GARNet Research Roundup: December 21st 2018

This bumper Festive Edition of the GARNet Research Roundup begins with two papers that have Beatriz Orosa-Puente as lead author following her work on SUMOylation with Ari Sadanandom at Durham. These papers looks at the role of SUMOylation in either auxin-mediated hydropatterning or in the defence response. Malcolm Bennett at Nottingham is a co-author on both papers and provided an audio description of the auxin-focused paper on the GARNet YouTube channel.

The next three papers are from the University of Edinburgh, the first that defines the role of HECT ubiquitin ligases in the defence response, the second that conducts a proteomic analysis of the GIGANTEA-interactome and the third that introduces a set of new tools for inducible gene expression in Arabidopsis roots.

The sixth and seventh papers feature authors from the John Innes Centre. Martin Howard and Caroline Dean are corresponding authors on a multi-scale analysis of the factors that control FLC expression whilst Myriam Charpentier’s lab has contributed to an investigation about LINC complexes in Medicago.

David Salt and Levi Yant from Nottingham lead the next paper that provides an analysis of the genetic determinants of adaptation to different salt conditions.

The final three papers are from Cambridge. Firstly Ian Henderson is the corresponding author on work that looks at crossover rates in specific disease resistance loci. Second is work from the Paszkowski lab at SLCU that introduces a new method for the analysis of active retrotransposons in crop plants whilst finally James Locke, also at SLCU, uses the method of distributed delays to simplify the complexity of biological network models.


Orosa-Puente B, Leftley N, von Wangenheim D, Banda J, Srivastava AK, Hill K, Truskina J, Bhosale R, Morris E, Srivastava M, Kümpers B, Goh T, Fukaki H, Vermeer J, Vernoux T, Dinneny JR, French AP, Bishopp A, Sadanandom A , Bennett MJ (2018) Roots branch towarss water by post-translational modification of the transcription factor ARF7 Science DOI: 10.1126/science.aau3956

Orosa B, Yates G, Verma V, Srivastava AK, Srivastava M, Campanaro A, De Vega D, Fernandes A, Zhang C, Lee J, Bennett MJ, Sadanandom A (2018) SUMO conjugation to the pattern recognition receptor FLS2 triggers intracellular signalling in plant innate immunity. Nat Commun. doi: 10.1038/s41467-018-07696-8 Open Access

http://science.sciencemag.org/content/362/6421/1407

Beatriz Orosa-Puente is the lead author on two publications that have arisen from a collaboration between the labs of Ari Sadanandom at Durham and Malcolm Bennett at Nottingham. In the first paper Beatriz is co-first author with Nicola Leftley and Daniel von Wangenheim in research that links the auxin response, SUMOylation and the search for water. They reveal a novel mechanism for controlling the auxin response in which SUMOylation regulates the interaction between the ARF7 and IAA3 proteins. In turn this controls asymmetric expression of genes downstream of ARF7 and determines how different parts of the root response to the presence or absence of water.

The second paper continues with the Sadanandom lab’s focus on SUMOylation, in this case during control of the defence response. They show that SUMO is conjugated to the FLAGELLIN-SENSITIVE 2 (FLS2) receptor that senses bacterial flagellin. This releases downstream cytoplasmic effectors and enhances the immune response. The authors show that there is additional complexity to this system by also showing that flagellin induces degradation of the deSUMOylating enzyme Desi3a, thus allowing the plant to make a stronger immune response.


Furniss JJ, Grey H, Wang Z, Nomoto M, Jackson L, Tada Y, Spoel SH (2018) Proteasome-associated HECT-type ubiquitin ligase activity is required for plant immunity. PLoS Pathog. doi: 10.1371/journal.ppat.1007447 Open Access

James Furniss is the lead author on this paper from the lab of current GARNet Chairman Steven Spoel at the University of Edinburgh. They show that a family of HECT domain-containing ubiquitin protein ligases (UPLs) are involved in defence responses mediated by the hormone salicylic acid (SA). Upl3 mutants show reprogramming of the entire SA transcriptional response and they are unable to establish immunity against a hemi-biotrophic pathogen, demonstrating their key role in this important process.


https://febs.onlinelibrary.wiley.com/doi/abs/10.1002/1873-3468.13311

Krahmer J, Goralogia GS, Kubota A, Zardilis A, Johnson RS, Song YH, MacCoss MJ, LeBihan T, Halliday KJ, Imaizumi T, Millar AJ (2018) Time-resolved Interaction Proteomics of the GIGANTEA Protein Under Diurnal Cycles in Arabidopsis. FEBS Lett. doi: 10.1002/1873-3468.13311 Open Access

This paper is a collaboration between researchers in Edinburgh and Seattle for which Johanna Krahmer is lead author. They used a proteomic approach to identify proteins that interacted with a tagged-version of the key circadian regulator GIGANTEA. They successfully identified the novel transcription factor CYCLING DOF FACTOR (CDF)6. CDF6 was confirmed as interacting with GI and playing a role in the control of flowering. The time series of proteomic data produced in this study is available for use by any other interested researcher.

http://proteomecentral.proteomexchange.org/cgi/GetDataset?ID=PXD006859


Machin FQ, Beckers M, Tian X, Fairnie A, Cheng T, Scheible WR, Doerner P (2018) Inducible reporter/driver lines for the Arabidopsis root with intrinsic reporting of activity state. Plant Journal. doi: 10.1111/tpj.14192

Frank Qasim Machin is the lead author on this Technical Advance from Peter Doerner’s lab at the University of Edinburgh. They have developed a Gateway-based system for tightly controlled inducible expression across all the major cell types of the Arabidopsis roots. They have fully characterised reference driver lines that can be adapted for specific experimental requirements and hope that this contributes towards enhancing reproducibility of qualitative and quantitative analyses.


https://www.sciencedirect.com/science/article/pii/S2405471218304368?via%3Dihub

Antoniou-Kourounioti RL, Hepworth J, Heckmann A, Duncan S, Qüesta J, Rosa S, Säll T, Holm S, Dean C, Howard M (2018) Temperature Sensing Is Distributed throughout the Regulatory Network that Controls FLC Epigenetic Silencing in Vernalization. Cell Syst. doi: 10.1016/j.cels.2018.10.011 Open Access

This work results from the successful collaboration between Caroline Dean and Martin Howard at the John Innes Centre and includes Rea Antoniou-Kourounioti and Jo Hepworth as co-first authors. They attempt to understand how the upregulation of VERNALIZATION INSENSITIVE3 (VIN3) and silencing of FLOWERING LOCUS C (FLC) is controlled during fluctuating temperatures over month-long time scales. They develop a mathematical model that integrates information from hour, day and month-long datasets to show that temperature is sensed across the entire regulatory network and not focussed on specific nodes. This allows a final effect to only be realised once all parts of the network have been appropriately changed. This model with matches new field data and therefore represents a predictive tool for the effects of climate change on plant growth.


