ABSTRACT
Periplasmic binding proteins (PBPs) are bacterial proteins commonly used as scaffolds for substrate-detecting biosensors. In these biosensors, effector proteins (for example fluorescent proteins) are inserted into a PBP such that the effector protein's output changes upon PBP-substate binding. The insertion site is often determined by comparison of PBP apo/holo crystal structures, but random insertion libraries have shown that this can miss the best sites. Here, we present a PBP biosensor design method based on residue contact analysis from molecular dynamics. This computational method identifies the best previously known insertion sites in the maltose binding PBP, and suggests further previously unknown sites. We experimentally characterise fluorescent protein insertions at these new sites, finding they too give functional biosensors. Furthermore, our method is sufficiently flexible to both suggest insertion sites compatible with a variety of effector proteins, and be applied to binding proteins beyond PBPs.
Subject(s)
Biosensing Techniques , Molecular Dynamics Simulation , Periplasmic Binding Proteins , Biosensing Techniques/methods , Periplasmic Binding Proteins/chemistry , Periplasmic Binding Proteins/metabolism , Computational Biology/methods , Binding Sites , Protein BindingABSTRACT
The phenotypic analysis of root system growth is important to inform efforts to enhance plant resource acquisition from soils; however, root phenotyping remains challenging because of the opacity of soil, requiring systems that facilitate root system visibility and image acquisition. Previously reported systems require costly or bespoke materials not available in most countries, where breeders need tools to select varieties best adapted to local soils and field conditions. Here, we report an affordable soil-based growth (rhizobox) and imaging system to phenotype root development in glasshouses or shelters. All components of the system are made from locally available commodity components, facilitating the adoption of this affordable technology in low-income countries. The rhizobox is large enough (approximately 6000 cm2 of visible soil) to avoid restricting vertical root system growth for most if not all of the life cycle, yet light enough (approximately 21 kg when filled with soil) for routine handling. Support structures and an imaging station, with five cameras covering the whole soil surface, complement the rhizoboxes. Images are acquired via the Phenotiki sensor interface, collected, stitched and analysed. Root system architecture (RSA) parameters are quantified without intervention. The RSAs of a dicot species (Cicer arietinum, chickpea) and a monocot species (Hordeum vulgare, barley), exhibiting contrasting root systems, were analysed. Insights into root system dynamics during vegetative and reproductive stages of the chickpea life cycle were obtained. This affordable system is relevant for efforts in Ethiopia and other low- and middle-income countries to enhance crop yields and climate resilience sustainably.
Subject(s)
Plant Roots/anatomy & histology , Aging , Cicer/anatomy & histology , Cicer/genetics , Genotype , Hordeum/anatomy & histology , Hordeum/genetics , Phenotype , SoilABSTRACT
Legumes form symbioses with rhizobia to fix N2 in root nodules to supplement their nitrogen (N) requirements. Many studies have shown how symbioses affect the shoot, but far less is understood about how they modify root development and root system architecture (RSA). RSA is the distribution of roots in space and over time. RSA reflects host resource allocation into below-ground organs and patterns of host resource foraging underpinning its resource acquisition capacity. Recent studies have revealed a more comprehensive relationship between hosts and symbionts: the latter can affect host resource acquisition for phosphate and iron, and the symbiont's production of plant growth regulators can enhance host resource flux and abundance. We review the current understanding of the effects of rhizobia-legume symbioses on legume root systems. We focus on resource acquisition and allocation within the host to conceptualize the effect of symbioses on RSA, and highlight opportunities for new directions of research.
Subject(s)
Fabaceae , Rhizobium , Nitrogen , Nitrogen Fixation , Plant Roots , SymbiosisABSTRACT
Cell-, tissue- or organ-specific inducible expression systems are powerful tools for functional analysis of changes to the pattern, level or timing of gene expression. However, plant researchers lack standardised reagents that promote reproducibility across the community. Here, we report the development and functional testing of a Gateway-based system for quantitatively, spatially and temporally controlling inducible gene expression in Arabidopsis that overcomes several drawbacks of the legacy systems. We used this modular driver/effector system with intrinsic reporting of spatio-temporal promoter activity to generate 18 well-characterised homozygous transformed lines showing the expected expression patterns specific for the major cell types of the Arabidopsis root; seed and plasmid vectors are available through the Arabidopsis stock centre. The system's tight regulation was validated by assessing the effects of diphtheria toxin A chain expression. We assessed the utility of Production of Anthocyanin Pigment 1 (PAP1) as an encoded effector mediating cell-autonomous marks. With this shared resource of characterised reference driver lines, which can be expanded with additional promoters and the use of other fluorescent proteins, we aim to contribute towards enhancing reproducibility of qualitative and quantitative analyses.
