249 results on '"Robert T. Furbank"'
Search Results
2. High-Throughput Plot-Level Quantitative Phenotyping Using Convolutional Neural Networks on Very High-Resolution Satellite Images
- Author
-
Brandon Victor, Aiden Nibali, Saul Justin Newman, Tristan Coram, Francisco Pinto, Matthew Reynolds, Robert T. Furbank, and Zhen He
- Subjects
agriculture ,deep learning ,object-based image analysis ,optical imagery ,plant breeding ,Science - Abstract
To ensure global food security, crop breeders conduct extensive trials across various locations to discover new crop varieties that grow more robustly, have higher yields, and are resilient to local stress factors. These trials consist of thousands of plots, each containing a unique crop variety monitored at intervals during the growing season, requiring considerable manual effort. In this study, we combined satellite imagery and deep learning techniques to automatically collect plot-level phenotypes from plant breeding trials in South Australia and Sonora, Mexico. We implemented two novel methods, utilising state-of-the-art computer vision architectures, to predict plot-level phenotypes: flowering, canopy cover, greenness, height, biomass, and normalised difference vegetation index (NDVI). The first approach uses a classification model to predict for just the centred plot. The second approach predicts per-pixel and then aggregates predictions to determine a value per-plot. Using a modified ResNet18 model to predict the centred plot was found to be the most effective method. These results highlight the exciting potential for improving crop trials with remote sensing and machine learning.
- Published
- 2024
- Full Text
- View/download PDF
3. Wheat physiology predictor: predicting physiological traits in wheat from hyperspectral reflectance measurements using deep learning
- Author
-
Robert T. Furbank, Viridiana Silva-Perez, John R. Evans, Anthony G. Condon, Gonzalo M. Estavillo, Wennan He, Saul Newman, Richard Poiré, Ashley Hall, and Zhen He
- Subjects
Wheat ,Photosynthesis ,Machine learning ,Deep learning ,Hyperspectral reflectance ,Plant culture ,SB1-1110 ,Biology (General) ,QH301-705.5 - Abstract
Abstract Background The need for rapid in-field measurement of key traits contributing to yield over many thousands of genotypes is a major roadblock in crop breeding. Recently, leaf hyperspectral reflectance data has been used to train machine learning models using partial least squares regression (PLSR) to rapidly predict genetic variation in photosynthetic and leaf traits across wheat populations, among other species. However, the application of published PLSR spectral models is limited by a fixed spectral wavelength range as input and the requirement of separate custom-built models for each trait and wavelength range. In addition, the use of reflectance spectra from the short-wave infrared region requires expensive multiple detector spectrometers. The ability to train a model that can accommodate input from different spectral ranges would potentially make such models extensible to more affordable sensors. Here we compare the accuracy of prediction of PLSR with various deep learning approaches and an ensemble model, each trained and tested using previously published data sets. Results We demonstrate that the accuracy of PLSR to predict photosynthetic and related leaf traits in wheat can be improved with deep learning-based and ensemble models without overfitting. Additionally, these models can be flexibly applied across spectral ranges without significantly compromising accuracy. Conclusion The method reported provides an improved prediction of wheat leaf and photosynthetic traits from leaf hyperspectral reflectance and do not require a full range, high cost leaf spectrometer. We provide a web service for deploying these algorithms to predict physiological traits in wheat from a variety of spectral data sets, with important implications for wheat yield prediction and crop breeding.
