological Sciences, Gifu University, 1-1 Yanagido, Gifu, 501-1193, Japan
| | - Keisuke Tanaka
- NODAI Genome Research Center, Tokyo University of Agriculture, 1-1-1 Sakuragaoka, Setagaya-ku, Tokyo, 156-8502, Japan
| | - Yoichi Sakata
- Department of BioScience, Tokyo University of Agriculture, 1-1-1 Sakuragaoka, Setagaya-ku, Tokyo, 156-8502, Japan
| | - Hiroyuki Koyama
- Applied Biological Sciences, Gifu University, 1-1 Yanagido, Gifu, 501-1193, Japan
| | - Yuriko Kobayashi
- Applied Biological Sciences, Gifu University, 1-1 Yanagido, Gifu, 501-1193, Japan
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21
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Gommers CMM, Keuskamp DH, Buti S, van Veen H, Koevoets IT, Reinen E, Voesenek LACJ, Pierik R. Molecular Profiles of Contrasting Shade Response Strategies in Wild Plants: Differential Control of Immunity and Shoot Elongation. THE PLANT CELL 2017; 29:331-344. [PMID: 28138015 PMCID: PMC5354195 DOI: 10.1105/tpc.16.00790] [Citation(s) in RCA: 49] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2016] [Revised: 01/10/2017] [Accepted: 01/25/2017] [Indexed: 05/06/2023]
Abstract
Plants growing at high densities elongate their shoots to reach for light, a response known as the shade avoidance syndrome (SAS). Phytochrome-mediated detection of far-red light reflection from neighboring plants activates growth-promoting molecular pathways leading to SAS However, it is unknown how plants that complete their life cycle in the forest understory and are shade tolerant prevent SAS when exposed to shade. Here, we show how two wild Geranium species from different native light environments regulate contrasting responses to light quality cues. A comparative RNA sequencing approach unveiled the molecular underpinnings of their contrasting growth responses to far-red light enrichment. It also identified differential phytochrome control of plant immunity genes and confirmed that far-red enrichment indeed contrastingly affects resistance against Botrytis cinerea between the two species. Furthermore, we identify a number of candidate regulators of differential shade avoidance. Three of these, the receptor-like kinases FERONIA and THESEUS1 and the non-DNA binding bHLH protein KIDARI, are functionally validated in Arabidopsis thaliana through gene knockout and/or overexpression studies. We propose that these components may be associated with either showing or not showing shade avoidance responses.
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Affiliation(s)
- Charlotte M M Gommers
- Plant Ecophysiology, Institute of Environmental Biology, Utrecht University, 3584 CH Utrecht, The Netherlands
| | - Diederik H Keuskamp
- Plant Ecophysiology, Institute of Environmental Biology, Utrecht University, 3584 CH Utrecht, The Netherlands
| | - Sara Buti
- Plant Ecophysiology, Institute of Environmental Biology, Utrecht University, 3584 CH Utrecht, The Netherlands
| | - Hans van Veen
- Plant Ecophysiology, Institute of Environmental Biology, Utrecht University, 3584 CH Utrecht, The Netherlands
| | - Iko T Koevoets
- Plant Ecophysiology, Institute of Environmental Biology, Utrecht University, 3584 CH Utrecht, The Netherlands
| | - Emilie Reinen
- Plant Ecophysiology, Institute of Environmental Biology, Utrecht University, 3584 CH Utrecht, The Netherlands
| | - Laurentius A C J Voesenek
- Plant Ecophysiology, Institute of Environmental Biology, Utrecht University, 3584 CH Utrecht, The Netherlands
| | - Ronald Pierik
- Plant Ecophysiology, Institute of Environmental Biology, Utrecht University, 3584 CH Utrecht, The Netherlands
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22
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Trenner J, Poeschl Y, Grau J, Gogol-Döring A, Quint M, Delker C. Auxin-induced expression divergence between Arabidopsis species may originate within the TIR1/AFB-AUX/IAA-ARF module. JOURNAL OF EXPERIMENTAL BOTANY 2017; 68:539-552. [PMID: 28007950 DOI: 10.1093/jxb/erw457] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Auxin is an essential regulator of plant growth and development, and auxin signaling components are conserved among land plants. Yet, a remarkable degree of natural variation in physiological and transcriptional auxin responses has been described among Arabidopsis thaliana accessions. As intraspecies comparisons offer only limited genetic variation, we here inspect the variation of auxin responses between A. thaliana and A. lyrata. This approach allowed the identification of conserved auxin response genes including novel genes with potential relevance for auxin biology. Furthermore, promoter divergences were analyzed for putative sources of variation. De novo motif discovery identified novel and variants of known elements with potential relevance for auxin responses, emphasizing the complex, and yet elusive, code of element combinations accounting for the diversity in transcriptional auxin responses. Furthermore, network analysis revealed correlations of interspecies differences in the expression of AUX/IAA gene clusters and classic auxin-related genes. We conclude that variation in general transcriptional and physiological auxin responses may originate substantially from functional or transcriptional variations in the TIR1/AFB, AUX/IAA, and ARF signaling network. In that respect, AUX/IAA gene expression divergence potentially reflects differences in the manner in which different species transduce identical auxin signals into gene expression responses.
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Affiliation(s)
- Jana Trenner
- Institute of Agricultural and Nutritional Sciences, Martin Luther University Halle-Wittenberg, Betty-Heimann, Halle (Saale), Germany
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, Halle (Saale), Germany
| | - Yvonne Poeschl
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Deutscher Platz 5e, Leipzig, Germany
- Institute of Computer Science, Martin Luther University Halle-Wittenberg, Von-Seckendorff-Platz 1,Halle (Saale), Germany
| | - Jan Grau
- Institute of Computer Science, Martin Luther University Halle-Wittenberg, Von-Seckendorff-Platz 1,Halle (Saale), Germany
| | - Andreas Gogol-Döring
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Deutscher Platz 5e, Leipzig, Germany
- Institute of Computer Science, Martin Luther University Halle-Wittenberg, Von-Seckendorff-Platz 1,Halle (Saale), Germany
| | - Marcel Quint
- Institute of Agricultural and Nutritional Sciences, Martin Luther University Halle-Wittenberg, Betty-Heimann, Halle (Saale), Germany
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, Halle (Saale), Germany
| | - Carolin Delker
- Institute of Agricultural and Nutritional Sciences, Martin Luther University Halle-Wittenberg, Betty-Heimann, Halle (Saale), Germany
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, Halle (Saale), Germany
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23
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Zhou W, Brockmöller T, Ling Z, Omdahl A, Baldwin IT, Xu S. Evolution of herbivore-induced early defense signaling was shaped by genome-wide duplications in Nicotiana. eLife 2016; 5:e19531. [PMID: 27813478 PMCID: PMC5115867 DOI: 10.7554/elife.19531] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2016] [Accepted: 11/01/2016] [Indexed: 01/01/2023] Open
Abstract
Herbivore-induced defenses are widespread, rapidly evolving and relevant for plant fitness. Such induced defenses are often mediated by early defense signaling (EDS) rapidly activated by the perception of herbivore associated elicitors (HAE) that includes transient accumulations of jasmonic acid (JA). Analyzing 60 HAE-induced leaf transcriptomes from closely-related Nicotiana species revealed a key gene co-expression network (M4 module) which is co-activated with the HAE-induced JA accumulations but is elicited independently of JA, as revealed in plants silenced in JA signaling. Functional annotations of the M4 module were consistent with roles in EDS and a newly identified hub gene of the M4 module (NaLRRK1) mediates a negative feedback loop with JA signaling. Phylogenomic analysis revealed preferential gene retention after genome-wide duplications shaped the evolution of HAE-induced EDS in Nicotiana. These results highlight the importance of genome-wide duplications in the evolution of adaptive traits in plants.
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Affiliation(s)
- Wenwu Zhou
- Department of Molecular Ecology, Max Planck Institute for Chemical Ecology, Jena, Germany
| | - Thomas Brockmöller
- Department of Molecular Ecology, Max Planck Institute for Chemical Ecology, Jena, Germany
| | - Zhihao Ling
- Department of Molecular Ecology, Max Planck Institute for Chemical Ecology, Jena, Germany
| | - Ashton Omdahl
- Department of Molecular Ecology, Max Planck Institute for Chemical Ecology, Jena, Germany
- Brigham Young University, Provo, United States
| | - Ian T Baldwin
- Department of Molecular Ecology, Max Planck Institute for Chemical Ecology, Jena, Germany
| | - Shuqing Xu
- Department of Molecular Ecology, Max Planck Institute for Chemical Ecology, Jena, Germany
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24
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Clauw P, Coppens F, Korte A, Herman D, Slabbinck B, Dhondt S, Van Daele T, De Milde L, Vermeersch M, Maleux K, Maere S, Gonzalez N, Inzé D. Leaf Growth Response to Mild Drought: Natural Variation in Arabidopsis Sheds Light on Trait Architecture. THE PLANT CELL 2016; 28:2417-2434. [PMID: 27729396 PMCID: PMC5134983 DOI: 10.1105/tpc.16.00483] [Citation(s) in RCA: 57] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/17/2016] [Revised: 09/02/2016] [Accepted: 10/10/2016] [Indexed: 05/04/2023]
Abstract
Plant growth and crop yield are negatively affected by a reduction in water availability. However, a clear understanding of how growth is regulated under nonlethal drought conditions is lacking. Recent advances in genomics, phenomics, and transcriptomics allow in-depth analysis of natural variation. In this study, we conducted a detailed screening of leaf growth responses to mild drought in a worldwide collection of Arabidopsis thaliana accessions. The genetic architecture of the growth responses upon mild drought was investigated by subjecting the different leaf growth phenotypes to genome-wide association mapping and by characterizing the transcriptome of young developing leaves. Although no major effect locus was found to be associated with growth in mild drought, the transcriptome analysis delivered further insight into the natural variation of transcriptional responses to mild drought in a specific tissue. Coexpression analysis indicated the presence of gene clusters that co-vary over different genetic backgrounds, among others a cluster of genes with important regulatory functions in the growth response to osmotic stress. It was found that the occurrence of a mild drought stress response in leaves can be inferred with high accuracy across accessions based on the expression profile of 283 genes. A genome-wide association study on the expression data revealed that trans regulation seems to be more important than cis regulation in the transcriptional response to environmental perturbations.