Subject(s)
Arabidopsis/genetics , Genes, Reporter , Anthocyanins/metabolism , Arabidopsis/cytology , Arabidopsis/metabolism , Arabidopsis Proteins/genetics , Arabidopsis Proteins/metabolism , Estradiol/metabolism , Gene Expression Regulation, Plant , Organ Specificity , Plant Roots/cytology , Plant Roots/genetics , Plant Roots/metabolism , Plants, Genetically Modified , Promoter Regions, Genetic/genetics , Reproducibility of Results , Transcription Factors/genetics , Transcription Factors/metabolismABSTRACT
Direct observation of morphological plant traits is tedious and a bottleneck for high-throughput phenotyping. Hence, interest in image-based analysis is increasing, with the requirement for software that can reliably extract plant traits, such as leaf count, preferably across a variety of species and growth conditions. However, current leaf counting methods do not work across species or conditions and therefore may lack broad utility. In this paper, we present Pheno-Deep Counter, a single deep network that can predict leaf count in two-dimensional (2D) plant images of different species with a rosette-shaped appearance. We demonstrate that our architecture can count leaves from multi-modal 2D images, such as visible light, fluorescence and near-infrared. Our network design is flexible, allowing for inputs to be added or removed to accommodate new modalities. Furthermore, our architecture can be used as is without requiring dataset-specific customization of the internal structure of the network, opening its use to new scenarios. Pheno-Deep Counter is able to produce accurate predictions in many plant species and, once trained, can count leaves in a few seconds. Through our universal and open source approach to deep counting we aim to broaden utilization of machine learning-based approaches to leaf counting. Our implementation can be downloaded at https://bitbucket.org/tuttoweb/pheno-deep-counter.
Subject(s)
Deep Learning , Phenotype , Plant Leaves/anatomy & histology , Image Processing, Computer-Assisted/methods , Machine Learning , Plants , SoftwareABSTRACT
Phosphate starvation-mediated induction of the HAD-type phosphatases PPsPase1 (AT1G73010) and PECP1 (AT1G17710) has been reported in Arabidopsis (Arabidopsis thaliana). However, little is known about their in vivo function or impact on plant responses to nutrient deficiency. The preferences of PPsPase1 and PECP1 for different substrates have been studied in vitro but require confirmation in planta. Here, we examined the in vivo function of both enzymes using a reverse genetics approach. We demonstrated that PPsPase1 and PECP1 affect plant phosphocholine and phosphoethanolamine content, but not the pyrophosphate-related phenotypes. These observations suggest that the enzymes play a similar role in planta related to the recycling of polar heads from membrane lipids that is triggered during phosphate starvation. Altering the expression of the genes encoding these enzymes had no effect on lipid composition, possibly due to compensation by other lipid recycling pathways triggered during phosphate starvation. Furthermore, our results indicated that PPsPase1 and PECP1 do not influence phosphate homeostasis, since the inactivation of these genes had no effect on phosphate content or on the induction of molecular markers related to phosphate starvation. A combination of transcriptomics and imaging analyses revealed that PPsPase1 and PECP1 display a highly dynamic expression pattern that closely mirrors the phosphate status. This temporal dynamism, combined with the wide range of induction levels, broad expression, and lack of a direct effect on Pi content and regulation, makes PPsPase1 and PECP1 useful molecular markers of the phosphate starvation response.
Subject(s)
Arabidopsis Proteins/metabolism , Ethanolamines/metabolism , Inorganic Pyrophosphatase/metabolism , Phosphates/metabolism , Phosphoric Monoester Hydrolases/metabolism , Phosphorylcholine/metabolism , Arabidopsis/genetics , Arabidopsis/growth & development , Arabidopsis/metabolism , Arabidopsis Proteins/genetics , Gene Expression Profiling , Gene Expression Regulation, Developmental , Gene Expression Regulation, Plant , Homeostasis , Inorganic Pyrophosphatase/genetics , Membrane Lipids/metabolism , Mutation , Phosphoric Monoester Hydrolases/geneticsABSTRACT
Upon DNA damage, cyclin-dependent kinases (CDKs) are typically inhibited to block cell division. In many organisms, however, it has been found that CDK activity is required for DNA repair, especially for homology-dependent repair (HR), resulting in the conundrum how mitotic arrest and repair can be reconciled. Here, we show that Arabidopsis thaliana solves this dilemma by a division of labor strategy. We identify the plant-specific B1-type CDKs (CDKB1s) and the class of B1-type cyclins (CYCB1s) as major regulators of HR in plants. We find that RADIATION SENSITIVE 51 (RAD51), a core mediator of HR, is a substrate of CDKB1-CYCB1 complexes. Conversely, mutants in CDKB1 and CYCB1 fail to recruit RAD51 to damaged DNA CYCB1;1 is specifically activated after DNA damage and we show that this activation is directly controlled by SUPPRESSOR OF GAMMA RESPONSE 1 (SOG1), a transcription factor that acts similarly to p53 in animals. Thus, while the major mitotic cell-cycle activity is blocked after DNA damage, CDKB1-CYCB1 complexes are specifically activated to mediate HR.
Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/genetics , Arabidopsis/metabolism , Cyclin B/metabolism , Cyclin-Dependent Kinases/metabolism , Recombinational DNA Repair , Arabidopsis Proteins/genetics , Cyclin B/genetics , Cyclin-Dependent Kinases/genetics , Rad51 Recombinase/metabolism , Transcription Factors/metabolismABSTRACT
Background and Aims The Arabidopsis thaliana root is a key experimental system in developmental biology. Despite its importance, we are still lacking an objective and broadly applicable approach for identification of number and position of developmental domains or zones along the longitudinal axis of the root apex or boundaries between them, which is essential for understanding the mechanisms underlying cell proliferation, elongation and differentiation dynamics during root development. Methods We used a statistics approach, the multiple structural change algorithm (MSC), for estimating the number and position of developmental transitions in the growing portion of the root apex. Once the positions of the transitions between domains and zones were determined, linear models were used to estimate the critical size of dividing cells (LcritD) and other parameters. Key Results The MSC approach enabled identification of three discrete regions in the growing parts of the root that correspond to the proliferation domain (PD), the transition domain (TD) and the elongation zone (EZ). Simultaneous application of the MSC approach and G2-to-M transition (CycB1;1DB:GFP) and endoreduplication (pCCS52A1:GUS) molecular markers confirmed the presence and position of the TD. We also found that the MADS-box gene XAANTAL1 (XAL1) is required for the wild-type (wt) PD increase in length during the first 2 weeks of growth. Contrary to wt, in the xal1 loss-of-function mutant the increase and acceleration of root growth were not detected. We also found alterations in LcritD in xal1 compared with wt, which was associated with longer cell cycle duration in the mutant. Conclusions The MSC approach is a useful, objective and versatile tool for identification of the PD, TD and EZ and boundaries between them in the root apices and can be used for the phenotyping of different genetic backgrounds, experimental treatments or developmental changes within a genotype. The tool is publicly available at www.ibiologia.com.mx/MSC_analysis.
ABSTRACT
Nonhost resistance (NHR), in which a successful pathogen on some plants fails to overcome host barriers on others, has attracted much attention owing to its potential for robust crop improvement. Recent advances reveal that a multitude of underlying mechanisms contribute to NHR, ranging from components shared with recognition-based defenses up to recessive susceptibility factors involved in plant primary metabolism. Most NHR appears multi-factorial and quantitative. This implies that there is no single, 'silver bullet' NHR mechanism that can be used to broadly restrict pathogens in many or all crops.
Subject(s)
Crops, Agricultural/genetics , Disease Resistance/genetics , Host-Pathogen Interactions/genetics , Host-Pathogen Interactions/immunology , Plant Immunity/genetics , Plants/microbiology , Plants/virologyABSTRACT
Most plant-microbe interactions do not result in disease; natural products restrict non-host pathogens. We found that sulforaphane (4-methylsulfinylbutyl isothiocyanate), a natural product derived from aliphatic glucosinolates, inhibits growth in Arabidopsis of non-host Pseudomonas bacteria in planta. Multiple sax genes (saxCAB/F/D/G) were identified in Pseudomonas species virulent on Arabidopsis. These sax genes are required to overwhelm isothiocyanate-based defenses and facilitate a disease outcome, especially in the young leaves critical for plant survival. Introduction of saxCAB genes into non-host strains enabled them to overcome these Arabidopsis defenses. Our study shows that aliphatic isothiocyanates, previously shown to limit damage by herbivores, are also crucial, robust, and developmentally regulated defenses that underpin non-host resistance in the Arabidopsis-Pseudomonas pathosystem.
