151
|
Huang H, Nusinow DA. Into the Evening: Complex Interactions in the Arabidopsis Circadian Clock. Trends Genet 2016; 32:674-686. [PMID: 27594171 DOI: 10.1016/j.tig.2016.08.002] [Citation(s) in RCA: 98] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2016] [Revised: 08/02/2016] [Accepted: 08/03/2016] [Indexed: 12/20/2022]
Abstract
In Arabidopsis thaliana an assembly of proteins named the evening complex (EC) has been established as an essential component of the circadian clock with conserved functions in regulating plant growth and development. Recent studies identifying EC-regulated genes and EC-interacting proteins have expanded our understanding of EC function. In this review we focus on new progress uncovering how the EC contributes to the circadian network through the integration of environmental inputs and the direct regulation of key clock genes. We also summarize new findings of how the EC directly regulates clock outputs, such as photoperiodic and thermoresponsive growth, and provide new perspectives on future experiments to address unsolved questions related to the EC.
Collapse
Affiliation(s)
- He Huang
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA
| | | |
Collapse
|
152
|
Flis A, Fernández AP, Zielinski T, Mengin V, Sulpice R, Stratford K, Hume A, Pokhilko A, Southern MM, Seaton DD, McWatters HG, Stitt M, Halliday KJ, Millar AJ. Defining the robust behaviour of the plant clock gene circuit with absolute RNA timeseries and open infrastructure. Open Biol 2016; 5:rsob.150042. [PMID: 26468131 PMCID: PMC4632509 DOI: 10.1098/rsob.150042] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Our understanding of the complex, transcriptional feedback loops in the circadian clock mechanism has depended upon quantitative, timeseries data from disparate sources. We measure clock gene RNA profiles in Arabidopsis thaliana seedlings, grown with or without exogenous sucrose, or in soil-grown plants and in wild-type and mutant backgrounds. The RNA profiles were strikingly robust across the experimental conditions, so current mathematical models are likely to be broadly applicable in leaf tissue. In addition to providing reference data, unexpected behaviours included co-expression of PRR9 and ELF4, and regulation of PRR5 by GI. Absolute RNA quantification revealed low levels of PRR9 transcripts (peak approx. 50 copies cell−1) compared with other clock genes, and threefold higher levels of LHY RNA (more than 1500 copies cell−1) than of its close relative CCA1. The data are disseminated from BioDare, an online repository for focused timeseries data, which is expected to benefit mechanistic modelling. One data subset successfully constrained clock gene expression in a complex model, using publicly available software on parallel computers, without expert tuning or programming. We outline the empirical and mathematical justification for data aggregation in understanding highly interconnected, dynamic networks such as the clock, and the observed design constraints on the resources required to make this approach widely accessible.
Collapse
Affiliation(s)
- Anna Flis
- Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam-Golm, Germany
| | - Aurora Piñas Fernández
- SynthSys and School of Biological Sciences, University of Edinburgh, C.H. Waddington Building, Edinburgh EH9 3JD, UK
| | - Tomasz Zielinski
- SynthSys and School of Biological Sciences, University of Edinburgh, C.H. Waddington Building, Edinburgh EH9 3JD, UK
| | - Virginie Mengin
- Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam-Golm, Germany
| | - Ronan Sulpice
- Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam-Golm, Germany
| | - Kevin Stratford
- EPCC, University of Edinburgh, James Clerk Maxwell Building, Edinburgh EH9 3JZ, UK
| | - Alastair Hume
- SynthSys and School of Biological Sciences, University of Edinburgh, C.H. Waddington Building, Edinburgh EH9 3JD, UK EPCC, University of Edinburgh, James Clerk Maxwell Building, Edinburgh EH9 3JZ, UK
| | - Alexandra Pokhilko
- SynthSys and School of Biological Sciences, University of Edinburgh, C.H. Waddington Building, Edinburgh EH9 3JD, UK Institute of Molecular Cell and Systems Biology, University of Glasgow, Bower Building, Glasgow G12 8QQ, UK
| | - Megan M Southern
- Department of Biological Sciences, University of Warwick, Coventry CV4 7AL, UK
| | - Daniel D Seaton
- SynthSys and School of Biological Sciences, University of Edinburgh, C.H. Waddington Building, Edinburgh EH9 3JD, UK
| | - Harriet G McWatters
- SynthSys and School of Biological Sciences, University of Edinburgh, C.H. Waddington Building, Edinburgh EH9 3JD, UK
| | - Mark Stitt
- Max Planck Institute of Molecular Plant Physiology, Am Muehlenberg 1, 14476 Potsdam-Golm, Germany
| | - Karen J Halliday
- SynthSys and School of Biological Sciences, University of Edinburgh, C.H. Waddington Building, Edinburgh EH9 3JD, UK
| | - Andrew J Millar
- SynthSys and School of Biological Sciences, University of Edinburgh, C.H. Waddington Building, Edinburgh EH9 3JD, UK
| |
Collapse
|
153
|
Martin G, Soy J, Monte E. Genomic Analysis Reveals Contrasting PIFq Contribution to Diurnal Rhythmic Gene Expression in PIF-Induced and -Repressed Genes. FRONTIERS IN PLANT SCIENCE 2016; 7:962. [PMID: 27458465 PMCID: PMC4930942 DOI: 10.3389/fpls.2016.00962] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2016] [Accepted: 06/15/2016] [Indexed: 05/29/2023]
Abstract
Members of the PIF quartet (PIFq; PIF1, PIF3, PIF4, and PIF5) collectively contribute to induce growth in Arabidopsis seedlings under short day (SD) conditions, specifically promoting elongation at dawn. Their action involves the direct regulation of growth-related and hormone-associated genes. However, a comprehensive definition of the PIFq-regulated transcriptome under SD is still lacking. We have recently shown that SD and free-running (LL) conditions correspond to "growth" and "no growth" conditions, respectively, correlating with greater abundance of PIF protein in SD. Here, we present a genomic analysis whereby we first define SD-regulated genes at dawn compared to LL in the wild type, followed by identification of those SD-regulated genes whose expression depends on the presence of PIFq. By using this sequential strategy, we have identified 349 PIF/SD-regulated genes, approximately 55% induced and 42% repressed by both SD and PIFq. Comparison with available databases indicates that PIF/SD-induced and PIF/SD-repressed sets are differently phased at dawn and mid-morning, respectively. In addition, we found that whereas rhythmicity of the PIF/SD-induced gene set is lost in LL, most PIF/SD-repressed genes keep their rhythmicity in LL, suggesting differential regulation of both gene sets by the circadian clock. Moreover, we also uncovered distinct overrepresented functions in the induced and repressed gene sets, in accord with previous studies in other examined PIF-regulated processes. Interestingly, promoter analyses showed that, whereas PIF/SD-induced genes are enriched in direct PIF targets, PIF/SD-repressed genes are mostly indirectly regulated by the PIFs and might be more enriched in ABA-regulated genes.
Collapse
|
154
|
Aderhold A, Husmeier D, Grzegorczyk M. Approximate Bayesian inference in semi-mechanistic models. STATISTICS AND COMPUTING 2016; 27:1003-1040. [PMID: 32226236 PMCID: PMC7089672 DOI: 10.1007/s11222-016-9668-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/11/2015] [Accepted: 05/05/2016] [Indexed: 06/10/2023]
Abstract
Inference of interaction networks represented by systems of differential equations is a challenging problem in many scientific disciplines. In the present article, we follow a semi-mechanistic modelling approach based on gradient matching. We investigate the extent to which key factors, including the kinetic model, statistical formulation and numerical methods, impact upon performance at network reconstruction. We emphasize general lessons for computational statisticians when faced with the challenge of model selection, and we assess the accuracy of various alternative paradigms, including recent widely applicable information criteria and different numerical procedures for approximating Bayes factors. We conduct the comparative evaluation with a novel inferential pipeline that systematically disambiguates confounding factors via an ANOVA scheme.
Collapse
Affiliation(s)
- Andrej Aderhold
- School of Mathematics and Statistics, Glasgow University, Glasgow, UK
| | - Dirk Husmeier
- School of Mathematics and Statistics, Glasgow University, Glasgow, UK
| | - Marco Grzegorczyk
- Johann Bernoulli Institute (JBI), Groningen University, Groningen, The Netherlands
| |
Collapse
|
155
|
Millar AJ. The Intracellular Dynamics of Circadian Clocks Reach for the Light of Ecology and Evolution. ANNUAL REVIEW OF PLANT BIOLOGY 2016; 67:595-618. [PMID: 26653934 DOI: 10.1146/annurev-arplant-043014-115619] [Citation(s) in RCA: 82] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
A major challenge for biology is to extend our understanding of molecular regulation from the simplified conditions of the laboratory to ecologically relevant environments. Tractable examples are essential to make these connections for complex, pleiotropic regulators and, to go further, to link relevant genome sequences to field traits. Here, I review the case for the biological clock in higher plants. The gene network of the circadian clock drives pervasive, 24-hour rhythms in metabolism, behavior, and physiology across the eukaryotes and in some prokaryotes. In plants, the scope of chronobiology is now extending from the most tractable, intracellular readouts to the clock's many effects at the whole-organism level and across the life cycle, including biomass and flowering. I discuss five research areas where recent progress might be integrated in the future, to understand not only circadian functions in natural conditions but also the evolution of the clock's molecular mechanisms.
Collapse
Affiliation(s)
- Andrew J Millar
- SynthSys and School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3BF, Scotland, United Kingdom;
| |
Collapse
|
156
|
Kilgore MB, Augustin MM, May GD, Crow JA, Kutchan TM. CYP96T1 of Narcissus sp. aff. pseudonarcissus Catalyzes Formation of the Para-Para' C-C Phenol Couple in the Amaryllidaceae Alkaloids. FRONTIERS IN PLANT SCIENCE 2016; 7:225. [PMID: 26941773 PMCID: PMC4766306 DOI: 10.3389/fpls.2016.00225] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2015] [Accepted: 02/10/2016] [Indexed: 05/07/2023]
Abstract
The Amaryllidaceae alkaloids are a family of amino acid derived alkaloids with many biological activities; examples include haemanthamine, haemanthidine, galanthamine, lycorine, and maritidine. Central to the biosynthesis of the majority of these alkaloids is a C-C phenol-coupling reaction that can have para-para', para-ortho', or ortho-para' regiospecificity. Through comparative transcriptomics of Narcissus sp. aff. pseudonarcissus, Galanthus sp., and Galanthus elwesii we have identified a para-para' C-C phenol coupling cytochrome P450, CYP96T1, capable of forming the products (10bR,4aS)-noroxomaritidine and (10bS,4aR)-noroxomaritidine from 4'-O-methylnorbelladine. CYP96T1 was also shown to catalyzed formation of the para-ortho' phenol coupled product, N-demethylnarwedine, as less than 1% of the total product. CYP96T1 co-expresses with the previously characterized norbelladine 4'-O-methyltransferase. The discovery of CYP96T1 is of special interest because it catalyzes the first major branch in Amaryllidaceae alkaloid biosynthesis. CYP96T1 is also the first phenol-coupling enzyme characterized from a monocot.
Collapse
Affiliation(s)
| | | | | | - John A. Crow
- National Center for Genome ResourcesSanta Fe, NM, USA
| | | |
Collapse
|
157
|
De Caluwé J, Xiao Q, Hermans C, Verbruggen N, Leloup JC, Gonze D. A Compact Model for the Complex Plant Circadian Clock. FRONTIERS IN PLANT SCIENCE 2016; 7:74. [PMID: 26904049 PMCID: PMC4742534 DOI: 10.3389/fpls.2016.00074] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2015] [Accepted: 01/16/2016] [Indexed: 05/23/2023]
Abstract
The circadian clock is an endogenous timekeeper that allows organisms to anticipate and adapt to the daily variations of their environment. The plant clock is an intricate network of interlocked feedback loops, in which transcription factors regulate each other to generate oscillations with expression peaks at specific times of the day. Over the last decade, mathematical modeling approaches have been used to understand the inner workings of the clock in the model plant Arabidopsis thaliana. Those efforts have produced a number of models of ever increasing complexity. Here, we present an alternative model that combines a low number of equations and parameters, similar to the very earliest models, with the complex network structure found in more recent ones. This simple model describes the temporal evolution of the abundance of eight clock gene mRNA/protein and captures key features of the clock on a qualitative level, namely the entrained and free-running behaviors of the wild type clock, as well as the defects found in knockout mutants (such as altered free-running periods, lack of entrainment, or changes in the expression of other clock genes). Additionally, our model produces complex responses to various light cues, such as extreme photoperiods and non-24 h environmental cycles, and can describe the control of hypocotyl growth by the clock. Our model constitutes a useful tool to probe dynamical properties of the core clock as well as clock-dependent processes.