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Affiliation(s)
- Pieter Clauw
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Frederik Coppens
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Arthur Korte
- Gregor Mendel Institute of Molecular Plant Biology, 1030 Vienna, Austria
| | - Dorota Herman
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Bram Slabbinck
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Stijn Dhondt
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Twiggy Van Daele
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Liesbeth De Milde
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Mattias Vermeersch
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Katrien Maleux
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Steven Maere
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Nathalie Gonzalez
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Dirk Inzé
- Department of Plant Systems Biology, VIB, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- Address correspondence to
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25
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Şener DD, Oğul H. Retrieving relevant time-course experiments: a study on Arabidopsis microarrays. IET Syst Biol 2016; 10:87-93. [PMID: 27187987 DOI: 10.1049/iet-syb.2015.0042] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Understanding time-course regulation of genes in response to a stimulus is a major concern in current systems biology. The problem is usually approached by computational methods to model the gene behaviour or its networked interactions with the others by a set of latent parameters. The model parameters can be estimated through a meta-analysis of available data obtained from other relevant experiments. The key question here is how to find the relevant experiments which are potentially useful in analysing current data. In this study, the authors address this problem in the context of time-course gene expression experiments from an information retrieval perspective. To this end, they introduce a computational framework that takes a time-course experiment as a query and reports a list of relevant experiments retrieved from a given repository. These retrieved experiments can then be used to associate the environmental factors of query experiment with the findings previously reported. The model is tested using a set of time-course Arabidopsis microarrays. The experimental results show that relevant experiments can be successfully retrieved based on content similarity.
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Affiliation(s)
- Duygu Dede Şener
- Department of Computer Engineering, Başkent University, Baglica Campus TR-06810, Ankara, Turkey.
| | - Hasan Oğul
- Department of Computer Engineering, Başkent University, Baglica Campus TR-06810, Ankara, Turkey
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26
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Dinesh DC, Villalobos LIAC, Abel S. Structural Biology of Nuclear Auxin Action. TRENDS IN PLANT SCIENCE 2016; 21:302-316. [PMID: 26651917 DOI: 10.1016/j.tplants.2015.10.019] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Revised: 09/29/2015] [Accepted: 10/23/2015] [Indexed: 05/23/2023]
Abstract
Auxin coordinates plant development largely via hierarchical control of gene expression. During the past decades, the study of early auxin genes paired with the power of Arabidopsis genetics have unraveled key nuclear components and molecular interactions that perceive the hormone and activate primary response genes. Recent research in the realm of structural biology allowed unprecedented insight into: (i) the recognition of auxin-responsive DNA elements by auxin transcription factors; (ii) the inactivation of those auxin response factors by early auxin-inducible repressors; and (iii) the activation of target genes by auxin-triggered repressor degradation. The biophysical studies reviewed here provide an impetus for elucidating the molecular determinants of the intricate interactions between core components of the nuclear auxin response module.
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Affiliation(s)
- Dhurvas Chandrasekaran Dinesh
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, D-06120 Halle (Saale), Germany
| | - Luz Irina A Calderón Villalobos
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, D-06120 Halle (Saale), Germany
| | - Steffen Abel
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, D-06120 Halle (Saale), Germany; Institute of Biochemistry and Biotechnology, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Strasse 3, D-06120 Halle (Saale), Germany; Department of Plant Sciences, University of California, Davis, One Shields Avenue, Davis, CA 95616, USA.
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27
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de Michele R, McFarlane HE, Parsons HT, Meents MJ, Lao J, González Fernández-Niño SM, Petzold CJ, Frommer WB, Samuels AL, Heazlewood JL. Free-Flow Electrophoresis of Plasma Membrane Vesicles Enriched by Two-Phase Partitioning Enhances the Quality of the Proteome from Arabidopsis Seedlings. J Proteome Res 2016; 15:900-13. [PMID: 26781341 DOI: 10.1021/acs.jproteome.5b00876] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
The plant plasma membrane is the interface between the cell and its environment undertaking a range of important functions related to transport, signaling, cell wall biosynthesis, and secretion. Multiple proteomic studies have attempted to capture the diversity of proteins in the plasma membrane using biochemical fractionation techniques. In this study, two-phase partitioning was combined with free-flow electrophoresis to produce a population of highly purified plasma membrane vesicles that were subsequently characterized by tandem mass spectroscopy. This combined high-quality plasma membrane isolation technique produced a reproducible proteomic library of over 1000 proteins with an extended dynamic range including plasma membrane-associated proteins. The approach enabled the detection of a number of putative plasma membrane proteins not previously identified by other studies, including peripheral membrane proteins. Utilizing multiple data sources, we developed a PM-confidence score to provide a value indicating association to the plasma membrane. This study highlights over 700 proteins that, while seemingly abundant at the plasma membrane, are mostly unstudied. To validate this data set, we selected 14 candidates and transiently localized 13 to the plasma membrane using a fluorescent tag. Given the importance of the plasma membrane, this data set provides a valuable tool to further investigate important proteins. The mass spectrometry data are available via ProteomeXchange, identifier PXD001795.
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Affiliation(s)
- Roberto de Michele
- Department of Plant Biology, Carnegie Institution for Science , Stanford, California 94305, United States.,Institute of Biosciences and Bioresources (CNR-IBBR), National Research Council of Italy , Palermo 90129, Italy
| | - Heather E McFarlane
- Department of Botany, University of British Columbia , Vancouver, BC V6T 1Z4, Canada.,Max Planck Institute for Molecular Plant Physiology, Potsdam 14476, Germany
| | - Harriet T Parsons
- Joint BioEnergy Institute and Physical Biosciences Division, Lawrence Berkeley National Laboratory , Berkeley, California 94720, United States.,Department of Plant and Environmental Sciences, University of Copenhagen , Copenhagen C-1871, Denmark
| | - Miranda J Meents
- Department of Botany, University of British Columbia , Vancouver, BC V6T 1Z4, Canada
| | - Jeemeng Lao
- Joint BioEnergy Institute and Physical Biosciences Division, Lawrence Berkeley National Laboratory , Berkeley, California 94720, United States
| | - Susana M González Fernández-Niño
- Joint BioEnergy Institute and Physical Biosciences Division, Lawrence Berkeley National Laboratory , Berkeley, California 94720, United States
| | - Christopher J Petzold
- Joint BioEnergy Institute and Physical Biosciences Division, Lawrence Berkeley National Laboratory , Berkeley, California 94720, United States
| | - Wolf B Frommer
- Department of Plant Biology, Carnegie Institution for Science , Stanford, California 94305, United States
| | - A Lacey Samuels
- Department of Botany, University of British Columbia , Vancouver, BC V6T 1Z4, Canada
| | - Joshua L Heazlewood
- Joint BioEnergy Institute and Physical Biosciences Division, Lawrence Berkeley National Laboratory , Berkeley, California 94720, United States.,ARC Centre of Excellence in Plant Cell Walls, School of Botany, The University of Melbourne , Melbourne, Victoria 3010, Australia
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28
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Quint M, Delker C, Franklin KA, Wigge PA, Halliday KJ, van Zanten M. Molecular and genetic control of plant thermomorphogenesis. NATURE PLANTS 2016; 2:15190. [PMID: 27250752 DOI: 10.1038/nplants.2015.190] [Citation(s) in RCA: 360] [Impact Index Per Article: 40.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Accepted: 11/03/2015] [Indexed: 05/19/2023]
Abstract
Temperature is a major factor governing the distribution and seasonal behaviour of plants. Being sessile, plants are highly responsive to small differences in temperature and adjust their growth and development accordingly. The suite of morphological and architectural changes induced by high ambient temperatures, below the heat-stress range, is collectively called thermomorphogenesis. Understanding the molecular genetic circuitries underlying thermomorphogenesis is particularly relevant in the context of climate change, as this knowledge will be key to rational breeding for thermo-tolerant crop varieties. Until recently, the fundamental mechanisms of temperature perception and signalling remained unknown. Our understanding of temperature signalling is now progressing, mainly by exploiting the model plant Arabidopsis thaliana. The transcription factor PHYTOCHROME INTERACTING FACTOR 4 (PIF4) has emerged as a critical player in regulating phytohormone levels and their activity. To control thermomorphogenesis, multiple regulatory circuits are in place to modulate PIF4 levels, activity and downstream mechanisms. Thermomorphogenesis is integrally governed by various light signalling pathways, the circadian clock, epigenetic mechanisms and chromatin-level regulation. In this Review, we summarize recent progress in the field and discuss how the emerging knowledge in Arabidopsis may be transferred to relevant crop systems.