Newman-Griffis AH, Del Cerro P, Charpentier M, Meier I (2018) Medicago LINC complexes function in nuclear morphology, nuclear movement, and root nodule symbiosis Plant Physiol. http://www.plantphysiol.org/content/early/2018/12/10/pp.18.01111 Open Access
Pablo del Cerro and Myriam Charpentier at the John Innes Centre are co-authors on this paper from Iris Meier’s lab at The Ohio State University. They identify and characterise the Linker of Nucleoskeleton and Cytoskeleton (LINC) family of nucleus-membrane-associated proteins. They show that, as in Arabidopsis, these proteins are required for nucleus movement in the root tip cells of Medicago truncatula and that they are an important contributor to nodulation. Both Iris and Myriam are members of the INDEPTH consortium that includes researchers who study this broad area of plant cell biology.


https://www.pnas.org/content/early/2018/12/11/1816964115.long

Busoms S, Paajanen P, Marburger S, Bray S, Huang XY, Poschenrieder C, Yant L, Salt DE (2018) Fluctuating selection on migrant adaptive sodium transporter alleles in  coastal Arabidopsis thaliana. Proc Natl Acad Sci U S A. doi: 10.1073/pnas.1816964115 Open Access

This UK-Sino-Spanish collaboration is led by David Salt and Levi Yant at the University of Nottingham. Silvia Busoms is the first author on the study that investigates the genetics of adaptive salt tolerance in a cohort of 77 individuals grown across a salinity gradient in a coastal region of Catalonia. By integrating their data with the 1135 genomes project they are able to trace the ancestry of these populations and define that growth in high salt conditions is associated with increased expression of the high-affinity K+ transporter (HKT1;1). This demonstrates that this gene plays a key role in the adaptation to salt stress.


Serra H, Choi K, Zhao X, Blackwell AR, Kim J, Henderson IR. Interhomolog polymorphism shapes meiotic crossover within the Arabidopsis RAC1 and RPP13 disease resistance genes (2018) PLoS Genet. doi: 10.1371/journal.pgen.1007843 Open Access

This UK-Korean collaboration is led by the Heidi Serra and Ian Henderson at the University of Cambridge. They mapped the meiotic crossover hotspots that are located within the RAC1 and RPP13 disease resistance genes in Arabidopsis. They assessed these locations in plants with altered recombination rates and surprisingly showed that these effects have little impact at the RAC1 loci. Therefore they show that chromosome location and local chromatin environment are important for regulation of crossover activity. Overall they demonstrate that interhomolog divergence is important in shaping recombination within plant disease resistance genes and crossover hotspots.


Cho J, Benoit M, Catoni M, Drost HG, Brestovitsky A, Oosterbeek M, Paszkowski J (2018) Sensitive detection of pre-integration intermediates of long terminal repeat retrotransposons in crop plants. Nat Plants. doi: 10.1038/s41477-018-0320-9

Open Access with link: rdcu.be/bdLjy

For the second edition in succession, the GARNet research roundup features work from Jerzy Paszkowski’s lab at SLCU. In this case Jungnam Cho is lead author on work that has developed a new technique called ALE-seq (amplification of LTR of eclDNAs followed by sequencing) for analysis of transposon-rich genomes from crop plants. Through characterisation of extrachromosomal linear DNA (eclDNA), ALE-seq allows the identification of active transposons. The authors use this technique in both rice and tomato and successfully identify a set of developmentally regulated transposable elements. This paper includes details of a bioinformatic pipeline that is adapted for ALE-seq data analyses, the scripts for which are available on GitHub.


Tokuda IT, Akman OE, Locke JCW. Reducing the Complexity of Mathematical Models for the Plant Circadian Clock by Distributed Delays (2018) J Theor Biol. doi: 10.1016/j.jtbi.2018.12.014

This UK-Japanese study includes James Locke at SLCU as corresponding author. They address the challenge of integrating an increasing number of parameters into large biological network models. Their system of study is the Arabidopsis circadian clock and they use the method of distributed delays to simplify the complexity of existing models. They demonstrate this effect by updating a model that explains the regulation of the PRR9 and PRR7 genes by LHY. They use recent experimental data and revise the previous model to show that it is more accurately reproduces the LHY-induction experiments of core clock genes. As stated they show that overall use of distributed delays facilitates the optimisation and reformulation of genetic network models.

Arabidopsis Research Roundup: March 6th.

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Published on: March 6, 2017

This weeks Arabidopsis Research Roundup includes four papers that focus on different aspects of plant cell biology. Firstly Ian Henderson’s research group in Cambridge defines the role of a critical component that determines crossover frequency in plants and other eukaryotes. Secondly Karl Oparka (Edinburgh) leads a broad collaboration that defines the mechanism of unloading of solutes and macromolecules from the root phloem. Thirdly Keith Lindsey (Durham) has developed a model that describes how auxin patterns the Arabidopsis root. Finally Mike Blatt (Glasgow) is part of a group that uses Arabidopsis as a framework for the study of ABA-signaling during stomatal movement in ferns.


Ziolkowski PA, Underwood CJ, Lambing C, Martinez-Garcia M, Lawrence EJ, Ziolkowska L, Griffin C, Choi K, Franklin FC, Martienssen RA, Henderson IR (2017) Natural variation and dosage of the HEI10 meiotic E3 ligase control Arabidopsis crossover recombination. Genes Dev

http:/​/​dx.​doi.​org/10.1101/gad.295501.116

Open Access

GARNet committee member Ian Henderson (University of Cambridge) leads this work that features collaborators from the UK, US and Poland. They use an experimental technique that allows facile analysis of recombination rates alongside a study of Arabidopsis natural variation to isolate a QTL that is critical for maintaining the correct number of crossovers during meiosis. This HEI10 gene codes for an E3 ligase (the targets of which are currently unknown) whose copy number is a key component in the control of recombination rate. Hei10 mutants have less crossovers whilst plants with extra copies of HEI10 have an increased number, especially in sub-telomeric regions of the genome. HEI10 is a highly conserved protein, demonstrating its important role to ensure appropriate levels of recombination throughout the evolution of eukaryotes.