Collapse
Affiliation(s)
- Joëlle De Caluwé
- Unité de Chronobiologie Théorique, Faculté des Sciences, Université Libre de BruxellesBrussels, Belgium
| | - Qiying Xiao
- Laboratory of Plant Physiology and Molecular Genetics, Faculté des Sciences, Université Libre de BruxellesBrussels, Belgium
| | - Christian Hermans
- Laboratory of Plant Physiology and Molecular Genetics, Faculté des Sciences, Université Libre de BruxellesBrussels, Belgium
| | - Nathalie Verbruggen
- Laboratory of Plant Physiology and Molecular Genetics, Faculté des Sciences, Université Libre de BruxellesBrussels, Belgium
| | - Jean-Christophe Leloup
- Unité de Chronobiologie Théorique, Faculté des Sciences, Université Libre de BruxellesBrussels, Belgium
| | - Didier Gonze
- Unité de Chronobiologie Théorique, Faculté des Sciences, Université Libre de BruxellesBrussels, Belgium
| |
Collapse
|
158
|
Huang H, Yoo CY, Bindbeutel R, Goldsworthy J, Tielking A, Alvarez S, Naldrett MJ, Evans BS, Chen M, Nusinow DA. PCH1 integrates circadian and light-signaling pathways to control photoperiod-responsive growth in Arabidopsis. eLife 2016; 5:e13292. [PMID: 26839287 PMCID: PMC4755757 DOI: 10.7554/elife.13292] [Citation(s) in RCA: 59] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2015] [Accepted: 01/13/2016] [Indexed: 01/06/2023] Open
Abstract
Plants react to seasonal change in day length through altering physiology and development. Factors that function to harmonize growth with photoperiod are poorly understood. Here we characterize a new protein that associates with both circadian clock and photoreceptor components, named PHOTOPERIODIC CONTROL OF HYPOCOTYL1 (PCH1). pch1 seedlings have overly elongated hypocotyls specifically under short days while constitutive expression of PCH1 shortens hypocotyls independent of day length. PCH1 peaks at dusk, binds phytochrome B (phyB) in a red light-dependent manner, and co-localizes with phyB into photobodies. PCH1 is necessary and sufficient to promote the biogenesis of large photobodies to maintain an active phyB pool after light exposure, potentiating red-light signaling and prolonging memory of prior illumination. Manipulating PCH1 alters PHYTOCHROME INTERACTING FACTOR 4 levels and regulates light-responsive gene expression. Thus, PCH1 is a new factor that regulates photoperiod-responsive growth by integrating the clock with light perception pathways through modulating daily phyB-signaling. DOI:http://dx.doi.org/10.7554/eLife.13292.001 Most living things possess an internal “circadian” clock that synchronizes many behaviors, such as eating, resting or growing, with the day-night cycle. With the help of proteins that can detect light, known as photoreceptors, the clock also coordinates these behaviors as the number of daylight hours changes during the year. However, it is not known how the clock and photoreceptors are able to work together. The circadian clocks of animals and plants have evolved separately and use different proteins. In plants, a photoreceptor called phytochrome B responds to red light and regulates the ability of plants to grow. Most plants harness sunlight during the day, but grow fastest in the dark just before dawn. In 2015, researchers identified a new protein in a plant called Arabidopsis that is associated with several plant clock proteins and photoreceptors, including phytochrome B. However, the role of this new protein was not clear. Now, Huang et al. – including many of the researchers from the 2015 work – studied the new protein, named PCH1, in more detail. The experiments show that PCH1 is a critical link that regulates the daily growth of Arabidopsis plants in response to the number of daylight hours. PCH1 stabilizes the structure of phytochrome B so that it remains active, even in the dark. This prolonged activity acts as a molecular memory of prior exposure to light and helps to prevent plants from growing too much in the winter when there are fewer hours of daylight. Since PCH1 is also found in other species of plants, it may play the same role in regulating growth of major crop plants. The next challenge is to understand how the binding of PCH1 to phytochrome B alters the photoreceptor’s activity. In the future, Huang et al. hope to find out if manipulating the activity of PCH1 can improve the growth of crops in places where there is a large change in day length across the seasons. DOI:http://dx.doi.org/10.7554/eLife.13292.002
Collapse
Affiliation(s)
- He Huang
- Donald Danforth Plant Science Center, St. Louis, United States
| | - Chan Yul Yoo
- Department of Botany and Plant Sciences, Institute of Integrative Genome Biology, University of California at Riverside, Riverside, United States
| | | | | | - Allison Tielking
- Mary Institute and Saint Louis Country Day School, St. Louis, United States
| | - Sophie Alvarez
- Donald Danforth Plant Science Center, St. Louis, United States
| | | | - Bradley S Evans
- Donald Danforth Plant Science Center, St. Louis, United States
| | - Meng Chen
- Department of Botany and Plant Sciences, Institute of Integrative Genome Biology, University of California at Riverside, Riverside, United States
| | | |
Collapse
|
159
|
Miyazaki Y, Jikumaru Y, Takase T, Saitoh A, Sugitani A, Kamiya Y, Kiyosue T. Enhancement of hypocotyl elongation by LOV KELCH PROTEIN2 production is mediated by auxin and phytochrome-interacting factors in Arabidopsis thaliana. PLANT CELL REPORTS 2016; 35:455-467. [PMID: 26601822 DOI: 10.1007/s00299-015-1896-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2015] [Revised: 10/12/2015] [Accepted: 11/03/2015] [Indexed: 06/05/2023]
Abstract
Auxin and two phytochrome-interacting factors, PHYTOCHROME-INTERACTING FACTOR4 (PIF4) and PIF5, play crucial roles in the enhancement of hypocotyl elongation in transgenic Arabidopsis thaliana plants that overproduce LOV KELCH PROTEIN2 (LKP2). LOV KELCH PROTEIN2 (LKP2) is a positive regulator of hypocotyl elongation under white light in Arabidopsis thaliana. In this study, using microarray analysis, we compared the gene expression profiles of hypocotyls of wild-type Arabidopsis (Columbia accession), a transgenic line that produces green fluorescent protein (GFP), and two lines that produce GFP-tagged LKP2 (GFP-LKP2). We found that, in GFP-LKP2 hypocotyls, 775 genes were up-regulated, including 36 auxin-responsive genes, such as 27 SMALL AUXIN UP RNA (SAUR) and 6 AUXIN/INDOLE-3-ACETIC ACID (AUX/IAA) genes, and 21 genes involved in responses to red or far-red light, including PHYTOCHROME-INTERACTING FACTOR4 (PIF4) and PIF5; and 725 genes were down-regulated, including 15 flavonoid biosynthesis genes. Hypocotyls of GFP-LKP2 seedlings, but not cotyledons or roots, contained a higher level of indole-3-acetic acid (IAA) than those of control seedlings. Auxin inhibitors reduced the enhancement of hypocotyl elongation in GFP-LKP2 seedlings by inhibiting the increase in cortical cell number and elongation of the epidermal and cortical cells. The enhancement of hypocotyl elongation was completely suppressed in progeny of the crosses between GFP-LKP2 lines and dominant gain-of-function auxin-resistant mutants (axr2-1 and axr3-1) or loss-of-function mutants pif4, pif5, and pif4 pif5. Our results suggest that the enhancement of hypocotyl elongation in GFP-LKP2 seedlings is due to the elevated level of IAA and to the up-regulated expression of PIF4 and PIF5 in hypocotyls.
Collapse
Affiliation(s)
- Yuji Miyazaki
- Department of Life Science, Faculty of Science, Gakushuin University, 1-5-1 Mejiro, Toshima-Ku, Tokyo, 171-8588, Japan
| | - Yusuke Jikumaru
- Growth Regulation Research Group, RIKEN Plant Science Center, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, Kanagawa, 230-0045, Japan
| | - Tomoyuki Takase
- Department of Life Science, Faculty of Science, Gakushuin University, 1-5-1 Mejiro, Toshima-Ku, Tokyo, 171-8588, Japan
| | - Aya Saitoh
- Department of Life Science, Faculty of Science, Gakushuin University, 1-5-1 Mejiro, Toshima-Ku, Tokyo, 171-8588, Japan
| | - Asuka Sugitani
- Department of Life Science, Faculty of Science, Gakushuin University, 1-5-1 Mejiro, Toshima-Ku, Tokyo, 171-8588, Japan
| | - Yuji Kamiya
- Growth Regulation Research Group, RIKEN Plant Science Center, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, Kanagawa, 230-0045, Japan
| | - Tomohiro Kiyosue
- Department of Life Science, Faculty of Science, Gakushuin University, 1-5-1 Mejiro, Toshima-Ku, Tokyo, 171-8588, Japan.
| |
Collapse
|
160
|
Grzegorczyk M. A non-homogeneous dynamic Bayesian network with a hidden Markov model dependency structure among the temporal data points. Mach Learn 2016. [DOI: 10.1007/s10994-015-5503-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
|
161
|
Perea-García A, Andrés-Bordería A, Mayo de Andrés S, Sanz A, Davis AM, Davis SJ, Huijser P, Peñarrubia L. Modulation of copper deficiency responses by diurnal and circadian rhythms in Arabidopsis thaliana. JOURNAL OF EXPERIMENTAL BOTANY 2016; 67:391-403. [PMID: 26516126 PMCID: PMC4682440 DOI: 10.1093/jxb/erv474] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Copper homeostasis under deficiency is regulated by the SQUAMOSA PROMOTER BINDING PROTEIN-LIKE7 (SPL7) transcription factor. The daily oscillating expression of two SPL7-dependent copper deficiency markers, COPPER TRANSPORTER (COPT2) and IRON SUPEROXIDE DISMUTASE (FSD1), has been followed by quantitative PCR and in promoter:LUCIFERASE transgenic plants. Both genes showed circadian and diurnal regulation. Under copper deficiency, their expression decreased drastically in continuous darkness. Accordingly, total copper content was slightly reduced in etiolated seedlings under copper deficiency. The expression of SPL7 and its targets COPT2 and FSD1 was differently regulated in various light signalling mutants. On the other hand, increased copper levels reduced the amplitude of nuclear circadian clock components, such as GIGANTEA (GI). The alteration of copper homeostasis in the COPT1 overexpression line and spl7 mutants also modified the amplitude of a classical clock output, namely the circadian oscillation of cotyledon movements. In the spl7 mutant, the period of the oscillation remained constant. These results suggest a feedback of copper transport on the circadian clock and the integration of rhythmic copper homeostasis into the central oscillator of plants.
Collapse
Affiliation(s)
- Ana Perea-García
- Departament de Bioquímica i Biologia Molecular, Universitat de València, Av. Doctor Moliner, 50, ES-46100 Burjassot, Valencia, Spain * Present address: IIB-INTECh UNSAM-CONICET CC 164 (7130), Chascomús, Argentina
| | - Amparo Andrés-Bordería
- Departament de Bioquímica i Biologia Molecular, Universitat de València, Av. Doctor Moliner, 50, ES-46100 Burjassot, Valencia, Spain
| | - Sonia Mayo de Andrés
- Departament de Bioquímica i Biologia Molecular, Universitat de València, Av. Doctor Moliner, 50, ES-46100 Burjassot, Valencia, Spain Present address: Unidad de Genética y Diagnóstico Prenatal, Hospital Universitario y Politécnico La Fe, Av. Campanar 21, ES-46009 Valencia, Spain
| | - Amparo Sanz
- Departament de Biologia Vegetal, Universitat de València, Av. Doctor Moliner, 50, ES-46100 Burjassot, Valencia, Spain
| | - Amanda M Davis
- Department of Comparative Development and Genetics, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, D-50829 Cologne, Germany Department of Biology, University of York, UK
| | - Seth J Davis
- Department of Comparative Development and Genetics, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, D-50829 Cologne, Germany Department of Biology, University of York, UK
| | - Peter Huijser
- Department of Comparative Development and Genetics, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, D-50829 Cologne, Germany
| | - Lola Peñarrubia
- Departament de Bioquímica i Biologia Molecular, Universitat de València, Av. Doctor Moliner, 50, ES-46100 Burjassot, Valencia, Spain
| |
Collapse
|
162
|
Park H, Kim WY, Pardo J, Yun DJ. Molecular Interactions Between Flowering Time and Abiotic Stress Pathways. INTERNATIONAL REVIEW OF CELL AND MOLECULAR BIOLOGY 2016; 327:371-412. [DOI: 10.1016/bs.ircmb.2016.07.001] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
|
163
|
Choudhary MK, Nomura Y, Shi H, Nakagami H, Somers DE. Circadian Profiling of the Arabidopsis Proteome Using 2D-DIGE. FRONTIERS IN PLANT SCIENCE 2016; 7:1007. [PMID: 27462335 PMCID: PMC4940426 DOI: 10.3389/fpls.2016.01007] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2016] [Accepted: 06/27/2016] [Indexed: 05/18/2023]
Abstract
Clock-generated biological rhythms provide an adaptive advantage to an organism, resulting in increased fitness and survival. To better elucidate the plant response to the circadian system, we surveyed protein oscillations in Arabidopsis seedlings under constant light. Using large-scale two-dimensional difference in gel electrophoresis (2D-DIGE) the abundance of more than 1000 proteins spots was reproducibly resolved quantified and profiled across a circadian time series. A comparison between phenol-extracted samples and RuBisCO-depleted extracts identified 71 and 40 rhythmically-expressed proteins, respectively, and between 30 and 40% of these derive from non-rhythmic transcripts. These included proteins influencing transcriptional regulation, translation, metabolism, photosynthesis, protein chaperones, and stress-mediated responses. The phasing of maximum expression for the cyclic proteins was similar for both datasets, with a nearly even distribution of peak phases across the time series. STRING clustering analysis identified two interaction networks with a notable number of oscillating proteins: plastid-based and cytosolic chaperones and 10 proteins involved in photosynthesis. The oscillation of the ABA receptor, PYR1/RCAR11, with peak expression near dusk adds to a growing body of evidence that intimately ties ABA signaling to the circadian system. Taken together, this study provides new insights into the importance of post-transcriptional circadian control of plant physiology and metabolism.
Collapse
Affiliation(s)
- Mani K. Choudhary
- Division of Integrative Biosciences and Biotechnology, Pohang University of Science and TechnologyPohang, South Korea
| | - Yuko Nomura
- Plant Proteomics Research Unit, RIKEN Center for Sustainable Resource ScienceYokohama, Japan
| | - Hua Shi
- Department of Molecular Genetics, Ohio State UniversityColumbus, OH, USA
| | - Hirofumi Nakagami
- Plant Proteomics Research Unit, RIKEN Center for Sustainable Resource ScienceYokohama, Japan
| | - David E. Somers
- Division of Integrative Biosciences and Biotechnology, Pohang University of Science and TechnologyPohang, South Korea
- Department of Molecular Genetics, Ohio State UniversityColumbus, OH, USA
- *Correspondence: David E. Somers
| |
Collapse
|
164
|
Perea-García A, Sanz A, Moreno J, Andrés-Bordería A, de Andrés SM, Davis AM, Huijser P, Davis SJ, Peñarrubia L. Daily rhythmicity of high affinity copper transport. PLANT SIGNALING & BEHAVIOR 2016; 11:e1140291. [PMID: 26890490 PMCID: PMC4883881 DOI: 10.1080/15592324.2016.1140291] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2015] [Accepted: 01/06/2016] [Indexed: 05/30/2023]
Abstract
A differential demand for copper (Cu) of essential cupro-proteins that act within the mitochondrial and chloroplastal electronic transport chains occurs along the daily light/dark cycles. This requires a fine-tuned spatiotemporal regulation of Cu delivery, becoming especially relevant under non-optimal growth conditions. When scarce, Cu is imported through plasma membrane-bound high affinity Cu transporters (COPTs) whose coding genes are transcriptionally induced by the SPL7 transcription factor. Temporal homeostatic mechanisms are evidenced by the presence of multiple light- and clock-responsive regulatory cis elements in the promoters of both SPL7 and its COPT targets. A model is presented here for such temporal regulation that is based on the synchrony between the basal oscillatory pattern of SPL7 and its targets, such as COPT2. Conversely, Cu feeds back to coordinate intracellular Cu availability on the SPL7-dependent regulation of further Cu acquisition. This occurs via regulation at COPT transporters. Moreover, exogenous Cu affects several circadian-clock components, such as the timing of GIGANTEA transcript abundance. Together we propose that there is a dynamic response to Cu that is integrated over diurnal time to maximize metabolic efficiency under challenging conditions.