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Affiliation(s)
- Marcel Quint
- Institute of Agricultural and Nutritional Sciences, Martin Luther University Halle-Wittenberg, Betty-Heimann Strasse 5, 06120 Halle (Saale), Germany
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120 Halle (Saale), Germany
| | - Carolin Delker
- Institute of Agricultural and Nutritional Sciences, Martin Luther University Halle-Wittenberg, Betty-Heimann Strasse 5, 06120 Halle (Saale), Germany
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120 Halle (Saale), Germany
| | - Keara A Franklin
- School of Biological Sciences, University of Bristol, Bristol BS8 1TQ, United Kingdom
| | - Philip A Wigge
- The Sainsbury Laboratory, University of Cambridge, Cambridge CB2 1LR, United Kingdom
| | - Karen J Halliday
- Synthetic and Systems Biology (SynthSys), University of Edinburgh, CH Waddington Building, Mayfield Road, Edinburgh EH9 3JD, United Kingdom
| | - Martijn van Zanten
- Molecular Plant Physiology, Institute of Environmental Biology, Utrecht University, Padualaan 8, 3584CH Utrecht, The Netherlands
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29
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Francisco M, Joseph B, Caligagan H, Li B, Corwin JA, Lin C, Kerwin RE, Burow M, Kliebenstein DJ. Genome Wide Association Mapping in Arabidopsis thaliana Identifies Novel Genes Involved in Linking Allyl Glucosinolate to Altered Biomass and Defense. FRONTIERS IN PLANT SCIENCE 2016; 7:1010. [PMID: 27462337 PMCID: PMC4940622 DOI: 10.3389/fpls.2016.01010] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/20/2016] [Accepted: 06/27/2016] [Indexed: 05/17/2023]
Abstract
A key limitation in modern biology is the ability to rapidly identify genes underlying newly identified complex phenotypes. Genome wide association studies (GWAS) have become an increasingly important approach for dissecting natural variation by associating phenotypes with genotypes at a genome wide level. Recent work is showing that the Arabidopsis thaliana defense metabolite, allyl glucosinolate (GSL), may provide direct feedback regulation, linking defense metabolism outputs to the growth, and defense responses of the plant. However, there is still a need to identify genes that underlie this process. To start developing a deeper understanding of the mechanism(s) that modulate the ability of exogenous allyl GSL to alter growth and defense, we measured changes in plant biomass and defense metabolites in a collection of natural 96 A. thaliana accessions fed with 50 μM of allyl GSL. Exogenous allyl GSL was introduced exclusively to the roots and the compound transported to the leaf leading to a wide range of heritable effects upon plant biomass and endogenous GSL accumulation. Using natural variation we conducted GWAS to identify a number of new genes which potentially control allyl responses in various plant processes. This is one of the first instances in which this approach has been successfully utilized to begin dissecting a novel phenotype to the underlying molecular/polygenic basis.
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Affiliation(s)
- Marta Francisco
- Department of Plant Sciences, University of California, DavisDavis, CA, USA
- Group of Genetics, Breeding and Biochemistry of Brassicas, Department of Plant Genetics, Misión Biológica de Galicia, Spanish Council for Scientific ResearchPontevedra, Spain
| | - Bindu Joseph
- Department of Plant Sciences, University of California, DavisDavis, CA, USA
| | - Hart Caligagan
- Department of Plant Sciences, University of California, DavisDavis, CA, USA
| | - Baohua Li
- Department of Plant Sciences, University of California, DavisDavis, CA, USA
| | - Jason A. Corwin
- Department of Plant Sciences, University of California, DavisDavis, CA, USA
| | - Catherine Lin
- Department of Plant Sciences, University of California, DavisDavis, CA, USA
| | - Rachel E. Kerwin
- Department of Plant Sciences, University of California, DavisDavis, CA, USA
| | - Meike Burow
- DynaMo Center, University of CopenhagenCopenhagen, Denmark
| | - Daniel J. Kliebenstein
- Department of Plant Sciences, University of California, DavisDavis, CA, USA
- DynaMo Center, University of CopenhagenCopenhagen, Denmark
- *Correspondence: Daniel J. Kliebenstein
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30
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Barah P, B N MN, Jayavelu ND, Sowdhamini R, Shameer K, Bones AM. Transcriptional regulatory networks in Arabidopsis thaliana during single and combined stresses. Nucleic Acids Res 2015; 44:3147-64. [PMID: 26681689 PMCID: PMC4838348 DOI: 10.1093/nar/gkv1463] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2015] [Accepted: 11/28/2015] [Indexed: 11/25/2022] Open
Abstract
Differentially evolved responses to various stress conditions in plants are controlled by complex regulatory circuits of transcriptional activators, and repressors, such as transcription factors (TFs). To understand the general and condition-specific activities of the TFs and their regulatory relationships with the target genes (TGs), we have used a homogeneous stress gene expression dataset generated on ten natural ecotypes of the model plant Arabidopsis thaliana, during five single and six combined stress conditions. Knowledge-based profiles of binding sites for 25 stress-responsive TF families (187 TFs) were generated and tested for their enrichment in the regulatory regions of the associated TGs. Condition-dependent regulatory sub-networks have shed light on the differential utilization of the underlying network topology, by stress-specific regulators and multifunctional regulators. The multifunctional regulators maintain the core stress response processes while the transient regulators confer the specificity to certain conditions. Clustering patterns of transcription factor binding sites (TFBS) have reflected the combinatorial nature of transcriptional regulation, and suggested the putative role of the homotypic clusters of TFBS towards maintaining transcriptional robustness against cis-regulatory mutations to facilitate the preservation of stress response processes. The Gene Ontology enrichment analysis of the TGs reflected sequential regulation of stress response mechanisms in plants.
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Affiliation(s)
- Pankaj Barah
- Cell, Molecular Biology and Genomics Group, Department of Biology, Norwegian University of Science and Technology, Trondheim N-7491, Norway
| | - Mahantesha Naika B N
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, GKVK campus, Bangalore 560 065, India
| | - Naresh Doni Jayavelu
- Department of Chemical Engineering, Norwegian University of Science and Technology, Trondheim N-7491, Norway
| | - Ramanathan Sowdhamini
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, GKVK campus, Bangalore 560 065, India
| | - Khader Shameer
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, GKVK campus, Bangalore 560 065, India
| | - Atle M Bones
- Cell, Molecular Biology and Genomics Group, Department of Biology, Norwegian University of Science and Technology, Trondheim N-7491, Norway
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Raschke A, Ibañez C, Ullrich KK, Anwer MU, Becker S, Glöckner A, Trenner J, Denk K, Saal B, Sun X, Ni M, Davis SJ, Delker C, Quint M. Natural variants of ELF3 affect thermomorphogenesis by transcriptionally modulating PIF4-dependent auxin response genes. BMC PLANT BIOLOGY 2015; 15:197. [PMID: 26269119 PMCID: PMC4535396 DOI: 10.1186/s12870-015-0566-6] [Citation(s) in RCA: 93] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2015] [Accepted: 07/02/2015] [Indexed: 05/19/2023]
Abstract
BACKGROUND Perception and transduction of temperature changes result in altered growth enabling plants to adapt to increased ambient temperature. While PHYTOCHROME-INTERACTING FACTOR4 (PIF4) has been identified as a major ambient temperature signaling hub, its upstream regulation seems complex and is poorly understood. Here, we exploited natural variation for thermo-responsive growth in Arabidopsis thaliana using quantitative trait locus (QTL) analysis. RESULTS We identified GIRAFFE2.1, a major QTL explaining ~18 % of the phenotypic variation for temperature-induced hypocotyl elongation in the Bay-0 x Sha recombinant inbred line population. Transgenic complementation demonstrated that allelic variation in the circadian clock regulator EARLY FLOWERING3 (ELF3) is underlying this QTL. The source of variation could be allocated to a single nucleotide polymorphism in the ELF3 coding region, resulting in differential expression of PIF4 and its target genes, likely causing the observed natural variation in thermo-responsive growth. CONCLUSIONS In combination with other recent studies, this work establishes the role of ELF3 in the ambient temperature signaling network. Natural variation of ELF3-mediated gating of PIF4 expression during nightly growing periods seems to be affected by a coding sequence quantitative trait nucleotide that confers a selective advantage in certain environments. In addition, natural ELF3 alleles seem to differentially integrate temperature and photoperiod information to induce architectural changes. Thus, ELF3 emerges as an essential coordinator of growth and development in response to diverse environmental cues and implicates ELF3 as an important target of adaptation.