Ian kindly takes ten minutes to discuss this paper with GARNet on our YouTube Channel.


Ross-Elliott TJ, Jensen KH, Haaning KS, Wager BM, Knoblauch J, Howell AH, Mullendore DL, Monteith AG, Paultre D, Yan D, Otero-Perez S, Bourdon M, Sager R, Lee JY, Helariutta Y, Knoblauch M, Oparka KJ (2017) Phloem unloading in Arabidopsis roots is convective and regulated by the phloem-pole pericycle. Elife.

http:/​/​dx.​doi.​org/10.7554/eLife.24125

Open Access

Karl Oparka (University of Edinburgh) is the corresponding author of this study that includes researchers from the UK, US and Denmark. Movement of solutes and macromolecules through the plant phloem is key for the correct distribution of nutrients allowing for optimal growth. In this paper they discover that unloading of molecules from the phloem occurs via a set of specialized funnel plasmodesmata that link the phloem to adjacent pericycle cells. Remarkably they find that whereas solutes are constantly unloaded, larger proteins are released through these plasmodesmata in discrete pulses, which they describe as ‘batch unloading’. Overall this study provides evidence of a major role for the phloem-pericycle cells in the process of moving essential nutrients from the phloem into surrounding tissues.


Moore S, Liu J, Zhang X, Lindsey K (2017) A recovery principle provides insight into auxin pattern control in the Arabidopsis root. Sci Rep. http:/​/​dx.​doi.​org/10.1038/srep43004

Open Access

The work comes from the lab of Keith Lindsey (University of Durham) and developes a data-driven model that predicts the role of auxin patterning in the recovery of an Arabidopsis root following a perturbation of polar auxin transport. They demonstrate three main principles that define the role of auxin influx and efflux carriers in this process and also provide experimental validation for their predictions.


Cai S, Chen G, Wang Y, Huang Y, Marchant B, Wang Y, Yang Q, Dai F, Hills A, Franks PJ, Nevo E, Soltis D, Soltis P, Sessa E, Wolf PG, Xue D, Zhang G, Pogson BJ, Blatt MR, Chen ZH (2017)

Evolutionary Conservation of ABA Signaling for Stomatal Closure in Ferns Plant Physiol

http:/​/​dx.​doi.​org/10.1104/pp.16.01848

Open Access

Mike Blatt (University of Glasgow) is a co-author on this global study that looks into the evolution of ABA-signaling in the control of stomatal closure. Although this study is focused on this process in ferns they build their findings on the analysis of transcriptional networks from Arabidopsis. Ultimately they find that the evolution of ABA-controlled guard cells movements are important in the adaptation of ferns to a terrestrial environment.

Arabidopsis Research Roundup: January 17th

Todays Arabidopsis Research Roundup includes some excellent examples of UK labs engaged in collaborative work with researchers from around the globe. However first up is a study solely from the John Innes Centre, led by Vinod Kumar, that investigates the role of PIF4 during the thermosensory response. Secondly David Evans (Oxford Brookes University) is a co-author on a French-led study that has looked into the role of LINC complexes during interphase heterochromatin patterning. Thirdly is the description of the new PhenoTiki imaging tool that has come from the lab of Sotirios Tsaftaris in Edinburgh. Work from Paul Dupree (University of Cambridge) features in the ARR for the second consecutive week, this time with a study looking at the sugar composition of seed mucilage. The penultimate study is from the lab of Renier van der Hoorn (Oxford University) who investigates the role of Cys proteases during senescence and finally is a study from Seth Davis (University of York) that looks at the link between the circadian clock and the plants energy sensing mechanisms.


Gangappa SN, Berriri S, Kumar SV (2016) PIF4 Coordinates Thermosensory Growth and Immunity in Arabidopsis. Current Biology

http:/​/​dx.​doi.​org/10.1016/j.cub.2016.11.012

Open Access
PIF4
Vinod Kumar (John Innes Centre) leads this study that looks at the role of the PHYTOCHROME INTERACTING FACTOR 4 (PIF4) transcription factor during the thermosensory response and its effect on plant architecture. They looked at the natural variation of PIF4, demonstrating the role of different varients on the balance between growth and immunity to pathogens. Pertubing PIF4-mediated effects result in temperature-resilient disease resistance. This study links with a paper highlighted in last weeks ARR from Kerry Franklin and co-authors that presented the role of UVR8 on the control of PIF4 heat responsive effects. These studies further confirm the important role of PIF4 in plant development in response to environmental change and biotic challenges.

Vinod discusses this paper and a related manuscript from next weeks ARR. Also available on the GARNet YouTube channel.


Poulet A, Duc C, Voisin M, Desset S, Tutois S, Vanrobays E, Benoit M, Evans DE, Probst AV, Tatout C (2017) The LINC complex contributes to heterochromatin organisation and transcriptional gene silencing in plants. J Cell Science.

http:/​/​dx.​doi.​org/10.1242/jcs.194712

Open Access

This study is led by Christophe Tatout from Clermond-Ferrand and includes David Evans and Axel Poulet (Oxford Brookes University) as co-authors. The paper focuses on the role of the nuclear envelope-localised LInker of Nucleoskeleton and Cytoskeleton (LINC) complex on nuclear morphology and interphase chromatin localisation. This work is underpinned by the use of novel 3D imaging tools to define where in the nucleus the chromatin is localised in both wildtype and linc mutant plants. This allows the authors to show that the LINC complex is necessary for proper heterchromatin organisation at the nuclear periphery, which might have broad implications for gene expression and transcriptional silencing.
LINC


Minervini M, Giuffrida MV, Perata P, Tsaftaris SA (2017) Phenotiki: An open software and hardware platform for affordable and easy image-based phenotyping of rosette-shaped plants. Plant J. http:/​/​dx.​doi.​org/10.1111/tpj.13472

Open Access
PhenoTiki
This manuscript describes the PhenoTiki tool that is designed for the automated phenotyping of Arabidopsis rosettes, work which is led by Sofortios Tsaftaris (University of Edinburgh). PhenoTiki describes both the imaging software and also cheap-to-use off-the-shelf hardware that allows for facile imaging at reduced costs. The proof-of-concept study in the paper shows a comprehensive analysis from a range of parameters in 24 Arabidopsis rosettes from different genotypes. This data is compared favourably to more expensive methods of automated phenotyping so the authors hope PhenoTiki can be adopted as a low-cost method for image analysis. Full details can be found at http://phenotiki.com.