Collapse
Affiliation(s)
- Ana Perea-García
- Departament de Bioquímica i Biologia Molecular, Universitat de Valéencia, Burjassot, Valencia, Spain
| | - Amparo Sanz
- Departament de Biologia Vegetal, Universitat de València, Valencia, Spain
| | - Joaquín Moreno
- Departament de Bioquímica i Biologia Molecular, Universitat de Valéencia, Burjassot, Valencia, Spain
| | - Amparo Andrés-Bordería
- Departament de Bioquímica i Biologia Molecular, Universitat de Valéencia, Burjassot, Valencia, Spain
| | - Sonia Mayo de Andrés
- Departament de Bioquímica i Biologia Molecular, Universitat de Valéencia, Burjassot, Valencia, Spain
| | - Amanda M. Davis
- Department of Comparative Development and Genetics, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, Cologne, Germany
- Department of Biology, University of York, United Kingdom
| | - Peter Huijser
- Department of Comparative Development and Genetics, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, Cologne, Germany
| | - Seth J. Davis
- Department of Comparative Development and Genetics, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, Cologne, Germany
- Department of Biology, University of York, United Kingdom
| | - Lola Peñarrubia
- Departament de Bioquímica i Biologia Molecular, Universitat de Valéencia, Burjassot, Valencia, Spain
| |
Collapse
|
165
|
Tanigaki Y, Higashi T, Takayama K, Nagano AJ, Honjo MN, Fukuda H. Transcriptome Analysis of Plant Hormone-Related Tomato (Solanum lycopersicum) Genes in a Sunlight-Type Plant Factory. PLoS One 2015; 10:e0143412. [PMID: 26624004 PMCID: PMC4666670 DOI: 10.1371/journal.pone.0143412] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Accepted: 11/04/2015] [Indexed: 11/18/2022] Open
Abstract
In plant factories, measurements of plant conditions are necessary at an early stage of growth to predict harvest times of high value-added crops. Moreover, harvest qualities depend largely on environmental stresses that elicit plant hormone responses. However, the complexities of plant hormone networks have not been characterized under nonstress conditions. In the present study, we determined temporal expression profiles of all genes and then focused on plant hormone pathways using RNA-Seq analyses of gene expression in tomato leaves every 2 h for 48 h. In these experiments, temporally expressed genes were found in the hormone synthesis pathways for salicylic acid, abscisic acid, ethylene, and jasmonic acid. The timing of CAB expression 1 (TOC1) and abscisic acid insensitive 1 (ABA1) and open stomata 1 (OST1) control gating stomata. In this study, compare with tomato and Arabidopsis thaliana, expression patterns of TOC1 have similarity. In contrast, expression patterns of tomato ABI1 and OST1 had expression peak at different time. These findings suggest that the regulation of gating stomata does not depend predominantly on TOC1 and significantly reflects the extracellular environment. The present data provide new insights into relationships between temporally expressed plant hormone-related genes and clock genes under normal sunlight conditions.
Collapse
Affiliation(s)
- Yusuke Tanigaki
- Department of Mechanical Engineering, Graduate School of Engineering, Osaka Prefecture University, Sakai, Osaka, Japan
| | - Takanobu Higashi
- Department of Applied Life Sciences, Graduate School of Life and Environmental Sciences, Osaka Prefecture University, Sakai, Osaka, Japan
| | - Kotaro Takayama
- Faculty of Agriculture, National University Corporation Ehime University, Matsuyama, Japan
| | - Atsushi J. Nagano
- Faculty of Agriculture, Ryukoku University, Otsu-shi, Shiga, Japan
- JST PRESTO, Honcho, Kawaguchi, Saitama, Japan
- Center for Ecological Research, Kyoto University, Hirano, Otsu, Shiga, Japan
| | - Mie N. Honjo
- Center for Ecological Research, Kyoto University, Hirano, Otsu, Shiga, Japan
| | - Hirokazu Fukuda
- Department of Mechanical Engineering, Graduate School of Engineering, Osaka Prefecture University, Sakai, Osaka, Japan
- * E-mail:
| |
Collapse
|
166
|
Zheng XY, Zhou M, Yoo H, Pruneda-Paz JL, Spivey NW, Kay SA, Dong X. Spatial and temporal regulation of biosynthesis of the plant immune signal salicylic acid. Proc Natl Acad Sci U S A 2015; 112:9166-73. [PMID: 26139525 PMCID: PMC4522758 DOI: 10.1073/pnas.1511182112] [Citation(s) in RCA: 141] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
The plant hormone salicylic acid (SA) is essential for local defense and systemic acquired resistance (SAR). When plants, such as Arabidopsis, are challenged by different pathogens, an increase in SA biosynthesis generally occurs through transcriptional induction of the key synthetic enzyme isochorismate synthase 1 (ICS1). However, the regulatory mechanism for this induction is poorly understood. Using a yeast one-hybrid screen, we identified two transcription factors (TFs), NTM1-like 9 (NTL9) and CCA1 hiking expedition (CHE), as activators of ICS1 during specific immune responses. NTL9 is essential for inducing ICS1 and two other SA synthesis-related genes, phytoalexin-deficient 4 (PAD4) and enhanced disease susceptibility 1 (EDS1), in guard cells that form stomata. Stomata can quickly close upon challenge to block pathogen entry. This stomatal immunity requires ICS1 and the SA signaling pathway. In the ntl9 mutant, this response is defective and can be rescued by exogenous application of SA, indicating that NTL9-mediated SA synthesis is essential for stomatal immunity. CHE, the second identified TF, is a central circadian clock oscillator and is required not only for the daily oscillation in SA levels but also for the pathogen-induced SA synthesis in systemic tissues during SAR. CHE may also regulate ICS1 through the known transcription activators calmodulin binding protein 60g (CBP60g) and systemic acquired resistance deficient 1 (SARD1) because induction of these TF genes is compromised in the che-2 mutant. Our study shows that SA biosynthesis is regulated by multiple TFs in a spatial and temporal manner and therefore fills a gap in the signal transduction pathway between pathogen recognition and SA production.
Collapse
Affiliation(s)
- Xiao-Yu Zheng
- Howard Hughes Medical Institute-Gordon and Betty Moore Foundation, Duke University, Durham, NC 27708; Department of Biology, Duke University, Durham, NC 27708
| | - Mian Zhou
- Howard Hughes Medical Institute-Gordon and Betty Moore Foundation, Duke University, Durham, NC 27708; Department of Biology, Duke University, Durham, NC 27708
| | - Heejin Yoo
- Howard Hughes Medical Institute-Gordon and Betty Moore Foundation, Duke University, Durham, NC 27708; Department of Biology, Duke University, Durham, NC 27708
| | - Jose L Pruneda-Paz
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA 92093; Center for Chronobiology, University of California, San Diego, La Jolla, CA 92093
| | - Natalie Weaver Spivey
- Howard Hughes Medical Institute-Gordon and Betty Moore Foundation, Duke University, Durham, NC 27708; Department of Biology, Duke University, Durham, NC 27708
| | - Steve A Kay
- Center for Chronobiology, University of California, San Diego, La Jolla, CA 92093; Molecular and Computational Biology Section, University of Southern California, Los Angeles, CA 90089
| | - Xinnian Dong
- Howard Hughes Medical Institute-Gordon and Betty Moore Foundation, Duke University, Durham, NC 27708; Department of Biology, Duke University, Durham, NC 27708;
| |
Collapse
|
167
|
Miller M, Song Q, Shi X, Juenger TE, Chen ZJ. Natural variation in timing of stress-responsive gene expression predicts heterosis in intraspecific hybrids of Arabidopsis. Nat Commun 2015; 6:7453. [PMID: 26154604 DOI: 10.1038/ncomms8453] [Citation(s) in RCA: 78] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2014] [Accepted: 05/11/2015] [Indexed: 11/09/2022] Open
Abstract
The genetic distance between hybridizing parents affects heterosis; however, the mechanisms for this remain unclear. Here we report that this genetic distance correlates with natural variation and epigenetic regulation of circadian clock-mediated stress responses. In intraspecific hybrids of Arabidopsis thaliana, genome-wide expression of many biotic and abiotic stress-responsive genes is diurnally repressed and this correlates with biomass heterosis and biomass quantitative trait loci. Expression differences of selected stress-responsive genes among diverse ecotypes are predictive of heterosis in their hybrids. Stress-responsive genes are repressed in the hybrids under normal conditions but are induced to mid-parent or higher levels under stress at certain times of the day, potentially balancing the tradeoff between stress responses and growth. Consistent with this hypothesis, repression of two candidate stress-responsive genes increases growth vigour. Our findings may therefore provide new criteria for effectively selecting parents to produce high- or low-yield hybrids.
Collapse
Affiliation(s)
- Marisa Miller
- Departments of Molecular Biosciences and of Integrative Biology, Center for Computational Biology and Bioinformatics, Institute for Cellular and Molecular Biology, The University of Texas at Austin, Austin, Texas 78712, USA
| | - Qingxin Song
- Departments of Molecular Biosciences and of Integrative Biology, Center for Computational Biology and Bioinformatics, Institute for Cellular and Molecular Biology, The University of Texas at Austin, Austin, Texas 78712, USA
| | - Xiaoli Shi
- Departments of Molecular Biosciences and of Integrative Biology, Center for Computational Biology and Bioinformatics, Institute for Cellular and Molecular Biology, The University of Texas at Austin, Austin, Texas 78712, USA
| | - Thomas E Juenger
- Departments of Molecular Biosciences and of Integrative Biology, Center for Computational Biology and Bioinformatics, Institute for Cellular and Molecular Biology, The University of Texas at Austin, Austin, Texas 78712, USA
| | - Z Jeffrey Chen
- 1] Departments of Molecular Biosciences and of Integrative Biology, Center for Computational Biology and Bioinformatics, Institute for Cellular and Molecular Biology, The University of Texas at Austin, Austin, Texas 78712, USA [2] State Key Laboratory of Crop Genetics and Germplasm Enhancement, Nanjing Agricultural University, 1 Weigang Road, Nanjing 210095, China
| |
Collapse
|
168
|
Horvath DP, Hansen SA, Moriles-Miller JP, Pierik R, Yan C, Clay DE, Scheffler B, Clay SA. RNAseq reveals weed-induced PIF3-like as a candidate target to manipulate weed stress response in soybean. THE NEW PHYTOLOGIST 2015; 207:196-210. [PMID: 25711503 DOI: 10.1111/nph.13351] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2015] [Accepted: 01/30/2015] [Indexed: 05/20/2023]
Abstract
Weeds reduce yield in soybeans (Glycine max) through incompletely defined mechanisms. The effects of weeds on the soybean transcriptome were evaluated in field conditions during four separate growing seasons. RNASeq data were collected from six biological samples of soybeans growing with or without weeds. Weed species and the methods to maintain weed-free controls varied between years to mitigate treatment effects, and to allow detection of general soybean weed responses. Soybean plants were not visibly nutrient- or water-stressed. We identified 55 consistently downregulated genes in weedy plots. Many of the downregulated genes were heat shock genes. Fourteen genes were consistently upregulated. Several transcription factors including a PHYTOCHROME INTERACTING FACTOR 3-like gene (PIF3) were included among the upregulated genes. Gene set enrichment analysis indicated roles for increased oxidative stress and jasmonic acid signaling responses during weed stress. The relationship of this weed-induced PIF3 gene to genes involved in shade avoidance responses in Arabidopsis provide evidence that this gene may be important in the response of soybean to weeds. These results suggest that the weed-induced PIF3 gene will be a target for manipulating weed tolerance in soybean.
Collapse
Affiliation(s)
- David P Horvath
- Sunflower and Plant Biology Research Unit, USDA-ARS, Fargo, ND, 58102, USA
| | - Stephanie A Hansen
- Plant Biology Department, South Dakota State University, Brookings, SD, 57006, USA
| | | | - Ronald Pierik
- Graduate School of Life Sciences, Universiteit Utrecht, Utrecht, the Netherlands
| | - Changhui Yan
- Computer Science Department, North Dakota State University, Fargo, ND, 58105, USA
| | - David E Clay
- Plant Biology Department, South Dakota State University, Brookings, SD, 57006, USA
| | - Brian Scheffler
- MSA Genomics Laboratory, USDA-ARS, Stoneville, MS, 38776, USA
| | - Sharon A Clay
- Plant Biology Department, South Dakota State University, Brookings, SD, 57006, USA
| |
Collapse
|
169
|
Choudhary MK, Nomura Y, Wang L, Nakagami H, Somers DE. Quantitative Circadian Phosphoproteomic Analysis of Arabidopsis Reveals Extensive Clock Control of Key Components in Physiological, Metabolic, and Signaling Pathways. Mol Cell Proteomics 2015; 14:2243-60. [PMID: 26091701 DOI: 10.1074/mcp.m114.047183] [Citation(s) in RCA: 76] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2014] [Indexed: 01/01/2023] Open
Abstract
The circadian clock provides adaptive advantages to an organism, resulting in increased fitness and survival. The phosphorylation events that regulate circadian-dependent signaling and the processes which post-translationally respond to clock-gated signals are largely unknown. To better elucidate post-translational events tied to the circadian system we carried out a survey of circadian-regulated protein phosphorylation events in Arabidopsis seedlings. A large-scale mass spectrometry-based quantitative phosphoproteomics approach employing TiO2-based phosphopeptide enrichment techniques identified and quantified 1586 phosphopeptides on 1080 protein groups. A total of 102 phosphopeptides displayed significant changes in abundance, enabling the identification of specific patterns of response to circadian rhythms. Our approach was sensitive enough to quantitate oscillations in the phosphorylation of low abundance clock proteins (early flowering4; ELF4 and pseudoresponse regulator3; PRR3) as well as other transcription factors and kinases. During constant light, extensive cyclic changes in phosphorylation status occurred in critical regulators, implicating direct or indirect regulation by the circadian system. These included proteins influencing transcriptional regulation, translation, metabolism, stress and phytohormones-mediated responses. We validated our analysis using the elf4-211 allele, in which an S45L transition removes the phosphorylation herein identified. We show that removal of this phosphorylatable site diminishes interaction with early flowering3 (ELF3), a key partner in a tripartite evening complex required for circadian cycling. elf4-211 lengthens period, which increases with increasing temperature, relative to the wild type, resulting in a more stable temperature compensation of circadian period over a wider temperature range.