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Affiliation(s)
- Anja Raschke
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120, Halle, Saale, Germany.
| | - Carla Ibañez
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120, Halle, Saale, Germany.
| | - Kristian Karsten Ullrich
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120, Halle, Saale, Germany.
| | - Muhammad Usman Anwer
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, 50829, Cologne, Germany.
| | - Sebastian Becker
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120, Halle, Saale, Germany.
| | - Annemarie Glöckner
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120, Halle, Saale, Germany.
| | - Jana Trenner
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120, Halle, Saale, Germany.
| | - Kathrin Denk
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120, Halle, Saale, Germany.
| | - Bernhard Saal
- PlantaServ GmbH, Erdinger Straße 82a, 85356, Freising, Germany.
| | - Xiaodong Sun
- Department of Plant Biology, University of Minnesota Twin Cities, Saint Paul, MN, USA.
| | - Min Ni
- Department of Plant Biology, University of Minnesota Twin Cities, Saint Paul, MN, USA.
| | - Seth Jon Davis
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, 50829, Cologne, Germany.
- Department of Biology, University of York, York, YO10 5DD, UK.
| | - Carolin Delker
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120, Halle, Saale, Germany.
| | - Marcel Quint
- Department of Molecular Signal Processing, Leibniz Institute of Plant Biochemistry, Weinberg 3, 06120, Halle, Saale, Germany.
- Martin Luther University Halle-Wittenberg, Institute of Agricultural and Nutritional Sciences, Betty--Heimann-Str. 5, Halle (Saale), 06120, Germany.
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Clauw P, Coppens F, De Beuf K, Dhondt S, Van Daele T, Maleux K, Storme V, Clement L, Gonzalez N, Inzé D. Leaf responses to mild drought stress in natural variants of Arabidopsis. PLANT PHYSIOLOGY 2015; 167:800-16. [PMID: 25604532 PMCID: PMC4348775 DOI: 10.1104/pp.114.254284] [Citation(s) in RCA: 122] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2014] [Accepted: 01/16/2015] [Indexed: 05/18/2023]
Abstract
Although the response of plants exposed to severe drought stress has been studied extensively, little is known about how plants adapt their growth under mild drought stress conditions. Here, we analyzed the leaf and rosette growth response of six Arabidopsis (Arabidopsis thaliana) accessions originating from different geographic regions when exposed to mild drought stress. The automated phenotyping platform WIWAM was used to impose stress early during leaf development, when the third leaf emerges from the shoot apical meristem. Analysis of growth-related phenotypes showed differences in leaf development between the accessions. In all six accessions, mild drought stress reduced both leaf pavement cell area and number without affecting the stomatal index. Genome-wide transcriptome analysis (using RNA sequencing) of early developing leaf tissue identified 354 genes differentially expressed under mild drought stress in the six accessions. Our results indicate the existence of a robust response over different genetic backgrounds to mild drought stress in developing leaves. The processes involved in the overall mild drought stress response comprised abscisic acid signaling, proline metabolism, and cell wall adjustments. In addition to these known severe drought-related responses, 87 genes were found to be specific for the response of young developing leaves to mild drought stress.
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Affiliation(s)
- Pieter Clauw
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.);Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.); andDepartment of Applied Mathematics Computer Science and Statistics (K.D.B., L.C.) and Stat-Gent CRESCENDO, Department of Applied Mathematics and Computer Science (K.D.B.), Ghent University, 9000 Ghent, Belgium
| | - Frederik Coppens
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.);Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.); andDepartment of Applied Mathematics Computer Science and Statistics (K.D.B., L.C.) and Stat-Gent CRESCENDO, Department of Applied Mathematics and Computer Science (K.D.B.), Ghent University, 9000 Ghent, Belgium
| | - Kristof De Beuf
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.);Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.); andDepartment of Applied Mathematics Computer Science and Statistics (K.D.B., L.C.) and Stat-Gent CRESCENDO, Department of Applied Mathematics and Computer Science (K.D.B.), Ghent University, 9000 Ghent, Belgium
| | - Stijn Dhondt
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.);Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.); andDepartment of Applied Mathematics Computer Science and Statistics (K.D.B., L.C.) and Stat-Gent CRESCENDO, Department of Applied Mathematics and Computer Science (K.D.B.), Ghent University, 9000 Ghent, Belgium
| | - Twiggy Van Daele
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.);Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.); andDepartment of Applied Mathematics Computer Science and Statistics (K.D.B., L.C.) and Stat-Gent CRESCENDO, Department of Applied Mathematics and Computer Science (K.D.B.), Ghent University, 9000 Ghent, Belgium
| | - Katrien Maleux
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.);Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.); andDepartment of Applied Mathematics Computer Science and Statistics (K.D.B., L.C.) and Stat-Gent CRESCENDO, Department of Applied Mathematics and Computer Science (K.D.B.), Ghent University, 9000 Ghent, Belgium
| | - Veronique Storme
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.);Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.); andDepartment of Applied Mathematics Computer Science and Statistics (K.D.B., L.C.) and Stat-Gent CRESCENDO, Department of Applied Mathematics and Computer Science (K.D.B.), Ghent University, 9000 Ghent, Belgium
| | - Lieven Clement
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.);Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.); andDepartment of Applied Mathematics Computer Science and Statistics (K.D.B., L.C.) and Stat-Gent CRESCENDO, Department of Applied Mathematics and Computer Science (K.D.B.), Ghent University, 9000 Ghent, Belgium
| | - Nathalie Gonzalez
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.);Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.); andDepartment of Applied Mathematics Computer Science and Statistics (K.D.B., L.C.) and Stat-Gent CRESCENDO, Department of Applied Mathematics and Computer Science (K.D.B.), Ghent University, 9000 Ghent, Belgium
| | - Dirk Inzé
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.);Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium (P.C., F.C., S.D., T.V.D., K.M., V.S., N.G., D.I.); andDepartment of Applied Mathematics Computer Science and Statistics (K.D.B., L.C.) and Stat-Gent CRESCENDO, Department of Applied Mathematics and Computer Science (K.D.B.), Ghent University, 9000 Ghent, Belgium
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Šiukšta R, Vaitkūnienė V, Kaselytė G, Okockytė V, Žukauskaitė J, Žvingila D, Rančelis V. Inherited phenotype instability of inflorescence and floral organ development in homeotic barley double mutants and its specific modification by auxin inhibitors and 2,4-D. ANNALS OF BOTANY 2015; 115:651-63. [PMID: 25660346 PMCID: PMC4343296 DOI: 10.1093/aob/mcu263] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
BACKGROUND AND AIMS Barley (Hordeum vulgare) double mutants Hv-Hd/tw2, formed by hybridization, are characterized by inherited phenotypic instability and by several new features, such as bract/leaf-like structures, long naked gaps in the spike, and a wide spectrum of variations in the basic and ectopic flowers, which are absent in single mutants. Several of these features resemble those of mutations in auxin distribution, and thus the aim of this study was to determine whether auxin imbalances are related to phenotypic variations and instability. The effects of auxin inhibitors and 2,4-D (2,4-dichlorophenoxyacetic acid) on variation in basic and ectopic flowers were therefore examined, together with the effects of 2,4-D on spike structure. METHODS The character of phenotypic instability and the effects of auxin inhibitors and 2,4-D were compared in callus cultures and intact plants of single homeotic Hv-tw2 and Hv-Hooded/Kap (in the BKn3 gene) mutants and alternative double mutant lines: offspring from individual plants in distal hybrid generations (F9-F10) that all had the same BKn3 allele as determined by DNA sequencing. For intact plants, two auxin inhibitors, 9-hydroxyfluorene-9-carboxylic acid (HFCA) and p-chlorophenoxyisobutyric acid (PCIB), were used. KEY RESULTS Callus growth and flower/spike structures of the Hv-tw2 mutant differed in their responses to HFCA and PCIB. An increase in normal basic flowers after exposure to auxin inhibitors and a decrease in their frequencies caused by 2,4-D were observed, and there were also modifications in the spectra of ectopic flowers, especially those with sexual organs, but the effects depended on the genotype. Exposure to 2,4-D decreased the frequency of short gaps and lodicule transformations in Hv-tw2 and of long naked gaps in double mutants. CONCLUSIONS The effects of auxin inhibitors and 2,4-D suggest that ectopic auxin maxima or deficiencies arise in various regions of the inflorescence/flower primordia. Based on the phenotypic instability observed, definite trends in the development of ectopic flower structures may be detected, from insignificant outgrowths on awns to flowers with sterile organs. Phenotypically unstable barley double mutants provide a highly promising genetic system for the investigation of gene expression modules and trend orders.