Saez-Aguayo S, Rautengarten C, Temple H, Sanhueza D, Ejsmentewicz T, Sandoval-Ibañez O, Doñas-Cofré DA, Parra-Rojas JP, Ebert B, Lehner A, Mollet JC, Dupree P, Scheller HV, Heazlewood JL, Reyes FC, Orellana A (2016) UUAT1 Is a Golgi-Localized UDP-Uronic Acid Transporter that Modulates the Polysaccharide Composition of Arabidopsis Seed Mucilage. Plant Cell. http:/​/​dx.​doi.​org/10.1105/tpc.16.00465

Open Access
CysProtease
Paul Dupree (University of Cambridge) is part of this global collaboration with colleagues from Australia, USA and Chile. The study investigates the intracellular movement of the plant cell polysaccharide pre-cursor UDP-glucuronic acid (UDP-GlcA). To identify genes involved in this process they cleverly screened mutants for alteration in seed mucilage, which has high level of other polysaccharides. This strategy identified UUAT1, which is a golgi-localised transporter of UDP-GlcA and UDP-galacturonic acid (UDP-GalA). Uuat1 mutants have altered sugar composition in both the seed coat mucilage and in other plant organs. These changes were also associated with an increase, by a currently unknown mechanism, of homogalacturonan methylation. Overall the authors show that UUAT1 is important for the correct distribution of cell wall polysaccahrides throughout growing embryo and will surely play important developmental roles in the function of the cell wall.


Pružinská A, Shindo T, Niessen S, Kaschani F, Tóth R, Millar AH, van der Hoorn RA (2017) Major Cys protease activities are not essential for senescence in individually darkened Arabidopsis leaves. BMC Plant Biol.

http:/​/​dx.​doi.​org/10.1186/s12870-016-0955-5

Open Access

In this paper Renier van der Hoorn (University of Oxford) interacts with US, German and Australian colleagues to use the activity-based protein profiling (ABPP) technique to assess the activity of active enzymes during senescence. They show that in Arabidopsis leaves the expression of several Papain-like Cys Proteases (PLCPs) is elevated but the activity of many Vacuolar Processing Enzymes (VPEs) is decreased, even though their transcript level increases. The amount of senescence was assessed in plants with mutations in different members of these protease families and surprisingly did not find any difference when compared to wildtype plants. One exception was in plants containing a mutation in the AALP PLCP which showed a significant, albeit slight, descrease in the rate of senescence.


Shin J, Sánchez-Villarreal A,, Davis AM,, Du SX, Berendzen KW, Koncz C, Ding Z, Li C, Davis SJ (2017) The metabolic sensor AKIN10 modulates the Arabidopsis circadian clock in a light-dependent manner. Plant Cell Environ.

<a href=”http://onlinelibrary.wiley.com/doi/10.1111/pce.12903/full” onclick=”_gaq.push([‘_trackEvent’, ‘outbound-article’, ‘http://onlinelibrary.wiley generic cialis express.com/doi/10.1111/pce.12903/full’, ‘http:/​/​dx.​doi.​org/10.1111/pce.12903’]);” target=”_blank”>http:/​/​dx.​doi.​org/10.1111/pce.12903

Seth Davies (University of York) leads this study that includes German, Mexican and Chinese collaborators and looks at the link between the circadian clock and plant metabolism. The energy sensing Snf1 (sucrose non-fermenting 1)-related kinase 1 (SnRK1) complex contains the catalytic AKIN10 protein, which plays an important role in clock function by controlling expression of the key evening element GIGANTEA (GI). This AKIN10 effect requires the clock regulator TIME FOR COFFEE (TIC) demonstrating an important role for the plants energy sensing mechanisms, via the AKIN10, in conditional control of clock gene expression.

Arabidopsis Research Roundup: August 26th

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Published on: August 26, 2016

This weeks Arabidopsis Research Roundup includes three papers across a wide range of topics. Firstly is a widely-reported study, described here with an audio description by Nik Cunniffe and Sanjie Ziang, of the evolutionary relationship between viral infection, pollinator attraction, plant fertility and miRNA-regulated gene expression. Secondly, Gordon Simpson is a co-author on a paper that has elucidated the crystal structure of the FPA proteins and finally Gareth Jenkins leads an investigation into the relationship between UV light, the UVR8 protein and histone modifications.

Groen SC, Jiang S, Murphy AM, Cunniffe NJ, Westwood JH, Davey MP, Bruce TJ, Caulfield JC, Furzer OJ, Reed A, Robinson SI, Miller E, Davis CN, Pickett JA, Whitney HM, Glover BJ, Carr JP (2016) Virus Infection of Plants Alters Pollinator Preference: A Payback for Susceptible Hosts? PLoS Pathog. 12(8):e1005790

http:/​/​dx.​doi.​org/10.1371/journal.ppat.1005790

Open Access
BumbleBee
This pan-UK collaboration is led by John Carr, Beverly Glover and Nik Cunniffe at the University of Cambridge and has received wide attention in the general press. Nik Cunniffe also kindly provides an audio description of this work that looked into the effect of viral infection on the attraction of pollinators. The authors used GC-MS to look at the volatiles produced in virally infected Arabidopsis and tomato plants, showing that infection can alter the foraging behavior of bumblebees. Mutational analysis of both cucumber mosaic virus (CMV) and Arabidopsis showed that the microRNA pathway is involved in regulating the emission of these pollinator-perceivable volatiles. When virus-infected tomato plants were not pollinated there was a clear reduction in seed yield, indicating that the plant requires the volatile production following viral infection to attract pollinators, leading to reproductive success. Importantly the authors model the possible trade-off between viral infection and reproductive success in the wild, which might oppose the strong selective pressure for the establishment of disease-resistance genes. The authors speculate that this is a co-beneficial relationship for both virus and plant.

Nick Cunniffe and Sanjie Jiang kindly provide an audio description of this work.