Collapse
Affiliation(s)
- Mani Kant Choudhary
- From the ‡Division of Integrative Biosciences and Biotechnology, POSTECH, Hyojadong, Pohang, Kyungbuk, 790-784, Republic of Korea
| | - Yuko Nomura
- ¶Plant Proteomics Research Unit, RIKEN Center for Sustainable Resource Science (CSRS), Yokohama, Kanagawa, 230-0045, Japan
| | - Lei Wang
- From the ‡Division of Integrative Biosciences and Biotechnology, POSTECH, Hyojadong, Pohang, Kyungbuk, 790-784, Republic of Korea §Department of Molecular Genetics, The Ohio State University, Columbus, Ohio 43210; ‖Key Laboratory of Plant Molecular Physiology, Institute of Botany, Chinese Academy of Sciences, Beijing 100093, China
| | - Hirofumi Nakagami
- ¶Plant Proteomics Research Unit, RIKEN Center for Sustainable Resource Science (CSRS), Yokohama, Kanagawa, 230-0045, Japan
| | - David E Somers
- From the ‡Division of Integrative Biosciences and Biotechnology, POSTECH, Hyojadong, Pohang, Kyungbuk, 790-784, Republic of Korea §Department of Molecular Genetics, The Ohio State University, Columbus, Ohio 43210;
| |
Collapse
|
170
|
Augustin MM, Ruzicka DR, Shukla AK, Augustin JM, Starks CM, O’Neil-Johnson M, McKain MR, Evans BS, Barrett MD, Smithson A, Wong GKS, Deyholos MK, Edger PP, Pires JC, Leebens-Mack JH, Mann DA, Kutchan TM. Elucidating steroid alkaloid biosynthesis in Veratrum californicum: production of verazine in Sf9 cells. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2015; 82:991-1003. [PMID: 25939370 PMCID: PMC4464957 DOI: 10.1111/tpj.12871] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2014] [Revised: 04/15/2015] [Accepted: 04/24/2015] [Indexed: 05/05/2023]
Abstract
Steroid alkaloids have been shown to elicit a wide range of pharmacological effects that include anticancer and antifungal activities. Understanding the biosynthesis of these molecules is essential to bioengineering for sustainable production. Herein, we investigate the biosynthetic pathway to cyclopamine, a steroid alkaloid that shows promising antineoplastic activities. Supply of cyclopamine is limited, as the current source is solely derived from wild collection of the plant Veratrum californicum. To elucidate the early stages of the pathway to cyclopamine, we interrogated a V. californicum RNA-seq dataset using the cyclopamine accumulation profile as a predefined model for gene expression with the pattern-matching algorithm Haystack. Refactoring candidate genes in Sf9 insect cells led to discovery of four enzymes that catalyze the first six steps in steroid alkaloid biosynthesis to produce verazine, a predicted precursor to cyclopamine. Three of the enzymes are cytochromes P450 while the fourth is a γ-aminobutyrate transaminase; together they produce verazine from cholesterol.
Collapse
Affiliation(s)
| | - Dan R. Ruzicka
- Donald Danforth Plant Science Center, St. Louis, Missouri, USA
- Monsanto Company, 700 Chesterfield Parkway West, St Louis, MO 63017
| | - Ashutosh K. Shukla
- Donald Danforth Plant Science Center, St. Louis, Missouri, USA
- CSIR-Central Institute of Medicinal and Aromatic Plants, P.O. CIMAP, Lucknow 226015, Uttar Pradesh, India
| | | | | | | | | | | | - Matt D. Barrett
- Botanic Gardens and Parks Authority Kings Park and Botanic Garden, West Perth, Australia
- School of Plant Biology, University of Western Australia, Perth, Australia
| | - Ann Smithson
- Botanic Gardens and Parks Authority Kings Park and Botanic Garden, West Perth, Australia
- School of Plant Biology, University of Western Australia, Perth, Australia
| | - Gane Ka-Shu Wong
- Department of Biological Sciences, University of Alberta, Edmonton AB, Canada
- Department of Medicine, University of Alberta, Edmonton AB, Canada
- BGI-Shenzhen, Beishan Industrial Zone, Yantian District, Shenzhen, China
| | | | - Patrick P. Edger
- Bond Life Sciences Center, Division of Biological Sciences, University of Missouri, Columbia, Missouri, USA
- Department of Plant and Microbial Biology, University of California, Berkeley, California, USA
| | - J. Chris Pires
- Bond Life Sciences Center, Division of Biological Sciences, University of Missouri, Columbia, Missouri, USA
| | | | - David A. Mann
- Infinity Pharmaceuticals, Cambridge, Massachusetts, USA
- Cellular Dynamics International, 525 Science Drive, Madison, WI 53711
| | - Toni M. Kutchan
- Donald Danforth Plant Science Center, St. Louis, Missouri, USA
| |
Collapse
|
171
|
Wu G, Zhu J, Yu J, Zhou L, Huang JZ, Zhang Z. Evaluation of five methods for genome-wide circadian gene identification. J Biol Rhythms 2015; 29:231-42. [PMID: 25238853 DOI: 10.1177/0748730414537788] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Identification of circadian-regulated genes based on temporal transcriptome data is important for studying the regulation mechanism of the circadian system. However, various computational methods adopting different strategies for the identification of cycling transcripts usually yield inconsistent results even for the same dataset, making it challenging to choose the optimal method for a specific circadian study. To address this challenge, we evaluate 5 popular methods, including ARSER (ARS), COSOPT (COS), Fisher's G test (FIS), HAYSTACK (HAY), and JTK_CYCLE (JTK), based on both simulated and empirical datasets. Our results show that increasing the number of total samples (through improving sampling frequency or lengthening the sampling time window) is beneficial for computational methods to accurately identify circadian transcripts and measure circadian phase. For a given number of total samples, higher sampling frequency is more important for HAY and JTK, and the longer sampling time window is more crucial for ARS and COS, as testified on simulated and empirical datasets from which circadian signals are computationally identified. In addition, the preference of higher sampling frequency or the longer sampling time window is also obvious for JTK, ARS, and COS in estimating circadian phases of simulated periodic profiles. Our results also indicate that attention should be paid to the significance threshold that is used for each method in selecting circadian genes, especially when analyzing the same empirical dataset with 2 or more methods. To summarize, for any study involving genome-wide identification of circadian genes from transcriptome data, our evaluation results provide suggestions for the selection of an optimal method based on specific goal and experimental design.
Collapse
Affiliation(s)
- Gang Wu
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China
| | - Jiang Zhu
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Jun Yu
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China
| | - Lan Zhou
- Department of Statistics, Texas A&M University, College Station, Texas, USA
| | - Jianhua Z Huang
- Department of Statistics, Texas A&M University, College Station, Texas, USA
| | - Zhang Zhang
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China
| |
Collapse
|
172
|
Tindall AJ, Waller J, Greenwood M, Gould PD, Hartwell J, Hall A. A comparison of high-throughput techniques for assaying circadian rhythms in plants. PLANT METHODS 2015; 11:32. [PMID: 25987891 PMCID: PMC4435651 DOI: 10.1186/s13007-015-0071-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2015] [Accepted: 04/02/2015] [Indexed: 05/26/2023]
Abstract
Over the last two decades, the development of high-throughput techniques has enabled us to probe the plant circadian clock, a key coordinator of vital biological processes, in ways previously impossible. With the circadian clock increasingly implicated in key fitness and signalling pathways, this has opened up new avenues for understanding plant development and signalling. Our tool-kit has been constantly improving through continual development and novel techniques that increase throughput, reduce costs and allow higher resolution on the cellular and subcellular levels. With circadian assays becoming more accessible and relevant than ever to researchers, in this paper we offer a review of the techniques currently available before considering the horizons in circadian investigation at ever higher throughputs and resolutions.
Collapse
Affiliation(s)
- Andrew J Tindall
- Institute of Integrative Biology, University of Liverpool, Crown Street, Liverpool, UK
| | - Jade Waller
- Institute of Integrative Biology, University of Liverpool, Crown Street, Liverpool, UK
| | - Mark Greenwood
- Institute of Integrative Biology, University of Liverpool, Crown Street, Liverpool, UK
| | - Peter D Gould
- Institute of Integrative Biology, University of Liverpool, Crown Street, Liverpool, UK
| | - James Hartwell
- Institute of Integrative Biology, University of Liverpool, Crown Street, Liverpool, UK
| | - Anthony Hall
- Institute of Integrative Biology, University of Liverpool, Crown Street, Liverpool, UK
| |
Collapse
|
173
|
Miyazaki Y, Abe H, Takase T, Kobayashi M, Kiyosue T. Overexpression of LOV KELCH protein 2 confers dehydration tolerance and is associated with enhanced expression of dehydration-inducible genes in Arabidopsis thaliana. PLANT CELL REPORTS 2015; 34:843-52. [PMID: 25627253 DOI: 10.1007/s00299-015-1746-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2014] [Revised: 12/19/2014] [Accepted: 01/12/2015] [Indexed: 05/23/2023]
Abstract
The overexpression of LKP2 confers dehydration tolerance in Arabidopsis thaliana ; this is likely due to enhanced expression of dehydration-inducible genes and reduced stomatal opening. LOV KELCH protein 2 (LKP2) modulates the circadian rhythm and flowering time in plants. In this study, we observed that LKP2 overexpression enhanced dehydration tolerance in Arabidopsis. Microarray analysis demonstrated that expression of water deprivation-responsive genes was higher in the absence of dehydration stress in transgenic Arabidopsis plants expressing green fluorescent protein-tagged LKP2 (GFP-LKP2) than in control transgenic plants expressing GFP. After dehydration followed by rehydration, GFP-LKP2 plants developed more leaves and roots and exhibited higher survival rates than control plants. In the absence of dehydration stress, four dehydration-inducible genes, namely DREB1A, DREB1B, DREB1C, and RD29A, were expressed in GFP-LKP2 plants, whereas they were not expressed or were expressed at low levels in control plants. Under dehydration stress, the expression of DREB2B and RD29A peaked faster in the GFP-LKP2 plants than in control plants. The stomatal aperture of GFP-LKP2 plants was smaller than that of control plants. These results suggest that the dehydration tolerance of GFP-LKP2 plants is caused by upregulation of DREB1A-C/CBF1-3 and their downstream targets; restricted stomatal opening in the absence of dehydration stress also appears to contribute to the phenotype. The rapid and high expression of DREB2B and its downstream target genes also likely accounts for some features of the GFP-LKP2 phenotype. Our results suggest that LKP2 can be used for biotechnological applications not only to adjust the flowering time control but also to enhance dehydration tolerance.
Collapse
Affiliation(s)
- Yuji Miyazaki
- Department of Life Science, Faculty of Science, Gakushuin University, 1-5-1 Mejiro, Toshima-ku, Tokyo, 171-8588, Japan
| | | | | | | | | |
Collapse
|
174
|
Gehan MA, Greenham K, Mockler TC, McClung CR. Transcriptional networks-crops, clocks, and abiotic stress. CURRENT OPINION IN PLANT BIOLOGY 2015; 24:39-46. [PMID: 25646668 DOI: 10.1016/j.pbi.2015.01.004] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/12/2014] [Revised: 01/07/2015] [Accepted: 01/08/2015] [Indexed: 05/20/2023]
Abstract
Several factors affect the yield potential and geographical range of crops including the circadian clock, water availability, and seasonal temperature changes. In order to sustain and increase plant productivity on marginal land in the face of both biotic and abiotic stresses, we need to more efficiently generate stress-resistant crops through marker-assisted breeding, genetic modification, and new genome-editing technologies. To leverage these strategies for producing the next generation of crops, future transcriptomic data acquisition should be pursued with an appropriate temporal design and analyzed with a network-centric approach. The following review focuses on recent developments in abiotic stress transcriptional networks in economically important crops and will highlight the utility of correlation-based network analysis and applications.