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Affiliation(s)
- Raimondas Šiukšta
- Department of Botany and Genetics, Faculty of Natural Sciences, Vilnius University, M. K. Čiurlionis Str. 21/27, LT-03101 Vilnius, Lithuania and Botanical Garden of Vilnius University, Kairėnai Str. 43, LT-10239 Vilnius, Lithuania Department of Botany and Genetics, Faculty of Natural Sciences, Vilnius University, M. K. Čiurlionis Str. 21/27, LT-03101 Vilnius, Lithuania and Botanical Garden of Vilnius University, Kairėnai Str. 43, LT-10239 Vilnius, Lithuania
| | - Virginija Vaitkūnienė
- Department of Botany and Genetics, Faculty of Natural Sciences, Vilnius University, M. K. Čiurlionis Str. 21/27, LT-03101 Vilnius, Lithuania and Botanical Garden of Vilnius University, Kairėnai Str. 43, LT-10239 Vilnius, Lithuania Department of Botany and Genetics, Faculty of Natural Sciences, Vilnius University, M. K. Čiurlionis Str. 21/27, LT-03101 Vilnius, Lithuania and Botanical Garden of Vilnius University, Kairėnai Str. 43, LT-10239 Vilnius, Lithuania
| | - Greta Kaselytė
- Department of Botany and Genetics, Faculty of Natural Sciences, Vilnius University, M. K. Čiurlionis Str. 21/27, LT-03101 Vilnius, Lithuania and Botanical Garden of Vilnius University, Kairėnai Str. 43, LT-10239 Vilnius, Lithuania
| | - Vaiva Okockytė
- Department of Botany and Genetics, Faculty of Natural Sciences, Vilnius University, M. K. Čiurlionis Str. 21/27, LT-03101 Vilnius, Lithuania and Botanical Garden of Vilnius University, Kairėnai Str. 43, LT-10239 Vilnius, Lithuania
| | - Justina Žukauskaitė
- Department of Botany and Genetics, Faculty of Natural Sciences, Vilnius University, M. K. Čiurlionis Str. 21/27, LT-03101 Vilnius, Lithuania and Botanical Garden of Vilnius University, Kairėnai Str. 43, LT-10239 Vilnius, Lithuania
| | - Donatas Žvingila
- Department of Botany and Genetics, Faculty of Natural Sciences, Vilnius University, M. K. Čiurlionis Str. 21/27, LT-03101 Vilnius, Lithuania and Botanical Garden of Vilnius University, Kairėnai Str. 43, LT-10239 Vilnius, Lithuania
| | - Vytautas Rančelis
- Department of Botany and Genetics, Faculty of Natural Sciences, Vilnius University, M. K. Čiurlionis Str. 21/27, LT-03101 Vilnius, Lithuania and Botanical Garden of Vilnius University, Kairėnai Str. 43, LT-10239 Vilnius, Lithuania
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Brumbarova T, Bauer P, Ivanov R. Molecular mechanisms governing Arabidopsis iron uptake. TRENDS IN PLANT SCIENCE 2015; 20:124-33. [PMID: 25499025 DOI: 10.1016/j.tplants.2014.11.004] [Citation(s) in RCA: 207] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2014] [Revised: 11/07/2014] [Accepted: 11/17/2014] [Indexed: 05/18/2023]
Abstract
Plants are the principal source of dietary iron (Fe) for most of Earth's population and Fe deficiency can lead to major health problems. Developing strategies to improve plant Fe content is a challenge because Fe is essential and toxic and therefore regulating Fe uptake is crucial for plant survival. Acquiring soil Fe relies on complex regulatory events that occur in root epidermal cells. We review recent advances in elucidating many aspects of the regulation of Fe acquisition. These include the expanding protein network involved in FER-LIKE IRON DEFICIENCY INDUCED TRANSCRIPTION FACTOR (FIT)-dependent gene regulation and novel findings on the intracellular trafficking of the Fe transporter IRON-REGULATED TRANSPORTER 1 (IRT1). We outline future challenges and propose strategies, such as exploiting natural variation, to further expand our knowledge.
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Affiliation(s)
- Tzvetina Brumbarova
- Institute of Botany, Heinrich-Heine University, Universitätstrasse 1, D-40225 Düsseldorf, Germany
| | - Petra Bauer
- Institute of Botany, Heinrich-Heine University, Universitätstrasse 1, D-40225 Düsseldorf, Germany; Cluster of Excellence on Plant Sciences (CEPLAS), Heinrich-Heine University, D-40225 Düsseldorf, Germany
| | - Rumen Ivanov
- Institute of Botany, Heinrich-Heine University, Universitätstrasse 1, D-40225 Düsseldorf, Germany.
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Kakei Y, Shimada Y. AtCAST3.0 update: a web-based tool for analysis of transcriptome data by searching similarities in gene expression profiles. PLANT & CELL PHYSIOLOGY 2015; 56:e7. [PMID: 25505006 DOI: 10.1093/pcp/pcu174] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
In transcriptome experiments, the experimental conditions (e.g. mutants and/or treatments) cause transcriptional changes. Identifying experimental conditions that induce similar or opposite transcriptional changes can be useful to identify experimental conditions that affect the same biological process. AtCAST (http://atpbsmd.yokohama-cu.ac.jp) is a web-based tool to analyze the relationship between experimental conditions among transcriptome data. Users can analyze 'user's transcriptome data' of a new mutant or a new chemical compound whose function remains unknown to generate novel biological hypotheses. This tool also allows for mining of related 'experimental conditions' from the public microarray data, which are pre-included in AtCAST. This tool extracts a set of genes (i.e. module) that show significant transcriptional changes and generates a network graph to present related transcriptome data. The updated AtCAST now contains data on >7,000 microarrays, including experiments on various stresses, mutants and chemical treatments. Gene ontology term enrichment (GOE) analysis is introduced to assist the characterization of transcriptome data. The new AtCAST supports input from multiple platforms, including the 'Arabisopsis gene 1.1 ST array', a new microarray chip from Affymetrix and RNA sequencing (RNA-seq) data obtained using next-generation sequencing (NGS). As a pilot study, we conducted microarray analysis of Arabidopsis under auxin treatment using the new Affymetrix chip, and then analyzed the data in AtCAST. We also analyzed RNA-seq data of the pifq mutant using AtCAST. These new features will facilitate analysis of associations between transcriptome data obtained using different platforms.
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Affiliation(s)
- Yusuke Kakei
- Plant Biotechnology Division, Kihara Institute for Biological Research, Yokohama City University, 641-12 Maioka-cho, Totsuka-ku Yokohama, Kanagawa, 244-0813 Japan
| | - Yukihisa Shimada
- Plant Biotechnology Division, Kihara Institute for Biological Research, Yokohama City University, 641-12 Maioka-cho, Totsuka-ku Yokohama, Kanagawa, 244-0813 Japan
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Ranf S, Eschen-Lippold L, Fröhlich K, Westphal L, Scheel D, Lee J. Microbe-associated molecular pattern-induced calcium signaling requires the receptor-like cytoplasmic kinases, PBL1 and BIK1. BMC PLANT BIOLOGY 2014; 14:374. [PMID: 25522736 PMCID: PMC4279983 DOI: 10.1186/s12870-014-0374-4] [Citation(s) in RCA: 95] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2014] [Accepted: 12/08/2014] [Indexed: 05/06/2023]
Abstract
BACKGROUND Plant perception of conserved microbe-derived or damage-derived molecules (so-called microbe- or damage-associated molecular patterns, MAMPs or DAMPs, respectively) triggers cellular signaling cascades to initiate counteracting defence responses. Using MAMP-induced rise in cellular calcium levels as one of the earliest biochemical readouts, we initiated a genetic screen for components involved in early MAMP signaling in Arabidopsis thaliana. RESULTS We characterized here the "changed calcium elevation 5" (cce5) mutant, where five allelic cce5 mutants were isolated. They all show reduced calcium levels after elicitation with peptides representing bacteria-derived MAMPs (flg22 and elf18) and endogenous DAMP (AtPep1), but a normal response to chitin octamers. Mapping, sequencing of the mutated locus and complementation studies revealed CCE5 to encode the receptor-like cytoplasmic kinase (RLCK), avrPphB sensitive 1-like 1 (PBL1). Kinase activities of PBL1 derived from three of the cce5 alleles are abrogated in vivo. Validation with T-DNA mutants revealed that, besides PBL1, another RLCK, Botrytis-induced kinase 1 (BIK1), is also required for MAMP/DAMP-induced calcium elevations. CONCLUSIONS Hence, PBL1 and BIK1 (but not two related RLCKs, PBS1 and PBL2) are required for MAMP/DAMP-induced calcium signaling. It remains to be investigated if the many other RLCKs encoded in the Arabidopsis genome affect early calcium signal transduction - perhaps in dependence on the type of MAMP/DAMP ligands. A future challenge would be to identify the substrates of these various RLCKs, in order to elucidate their signaling role between the receptor complexes at the plasma membrane and downstream cellular signaling components.
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Affiliation(s)
- Stefanie Ranf
- Stress and Developmental Biology, Leibniz Institute of Plant Biochemistry, Weinberg 3, Halle/Saale, D-06120, Germany.
- Phytopathology, Center of Life and Food Sciences Weihenstephan, Technische Universität München, Emil-Ramann-Str. 2, Freising, Weihenstephan, D-85350, Germany.
| | - Lennart Eschen-Lippold
- Stress and Developmental Biology, Leibniz Institute of Plant Biochemistry, Weinberg 3, Halle/Saale, D-06120, Germany.
| | - Katja Fröhlich
- Stress and Developmental Biology, Leibniz Institute of Plant Biochemistry, Weinberg 3, Halle/Saale, D-06120, Germany.
| | - Lore Westphal
- Stress and Developmental Biology, Leibniz Institute of Plant Biochemistry, Weinberg 3, Halle/Saale, D-06120, Germany.
| | - Dierk Scheel
- Stress and Developmental Biology, Leibniz Institute of Plant Biochemistry, Weinberg 3, Halle/Saale, D-06120, Germany.
| | - Justin Lee
- Stress and Developmental Biology, Leibniz Institute of Plant Biochemistry, Weinberg 3, Halle/Saale, D-06120, Germany.