 

Zhang Y, Rataj K, Simpson GG, Tong L (2016) Crystal Structure of the SPOC Domain of the Arabidopsis Flowering Regulator FPA PLoS One 11(8):e0160694

http:/​/​dx.​doi.​org/10.1371/journal.pone.0160694

Open Access

Gordon Simpson (University of Dundee) in a co-author on this US-led study that has elucidated the crystal structure of the SPOC domain of the FPA floral regulator protein. FPA contains a N-terminal RNA recognition motif and a C-terminal SPEN paralog and ortholog C-terminal (SPOC) domain. This SPOC domain is highly conserved throughout plant species and this crystal structure is an important development in our understanding of the regulation of RNA 3’-end formation and how much the plant SPOC domains compare with an equivalent from metazoans.

 

Velanis CN, Herzyk P, Jenkins GI (2016) Regulation of transcription by the Arabidopsis UVR8 photoreceptor involves a specific histone modification Plant Mol Biol.

http:/​/​dx.​doi.​org/10.1007/s11103-016-0522-3

Open Access

Gareth Jenkins (Glasgow) leads this study that continues his groups work on the Arabidopsis UVR8 photoreceptor. They show that UV-B exposure increases histone lysine acetylation on UVR8-regulated genes in a UVR8 dependent manner. In fact all of the histone enrichments throughout the genome following UV-B required UVR8 activity. However the authors could find no direct interaction between UVR8 and the known enzymes involved in light-mediated histone modification indicating that UVR8 either interacts with a novel set of proteins or the UVR8 effect is mediated via a currently unknown signaling intermediate.
UVRpic

Arabidopsis Research Roundup: August 19th

This weeks Arabidopsis Research Roundup includes broad representation from Norwich Research Park with Caroline Dean, Enrico Coen and Cyril Zipfel each leading studies that focus respectively on the regulation of transcriptional state, auxin patterning that defines leaf shape or the molecular basis of the PAMP response.

Elsewhere Liam Dolan (Oxford) leads, and Malcolm Bennett (CPIB) is the principal UK contributor on studies that look into different aspects of the key molecular signals in either root hair or lateral root development.

Finally Richard Napier is a co-author on a study that better characterises the molecular basis of the well-used plant growth inhibitor MDCA.

Yang H, Howard M, Dean C (2016) Physical coupling of activation and derepression activities to maintain an active transcriptional state at FLC PNAS http://dx.doi.org/10.1073/pnas.1605733113

Dame Caroline Dean and Martin Howard (JIC) lead this follow-on work from a paper highlighted in an ARR from the start of 2016. Here they use the FLOWERING LOCUS C (FLC) locus as a model to study the trans factors that control methylation state. They find a physical interaction between the H3K36 methyltransferase SDG8 (which promotes the active H3K36me3 mark) and the H3K27me3 demethylase ELF6 (which removes the silencing H3K27me3 mark). SDG8 also associated with RNA polymerase II and the PAF1 transcriptional regulatory complex. Therefore the authors suggest that the addition of active histone marks coincides with transcription at the locus whilst SDG8 and ELF6 exhibit co-dependent localisation to FLC chromatin. Therefore this interaction links activation and derepression and coordinates active transcription whilst preventing ectopic silencing.

Abley K, Sauret-Güeto S, Marée AF, Coen E (2016) Formation of polarity convergences underlying shoot outgrowths. Elife. http://dx.doi.org/10.7554/eLife.18165.

Open Access
elife-18165-fig7-v1
Enrico Coen (JIC) is the corresponding author on this investigation that had generated models that predict locations of leaf outgrowth linked to auxin biosynthesis and transport. They use live imaging in wildtype and kanadi1kanadi2 mutants to show that the cellular polarity of the PIN1 auxin transporter is orientated so as to move auxin away from regions with high levels of biosynthesis. In turn, this moves auxin toward regions with high expression of AUX/LAX auxin importers. This data allows the generation of detailed models that describe the processes that control auxin-mediated tissue-patterning (and are impossible to describe in a single paragraph).

Couto D, Niebergall R, Liang X, Bücherl CA, Sklenar J, Macho AP, Ntoukakis V, Derbyshire P, Altenbach D, Maclean D, Robatzek S, Uhrig J, Menke F, Zhou JM, Zipfel C (2016) The Arabidopsis Protein Phosphatase PP2C38 Negatively Regulates the Central Immune Kinase BIK1 PLoS Pathog. http://dx.doi.org/10.1371/journal.ppat.1005811

Open Access

Cyril Zipfel is the lead investigator on this study that links researchers at TSL with colleagues in China and Germany. The focus of this work is the cytoplasmic kinase BIK1, which is a target of several pattern recognition receptors (PRRs) that are involved in the defence response, and the novel protein phosphatase PP2C38, which acts as a negative regulator of BIK1. Under non-inductive conditions PP2C38 prevents BIK1 activity but following pathogen-associated molecular patterns (PAMP) perception, it is phosphorylated and dissociates from BIK1, allowing full activity. This study provides another layer of detail into the complex central immune response that allows plants to response to a vast array of pathogenic microorganisms.

Goh T, Toyokura K, Wells DM, Swarup K, Yamamoto M, Mimura T, Weijers D, Fukaki H, Laplaze L, Bennett MJ, Guyomarc’h S (2016) Quiescent center initiation in the Arabidopsis lateral root primordia is dependent on the SCARECROW transcription factor Development. http://dx.doi.org/10.1242/dev.135319

Open Access

Malcolm Bennett and Darren Wells (CPIB) are authors on this international collaboration that links UK, Japanese, French and Dutch researchers. The essential role of the central organizer center (the quiescent center, QC) is well known in primary root meristem development but its role during lateral root (LR) formation remained unclear. LR formation is characterised by biphasic growth that involves early morphogenesis from the central stele and subsequent LR meristem formation. This study uses 3D imaging to demonstrate that LR QC cells originate from outer cell layers of early primordial, in a SCARECROW (SCR) dependent manner. Perturbing SCR function causes incorrect formation of the LR QC and prevents wildtype LR patterning. The manuscript also contains some excellent videos of growing LRs that are very informative.
AUX1-YFPKim CM, Dolan L (2016) ROOT HAIR DEFECTIVE SIX-LIKE Class I Genes Promote Root Hair Development in the Grass Brachypodium distachyon PLoS Genet.