Collapse
Affiliation(s)
- Malia A Gehan
- Donald Danforth Plant Science Center, St. Louis, MO 63132, United States
| | - Kathleen Greenham
- Department of Biological Sciences, Dartmouth College, Hanover, NH 03755, United States
| | - Todd C Mockler
- Donald Danforth Plant Science Center, St. Louis, MO 63132, United States
| | - C Robertson McClung
- Department of Biological Sciences, Dartmouth College, Hanover, NH 03755, United States.
| |
Collapse
|
175
|
Seaton DD, Smith RW, Song YH, MacGregor DR, Stewart K, Steel G, Foreman J, Penfield S, Imaizumi T, Millar AJ, Halliday KJ. Linked circadian outputs control elongation growth and flowering in response to photoperiod and temperature. Mol Syst Biol 2015; 11:776. [PMID: 25600997 PMCID: PMC4332151 DOI: 10.15252/msb.20145766] [Citation(s) in RCA: 69] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
Clock-regulated pathways coordinate the response of many developmental processes to changes in photoperiod and temperature. We model two of the best-understood clock output pathways in Arabidopsis, which control key regulators of flowering and elongation growth. In flowering, the model predicted regulatory links from the clock to CYCLING DOF FACTOR 1 (CDF1) and FLAVIN-BINDING, KELCH REPEAT, F-BOX 1 (FKF1) transcription. Physical interaction data support these links, which create threefold feed-forward motifs from two clock components to the floral regulator FT. In hypocotyl growth, the model described clock-regulated transcription of PHYTOCHROME-INTERACTING FACTOR 4 and 5 (PIF4, PIF5), interacting with post-translational regulation of PIF proteins by phytochrome B (phyB) and other light-activated pathways. The model predicted bimodal and end-of-day PIF activity profiles that are observed across hundreds of PIF-regulated target genes. In the response to temperature, warmth-enhanced PIF4 activity explained the observed hypocotyl growth dynamics but additional, temperature-dependent regulators were implicated in the flowering response. Integrating these two pathways with the clock model highlights the molecular mechanisms that coordinate plant development across changing conditions.
Collapse
Affiliation(s)
- Daniel D Seaton
- SynthSys and School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Robert W Smith
- SynthSys and School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Young Hun Song
- Department of Biology, University of Washington, Seattle, WA, USA
| | | | - Kelly Stewart
- SynthSys and School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Gavin Steel
- SynthSys and School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Julia Foreman
- SynthSys and School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | | | - Takato Imaizumi
- Department of Biology, University of Washington, Seattle, WA, USA
| | - Andrew J Millar
- SynthSys and School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Karen J Halliday
- SynthSys and School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| |
Collapse
|
176
|
Vogt JHM, Schippers JHM. Setting the PAS, the role of circadian PAS domain proteins during environmental adaptation in plants. FRONTIERS IN PLANT SCIENCE 2015; 6:513. [PMID: 26217364 PMCID: PMC4496561 DOI: 10.3389/fpls.2015.00513] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
The per-ARNT-sim (PAS) domain represents an ancient protein module that can be found across all kingdoms of life. The domain functions as a sensing unit for a diverse array of signals, including molecular oxygen, small metabolites, and light. In plants, several PAS domain-containing proteins form an integral part of the circadian clock and regulate responses to environmental change. Moreover, these proteins function in pathways that control development and plant stress adaptation responses. Here, we discuss the role of PAS domain-containing proteins in anticipation, and adaptation to environmental changes in plants.
Collapse
Affiliation(s)
- Julia H. M. Vogt
- Institute of Biochemistry and Biology, University of Potsdam, Potsdam, Germany
| | - Jos H. M. Schippers
- Institute for Biology I, RWTH Aachen University, Aachen, Germany
- *Correspondence: Jos H. M. Schippers, Institute for Biology I, RWTH Aachen University, Worringerweg 1, 52074 Aachen, Germany,
| |
Collapse
|
177
|
Romanowski A, Yanovsky MJ. Circadian rhythms and post-transcriptional regulation in higher plants. FRONTIERS IN PLANT SCIENCE 2015; 6:437. [PMID: 26124767 PMCID: PMC4464108 DOI: 10.3389/fpls.2015.00437] [Citation(s) in RCA: 58] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2015] [Accepted: 05/28/2015] [Indexed: 05/06/2023]
Abstract
The circadian clock of plants allows them to cope with daily changes in their environment. This is accomplished by the rhythmic regulation of gene expression, in a process that involves many regulatory steps. One of the key steps involved at the RNA level is post-transcriptional regulation, which ensures a correct control on the different amounts and types of mRNA that will ultimately define the current physiological state of the plant cell. Recent advances in the study of the processes of regulation of pre-mRNA processing, RNA turn-over and surveillance, regulation of translation, function of lncRNAs, biogenesis and function of small RNAs, and the development of bioinformatics tools have helped to vastly expand our understanding of how this regulatory step performs its role. In this work we review the current progress in circadian regulation at the post-transcriptional level research in plants. It is the continuous interaction of all the information flow control post-transcriptional processes that allow a plant to precisely time and predict daily environmental changes.
Collapse
Affiliation(s)
| | - Marcelo J. Yanovsky
- *Correspondence: Marcelo J. Yanovsky, Laboratorio de Genómica Comparativa del Desarrollo Vegetal, Fundación Instituto Leloir, IIBBA-CONICET, Avenida Patricias Argentinas 435, Buenos Aires C1405BWE, Argentina,
| |
Collapse
|
178
|
Abstract
The circadian clock modulates plant responses to environmental stimuli. In a recent study we showed that light and the circadian clock regulate daily changes in sensitivity to short treatments of high UV-B. Here we demonstrate that these time dependent changes in UV-B stress sensitivity are not mediated by the UV-B receptor UV resistantce locus 8. We also discuss the potential mechanisms involved in this process and the role of the circadian clock in the acclimation to UV-B.
Collapse
Key Words
- COP1, CONSTITUTIVELY PHOTOMORPHOGENIC 1
- ELF3, EARLY FLOWERING 3
- ELF4, EARLY FLOWERING 4
- HY5, ELONGATED HYPOCOTYL 5
- HYH, HY5 HOMOLOGUE
- LUX, LUX ARRHYTHMO
- PHR1, PHOTOLYASE 1
- UV-B, circadian, UVR8, stress, adaptation, transcription
- UVH1, ULTRAVIOLET HYPERSENSITIVE 1
- UVR3, UV RESISTANCE LOCUS 3
- UVR8, UV RESISTANCE LOCUS 8
Collapse
Affiliation(s)
- Elyse Horak
- Department of Plant Biology; Michigan State University; East Lansing, MI USA
| | - Eva M. Farré
- Department of Plant Biology; Michigan State University; East Lansing, MI USA
- Correspondence to: Eva M. Farré;
| |
Collapse
|
179
|
Howe GT, Horvath DP, Dharmawardhana P, Priest HD, Mockler TC, Strauss SH. Extensive Transcriptome Changes During Natural Onset and Release of Vegetative Bud Dormancy in Populus. FRONTIERS IN PLANT SCIENCE 2015; 6:989. [PMID: 26734012 PMCID: PMC4681841 DOI: 10.3389/fpls.2015.00989] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2014] [Accepted: 10/29/2015] [Indexed: 05/19/2023]
Abstract
To survive winter, many perennial plants become endodormant, a state of suspended growth maintained even in favorable growing environments. To understand vegetative bud endodormancy, we collected paradormant, endodormant, and ecodormant axillary buds from Populus trees growing under natural conditions. Of 44,441 Populus gene models analyzed using NimbleGen microarrays, we found that 1,362 (3.1%) were differentially expressed among the three dormancy states, and 429 (1.0%) were differentially expressed during only one of the two dormancy transitions (FDR p-value < 0.05). Of all differentially expressed genes, 69% were down-regulated from paradormancy to endodormancy, which was expected given the lower metabolic activity associated with endodormancy. Dormancy transitions were accompanied by changes in genes associated with DNA methylation (via RNA-directed DNA methylation) and histone modifications (via Polycomb Repressive Complex 2), confirming and extending knowledge of chromatin modifications as major features of dormancy transitions. Among the chromatin-associated genes, two genes similar to SPT (SUPPRESSOR OF TY) were strongly up-regulated during endodormancy. Transcription factor genes and gene sets that were atypically up-regulated during endodormancy include a gene that seems to encode a trihelix transcription factor and genes associated with proteins involved in responses to ethylene, cold, and other abiotic stresses. These latter transcription factors include ETHYLENE INSENSITIVE 3 (EIN3), ETHYLENE-RESPONSIVE ELEMENT BINDING PROTEIN (EBP), ETHYLENE RESPONSE FACTOR (ERF), ZINC FINGER PROTEIN 10 (ZAT10), ZAT12, and WRKY DNA-binding domain proteins. Analyses of phytohormone-associated genes suggest important changes in responses to ethylene, auxin, and brassinosteroids occur during endodormancy. We found weaker evidence for changes in genes associated with salicylic acid and jasmonic acid, and little evidence for important changes in genes associated with gibberellins, abscisic acid, and cytokinin. We identified 315 upstream sequence motifs associated with eight patterns of gene expression, including novel motifs and motifs associated with the circadian clock and responses to photoperiod, cold, dehydration, and ABA. Analogies between flowering and endodormancy suggest important roles for genes similar to SQUAMOSA-PROMOTER BINDING PROTEIN-LIKE (SPL), DORMANCY ASSOCIATED MADS-BOX (DAM), and SUPPRESSOR OF OVEREXPRESSION OF CONSTANS 1 (SOC1).
Collapse
Affiliation(s)
- Glenn T. Howe
- Department of Forest Ecosystems and Society, Oregon State UniversityCorvallis, OR, USA
| | - David P. Horvath
- Biosciences Research Laboratory, United States Department of Agriculture-Agricultural Research ServiceFargo, ND, USA
| | - Palitha Dharmawardhana
- Department of Forest Ecosystems and Society, Oregon State UniversityCorvallis, OR, USA
- Department of Botany and Plant Pathology, Oregon State UniversityCorvallis, OR, USA
| | - Henry D. Priest
- Donald Danforth Plant Science CenterSaint Louis, MO, USA
- Division of Biology and Biomedical Sciences, Washington University in Saint LouisSaint Louis, MO, USA
| | - Todd C. Mockler
- Department of Botany and Plant Pathology, Oregon State UniversityCorvallis, OR, USA
- Donald Danforth Plant Science CenterSaint Louis, MO, USA
| | - Steven H. Strauss
- Department of Forest Ecosystems and Society, Oregon State UniversityCorvallis, OR, USA
- *Correspondence: Steven H. Strauss,
| |
Collapse
|
180
|
Yoshida T, Fujita Y, Maruyama K, Mogami J, Todaka D, Shinozaki K, Yamaguchi-Shinozaki K. Four Arabidopsis AREB/ABF transcription factors function predominantly in gene expression downstream of SnRK2 kinases in abscisic acid signalling in response to osmotic stress. PLANT, CELL & ENVIRONMENT 2015; 38:35-49. [PMID: 24738645 PMCID: PMC4302978 DOI: 10.1111/pce.12351] [Citation(s) in RCA: 349] [Impact Index Per Article: 38.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2013] [Accepted: 04/08/2014] [Indexed: 05/18/2023]
Abstract
Under osmotic stress conditions such as drought and high salinity, the plant hormone abscisic acid (ABA) plays important roles in stress-responsive gene expression mainly through three bZIP transcription factors, AREB1/ABF2, AREB2/ABF4 and ABF3, which are activated by SNF1-related kinase 2s (SnRK2s) such as SRK2D/SnRK2.2, SRK2E/SnRK2.6 and SRK2I/SnRK2.3 (SRK2D/E/I). However, since the three AREB/ABFs are crucial, but not exclusive, for the SnRK2-mediated gene expression, transcriptional pathways governed by SRK2D/E/I are not fully understood. Here, we show that a bZIP transcription factor, ABF1, is a functional homolog of AREB1, AREB2 and ABF3 in ABA-dependent gene expression in Arabidopsis. Despite lower expression levels of ABF1 than those of the three AREB/ABFs, the areb1 areb2 abf3 abf1 mutant plants displayed increased sensitivity to drought and decreased sensitivity to ABA in primary root growth compared with the areb1 areb2 abf3 mutant. Genome-wide transcriptome analyses revealed that expression of downstream genes of SRK2D/E/I, which include many genes functioning in osmotic stress responses and tolerance such as transcription factors and LEA proteins, was mostly impaired in the quadruple mutant. Thus, these results indicate that the four AREB/ABFs are the predominant transcription factors downstream of SRK2D/E/I in ABA signalling in response to osmotic stress during vegetative growth.
Collapse
Affiliation(s)
- Takuya Yoshida
- Laboratory of Plant Molecular Physiology, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo-ku, Tokyo, 113-8657, Japan
| | | | | | | | | | | | | |
Collapse
|
181
|
Grundy J, Stoker C, Carré IA. Circadian regulation of abiotic stress tolerance in plants. FRONTIERS IN PLANT SCIENCE 2015; 6:648. [PMID: 26379680 PMCID: PMC4550785 DOI: 10.3389/fpls.2015.00648] [Citation(s) in RCA: 111] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2015] [Accepted: 08/04/2015] [Indexed: 05/18/2023]
Abstract
Extremes of temperatures, drought and salinity cause widespread crop losses throughout the world and impose severe limitations on the amount of land that can be used for agricultural purposes. Hence, there is an urgent need to develop crops that perform better under such abiotic stress conditions. Here, we discuss intriguing, recent evidence that circadian clock contributes to plants' ability to tolerate different types of environmental stress, and to acclimate to them. The clock controls expression of a large fraction of abiotic stress-responsive genes, as well as biosynthesis and signaling downstream of stress response hormones. Conversely, abiotic stress results in altered expression and differential splicing of the clock genes, leading to altered oscillations of downstream stress-response pathways. We propose a range of mechanisms by which this intimate coupling between the circadian clock and environmental stress-response pathways may contribute to plant growth and survival under abiotic stress.
Collapse
Affiliation(s)
| | | | - Isabelle A. Carré
- *Correspondence: Isabelle A. Carré, School of Life Sciences, University of Warwick, Gibbet Hill Road, Coventry CV4 7AL, UK,
| |
Collapse
|
182
|
Abstract
Circadian rhythms are daily endogenous oscillations of behavior, metabolism, and physiology. At a molecular level, these oscillations are generated by transcriptional-translational feedback loops composed of core clock genes. In turn, core clock genes drive the rhythmic accumulation of downstream outputs-termed clock-controlled genes (CCGs)-whose rhythmic translation and function ultimately underlie daily oscillations at a cellular and organismal level. Given the circadian clock's profound influence on human health and behavior, considerable efforts have been made to systematically identify CCGs. The recent development of next-generation sequencing has dramatically expanded our ability to study the expression, processing, and stability of rhythmically expressed mRNAs. Nevertheless, like any new technology, there are many technical issues to be addressed. Here, we discuss considerations for studying circadian rhythms using genome scale transcriptional profiling, with a particular emphasis on RNA sequencing. We make a number of practical recommendations-including the choice of sampling density, read depth, alignment algorithms, read-depth normalization, and cycling detection algorithms-based on computational simulations and our experience from previous studies. We believe that these results will be of interest to the circadian field and help investigators design experiments to derive most values from these large and complex data sets.