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Näätsaari L, Krainer FW, Schubert M, Glieder A, Thallinger GG. Peroxidase gene discovery from the horseradish transcriptome. BMC Genomics 2014; 15:227. [PMID: 24666710 PMCID: PMC3987668 DOI: 10.1186/1471-2164-15-227] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2013] [Accepted: 03/18/2014] [Indexed: 12/02/2022] Open
Abstract
BACKGROUND Horseradish peroxidases (HRPs) from Armoracia rusticana have long been utilized as reporters in various diagnostic assays and histochemical stainings. Regardless of their increasing importance in the field of life sciences and suggested uses in medical applications, chemical synthesis and other industrial applications, the HRP isoenzymes, their substrate specificities and enzymatic properties are poorly characterized. Due to lacking sequence information of natural isoenzymes and the low levels of HRP expression in heterologous hosts, commercially available HRP is still extracted as a mixture of isoenzymes from the roots of A. rusticana. RESULTS In this study, a normalized, size-selected A. rusticana transcriptome library was sequenced using 454 Titanium technology. The resulting reads were assembled into 14871 isotigs with an average length of 1133 bp. Sequence databases, ORF finding and ORF characterization were utilized to identify peroxidase genes from the 14871 isotigs generated by de novo assembly. The sequences were manually reviewed and verified with Sanger sequencing of PCR amplified genomic fragments, resulting in the discovery of 28 secretory peroxidases, 23 of them previously unknown. A total of 22 isoenzymes including allelic variants were successfully expressed in Pichia pastoris and showed peroxidase activity with at least one of the substrates tested, thus enabling their development into commercial pure isoenzymes. CONCLUSIONS This study demonstrates that transcriptome sequencing combined with sequence motif search is a powerful concept for the discovery and quick supply of new enzymes and isoenzymes from any plant or other eukaryotic organisms. Identification and manual verification of the sequences of 28 HRP isoenzymes do not only contribute a set of peroxidases for industrial, biological and biomedical applications, but also provide valuable information on the reliability of the approach in identifying and characterizing a large group of isoenzymes.
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Affiliation(s)
- Laura Näätsaari
- Institute of Molecular Biotechnology, Graz University of Technology, Petersgasse 14, 8010 Graz, Austria
| | - Florian W Krainer
- Institute of Molecular Biotechnology, Graz University of Technology, Petersgasse 14, 8010 Graz, Austria
| | - Michael Schubert
- Institute of Molecular Biotechnology, Graz University of Technology, Petersgasse 14, 8010 Graz, Austria
- Institute for Genomics and Bioinformatics, Graz University of Technology, Petersgasse 14, 8010 Graz, Austria
| | - Anton Glieder
- Austrian Centre of Industrial Biotechnology (ACIB GmbH), Petersgasse 14, 8010 Graz, Austria
| | - Gerhard G Thallinger
- Austrian Centre of Industrial Biotechnology (ACIB GmbH), Petersgasse 14, 8010 Graz, Austria
- Institute for Genomics and Bioinformatics, Graz University of Technology, Petersgasse 14, 8010 Graz, Austria
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Barah P, Jayavelu ND, Rasmussen S, Nielsen HB, Mundy J, Bones AM. Genome-scale cold stress response regulatory networks in ten Arabidopsis thaliana ecotypes. BMC Genomics 2013; 14:722. [PMID: 24148294 PMCID: PMC3829657 DOI: 10.1186/1471-2164-14-722] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2013] [Accepted: 10/11/2013] [Indexed: 12/30/2022] Open
Abstract
Background Low temperature leads to major crop losses every year. Although several studies have been conducted focusing on diversity of cold tolerance level in multiple phenotypically divergent Arabidopsis thaliana (A. thaliana) ecotypes, genome-scale molecular understanding is still lacking. Results In this study, we report genome-scale transcript response diversity of 10 A. thaliana ecotypes originating from different geographical locations to non-freezing cold stress (10°C). To analyze the transcriptional response diversity, we initially compared transcriptome changes in all 10 ecotypes using Arabidopsis NimbleGen ATH6 microarrays. In total 6061 transcripts were significantly cold regulated (p < 0.01) in 10 ecotypes, including 498 transcription factors and 315 transposable elements. The majority of the transcripts (75%) showed ecotype specific expression pattern. By using sequence data available from Arabidopsis thaliana 1001 genome project, we further investigated sequence polymorphisms in the core cold stress regulon genes. Significant numbers of non-synonymous amino acid changes were observed in the coding region of the CBF regulon genes. Considering the limited knowledge about regulatory interactions between transcription factors and their target genes in the model plant A. thaliana, we have adopted a powerful systems genetics approach- Network Component Analysis (NCA) to construct an in-silico transcriptional regulatory network model during response to cold stress. The resulting regulatory network contained 1,275 nodes and 7,720 connections, with 178 transcription factors and 1,331 target genes. Conclusions A. thaliana ecotypes exhibit considerable variation in transcriptome level responses to non-freezing cold stress treatment. Ecotype specific transcripts and related gene ontology (GO) categories were identified to delineate natural variation of cold stress regulated differential gene expression in the model plant A. thaliana. The predicted regulatory network model was able to identify new ecotype specific transcription factors and their regulatory interactions, which might be crucial for their local geographic adaptation to cold temperature. Additionally, since the approach presented here is general, it could be adapted to study networks regulating biological process in any biological systems.
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Affiliation(s)
| | | | | | | | | | - Atle M Bones
- Department of Biology, Norwegian University of Science and Technology, Trondheim N-7491, Norway.
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Wang Y, Yang L, Zheng Z, Grumet R, Loescher W, Zhu JK, Yang P, Hu Y, Chan Z. Transcriptomic and physiological variations of three Arabidopsis ecotypes in response to salt stress. PLoS One 2013; 8:e69036. [PMID: 23894403 PMCID: PMC3720874 DOI: 10.1371/journal.pone.0069036] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2013] [Accepted: 06/05/2013] [Indexed: 12/22/2022] Open
Abstract
Salt stress is one of the major abiotic stresses in agriculture worldwide. Analysis of natural genetic variation in Arabidopsis is an effective approach to characterize candidate salt responsive genes. Differences in salt tolerance of three Arabidopsis ecotypes were compared in this study based on their responses to salt treatments at two developmental stages: seed germination and later growth. The Sha ecotype had higher germination rates, longer roots and less accumulation of superoxide radical and hydrogen peroxide than the Ler and Col ecotypes after short term salt treatment. With long term salt treatment, Sha exhibited higher survival rates and lower electrolyte leakage. Transcriptome analysis revealed that many genes involved in cell wall, photosynthesis, and redox were mainly down-regulated by salinity effects, while transposable element genes, microRNA and biotic stress related genes were significantly changed in comparisons of Sha vs. Ler and Sha vs. Col. Several pathways involved in tricarboxylic acid cycle, hormone metabolism and development, and the Gene Ontology terms involved in response to stress and defense response were enriched after salt treatment, and between Sha and other two ecotypes. Collectively, these results suggest that the Sha ecotype is preconditioned to withstand abiotic stress. Further studies about detailed gene function are needed. These comparative transcriptomic and analytical results also provide insight into the complexity of salt stress tolerance mechanisms.
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Affiliation(s)
- Yanping Wang
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei Province, China
| | - Li Yang
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei Province, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Zhimin Zheng
- Shanghai Center for Plant Stress Biology and Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai, China
| | - Rebecca Grumet
- Department of Horticulture, Michigan State University, East Lansing, Michigan, United States of America
| | - Wayne Loescher
- Department of Horticulture, Michigan State University, East Lansing, Michigan, United States of America
| | - Jian-Kang Zhu
- Shanghai Center for Plant Stress Biology and Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai, China
- Department of Horticulture and Landscape Architecture, Purdue University, West Lafayette, Indiana, United States of America
| | - Pingfang Yang
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei Province, China
| | - Yuanlei Hu
- College of Life Sciences, Peking University, Beijing, China
- * E-mail: (ZC); (YH)
| | - Zhulong Chan
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei Province, China
- * E-mail: (ZC); (YH)
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Demesa-Arévalo E, Vielle-Calzada JP. The classical arabinogalactan protein AGP18 mediates megaspore selection in Arabidopsis. THE PLANT CELL 2013; 25:1274-87. [PMID: 23572547 PMCID: PMC3663267 DOI: 10.1105/tpc.112.106237] [Citation(s) in RCA: 60] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2012] [Revised: 02/28/2013] [Accepted: 03/21/2013] [Indexed: 05/03/2023]
Abstract
Female gametogenesis in most flowering plants depends on the predetermined selection of a single meiotically derived cell, as the three other megaspores die without further division or differentiation. Although in Arabidopsis thaliana the formation of the functional megaspore (FM) is crucial for the establishment of the gametophytic generation, the mechanisms that determine the specification and fate of haploid cells remain unknown. Here, we show that the classical arabinogalactan protein 18 (AGP18) exerts an active regulation over the selection and survival of megaspores in Arabidopsis. During meiosis, AGP18 is expressed in integumentary cells located in the abaxial region of the ovule. Overexpression of AGP18 results in the abnormal maintenance of surviving megaspores that can acquire a FM identity but is not sufficient to induce FM differentiation before meiosis, indicating that AGP18 positively promotes the selection of viable megaspores. We also show that all four meiotically derived cells in the ovule of Arabidopsis are competent to differentiate into a gametic precursor and that the function of AGP18 is important for their selection and viability. Our results suggest an evolutionary role for arabinogalactan proteins in the acquisition of monospory and the developmental plasticity that is intrinsic to sexual reproduction in flowering plants.