http://dx.doi.org/10.1371/journal.pgen.1006211 Open Access

This study comes from Liam Dolan’s lab at the University of Oxford and moves their research focus on root hair development from Arabidopsis into the grass Brachypodium distachyon. ROOT HAIR DEFECTIVE SIX-LIKE (RSL) class I basic helix loop helix genes are expressed in cells that develop root hair fate in Arabidopsis and this study indentifies 3 RSl1 genes in Brachypodium which, when ecoptically expressed, are sufficient for the development of root hairs in all cell files. The function of these RSL proteins is conserved as the Brachypodium versions are able to restore a wildtype phenotype to root hair-less Arabidopsis mutants. Even though root hair patterning is significantly different in Brachypodium and Arabidopsis, this study shows the role of the RSL genes is conserved.
RootHairPic
Steenackers WJ, Cesarino I, Klíma P, Quareshy M, Vanholme R, Corneillie S, Kumpf RP, Van de Wouwer D, Ljung K, Goeminne G, Novak O, Zažímalová E, Napier RM, Boerjan WA, Vanholme B (2016) The allelochemical MDCA inhibits lignification and affects auxin homeostasis. Plant Physiology http://dx.doi.org/10.1104/pp.15.01972

Open Access

Richard Napier (Warwick) is the UK PI on this pan-European study that investigates the molecular basis behind the physiological role of the compound phenylpropanoid 3,4-(methylenedioxy)cinnamic acid (MDCA), which inhibits the phenylpropanoid pathway, important in lignin formation. MDCA causes inhibition of primary root growth and increase proliferation of lateral roots, not through lignin perturbation but due to a disruption in auxin homeostasis. MS analysis demonstrates that MDCA causes overall changes in auxin biosynthesis, conjugation and catabolism, similar to changes observed in mutants involved in the phenylpropanoid pathways. These result link auxin and phenylpropanoid biosynthesis pathways and provide a new explanation for the well demonstrated phytotoxic properties of MDCA.

Arabidopsis Research Roundup: August 8th

This weeks Arabidopsis Roundup contains a wide breadth of UK research. Firstly the lab of Jurriaan Ton undertakes a global analysis into the role of methylation in the immune response. Jurriaan kindly provides a short audio description of this work. Secondly Dame Caroline Dean’s lab further add to our understanding of the vernalisation response in Arabidopsis. Thirdly is work from Rothamstead that evaluates the fatty acid composition of the seed aleurone while fourthly is a study from Durham and Oxford Brookes that introduces a novel regulator of autophagy. Finally is a study that adds clarity to the phenotypic effects resulting from ascorbic acid deficiency.

López Sánchez A, H M Stassen J, Furci L, Smith LM, Ton J (2016) The role of DNA (de)methylation in immune responsiveness of Arabidopsis Plant Journal http://dx.doi.org/10.1111/tpj.13252 Open Access

Jurriaan Ton is the corresponding for study from the University of Sheffield that looks into the role of reversible methylation on the Arabidopsis immune response. Methylation is a well known regulator of gene expression and in this research the authors attempt to interrogate its effect on the immune response. Hypo-methylated mutants are more resistant, whilst hyper-methylated mutants are more suspectible to the biotrophic pathogen Hyaloperonospora arabidopsidis (Hpa). Downstream gene expression changes in these methylation mutants focus at the level of cell-wall modification and salicylic acid (SA)-responses. Oppositely the hypo-methylated mutant nrpe1 is more suspective to the necrotrophic pathogen Plectosphaerella cucumerina whilst the hyper-methylated ros1 mutant is resistant to this organism. The Ton-lab has been involved in the discovery of the exciting phenomon of transgenerational acquired resistance, and both nrpe1 and ros1 fail to develop this response against Hpa. Global gene expression shows that either NRPE1 or ROS1 influence about 50% of the gene expression changes that occur following Hpa infection. Finally since less than 15% of genes with altered gene expression reside close to NRPE1 or ROS1, the authors are able to propose that much of this regulation is due to methylation effects that act in trans- throughout the genome.

Jurriaan kindly provides a comprehensive description of this work:


Qüesta JI, Song J, Geraldo N, An H, Dean C (2016) Arabidopsis transcriptional repressor VAL1 triggers Polycomb silencing at FLC during vernalization Science. 353(6298):485-8 http://dx.doi.org/10.1126/science.aaf7354

VAL_pic
From http://science.sciencemag.org/content/353/6298/485

Dame Caroline Dean (John Innes Centre) is the lead author of this manuscript that builds upon the portfolio of work from her lab aimed at characterising the vernalization response. This work again uses the FLOWERING LOCUS C (FLC) gene as a model to study the factors that allow gene-silencing mediated by Polycomb silencing complexes. The authors find that a single intragenic point mutation prevents nucleation of the homeodomain-Polycomb repressive complex 2 (PHD-PRC2) to this region, a process that involves the transcriptional repressor VAL1. In the wildtype FLC locus the localisation of VAL1 promotes transcriptional silencing through histone deacylation through interaction with the conserved apoptosis- and splicing-associated protein (ASAP) complex. This study adds an additional layer of molecular complexity to the process of regulating the FLC locus and provides insight into the important role for primary sequence-specific targeting during gene silencing.

Bryant F, Munoz-Azcarate O, Kelly AA, Beaudoin F, Kurup S, Eastmond PJ (2016) Acyl carrier protein DESATURASE 2 and 3 are responsible for making omega-7 fatty acids in the aleurone Plant Physiology http://dx.doi.org/10.1104/pp.16.00836 Open Access

Peter Eastmond (Rothamstead) leads this work that investigates the components that determine seed fatty acid content. Specifically Omega-7 monounsaturated fatty acids (ω-7s) are enriched in the aleurone of Arabidopsis seeds so this study used a Multiparent Advanced Generation Inter-Cross population to identify a QTL linked to ω-7 content that includes the ACYL-ACYL CARRIER PROTEIN DESATURASE1 (AAD1) and AAD3 genes. AAD family members possess both stearoyl- and palmitoyl-ACP Δ9 desaturase activity and aad3 mutants show a significant reduction in ω-7 content, which is common with mutants in other AAD family members. In addition the authors show that the FATTY ACID ELONGASE1 protein is required for accumulation of long-chain ω-7s in the aleurone. Overall this research provides new insight into the pathway that produces ω-7s in the aleurone, indicating that these genes might represent a target for future strategies to alter seed fatty acid content.