Subject(s)
Arabidopsis/metabolism , Arabidopsis/microbiology , Genes, Bacterial , Host-Pathogen Interactions , Pseudomonas syringae/genetics , Thiocyanates/metabolism , Thiocyanates/pharmacology , Arabidopsis/genetics , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Escherichia coli/drug effects , Escherichia coli/genetics , Escherichia coli/growth & development , Glucosinolates/metabolism , Isothiocyanates/metabolism , Isothiocyanates/pharmacology , Operon , Plant Diseases/microbiology , Plant Extracts/pharmacology , Plants, Genetically Modified , Pseudomonas syringae/drug effects , Pseudomonas syringae/growth & development , Pseudomonas syringae/pathogenicity , Sulfoxides , Thiocyanates/isolation & purificationABSTRACT
Recently discovered regulators of asymmetric cell division highlight differences in the mechanisms responsible for cell fate segregation in plants and animals.
Subject(s)
Plant Development , Plant Proteins/metabolism , Plant Roots/growth & development , Plant Roots/metabolism , Gene Expression Regulation, Plant , Plant Proteins/geneticsABSTRACT
Male germline development in angiosperms produces the pair of sperm cells required for double fertilization. A key regulator of this process in Arabidopsis thaliana is the male germline-specific transcription factor DUO POLLEN1 (DUO1) that coordinates germ cell division and gamete specification. Here, we uncover the role of DUO3, a nuclear protein that has a distinct, but overlapping role with DUO1 in male germline development. DUO3 is a conserved protein in land plants and is related to GON-4, a cell lineage regulator of gonadogenesis in Caenorhabditis elegans. Mutant duo3-1 germ cells either fail to divide or show a delay in division, and we show that, unlike DUO1, DUO3 promotes entry into mitosis independent of the G2/M regulator CYCB1;1. We also show that DUO3 is required for the expression of a subset of germline genes under DUO1 control and that like DUO1, DUO3 is essential for sperm cell specification and fertilization. Furthermore, we demonstrate an essential sporophytic role for DUO3 in cell division and embryo patterning. Our findings demonstrate essential developmental roles for DUO3 in cell cycle progression and cell specification in both gametophytic and sporophytic tissues.
Subject(s)
Arabidopsis Proteins/physiology , Arabidopsis/cytology , Arabidopsis/embryology , Embryonic Development/physiology , Arabidopsis/genetics , Arabidopsis Proteins/genetics , Cell Cycle/genetics , Cell Cycle/physiology , Cell Division/genetics , Cell Division/physiology , Computational Biology , Embryonic Development/genetics , Gene Expression Regulation, Plant/genetics , Gene Expression Regulation, Plant/physiology , Microscopy, Confocal , Molecular Sequence Data , Pollen/cytology , Pollen/genetics , Reverse Transcriptase Polymerase Chain ReactionABSTRACT
Plant growth is driven by cell proliferation and elongation. The hormone gibberellin (GA) regulates Arabidopsis root growth by controlling cell elongation, but it is currently unknown whether GA also controls root cell proliferation. Here we show that GA biosynthetic mutants are unable to increase their cell production rate and meristem size after germination. GA signals the degradation of the DELLA growth repressor proteins GAI and RGA, promoting root cell production. Targeting the expression of gai (a non-GA-degradable mutant form of GAI) in the root meristem disrupts cell proliferation. Moreover, expressing gai in dividing endodermal cells was sufficient to block root meristem enlargement. We report a novel function for GA regulating cell proliferation where this signal acts by removing DELLA in a subset of, rather than all, meristem cells. We suggest that the GA-regulated rate of expansion of dividing endodermal cells dictates the equivalent rate in other root tissues. Cells must double in size prior to dividing but cannot do so independently, because they are physically restrained by adjacent tissues with which they share cell walls. Our study highlights the importance of probing regulatory mechanisms linking molecular- and cellular-scale processes with tissue and organ growth responses.