Collapse
Affiliation(s)
- Jiajia Li
- Department of Biology, University of Missouri-St. Louis, St. Louis, Missouri, USA
| | - Gregory R Grant
- Department of Genetics, University of Pennsylvania, Philadelphia, Pennsylvania, USA; Penn Center for Bioinformatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - John B Hogenesch
- Department of Pharmacology, Institute for Translational Medicine and Therapeutics, University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania, USA
| | - Michael E Hughes
- Department of Biology, University of Missouri-St. Louis, St. Louis, Missouri, USA.
| |
Collapse
|
183
|
Monroe JD, Storm AR, Badley EM, Lehman MD, Platt SM, Saunders LK, Schmitz JM, Torres CE. β-Amylase1 and β-amylase3 are plastidic starch hydrolases in Arabidopsis That Seem to Be Adapted for Different Thermal, pH, and stress conditions. PLANT PHYSIOLOGY 2014; 166:1748-63. [PMID: 25293962 PMCID: PMC4256876 DOI: 10.1104/pp.114.246421] [Citation(s) in RCA: 72] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2014] [Accepted: 10/06/2014] [Indexed: 05/20/2023]
Abstract
Starch degradation in chloroplasts requires β-amylase (BAM) activity, which is encoded by a multigene family. Of nine Arabidopsis (Arabidopsis thaliana) BAM genes, six encode plastidic enzymes, but only four of these are catalytically active. In vegetative plants, BAM1 acts during the day in guard cells, whereas BAM3 is the dominant activity in mesophyll cells at night. Plastidic BAMs have been difficult to assay in leaf extracts, in part because of a cytosolic activity encoded by BAM5. We generated a series of double mutants lacking BAM5 and each of the active plastidic enzymes (BAM1, BAM2, BAM3, and BAM6) and found that most of the plastidic activity in 5-week-old plants was encoded by BAM1 and BAM3. Both of these activities were relatively constant during the day and the night. Analysis of leaf extracts from double mutants and purified BAM1 and BAM3 proteins revealed that these proteins have distinct properties. Using soluble starch as the substrate, BAM1 and BAM3 had optimum activity at pH 6.0 to 6.5, but at high pH, BAM1 was more active than BAM3, consistent with its known daytime role in the guard cell stroma. The optimum temperature for BAM1, which is transcriptionally induced by heat stress, was about 10°C higher than that of BAM3, which is transcriptionally induced by cold stress. The amino acid composition of BAM1 and BAM3 orthologs reflected differences that are consistent with known adaptations of proteins from heat- and cold-adapted organisms, suggesting that these day- and night-active enzymes have undergone thermal adaptation.
Collapse
Affiliation(s)
- Jonathan D Monroe
- Department of Biology, James Madison University, Harrisonburg, Virginia 22807
| | - Amanda R Storm
- Department of Biology, James Madison University, Harrisonburg, Virginia 22807
| | - Elizabeth M Badley
- Department of Biology, James Madison University, Harrisonburg, Virginia 22807
| | - Michael D Lehman
- Department of Biology, James Madison University, Harrisonburg, Virginia 22807
| | - Samantha M Platt
- Department of Biology, James Madison University, Harrisonburg, Virginia 22807
| | - Lauren K Saunders
- Department of Biology, James Madison University, Harrisonburg, Virginia 22807
| | - Jonathan M Schmitz
- Department of Biology, James Madison University, Harrisonburg, Virginia 22807
| | - Catherine E Torres
- Department of Biology, James Madison University, Harrisonburg, Virginia 22807
| |
Collapse
|
184
|
Endo M, Shimizu H, Nohales MA, Araki T, Kay SA. Tissue-specific clocks in Arabidopsis show asymmetric coupling. Nature 2014; 515:419-22. [PMID: 25363766 PMCID: PMC4270698 DOI: 10.1038/nature13919] [Citation(s) in RCA: 195] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2014] [Accepted: 09/30/2014] [Indexed: 12/19/2022]
Abstract
Many organisms rely on a circadian clock system to adapt to daily and seasonal environmental changes. The mammalian circadian clock consists of a central clock in the suprachiasmatic nucleus that has tightly coupled neurons and synchronizes other clocks in peripheral tissues. Plants also have a circadian clock, but plant circadian clock function has long been assumed to be uncoupled. Only a few studies have been able to show weak, local coupling among cells. Here, by implementing two novel techniques, we have performed a comprehensive tissue-specific analysis of leaf tissues, and show that the vasculature and mesophyll clocks asymmetrically regulate each other in Arabidopsis. The circadian clock in the vasculature has characteristics distinct from other tissues, cycles robustly without environmental cues, and affects circadian clock regulation in other tissues. Furthermore, we found that vasculature-enriched genes that are rhythmically expressed are preferentially expressed in the evening, whereas rhythmic mesophyll-enriched genes tend to be expressed in the morning. Our results set the stage for a deeper understanding of how the vasculature circadian clock in plants regulates key physiological responses such as flowering time.
Collapse
Affiliation(s)
- Motomu Endo
- Division of Integrated Life Science, Graduate School of Biostudies, Kyoto University, Sakyo, Kyoto 606-8501, Japan
- Japan Science and Technology Agency, PRESTO, 4-1-8 Honcho Kawaguchi, Saitama 332-0012, Japan
| | - Hanako Shimizu
- Division of Integrated Life Science, Graduate School of Biostudies, Kyoto University, Sakyo, Kyoto 606-8501, Japan
| | - Maria A. Nohales
- University of Southern California Molecular and Computational Biology, Department of Biology Dana and David Dornsife College of Letters, Arts and Science, Los Angeles, CA 90089, United States
| | - Takashi Araki
- Division of Integrated Life Science, Graduate School of Biostudies, Kyoto University, Sakyo, Kyoto 606-8501, Japan
| | - Steve A. Kay
- University of Southern California Molecular and Computational Biology, Department of Biology Dana and David Dornsife College of Letters, Arts and Science, Los Angeles, CA 90089, United States
| |
Collapse
|
185
|
Walter W, Striberny B, Gaquerel E, Baldwin IT, Kim SG, Heiland I. Improving the accuracy of expression data analysis in time course experiments using resampling. BMC Bioinformatics 2014; 15:352. [PMID: 25344112 PMCID: PMC4220062 DOI: 10.1186/s12859-014-0352-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2014] [Accepted: 10/16/2014] [Indexed: 11/29/2022] Open
Abstract
Background As time series experiments in higher eukaryotes usually obtain data from different individuals collected at the different time points, a time series sample itself is not equivalent to a true biological replicate but is, rather, a combination of several biological replicates. The analysis of expression data derived from a time series sample is therefore often performed with a low number of replicates due to budget limitations or limitations in sample availability. In addition, most algorithms developed to identify specific patterns in time series dataset do not consider biological variation in samples collected at the same conditions. Results Using artificial time course datasets, we show that resampling considerably improves the accuracy of transcripts identified as rhythmic. In particular, the number of false positives can be greatly reduced while at the same time the number of true positives can be maintained in the range of other methods currently used to determine rhythmically expressed genes. Conclusions The resampling approach described here therefore increases the accuracy of time series expression data analysis and furthermore emphasizes the importance of biological replicates in identifying oscillating genes. Resampling can be used for any time series expression dataset as long as the samples are acquired from independent individuals at each time point. Electronic supplementary material The online version of this article (doi:10.1186/s12859-014-0352-8) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Wencke Walter
- Department of Molecular Ecology, Max Planck Institute for Chemical Ecology, Hans-Knöll-Straße 8, D-07745, Jena, Germany.
| | - Bernd Striberny
- Department of Arctic and Marine Biology, UiT The Arctic University of Norway, Naturfagbygget, Dramsvegen 201, 9037, Tromsø, Norway.
| | - Emmanuel Gaquerel
- Department of Molecular Ecology, Max Planck Institute for Chemical Ecology, Hans-Knöll-Straße 8, D-07745, Jena, Germany. .,Center for Organismal Studies, University of Heidelberg, Im Neuenheimer Feld 360, 69120, Heidelberg, Germany.
| | - Ian T Baldwin
- Department of Molecular Ecology, Max Planck Institute for Chemical Ecology, Hans-Knöll-Straße 8, D-07745, Jena, Germany.
| | - Sang-Gyu Kim
- Department of Molecular Ecology, Max Planck Institute for Chemical Ecology, Hans-Knöll-Straße 8, D-07745, Jena, Germany. .,Center for Genome Engineering, Institute for Basic Science, Gwanak-ro 1, Gwanak-gu, Seoul, 151-747, South Korea.
| | - Ines Heiland
- Department of Arctic and Marine Biology, UiT The Arctic University of Norway, Naturfagbygget, Dramsvegen 201, 9037, Tromsø, Norway.
| |
Collapse
|
186
|
Wang L, Czedik-Eysenberg A, Mertz RA, Si Y, Tohge T, Nunes-Nesi A, Arrivault S, Dedow LK, Bryant DW, Zhou W, Xu J, Weissmann S, Studer A, Li P, Zhang C, LaRue T, Shao Y, Ding Z, Sun Q, Patel RV, Turgeon R, Zhu X, Provart NJ, Mockler TC, Fernie AR, Stitt M, Liu P, Brutnell TP. Comparative analyses of C4 and C3 photosynthesis in developing leaves of maize and rice. Nat Biotechnol 2014; 32:1158-65. [DOI: 10.1038/nbt.3019] [Citation(s) in RCA: 190] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2014] [Accepted: 08/14/2014] [Indexed: 01/29/2023]
|
187
|
Schommer C, Debernardi JM, Bresso EG, Rodriguez RE, Palatnik JF. Repression of cell proliferation by miR319-regulated TCP4. MOLECULAR PLANT 2014; 7:1533-44. [PMID: 25053833 DOI: 10.1093/mp/ssu084] [Citation(s) in RCA: 158] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Leaf development has been extensively studied on a genetic level. However, little is known about the interplay between the developmental regulators and the cell cycle machinery--a link that ultimately affects leaf form and size. miR319 is a conserved microRNA that regulates TCP transcription factors involved in multiple developmental pathways, including leaf development and senescence, organ curvature, and hormone biosynthesis and signaling. Here, we analyze the participation of TCP4 in the control of cell proliferation. A small increase in TCP4 activity has an immediate impact on leaf cell number, by significantly reducing cell proliferation. Plants with high TCP4 levels have a strong reduction in the expression of genes known to be active in G2-M phase of the cell cycle. Part of these effects is mediated by induction of miR396, which represses Growth-Regulating Factor (GRF) transcription factors. Detailed analysis revealed TCP4 to be a direct regulator of MIR396b. However, we found that TCP4 can control cell proliferation through additional pathways, and we identified a direct connection between TCP4 and ICK1/KRP1, a gene involved in the progression of the cell cycle. Our results show that TCP4 can activate different pathways that repress cell proliferation.
Collapse
Affiliation(s)
- Carla Schommer
- IBR (Instituto de Biología Molecular y Celular de Rosario), CONICET and Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, 2000 Rosario, Argentina
| | - Juan M Debernardi
- IBR (Instituto de Biología Molecular y Celular de Rosario), CONICET and Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, 2000 Rosario, Argentina
| | - Edgardo G Bresso
- IBR (Instituto de Biología Molecular y Celular de Rosario), CONICET and Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, 2000 Rosario, Argentina
| | - Ramiro E Rodriguez
- IBR (Instituto de Biología Molecular y Celular de Rosario), CONICET and Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, 2000 Rosario, Argentina
| | - Javier F Palatnik
- IBR (Instituto de Biología Molecular y Celular de Rosario), CONICET and Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, 2000 Rosario, Argentina
| |
Collapse
|
188
|
FBH1 affects warm temperature responses in the Arabidopsis circadian clock. Proc Natl Acad Sci U S A 2014; 111:14595-600. [PMID: 25246594 DOI: 10.1073/pnas.1416666111] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
In Arabidopsis, the circadian clock allows the plant to coordinate daily external signals with internal processes, conferring enhanced fitness and growth vigor. Although external cues such as temperature can entrain the clock, an important feature of the clock is the ability to maintain a relatively constant period over a range of physiological temperatures; this ability is referred to as "temperature compensation." However, how temperature actually is perceived and integrated into the clock molecular circuitry remains largely unknown. In an effort to identify additional regulators of the circadian clock, including putative components that could modulate the clock response to changes in environmental signals, we identified in a previous large-scale screen a transcription factor that interacts with and regulates the promoter activity of a core clock gene. In this report, we characterized this transcription factor, flowering basic helix-loop-helix 1 (FBH1) that binds in vivo to the promoter of the key clock gene circadian clock-associated 1 (CCA1) and regulates its expression. We found that upon temperature changes, overexpression of FBH1 alters the pace of CCA1 expression by causing a period shortening and thus preventing the clock from buffering against this change in temperature. Furthermore, as is consistent with the current mechanistic model of feedback loops observed in the clock regulatory network, we also determined that CCA1 binds in vivo to the FBH1 promoter and regulates its expression. Together these results establish a role for FBH1 as a transcriptional modulator of warm temperature signals and clock responses in Arabidopsis.