Wang P, Richardson C, Hawes C, Hussey PJ.(2016) Arabidopsis NAP1 Regulates the Formation of Autophagosomes Current Biology http://dx.doi.org/10.1016/j.cub.2016.06.008

NAP1_pic
From http://www.sciencedirect.com/science/article/pii/S0960982216306200

This is collaborative effort between the labs of Patrick Hussey (Durham) and Chris Hawes (Oxford Brookes) investigates the role of the NAP1 protein, which is a member of the SCAR/WAVE complex, on the formation of autophagosomes. These organelles are induced by certain stress conditions and fewer are produced in nap1 mutants after starvation stress. This also corresponds to wildtype NAP1 localisation. Concomitantly nap1 mutants, as well as mutants of other members of SCAR/WAVE complex, are more suspectible to nitrogen starvation and is less tolerant to salt stress. The best characterised role of the SCAR/WAVE complex is during ARP2/3-mediated actin nucleation yet this study demonstrates an addition function as a regulatory of autophagy.

Lim B, Smirnoff N, Cobbett CS, Golz JF (2016) Ascorbate-Deficient vtc2 Mutants in Arabidopsis Do Not Exhibit Decreased Growth Front Plant Sci. 7:1025

http://dx.doi.org/10.3389/fpls.2016.01025 Open Access

Nick Smirnoff (Exeter) is a co-author on the Australian-led research into Arabidopsis vtc mutants, which have a significant reduction in ascorbate-acid levels. Ascorbate is synthesized via the L-galactose pathway, the first enzyme of which is encoded by the paralogs VITAMIN C2 (VTC2) and VTC5. This study characterises the growth of a vtc2 T-DNA mutant that has a 30% reduction in ascorbate levels. Surprisingly this does not result in any signficant phenotypic and they suggest that a previously characterised growth reduction in other vtc2 mutant alleles is likely due to unknown genetic lesions.

Arabidopsis Research Roundup: July 27th

Each of the papers in this Arabidopsis Research Roundup involves the response to different stimuli. Giles Johnson at Manchester provides an audio description of work that has discovered a novel mechanism of cold sensing whilst Gordon Simpson and John Brown from Dundee are contributors to work that has interrogated the sugar signaling pathway. Finally is a study from Warwick that has identified novel loci involved in ABA signaling and seed vigour.

Dyson BC, Miller MA, Feil R, Rattray N, Bowsher C, Goodacre R, Lunn JE, Johnson GN (2016) FUM2, a cytosolic fumarase, is essential for acclimation to low temperature in Arabidopsis thaliana Plant Physiology http://dx.doi.org/10.1104/pp.16.00852

Open Access

From http://www.plantphysiol.org/content/early/2016/07/20/pp.16.00852.long
From http://www.plantphysiol.org/content/early/2016/07/20/pp.16.00852.long

Giles Johnson (Manchester) is the corresponding author on this UK-German collaboration that looks at the mechanisms by which plants sense the low temperatures that cause significant phenotypic changes. GC-MS showed that fumarate is a key component in the cold tolerance response and that the activity of the FUM2 enzyme is responsible for accumulation of fumaric acid. Plants that lack FUM2 activity show significant alteration in gene expression and metabolite profile following a cold treatment and in particularly are unable to acclimate photosynthesis at lower temperatures. Therefore this study introduces a novel component of the temperature sensing apparatus, which might have broad significance for attempts to develop crops with an improved cold response.

Giles kindly provides an audio description of this work, which includes an overview into cold acclimation of photosynthesis. This includes an excellent ‘stress-ball’ analogy! (Apologies for pen-clicks :/).

 

Carvalho RF, Szakonyi D, Simpson CG, Barbosa IC, Brown JW, Baena-González E, Duque P (2016) The Arabidopsis SR45 Splicing Factor, a Negative Regulator of Sugar Signaling, Modulates SNF1-Related Protein Kinase 1 (SnRK1) Stability The Plant Cell http://dx.doi.org/10.1105/tpc.16.00301

From http://www.plantcell.org/content/early/2016/07/19/tpc.16.00301.abstract
From http://www.plantcell.org/content/early/2016/07/19/tpc.16.00301.abstract

Gordon Simpson and John Brown (James Hutton Institute) are contributors to this Portuguese-led study that investigates the role of the SR45 splicing factor in sugar signaling. In sr45-1 mutants they show that glucose-feeding causes increased levels of the energy-sensing SNF1-Related Protein Kinase 1 (SnRK1) yet without increasing its gene expression. Concomitantly the hypersensitivity of sr45-1 mutants is rescued in plants with reduced levels of SnRK1. The authors discovered that the mechanistic link between these genes involves SR45-1 regulating the alternative splicing of the 5PTase13 gene, which encodes an inositol polyphosphate 5-phosphatase that interacts with SnRK1 in vivo. In wildtype plants 5PTase13 modulates proteasomal-mediated degradation of SnRK1 and therefore a perturbation of this process in sr45-1 explains this defect in sugar-sensing.

Morris K, Barker GC, Walley PG, Lynn JR, Finch-Savage WE (2016) Trait to gene analysis reveals that allelic variation in three genes determines seed vigour. New Phytol. http://dx.doi.org/10.1111/nph.14102 Open Access

Bill Finch-Savage is the corresponding author on this study from the Warwick University that uses Brassica oleracea natural variation to identify novel loci involved in seed vigour. The discovered QTL was termed Speed of Germination (SOG1) and contained two genes, BoLCVIG2, a homologue of the alternative-splicing regulator (AtPTB1) and BoLCVIG1, which has unknown function. Transfer of these alleles into Arabdopsis causes alterations in seed germination, which is also observed in mutants of the equivalent Arabidopsis genes (At3g01060, At3g01150). Furthermore an additional discovered QTL encodes the Reduced ABscisic Acid 1 (RABA1) gene, which influences ABA content and seed vigour. Therefore this mapping strategy has discovered three genes that promote seed vigour resulting from alterations in ABA content and sensitivity.

Arabidopsis Research Roundup: July 19th

There are six papers in this weeks Arabidopsis Research Roundup. Two of these include research on the stomatal patterning gene TMM. Firstly a White Rose consortium investigates the ancestral basis of stomatal patterning, whilst a Glasgow-based study investigates the relationship between patterning and the dynamics of guard cell opening. The GARNet committee is represented by work from Cardiff that looks at the relationship between seed size and shoot branching and also from Cambridge in research that studies meiotic recombination in genomic regions important for pathogen defense. Finally are two studies that look into aspects of root and shoot patterning and include co-authors from CPIB in Nottingham or the John Innes Centre.