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Affiliation(s)
- Edgar Demesa-Arévalo
- Grupo de Desarrollo Reproductivo y Apomixis, Laboratorio Nacional de Genómica para la Biodiversidad y Departamento de Ingeniería Genética de Plantas, Cinvestav Irapuato CP36821 Guanajuato, Mexico
| | - Jean-Philippe Vielle-Calzada
- Grupo de Desarrollo Reproductivo y Apomixis, Laboratorio Nacional de Genómica para la Biodiversidad y Departamento de Ingeniería Genética de Plantas, Cinvestav Irapuato CP36821 Guanajuato, Mexico
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Remy E, Cabrito TR, Baster P, Batista RA, Teixeira MC, Friml J, Sá-Correia I, Duque P. A major facilitator superfamily transporter plays a dual role in polar auxin transport and drought stress tolerance in Arabidopsis. THE PLANT CELL 2013; 25:901-26. [PMID: 23524662 PMCID: PMC3634696 DOI: 10.1105/tpc.113.110353] [Citation(s) in RCA: 144] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2013] [Revised: 02/01/2013] [Accepted: 03/05/2013] [Indexed: 05/18/2023]
Abstract
Many key aspects of plant development are regulated by the polarized transport of the phytohormone auxin. Cellular auxin efflux, the rate-limiting step in this process, has been shown to rely on the coordinated action of PIN-formed (PIN) and B-type ATP binding cassette (ABCB) carriers. Here, we report that polar auxin transport in the Arabidopsis thaliana root also requires the action of a Major Facilitator Superfamily (MFS) transporter, Zinc-Induced Facilitator-Like 1 (ZIFL1). Sequencing, promoter-reporter, and fluorescent protein fusion experiments indicate that the full-length ZIFL1.1 protein and a truncated splice isoform, ZIFL1.3, localize to the tonoplast of root cells and the plasma membrane of leaf stomatal guard cells, respectively. Using reverse genetics, we show that the ZIFL1.1 transporter regulates various root auxin-related processes, while the ZIFL1.3 isoform mediates drought tolerance by regulating stomatal closure. Auxin transport and immunolocalization assays demonstrate that ZIFL1.1 indirectly modulates cellular auxin efflux during shootward auxin transport at the root tip, likely by regulating plasma membrane PIN2 abundance. Finally, heterologous expression in yeast revealed that ZIFL1.1 and ZIFL1.3 share H(+)-coupled K(+) transport activity. Thus, by determining the subcellular and tissue distribution of two isoforms, alternative splicing dictates a dual function for the ZIFL1 transporter. We propose that this MFS carrier regulates stomatal movements and polar auxin transport by modulating potassium and proton fluxes in Arabidopsis cells.
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Affiliation(s)
- Estelle Remy
- Instituto Gulbenkian de Ciência, 2780-156 Oeiras, Portugal
| | - Tânia R. Cabrito
- Institute for Biotechnology and BioEngineering, Center for Biological and Chemical Engineering, Department of Bioengineering, Instituto Superior Técnico, Technical University of Lisbon, 1049-001 Lisbon, Portugal
| | - Pawel Baster
- Department of Plant Systems Biology, Flanders Institute for Biotechnology (VIB), and Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | | | - Miguel C. Teixeira
- Institute for Biotechnology and BioEngineering, Center for Biological and Chemical Engineering, Department of Bioengineering, Instituto Superior Técnico, Technical University of Lisbon, 1049-001 Lisbon, Portugal
| | - Jiri Friml
- Department of Plant Systems Biology, Flanders Institute for Biotechnology (VIB), and Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- Institute of Science and Technology Austria, 3400 Klosterneuburg, Austria
| | - Isabel Sá-Correia
- Institute for Biotechnology and BioEngineering, Center for Biological and Chemical Engineering, Department of Bioengineering, Instituto Superior Técnico, Technical University of Lisbon, 1049-001 Lisbon, Portugal
| | - Paula Duque
- Instituto Gulbenkian de Ciência, 2780-156 Oeiras, Portugal
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Adventitious root induction in Arabidopsis thaliana as a model for in vitro root organogenesis. Methods Mol Biol 2013; 959:159-75. [PMID: 23299674 DOI: 10.1007/978-1-62703-221-6_10] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Adventitious root formation, the development of roots on non-root tissue (e.g. leaves, hypocotyls and stems) is a critical step during micropropagation. Although root induction treatments are routinely used for a large number of species micropropagated in vitro as well as for in vivo cuttings, the mechanisms controlling adventitious rooting are still poorly understood. Researchers attempt to gain better insight into the molecular aspects by studying adventitious rooting in Arabidopsis thaliana. The existing assay involves etiolation of seedlings and measurements of de novo formed roots on the elongated hypocotyl. The etiolated hypocotyls express a novel auxin-controlled signal transduction pathway in which auxin response factors (ARFs), microRNAs and environmental conditions that drive adventitious rooting are integrated. An alternative assay makes use of so-called thin cell layers (TCL), excised strips of cells from the inflorescence stem of Arabidopsis thaliana. However, both the etiolated seedling system and the TCL assay are only distantly related to industrial rooting processes in which roots are induced on adult stem tissue. Here, we describe an adventitious root induction system that uses segments of the inflorescence stems of Arabidopsis thaliana, which have a histological structure similar to cuttings or in vitro micropropagated shoots. The system allows multiple treatments with chemicals as well as the evaluation of different environmental conditions on a large number of explants. It is therefore suitable for high throughput chemical screenings and experiments that require numerous data points for statistical analysis. Using this assay, the adventitious root induction capacity of classical auxins was evaluated and a differential response to the different auxins could be demonstrated. NAA, IBA and IAA stimulated adventitious rooting on the stem segment, whereas 2,4-D and picloram did not. Light conditions profoundly influenced the root induction capacity of the auxins. Additionally to the environmental control of adventitious root formation, we also investigated the spatial and temporal aspects of stem-based adventitious root organogenesis. To determine the cells involved in de novo root initiation on the adult stems, we adopted scanning electron microscopy, which allows the visualization of the auxin responsive stem tissue. Using this technique, direct (without callus interface) and indirect (with intermediate callus phase) organogenesis was readily distinguished. The described micro-stem segment system is also suitable for other non-woody species and it is a valuable tool to perform fast evaluations of different treatments to study adventitious root induction.
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Arabidopsis ribosomal proteins control developmental programs through translational regulation of auxin response factors. Proc Natl Acad Sci U S A 2012; 109:19537-44. [PMID: 23144218 DOI: 10.1073/pnas.1214774109] [Citation(s) in RCA: 81] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Upstream ORFs are elements found in the 5'-leader sequences of specific mRNAs that modulate the translation of downstream ORFs encoding major gene products. In Arabidopsis, the translational control of auxin response factors (ARFs) by upstream ORFs has been proposed as a regulatory mechanism required to respond properly to complex auxin-signaling inputs. In this study, we identify and characterize the aberrant auxin responses in specific ribosomal protein mutants in which multiple ARF transcription factors are simultaneously repressed at the translational level. This characteristic lends itself to the use of these mutants as genetic tools to bypass the genetic redundancy among members of the ARF family in Arabidopsis. Using this approach, we were able to assign unique functions for ARF2, ARF3, and ARF6 in plant development.
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44
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Waters BM, McInturf SA, Stein RJ. Rosette iron deficiency transcript and microRNA profiling reveals links between copper and iron homeostasis in Arabidopsis thaliana. JOURNAL OF EXPERIMENTAL BOTANY 2012; 63:5903-18. [PMID: 22962679 PMCID: PMC3467300 DOI: 10.1093/jxb/ers239] [Citation(s) in RCA: 94] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Iron (Fe) is an essential plant micronutrient, and its deficiency limits plant growth and development on alkaline soils. Under Fe deficiency, plant responses include up-regulation of genes involved in Fe uptake from the soil. However, little is known about shoot responses to Fe deficiency. Using microarrays to probe gene expression in Kas-1 and Tsu-1 ecotypes of Arabidopsis thaliana, and comparison with existing Col-0 data, revealed conserved rosette gene expression responses to Fe deficiency. Fe-regulated genes included known metal homeostasis-related genes, and a number of genes of unknown function. Several genes responded to Fe deficiency in both roots and rosettes. Fe deficiency led to up-regulation of Cu,Zn superoxide dismutase (SOD) genes CSD1 and CSD2, and down-regulation of FeSOD genes FSD1 and FSD2. Eight microRNAs were found to respond to Fe deficiency. Three of these (miR397a, miR398a, and miR398b/c) are known to regulate transcripts of Cu-containing proteins, and were down-regulated by Fe deficiency, suggesting that they could be involved in plant adaptation to Fe limitation. Indeed, Fe deficiency led to accumulation of Cu in rosettes, prior to any detectable decrease in Fe concentration. ccs1 mutants that lack functional Cu,ZnSOD proteins were prone to greater oxidative stress under Fe deficiency, indicating that increased Cu concentration under Fe limitation has an important role in oxidative stress prevention. The present results show that Cu accumulation, microRNA regulation, and associated differential expression of Fe and CuSOD genes are coordinated responses to Fe limitation.