Subject(s)
Arabidopsis/growth & development , Gibberellins/metabolism , Plant Root Cap/metabolism , Signal Transduction/physiology , Arabidopsis/metabolism , Arabidopsis Proteins/metabolism , Cell Proliferation , Crosses, Genetic , Histocytochemistry , Microscopy, Confocal , Repressor Proteins/metabolismABSTRACT
We isolated an activation-tagged Arabidopsis (Arabidopsis thaliana) line, constitutive disease susceptibility2-1D (cds2-1D), that showed enhanced bacterial growth when challenged with various Pseudomonas syringae strains. Systemic acquired resistance and systemic PATHOGENESIS-RELATED GENE1 induction were also compromised in cds2-1D. The T-DNA insertion adjacent to NINE-CIS-EPOXYCAROTENOID DIOXYGENASE5 (NCED5), one of six genes encoding the abscisic acid (ABA) biosynthetic enzyme NCED, caused a massive increase in transcript level and enhanced ABA levels >2-fold. Overexpression of NCED genes recreated the enhanced disease susceptibility phenotype. NCED2, NCED3, and NCED5 were induced, and ABA accumulated strongly following compatible P. syringae infection. The ABA biosynthetic mutant aba3-1 showed reduced susceptibility to virulent P. syringae, and ABA, whether through exogenous application or endogenous accumulation in response to mild water stress, resulted in increased bacterial growth following challenge with virulent P. syringae, indicating that ABA suppresses resistance to P. syringae. Likewise ABA accumulation also compromised resistance to the biotrophic oomycete Hyaloperonospora arabidopsis, whereas resistance to the fungus Alternaria brassicicola was enhanced in cds2-1D plants and compromised in aba3-1 plants, indicating that ABA promotes resistance to this necrotroph. Comparison of the accumulation of salicylic acid and jasmonic acid in the wild type, cds2-1D, and aba3-1 plants challenged with P. syringae showed that ABA promotes jasmonic acid accumulation and exhibits a complex antagonistic relationship with salicylic acid. Our findings provide genetic evidence that the abiotic stress signal ABA also has profound roles in modulating diverse plant-pathogen interactions mediated at least in part by cross talk with the jasmonic acid and salicylic acid biotic stress signal pathways.
Subject(s)
Abscisic Acid/metabolism , Arabidopsis/microbiology , Host-Pathogen Interactions , Alleles , Arabidopsis/enzymology , Arabidopsis/genetics , Arabidopsis Proteins/metabolism , Cyclopentanes/metabolism , Dioxygenases , Genes, Dominant , Genes, Plant , Immunity, Innate/genetics , Mutation/genetics , Oxygenases/metabolism , Oxylipins/metabolism , Phenotype , Plant Diseases/genetics , Plant Diseases/immunology , Plant Diseases/microbiology , Plant Proteins , Pseudomonas syringae/physiology , Salicylic Acid/metabolismABSTRACT
Systemic signaling between roots and shoots is required to maintain mineral nutrient homeostasis for optimal metabolism under varying environmental conditions. Recent work has revealed molecular components of a signaling module that controls systemic phosphate homeostasis, modulates uptake and transport in Arabidopsis. This module comprises PHO2, a protein that controls protein stability, the phloem-mobile microRNA-399 and a ribo-regulator that squelches the activity of miR399 towards PHO2 by a novel mechanism. This advance is a significant step for the design of future rational approaches to improve crop phosphate use efficiency.
Subject(s)
Arabidopsis/metabolism , Phosphates/metabolism , Signal Transduction/physiology , Arabidopsis Proteins/physiology , Homeostasis , MicroRNAs/physiology , Models, Biological , RNA, Untranslated/physiology , Ubiquitin-Conjugating Enzymes/physiologyABSTRACT
Recent studies show that, in plant roots, mutually dependent regulatory mechanisms operating at cell and tissue levels interact to generate a self-sustaining distribution of the hormone auxin which provides a framework for developmental patterning and growth.
Subject(s)
Arabidopsis/growth & development , Body Patterning/physiology , Indoleacetic Acids/metabolism , Plant Roots/growth & development , Arabidopsis/metabolism , Arabidopsis Proteins/metabolism , Membrane Transport Proteins/metabolism , Plant Roots/metabolism , Transcription Factors/metabolismABSTRACT
INTRODUCTIONThe growth of plant roots is very easy to measure and is particularly straightforward in Arabidopsis thaliana, because the increase in organ size is essentially restricted to one dimension. The precise measurement of root apical growth can be used to accurately determine growth activity (the rate of growth at a given time) during development in mutants, transgenic backgrounds, or in response to experimental treatments. Root growth is measured in a number of ways, the simplest of which is to grow the seedlings in a Petri dish and record the position of the advancing root tip at appropriate time points. The increase in root length is measured with a ruler and the data are entered into Microsoft Excel for analysis. When dealing with large numbers of seedlings, however, this procedure can be tedious, as well as inaccurate. An alternative approach, described in this protocol, uses "snapshots" of the growing plants, which are taken using gel-documentation equipment (i.e., a video camera with a frame-grabber unit, now commonly used to capture images from ethidium-bromide-stained electrophoresis gels). The images are analyzed using publicly available software (NIH-Image), which allows the user simply to cut and paste data into Microsoft Excel.
ABSTRACT
Recent studies have revealed important new details of how cytokinin-dependent mechanisms control plant growth. Intriguingly, cytokinins are involved in both maintaining meristems and promoting differentiation.