Caine R, Chater CC, Kamisugi Y, Cuming AC, Beerling DJ, Gray JE, Fleming AJ (2016) An ancestral stomatal patterning module revealed in the non-vascular land plant Physcomitrella patens Development

http://dx.doi.org/10.1242/dev.135038 Open Access

This study is a collaboration between labs in Sheffield and Leeds, led by Andrew Fleming (Sheffield). They investigate the role that the signalling module comprised of Epidermal Patterning Factors (EPFs), ERECTA and TMM play during the evolution of stomatal patterning. This module is known to play an important role in Arabidopsis and in this study the authors show that the moss Physcomitrella patens contains homologs of each of the genes and that they perform the same function. When P.paten versions of these genes are transferred to equivalent Arabidopsis mutants they show conserved function demonstrating that this module is an example of an ancestral patterning system.

Andrew Fleming provides a brief audio description of this manuscript:

Papanatsiou M, Amtmann A, Blatt MR (2016) Stomatal spacing facilitates guard cell ion transport independent of the epidermal solute reservoir. Plant Physiol. http://dx.doi.org/10.1104/pp.16.00850 Open Access

Mike Blatt and Anna Amtmann (University of Glasgow) are the co-supervisors for this study into the relationshop between ion transport in stomatal guard cells and their physical positioning within a leaf. They used a genetic approach to assess the effect of stomatal clustering, showing that too many mouths (tmm) mutant plants have reduced stomatal movements associated with alterations in K+ channel gating and coincident with a surprising reduction in the level of K+ ions in guard cells. These results underline the importance of stomatal spacing in this process but do not provide a full explanation into the alteration in K+ ion dynamics.

Sornay E, Dewitte W, Murray JAH (2016) Seed size plasticity in response to embryonic lethality conferred by ectopic CYCD activation is dependent on plant architecture Plant Signaling and Behaviour e1192741

http://dx.doi.org/10.1080/15592324.2016.1192741 Open Access

From http://dx.doi.org/10.1080/15592324.2016.1192741
From http://dx.doi.org/10.1080/15592324.2016.1192741

This research comes from the lab of GARNet PI Jim Murray (Cardiff) and investigates cell proliferation and growth within a developing seed. They previously have shown that targeting of D-type cyclin CYCD7;1 to the central cell and early endosperm can trigger nuclear divisions and ovule abortion, which leads to a smaller number of larger seed. In this study they show that development of larger seed in transgenic plants is influenced by the architecture of the mother, as plants with increased side branches, caused by pruning of the main stem, do not generate this phenotype. This is indicative of a close relationship between the amount of resources allocated to different parts of the plant and that a transgenic effect was altered by a different plant morphology. This should provide an important insight into future work that aims to define the effect of any particular transgenic alteration.

Choi K, Reinhard C, Serra H, Ziolkowski PA,, Underwood CJ,, Zhao X, Hardcastle TJ, Yelina NE, Griffin C, Jackson M, Mézard C, McVean G, Copenhaver GP,, Henderson IR (2016) Recombination Rate Heterogeneity within Arabidopsis Disease Resistance Genes. PLoS Genet. 12(7):e1006179.

http://dx.doi.org/10.1371/journal.pgen.1006179 Open Access

GARNet advisory board member Ian Henderson (Cambridge) is the corresponding author of this study that involves contributions from the UK, US, Poland and France. They investigate genomic regions that show increased meiotic recombination, which is predicted to occur coincident with genes involved in pathogen defence given their requirement to adapt to new external challenges. This study focuses on NBS-LRR domain proteins that tend to physically cluster in the Arabidopsis genome. Interesting they discovered both hot and coldspots for meiotic recombination that associate with NBS-LRR clusters, the later often correlating with structural heterozygosity. In a more detailed dissection of 1000 crossovers in the RESISTANCE TO ALBUGO CANDIDA1 (RAC1) R hotspot, they discovered higher recombination frequencies associating with known sequence motifs important for the pathogen response, which were influenced by ecotype-specific factors. Ultimately the authors note that there is a complex relationship between regions of meiotic recombination, structural heterozygosity and the evolutionary pressures that occurs with host-pathogen relationships.

Orman-Ligeza B, Parizot B, de Rycke R, Fernandez A, Himschoot E, Van Breusegem F, Bennett MJ, Périlleux C, Beeckman T, Draye X (2016) RBOH-mediated ROS production facilitates lateral root emergence in Arabidopsis. Development http://dx.doi.org/10.1242/dev.136465 Open Access

From http://dx.doi.org/10.1242/dev.136465
From http://dx.doi.org/10.1242/dev.136465

 Malcolm Bennett (CPIB) is the sole UK-based co-author on this study led by Belgian collaborators and investigates the role of reactive oxygen species (ROS) in auxin-regulated lateral root (LR) formation. They show that ROS can reactivate LR primordia and pre-branch sites, resulting in increased LR numbers. This occurs in both wildtype and in auxin mutants that have reduced numbers due to changes in auxin-mediated cell wall remodeling. ROS is deposited in the apoplast of emerging LR cells in a pattern that is coincident with the expression of the RESPIRATORY BURST OXIDASE HOMOLOGS (RBOH) genes. Concomitantly the altered expression of RBOH was shown to affect the development and emergence of LRs. This adds a further level of complexity to the current understanding of the signaling factors that converge to facilitate LR growth.

 

Shi B,, Zhang C, Tian C, Wang J,, Wang Q,, Xu T,, Xu Y, Ohno C, Sablowski R, Heisler MG, Theres K, Wang Y, Jiao Y (2016) Two-Step Regulation of a Meristematic Cell Population Acting in Shoot Branching in Arabidopsis. PLoS Genet. http://dx.doi.org/10.1371/journal.pgen.1006168 Open Access

This Chinese-led study includes Robert Sablowski (JIC) as a co-author and studies the factors that influence the development of axillary meristems. They use innovative live imaging to show that SHOOT MERISTEMLESS (STM) is continuously expressed and that this dependent on a leaf axil auxin minimum. Once STM expression is lost then the axil is unable to form a meristem even if STM is switched back later in development, indicating that cells undergo an irreversible developmental commitment. The expression domain of STM is under cell-type specific control of REVOLUTA (REV) DNA binding. Overall this study demonstrates that meristematic competence and initiation is dependent on differing levels of the key regulator STM.

From http://dx.doi.org/10.1371/journal.pgen.1006168
From http://dx.doi.org/10.1371/journal.pgen.1006168
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