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Affiliation(s)
- Brian M Waters
- Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE 68583-0915, USA.
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45
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A comparison of transcriptome and epigenetic status between closely related species in the genus Arabidopsis. Gene 2012; 506:301-9. [PMID: 22796129 DOI: 10.1016/j.gene.2012.07.003] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2012] [Revised: 06/14/2012] [Accepted: 07/03/2012] [Indexed: 01/02/2023]
Abstract
Difference in the level of expression of genes is one of the factors contributing to plant phenotype. As well as being under genetic control, gene expression is regulated by epigenetic processes such as DNA methylation and histone modifications. We compared genome-wide gene expression between Arabidopsis thaliana and the related species Arabidopsis lyrata subsp. lyrata and Arabidopsis halleri subsp. gemmifera to understand which genes might contribute to species differences. Genes categorized into response to stress tended to show differential expression between species, suggesting that divergence of expression in these genes contributes to adaptation to environmental conditions following the divergence of species. Regions methylated in A. lyrata were identified from Methylated-DNA immunoprecipitation, and this DNA methylation profile together with transcriptome data revealed that gene body methylation was not associated with differential gene expression between A. thaliana and A. lyrata. The DNA methylation status of four putative imprinted genes of A. lyrata was examined and found to be conserved in vegetative tissues between A. thaliana and A. lyrata in FIS2, HDG3, and HDG9, but not in HDG8.
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Giehl RF, Lima JE, von Wirén N. Regulatory components involved in altering lateral root development in response to localized iron: evidence for natural genetic variation. PLANT SIGNALING & BEHAVIOR 2012; 7:711-3. [PMID: 22751328 PMCID: PMC3583947 DOI: 10.4161/psb.20337] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
On the search for sparingly available nutrients, plants may alter their root architecture to improve soil exploration. So far, the examples for root system modifications induced by a heterogeneous availability of nutrients have been reported for the macronutrients nitrogen (N) and phosphorous (P). In an attempt to extend this type of knowledge to other nutrients, we recently provided evidence that Arabidopsis roots are able to sense a local availability of the micronutrient iron (Fe) and to respond with lateral root elongation into the Fe-containing patch. This specific root response was caused by enhanced elongation of cells leaving the root meristem and was dependent on an AUX1-mediated auxin accumulation in the lateral root apices. In this report, we compare mechanisms underlying this response with those known for other nutrients and show that a substantial genotypic variation exists among accessions of A. thaliana in the responsiveness of lateral roots toward localized Fe supplies.
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Affiliation(s)
- Ricardo F.H. Giehl
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK); Physiology and Cell Biology; Gatersleben, Sachen-Anhalt, Germany
| | - Joni E. Lima
- Centro de Energia Nuclear na Agricultura; Universidade de São Paulo; Piracicaba, São Paulo, Brazil
| | - Nicolaus von Wirén
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK); Physiology and Cell Biology; Gatersleben, Sachen-Anhalt, Germany
- Correspondence to: Nicolaus von Wirén,
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Cubillos FA, Coustham V, Loudet O. Lessons from eQTL mapping studies: non-coding regions and their role behind natural phenotypic variation in plants. CURRENT OPINION IN PLANT BIOLOGY 2012; 15:192-8. [PMID: 22265229 DOI: 10.1016/j.pbi.2012.01.005] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2011] [Revised: 12/17/2011] [Accepted: 01/03/2012] [Indexed: 05/24/2023]
Abstract
Even if considerable progress has been achieved towards the understanding of natural variation in plant systems, the contribution of transcript abundance variation to phenotypic diversity remains unappreciated. Over the last decade, efforts to characterise the genome-wide expression variation in natural accessions, structured populations and hybrids have improved our knowledge of the contribution of non-coding polymorphisms to gene expression regulation. Moreover, new studies are helping to unravel the role of expression polymorphisms and their orchestrated performance. Recent advances involving classical linkage analysis, GWAS and improved eQTL mapping strategies will provide a greater resolution to determine the genetic variants shaping the broad diversity in plant systems.
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Affiliation(s)
- Francisco A Cubillos
- Institut Jean-Pierre Bourgin, UMR1318 INRA-AgroParisTech, F-78000 Versailles, France
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48
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Des Marais DL, McKay JK, Richards JH, Sen S, Wayne T, Juenger TE. Physiological genomics of response to soil drying in diverse Arabidopsis accessions. THE PLANT CELL 2012; 24:893-914. [PMID: 22408074 PMCID: PMC3336118 DOI: 10.1105/tpc.112.096180] [Citation(s) in RCA: 108] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/25/2012] [Revised: 01/25/2012] [Accepted: 02/15/2012] [Indexed: 05/18/2023]
Abstract
Arabidopsis thaliana, like many species, is characterized by abundant genetic variation. This variation is rapidly being cataloged at the sequence level, but careful dissection of genetic variation in whole-organism responses to stresses encountered in the natural environment are lacking; this functional variation can be exploited as a natural mutant screen to determine gene function. Here, we document physiological and transcriptomic response to soil drying in 17 natural accessions of Arabidopsis. By imposing ecologically realistic stress conditions, we found that acclimation in Arabidopsis involved a strong signature of increased investment in photosynthesis, carbohydrate turnover, and root growth. Our results extend previous work in the Columbia accession suggesting that abscisic acid signaling pathways play an important role in drought stress response. We also identified several mechanisms, including an increase in leaf nitrogen concentration and upregulation of two-component signaling relays, that were common to most natural accessions but had not been identified in studies using only the Columbia accession. Principal component analysis reveals strong correlations between suites of genes and specific physiological responses to stress. The functional variants we identified may represent adaptive mutations in natural habitats and useful variants for agronomic improvement of crop species.
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Affiliation(s)
- David L. Des Marais
- Section of Integrative Biology and Institute of Cellular and Molecular Biology, University of Texas, Austin, Texas 78712
| | - John K. McKay
- Department of Bioagricultural Sciences and Pest Management, Colorado State University, Fort Collins, Colorado 80523
| | - James H. Richards
- Department of Land, Air, and Water Resources, University of California, Davis, California 95616-8627
| | - Saunak Sen
- Department of Epidemiology and Biostatistics, University of California, San Francisco, California 94143-0560
| | - Tierney Wayne
- Section of Integrative Biology and Institute of Cellular and Molecular Biology, University of Texas, Austin, Texas 78712
| | - Thomas E. Juenger
- Section of Integrative Biology and Institute of Cellular and Molecular Biology, University of Texas, Austin, Texas 78712
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Ranf S, Grimmer J, Pöschl Y, Pecher P, Chinchilla D, Scheel D, Lee J. Defense-related calcium signaling mutants uncovered via a quantitative high-throughput screen in Arabidopsis thaliana. MOLECULAR PLANT 2012; 5:115-30. [PMID: 21859959 DOI: 10.1093/mp/ssr064] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Calcium acts as a second messenger for signaling to a variety of stimuli including MAMPs (Microbe-Associated Molecular Patterns), such as flg22 and elf18 that are derived from bacterial flagellin and elongation factor Tu, respectively. Here, Arabidopsis thaliana mutants with changed calcium elevation (cce) in response to flg22 treatment were isolated and characterized. Besides novel mutant alleles of the flg22 receptor, FLS2 (Flagellin-Sensitive 2), and the receptor-associated kinase, BAK1 (Brassinosteroid receptor 1-Associated Kinase 1), the new cce mutants can be categorized into two main groups-those with a reduced or an enhanced calcium elevation. Moreover, cce mutants from both groups show differential phenotypes to different sets of MAMPs. Thus, these mutants will facilitate the discovery of novel components in early MAMP signaling and bridge the gaps in current knowledge of calcium signaling during plant-microbe interactions. Last but not least, the screening method is optimized for speed (covering 384 plants in 3 or 10 h) and can be adapted to genetically dissect any other stimuli that induce a change in calcium levels.
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Affiliation(s)
- Stefanie Ranf
- Leibniz Institute of Plant Biochemistry, Stress and Developmental Biology, Weinberg 3, D-06120 Halle, Germany
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Mochida K, Shinozaki K. Advances in omics and bioinformatics tools for systems analyses of plant functions. PLANT & CELL PHYSIOLOGY 2011; 52:2017-38. [PMID: 22156726 PMCID: PMC3233218 DOI: 10.1093/pcp/pcr153] [Citation(s) in RCA: 118] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Omics and bioinformatics are essential to understanding the molecular systems that underlie various plant functions. Recent game-changing sequencing technologies have revitalized sequencing approaches in genomics and have produced opportunities for various emerging analytical applications. Driven by technological advances, several new omics layers such as the interactome, epigenome and hormonome have emerged. Furthermore, in several plant species, the development of omics resources has progressed to address particular biological properties of individual species. Integration of knowledge from omics-based research is an emerging issue as researchers seek to identify significance, gain biological insights and promote translational research. From these perspectives, we provide this review of the emerging aspects of plant systems research based on omics and bioinformatics analyses together with their associated resources and technological advances.
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Affiliation(s)
- Keiichi Mochida
- RIKEN Biomass Engineering Program, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045 Japan.
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