Collapse
|
189
|
Gordon SP, Priest H, Des Marais DL, Schackwitz W, Figueroa M, Martin J, Bragg JN, Tyler L, Lee CR, Bryant D, Wang W, Messing J, Manzaneda AJ, Barry K, Garvin DF, Budak H, Tuna M, Mitchell-Olds T, Pfender WF, Juenger TE, Mockler TC, Vogel JP. Genome diversity in Brachypodium distachyon: deep sequencing of highly diverse inbred lines. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2014; 79:361-74. [PMID: 24888695 DOI: 10.1111/tpj.12569] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2013] [Revised: 05/20/2014] [Accepted: 05/23/2014] [Indexed: 05/08/2023]
Abstract
Brachypodium distachyon is small annual grass that has been adopted as a model for the grasses. Its small genome, high-quality reference genome, large germplasm collection, and selfing nature make it an excellent subject for studies of natural variation. We sequenced six divergent lines to identify a comprehensive set of polymorphisms and analyze their distribution and concordance with gene expression. Multiple methods and controls were utilized to identify polymorphisms and validate their quality. mRNA-Seq experiments under control and simulated drought-stress conditions, identified 300 genes with a genotype-dependent treatment response. We showed that large-scale sequence variants had extremely high concordance with altered expression of hundreds of genes, including many with genotype-dependent treatment responses. We generated a deep mRNA-Seq dataset for the most divergent line and created a de novo transcriptome assembly. This led to the discovery of >2400 previously unannotated transcripts and hundreds of genes not present in the reference genome. We built a public database for visualization and investigation of sequence variants among these widely used inbred lines.
Collapse
Affiliation(s)
- Sean P Gordon
- USDA-ARS Western Regional Research Center, 800 Buchanan St., Albany, CA, 94710, USA
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
190
|
Cloning and characterization of a norbelladine 4'-O-methyltransferase involved in the biosynthesis of the Alzheimer's drug galanthamine in Narcissus sp. aff. pseudonarcissus. PLoS One 2014; 9:e103223. [PMID: 25061748 PMCID: PMC4111509 DOI: 10.1371/journal.pone.0103223] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2014] [Accepted: 06/25/2014] [Indexed: 01/13/2023] Open
Abstract
Galanthamine is an Amaryllidaceae alkaloid used to treat the symptoms of Alzheimer’s disease. This compound is primarily isolated from daffodil (Narcissus spp.), snowdrop (Galanthus spp.), and summer snowflake (Leucojum aestivum). Despite its importance as a medicine, no genes involved in the biosynthetic pathway of galanthamine have been identified. This absence of genetic information on biosynthetic pathways is a limiting factor in the development of synthetic biology platforms for many important botanical medicines. The paucity of information is largely due to the limitations of traditional methods for finding biochemical pathway enzymes and genes in non-model organisms. A new bioinformatic approach using several recent technological improvements was applied to search for genes in the proposed galanthamine biosynthetic pathway, first targeting methyltransferases due to strong signature amino acid sequences in the proteins. Using Illumina sequencing, a de novo transcriptome assembly was constructed for daffodil. BLAST was used to identify sequences that contain signatures for plant O-methyltransferases in this transcriptome. The program HAYSTACK was then used to identify methyltransferases that fit a model for galanthamine biosynthesis in leaf, bulb and inflorescence tissues. One candidate gene for the methylation of norbelladine to 4′-O-methylnorbelladine in the proposed galanthamine biosynthetic pathway was identified. This methyltransferase cDNA was expressed in E. coli and the protein purified by affinity chromatography. The resulting protein was found to be a norbelladine 4′-O-methyltransferase (NpN4OMT) of the proposed galanthamine biosynthetic pathway.
Collapse
|
191
|
Aldous SH, Weise SE, Sharkey TD, Waldera-Lupa DM, Stühler K, Mallmann J, Groth G, Gowik U, Westhoff P, Arsova B. Evolution of the Phosphoenolpyruvate Carboxylase Protein Kinase Family in C3 and C4 Flaveria spp. PLANT PHYSIOLOGY 2014; 165:1076-1091. [PMID: 24850859 PMCID: PMC4081323 DOI: 10.1104/pp.114.240283] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2014] [Accepted: 05/20/2014] [Indexed: 05/04/2023]
Abstract
The key enzyme for C4 photosynthesis, Phosphoenolpyruvate Carboxylase (PEPC), evolved from nonphotosynthetic PEPC found in C3 ancestors. In all plants, PEPC is phosphorylated by Phosphoenolpyruvate Carboxylase Protein Kinase (PPCK). However, differences in the phosphorylation pattern exist among plants with these photosynthetic types, and it is still not clear if they are due to interspecies differences or depend on photosynthetic type. The genus Flaveria contains closely related C3, C3-C4 intermediate, and C4 species, which are evolutionarily young and thus well suited for comparative analysis. To characterize the evolutionary differences in PPCK between plants with C3 and C4 photosynthesis, transcriptome libraries from nine Flaveria spp. were used, and a two-member PPCK family (PPCKA and PPCKB) was identified. Sequence analysis identified a number of C3- and C4-specific residues with various occurrences in the intermediates. Quantitative analysis of transcriptome data revealed that PPCKA and PPCKB exhibit inverse diel expression patterns and that C3 and C4 Flaveria spp. differ in the expression levels of these genes. PPCKA has maximal expression levels during the day, whereas PPCKB has maximal expression during the night. Phosphorylation patterns of PEPC varied among C3 and C4 Flaveria spp. too, with PEPC from the C4 species being predominantly phosphorylated throughout the day, while in the C3 species the phosphorylation level was maintained during the entire 24 h. Since C4 Flaveria spp. evolved from C3 ancestors, this work links the evolutionary changes in sequence, PPCK expression, and phosphorylation pattern to an evolutionary phase shift of kinase activity from a C3 to a C4 mode.
Collapse
Affiliation(s)
- Sophia H Aldous
- Institut für Entwicklungs- und Molekularbiologie der Pflanzen (S.H.A., J.M., U.G., P.W., B.A.), Molecular Proteomics Laboratory (D.M.W.-L., K.S.), and Biochemische Pflanzenphysiologie (G.G.), Heinrich-Heine-Universität, 40225 Duesseldorf, Germany;Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824 (S.E.W., T.D.S.); andCluster of Excellence on Plant Sciences, From Complex Traits towards Synthetic Modules, 40225 Duesseldorf, Germany (K.S., G.G., U.G., P.W., B.A.)
| | - Sean E Weise
- Institut für Entwicklungs- und Molekularbiologie der Pflanzen (S.H.A., J.M., U.G., P.W., B.A.), Molecular Proteomics Laboratory (D.M.W.-L., K.S.), and Biochemische Pflanzenphysiologie (G.G.), Heinrich-Heine-Universität, 40225 Duesseldorf, Germany;Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824 (S.E.W., T.D.S.); andCluster of Excellence on Plant Sciences, From Complex Traits towards Synthetic Modules, 40225 Duesseldorf, Germany (K.S., G.G., U.G., P.W., B.A.)
| | - Thomas D Sharkey
- Institut für Entwicklungs- und Molekularbiologie der Pflanzen (S.H.A., J.M., U.G., P.W., B.A.), Molecular Proteomics Laboratory (D.M.W.-L., K.S.), and Biochemische Pflanzenphysiologie (G.G.), Heinrich-Heine-Universität, 40225 Duesseldorf, Germany;Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824 (S.E.W., T.D.S.); andCluster of Excellence on Plant Sciences, From Complex Traits towards Synthetic Modules, 40225 Duesseldorf, Germany (K.S., G.G., U.G., P.W., B.A.)
| | - Daniel M Waldera-Lupa
- Institut für Entwicklungs- und Molekularbiologie der Pflanzen (S.H.A., J.M., U.G., P.W., B.A.), Molecular Proteomics Laboratory (D.M.W.-L., K.S.), and Biochemische Pflanzenphysiologie (G.G.), Heinrich-Heine-Universität, 40225 Duesseldorf, Germany;Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824 (S.E.W., T.D.S.); andCluster of Excellence on Plant Sciences, From Complex Traits towards Synthetic Modules, 40225 Duesseldorf, Germany (K.S., G.G., U.G., P.W., B.A.)
| | - Kai Stühler
- Institut für Entwicklungs- und Molekularbiologie der Pflanzen (S.H.A., J.M., U.G., P.W., B.A.), Molecular Proteomics Laboratory (D.M.W.-L., K.S.), and Biochemische Pflanzenphysiologie (G.G.), Heinrich-Heine-Universität, 40225 Duesseldorf, Germany;Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824 (S.E.W., T.D.S.); andCluster of Excellence on Plant Sciences, From Complex Traits towards Synthetic Modules, 40225 Duesseldorf, Germany (K.S., G.G., U.G., P.W., B.A.)
| | - Julia Mallmann
- Institut für Entwicklungs- und Molekularbiologie der Pflanzen (S.H.A., J.M., U.G., P.W., B.A.), Molecular Proteomics Laboratory (D.M.W.-L., K.S.), and Biochemische Pflanzenphysiologie (G.G.), Heinrich-Heine-Universität, 40225 Duesseldorf, Germany;Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824 (S.E.W., T.D.S.); andCluster of Excellence on Plant Sciences, From Complex Traits towards Synthetic Modules, 40225 Duesseldorf, Germany (K.S., G.G., U.G., P.W., B.A.)
| | - Georg Groth
- Institut für Entwicklungs- und Molekularbiologie der Pflanzen (S.H.A., J.M., U.G., P.W., B.A.), Molecular Proteomics Laboratory (D.M.W.-L., K.S.), and Biochemische Pflanzenphysiologie (G.G.), Heinrich-Heine-Universität, 40225 Duesseldorf, Germany;Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824 (S.E.W., T.D.S.); andCluster of Excellence on Plant Sciences, From Complex Traits towards Synthetic Modules, 40225 Duesseldorf, Germany (K.S., G.G., U.G., P.W., B.A.)
| | - Udo Gowik
- Institut für Entwicklungs- und Molekularbiologie der Pflanzen (S.H.A., J.M., U.G., P.W., B.A.), Molecular Proteomics Laboratory (D.M.W.-L., K.S.), and Biochemische Pflanzenphysiologie (G.G.), Heinrich-Heine-Universität, 40225 Duesseldorf, Germany;Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824 (S.E.W., T.D.S.); andCluster of Excellence on Plant Sciences, From Complex Traits towards Synthetic Modules, 40225 Duesseldorf, Germany (K.S., G.G., U.G., P.W., B.A.)
| | - Peter Westhoff
- Institut für Entwicklungs- und Molekularbiologie der Pflanzen (S.H.A., J.M., U.G., P.W., B.A.), Molecular Proteomics Laboratory (D.M.W.-L., K.S.), and Biochemische Pflanzenphysiologie (G.G.), Heinrich-Heine-Universität, 40225 Duesseldorf, Germany;Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824 (S.E.W., T.D.S.); andCluster of Excellence on Plant Sciences, From Complex Traits towards Synthetic Modules, 40225 Duesseldorf, Germany (K.S., G.G., U.G., P.W., B.A.)
| | - Borjana Arsova
- Institut für Entwicklungs- und Molekularbiologie der Pflanzen (S.H.A., J.M., U.G., P.W., B.A.), Molecular Proteomics Laboratory (D.M.W.-L., K.S.), and Biochemische Pflanzenphysiologie (G.G.), Heinrich-Heine-Universität, 40225 Duesseldorf, Germany;Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824 (S.E.W., T.D.S.); andCluster of Excellence on Plant Sciences, From Complex Traits towards Synthetic Modules, 40225 Duesseldorf, Germany (K.S., G.G., U.G., P.W., B.A.)
| |
Collapse
|
192
|
Chow BY, Sanchez SE, Breton G, Pruneda-Paz JL, Krogan NT, Kay SA. Transcriptional regulation of LUX by CBF1 mediates cold input to the circadian clock in Arabidopsis. Curr Biol 2014; 24:1518-24. [PMID: 24954045 DOI: 10.1016/j.cub.2014.05.029] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2013] [Revised: 04/11/2014] [Accepted: 05/13/2014] [Indexed: 11/27/2022]
Abstract
Circadian clocks allow organisms to anticipate daily changes in the environment to enhance overall fitness. Transcription factors (TFs) play a prominent role in the molecular mechanism but are incompletely described possibly due to functional redundancy, gene family proliferation, and/or lack of context-specific assays. To overcome these, we performed a high-throughput yeast one-hybrid screen using the LUX ARRYHTHMO (LUX) gene promoter as bait against an Arabidopsis TF library. LUX is a unique gene because its mutation causes severe clock defects and transcript maintains high-amplitude cycling in the cold. We report the well-characterized cold-inducible C-repeat (CRT)/drought-responsive element (DRE) binding factor CBF1/DREB1b is a transcriptional regulator of LUX. We show that CBF1 binds the CRT in the LUX promoter, and both genes overlap in temporal and spatial expression. CBF1 overexpression causes upregulation of LUX and also alters other clock gene transcripts. LUX promoter regions including the CRT and Evening Element (EE) are sufficient for high-amplitude transcriptional cycling in the cold, and cold-acclimated lux seedlings are sensitive to freezing stress. Our data show cold signaling is integrated into the clock by CBF-mediated regulation of LUX expression, thereby defining a new transcriptional mechanism for temperature input to the circadian clock.
Collapse
Affiliation(s)
- Brenda Y Chow
- University of Southern California, Molecular and Computational Biology, Department of Biology Dana and David Dornsife College of Letters, Arts and Sciences, Los Angeles, CA 90089, USA
| | - Sabrina E Sanchez
- University of Southern California, Molecular and Computational Biology, Department of Biology Dana and David Dornsife College of Letters, Arts and Sciences, Los Angeles, CA 90089, USA
| | - Ghislain Breton
- Section of Cell and Developmental Biology, Division of Biological Sciences, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jose L Pruneda-Paz
- Section of Cell and Developmental Biology, Division of Biological Sciences, University of California, San Diego, La Jolla, CA 92093, USA
| | - Naden T Krogan
- American University, Department of Biology, Washington, DC 20016, USA
| | - Steve A Kay
- University of Southern California, Molecular and Computational Biology, Department of Biology Dana and David Dornsife College of Letters, Arts and Sciences, Los Angeles, CA 90089, USA.
| |
Collapse
|
193
|
Transcriptional control of ROS homeostasis by KUODA1 regulates cell expansion during leaf development. Nat Commun 2014; 5:3767. [PMID: 24806884 PMCID: PMC4024751 DOI: 10.1038/ncomms4767] [Citation(s) in RCA: 99] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2013] [Accepted: 03/31/2014] [Indexed: 12/02/2022] Open
Abstract
The final size of an organism, or of single organs within an organism, depends on an intricate coordination of cell proliferation and cell expansion. Although organism size is of fundamental importance, the molecular and genetic mechanisms that control it remain far from understood. Here we identify a transcription factor, KUODA1 (KUA1), which specifically controls cell expansion during leaf development in Arabidopsis thaliana. We show that KUA1 expression is circadian regulated and depends on an intact clock. Furthermore, KUA1 directly represses the expression of a set of genes encoding for peroxidases that control reactive oxygen species (ROS) homeostasis in the apoplast. Disruption of KUA1 results in increased peroxidase activity and smaller leaf cells. Chemical or genetic interference with the ROS balance or peroxidase activity affects cell size in a manner consistent with the identified KUA1 function. Thus, KUA1 modulates leaf cell expansion and final organ size by controlling ROS homeostasis. During plant development, organ size is controlled by cell proliferation and expansion, but the molecular mechanisms involved are unclear. Here, Lu et al. show that leaf cell expansion is controlled by the KUA1 transcription factor that acts in a circadian manner and modulates the expression of genes encoding cell wall-localized peroxidases.
Collapse
|
194
|
Johansson M, Ibáñez C, Takata N, Eriksson ME. The perennial clock is an essential timer for seasonal growth events and cold hardiness. Methods Mol Biol 2014; 1158:297-311. [PMID: 24792060 DOI: 10.1007/978-1-4939-0700-7_20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
Abstract
Over the last several decades, changes in global temperatures have led to changes in local environments affecting the growth conditions for many species. This is a trend that makes it even more important to understand how plants respond to local variations and seasonal changes in climate. To detect daily and seasonal changes as well as acute stress factors such as cold and drought, plants rely on a circadian clock. This chapter introduces the current knowledge and literature about the setup and function of the circadian clock in various tree and perennial species, with a focus on the Populus genus.
Collapse
Affiliation(s)
- Mikael Johansson
- Molecular Cell Physiology, Bielefeld University, 100131, 33615, Bielefeld, Germany,
| | | | | | | |
Collapse
|
195
|
Nishikata K, Cox RS, Shimoyama S, Yoshida Y, Matsui M, Makita Y, Toyoda T. Database construction for PromoterCAD: synthetic promoter design for mammals and plants. ACS Synth Biol 2014; 3:192-6. [PMID: 24364365 DOI: 10.1021/sb400178c] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Synthetic promoters can control a gene's timing, location, and expression level. The PromoterCAD web server ( http://promotercad.org ) allows the design of synthetic promoters to control plant gene expression, by novel arrangement of cis-regulatory elements. Recently, we have expanded PromoterCAD's scope with additional plant and animal data: (1) PLACE (Plant Cis-acting Regulatory DNA Elements), including various sized sequence motifs; (2) PEDB (Mammalian Promoter/Enhancer Database), including gene expression data for mammalian tissues. The plant PromoterCAD data now contains 22 000 Arabidopsis thaliana genes, 2 200 000 microarray measurements in 20 growth conditions and 79 tissue organs and developmental stages, while the new mammalian PromoterCAD data contains 679 Mus musculus genes and 65 000 microarray measurements in 96 tissue organs and cell types ( http://promotercad.org/mammal/ ). This work presents step-by-step instructions for adding both regulatory motif and gene expression data to PromoterCAD, to illustrate how users can expand PromoterCAD functionality for their own applications and organisms.
Collapse
Affiliation(s)
- Koro Nishikata
- Integrated Database Unit, Advanced Center for Computing
and Communication (ACCC), RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Robert Sidney Cox
- Synthetic Genomics Research Team, Biomass Engineering
Program Cooperation Division, Center for Sustainable Resource Science
(CSRS), RIKEN, 1-7-22 Suehiro, Tsurumi, Yokohama, Kanagawa 230-0045, Japan
| | - Sayoko Shimoyama
- Integrated Database Unit, Advanced Center for Computing
and Communication (ACCC), RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Yuko Yoshida
- Integrated Database Unit, Advanced Center for Computing
and Communication (ACCC), RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Minami Matsui
- Synthetic Genomics Research Team, Biomass Engineering
Program Cooperation Division, Center for Sustainable Resource Science
(CSRS), RIKEN, 1-7-22 Suehiro, Tsurumi, Yokohama, Kanagawa 230-0045, Japan
| | - Yuko Makita
- Integrated Database Unit, Advanced Center for Computing
and Communication (ACCC), RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Tetsuro Toyoda
- Integrated Database Unit, Advanced Center for Computing
and Communication (ACCC), RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| |
Collapse
|
196
|
Schulz P, Jansseune K, Degenkolbe T, Méret M, Claeys H, Skirycz A, Teige M, Willmitzer L, Hannah MA. Poly(ADP-ribose)polymerase activity controls plant growth by promoting leaf cell number. PLoS One 2014; 9:e90322. [PMID: 24587323 PMCID: PMC3938684 DOI: 10.1371/journal.pone.0090322] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2013] [Accepted: 01/28/2014] [Indexed: 12/22/2022] Open
Abstract
A changing global environment, rising population and increasing demand for biofuels are challenging agriculture and creating a need for technologies to increase biomass production. Here we demonstrate that the inhibition of poly (ADP-ribose) polymerase activity is a promising technology to achieve this under non-stress conditions. Furthermore, we investigate the basis of this growth enhancement via leaf series and kinematic cell analysis as well as single leaf transcriptomics and plant metabolomics under non-stress conditions. These data indicate a regulatory function of PARP within cell growth and potentially development. PARP inhibition enhances growth of Arabidopsis thaliana by enhancing the cell number. Time course single leaf transcriptomics shows that PARP inhibition regulates a small subset of genes which are related to growth promotion, cell cycle and the control of metabolism. This is supported by metabolite analysis showing overall changes in primary and particularly secondary metabolism. Taken together the results indicate a versatile function of PARP beyond its previously reported roles in controlling plant stress tolerance and thus can be a useful target for enhancing biomass production.
Collapse
Affiliation(s)
- Philipp Schulz
- Bayer CropScience NV, Innovation Center, Zwijnaarde, Belgium
- Department of Molecular Systems Biology (MOSYS), University of Vienna, Vienna, Austria
| | - Karel Jansseune
- Bayer CropScience NV, Innovation Center, Zwijnaarde, Belgium
| | - Thomas Degenkolbe
- Max-Planck-Institute of Molecular Plant Physiology, Potsdam-Golm, Germany
| | - Michaël Méret
- Max-Planck-Institute of Molecular Plant Physiology, Potsdam-Golm, Germany
| | - Hannes Claeys
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Department of Plant Systems Biology, VIB, Ghent, Belgium
| | - Aleksandra Skirycz
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Department of Plant Systems Biology, VIB, Ghent, Belgium
| | - Markus Teige
- Department of Molecular Systems Biology (MOSYS), University of Vienna, Vienna, Austria
| | - Lothar Willmitzer
- Max-Planck-Institute of Molecular Plant Physiology, Potsdam-Golm, Germany
| | - Matthew A. Hannah
- Bayer CropScience NV, Innovation Center, Zwijnaarde, Belgium
- * E-mail:
| |
Collapse
|
197
|
Hehl R, Bülow L. AthaMap web tools for the analysis of transcriptional and posttranscriptional regulation of gene expression in Arabidopsis thaliana. Methods Mol Biol 2014; 1158:139-56. [PMID: 24792049 DOI: 10.1007/978-1-4939-0700-7_9] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
The AthaMap database provides a map of verified and predicted transcription factor (TF) and small RNA-binding sites for the A. thaliana genome. The database can be used for bioinformatic predictions of putative regulatory sites. Several online web tools are available that address specific questions. Starting with the identification of transcription factor-binding sites (TFBS) in any gene of interest, colocalizing TFBS can be identified as well as common TFBS in a set of user-provided genes. Furthermore, genes can be identified that are potentially targeted by specific transcription factors or small inhibitory RNAs. This chapter provides detailed information on how each AthaMap web tool can be used online. Examples on how this database is used to address questions in circadian and diurnal regulation are given. Furthermore, complementary databases and databases that go beyond questions addressed with AthaMap are discussed.
Collapse
Affiliation(s)
- Reinhard Hehl
- Institut für Genetik, Technische Universität Braunschweig, Spielmannstr. 7, 38106, Braunschweig, Germany,
| | | |
Collapse
|
198
|
Wang G, Zhang C, Battle S, Lu H. The phosphate transporter PHT4;1 is a salicylic acid regulator likely controlled by the circadian clock protein CCA1. FRONTIERS IN PLANT SCIENCE 2014; 5:701. [PMID: 25566276 PMCID: PMC4267192 DOI: 10.3389/fpls.2014.00701] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2014] [Accepted: 11/25/2014] [Indexed: 05/08/2023]
Abstract
The small phenolic compound salicylic acid (SA) plays a critical role in plant defense against broad-spectrum of pathogens. The phosphate transporter gene PHT4;1 was previously shown to affect SA-mediated defense and its expression is regulated by the circadian clock. To further understand how PHT4;1 affects SA accumulation, here we analyzed the genetic interactions between the gain-of-function mutant pht4;1-1 and several known SA mutants, including sid2-1, ald1-1, eds5-3, and pad4-1. The genetic analysis was conducted in the acd6-1 background since the change of acd6-1 dwarfism can be used as a convenient readout for the change of defense levels caused by impairments in some SA genes. We found that compared with the corresponding double mutants, the triple mutants acd6-1pht4;1-1ald1-1, acd6-1pht4;1-1eds5-3, and acd6-1pht4;1-1pad4-1 accumulated lower levels of SA and PR1 transcripts, suggesting that PHT4;1 contributes to acd6-1-conferred defense phenotypes independently of these known SA regulators. Although some triple mutants had wild type (wt)-like levels of SA and PR1 transcripts, these plants were smaller than wt and displayed minor cell death, suggesting that additional regulatory pathways contribute to acd6-1-conferred dwarfism and cell death. Our data further showed that circadian expression of PHT4;1 was dependent on CIRCADIAN CLOCK ASSOCIATED 1 (CCA1), a central oscillator component of Arabidopsis circadian clock. Recombinant CCA1 protein was demonstrated to bind to the PHT4;1 promoter in electrophoretic mobility shift assays, suggesting a direct transcriptional regulation of PHT4;1 by CCA1. Together these results indicate that PHT4;1 is a SA regulator acting independently of several known SA genes and they also implicate a role of the circadian clock mediated by CCA1 in regulating phosphate transport and/or innate immunity in Arabidopsis.
Collapse
Affiliation(s)
| | | | | | - Hua Lu
- *Correspondence: Hua Lu, Department of Biological Sciences, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, MD 21250, USA e-mail:
| |
Collapse
|
199
|
Hong LW, Yan DW, Liu WC, Chen HG, Lu YT. TIME FOR COFFEE controls root meristem size by changes in auxin accumulation in Arabidopsis. JOURNAL OF EXPERIMENTAL BOTANY 2014; 65:275-86. [PMID: 24277277 PMCID: PMC3883298 DOI: 10.1093/jxb/ert374] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Roots play important roles in plant survival and productivity as they not only anchor the plants in the soil but are also the primary organ for the uptake of nutrients from the outside. The growth and development of roots depend on the specification and maintenance of the root meristem. Here, we report a previously unknown role of TIME FOR COFFEE (TIC) in controlling root meristem size in Arabidopsis. The results showed that loss of function of TIC reduced root meristem length and cell number by decreasing the competence of meristematic cells to divide. This was due to the repressed expression of PIN genes for decreased acropetal auxin transport in tic-2, leading to low auxin accumulation in the roots responsible for reduced root meristem, which was verified by exogenous application of indole-3-acetic acid. Downregulated expression of PLETHORA1 (PLT1) and PLT2, key transcription factors in mediating the patterning of the root stem cell niche, was also assayed in tic-2. Similar results were obtained with tic-2 and wild-type plants at either dawn or dusk. We also suggested that the MYC2-mediated jasmonic acid signalling pathway may not be involved in the regulation of TIC in controlling the root meristem. Taken together, these results suggest that TIC functions in an auxin-PLTs loop for maintenance of post-embryonic root meristem.
Collapse
Affiliation(s)
- Li-Wei Hong
- College of Life Sciences, Wuhan University, Wuhan 430072, PR China
| | - Da-Wei Yan
- College of Life Sciences, Wuhan University, Wuhan 430072, PR China
| | - Wen-Cheng Liu
- College of Life Sciences, Wuhan University, Wuhan 430072, PR China
| | - Hong-Guo Chen
- College of Chemistry and Biology, Hubei University of Science and Technology, Xianning 437100, Hubei Province, PR China
| | - Ying-Tang Lu
- College of Life Sciences, Wuhan University, Wuhan 430072, PR China
- * To whom correspondence should be addressed. E-mail:
| |
Collapse
|
200
|
Coman D, Rütimann P, Gruissem W. A flexible protocol for targeted gene co-expression network analysis. Methods Mol Biol 2014; 1153:285-99. [PMID: 24777806 DOI: 10.1007/978-1-4939-0606-2_21] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
The inference of gene co-expression networks is a valuable resource for novel hypotheses in experimental research. Routine high-throughput microarray transcript profiling experiments and the rapid development of next-generation sequencing (NGS) technologies generate a large amount of publicly available data, enabling in silico reconstruction of regulatory networks. Analysis of the transcriptome under various experimental conditions proved that genes with an overall similar expression pattern often have similar functions. Consistently, genes involved in the same metabolic pathway are found in co-expressed modules. In this chapter, we describe a detailed workflow for analyzing gene co-expression networks using large-scale gene expression data and explain critical steps from design and data analysis to prediction of functionally related modules. This protocol is platform independent and can be used for data generated by ATH1 arrays, tiling arrays, or RNA sequencing for any organism. The most important feature of this workflow is that it can infer statistically significant gene co-expression networks for any number of genes and transcriptome data sets and it does not involve any particular hardware requirements.
Collapse
Affiliation(s)
- Diana Coman
- Department of Biology, Plant Biotechnology, ETH Zurich, Universitätstrasse 2, 8092, Zurich, Switzerland
| | | | | |
Collapse
|