- Published
- 2021
- Full Text
- View/download PDF
4. A multiple species, continent-wide, million-phenotype agronomic plant dataset
- Author
-
Saul Justin Newman and Robert T. Furbank
- Subjects
Science - Abstract
Measurement(s) grain yield trait • protein content • days to flowering trait • Glucosinolate • plant structure development stage Technology Type(s) specimen harvest quantity • Mass Spectrometry • agronomic process Sample Characteristic - Organism Pisum sativum • Secale cereale x Triticum aestivum • Triticum aestivum • Brassica napus • Avena sativa • Lens culinaris • Cicer arietinum • Lupinus angustifolius • Vicia faba Sample Characteristic - Environment cultivated environment Sample Characteristic - Location Australia Machine-accessible metadata file describing the reported data: https://doi.org/10.6084/m9.figshare.13709956
- Published
- 2021
- Full Text
- View/download PDF
5. Bundle sheath suberisation is required for C4 photosynthesis in a Setaria viridis mutant
- Author
-
Florence R. Danila, Vivek Thakur, Jolly Chatterjee, Soumi Bala, Robert A. Coe, Kelvin Acebron, Robert T. Furbank, Susanne von Caemmerer, and William Paul Quick
- Subjects
Biology (General) ,QH301-705.5 - Abstract
Florence Danila et al. perform mutation screens on Setaria viridis and identify an ABCG transporter gene which serves as a step in the suberin synthesis pathway. This study demonstrates that a functional suberin lamellae is essential for efficient C4 photosynthesis in S. viridis.
- Published
- 2021
- Full Text
- View/download PDF
6. Author Correction: A multiple species, continent-wide, million-phenotype agronomic plant dataset
- Author
-
Saul Justin Newman and Robert T. Furbank
- Subjects
Science - Published
- 2022
- Full Text
- View/download PDF
7. A Partial C4 Photosynthetic Biochemical Pathway in Rice
- Author
-
HsiangChun Lin, Stéphanie Arrivault, Robert A. Coe, Shanta Karki, Sarah Covshoff, Efren Bagunu, John E. Lunn, Mark Stitt, Robert T. Furbank, Julian M. Hibberd, and William Paul Quick
- Subjects
C4 rice ,C4 photosynthesis ,13C labeling ,NADP-malic enzyme ,malate ,Oryza sativa (rice) ,Plant culture ,SB1-1110 - Abstract
Introduction of a C4 photosynthetic pathway into C3 rice (Oryza sativa) requires installation of a biochemical pump that concentrates CO2 at the site of carboxylation in modified bundle sheath cells. To investigate the feasibility of this, we generated a quadruple line that simultaneously accumulates four of the core C4 photosynthetic enzymes from the NADP-malic enzyme subtype, phosphoenolpyruvate carboxylase (ZmPEPC), NADP-malate dehydrogenase (ZmNADP-MDH), NADP-malic enzyme (ZmNADP-ME), and pyruvate phosphate dikinase (ZmPPDK). This led to enhanced enzyme activity and mild phenotypic perturbations but was largely neutral in its effects on photosynthetic rate. Measurements of the flux of 13CO2 through photosynthetic metabolism revealed a significant increase in the incorporation of 13C into malate, consistent with increased fixation of 13CO2 via PEP carboxylase in lines expressing the maize PEPC enzyme. However, there was no significant differences in labeling of 3-phosphoglycerate (3PGA) indicating that there was no carbon flux through NADP-ME into the Calvin-Benson cycle. There was also no significant difference in labeling of phosphoenolpyruvate (PEP) indicating that there was no carbon flux through PPDK. Crossing the quadruple line with a line with reduced glycine decarboxylase H-protein (OsGDCH) abundance led to a photosynthetic phenotype characteristic of the reduced OsGDCH line and higher labeling of malate, aspartate and citrate than in the quintuple line. There was evidence of 13C labeling of aspartate indicating 13CO2 fixation into oxaloacetate by PEPC and conversion to aspartate by the endogenous aspartate aminotransferase activity. While Kranz anatomy or other anatomical modifications have not yet been installed in these plants to enable a fully functional C4 cycle, these results demonstrate for the first-time a partial flux through the carboxylation phase of NADP-ME C4 metabolism in transgenic rice containing two of the key metabolic steps in the C4 pathway.
- Published
- 2020
- Full Text
- View/download PDF
8. Evaluation of the Phenotypic Repeatability of Canopy Temperature in Wheat Using Continuous-Terrestrial and Airborne Measurements
- Author
-
David M. Deery, Greg J. Rebetzke, Jose A. Jimenez-Berni, William D. Bovill, Richard A. James, Anthony G. Condon, Robert T. Furbank, Scott C. Chapman, and Ralph A. Fischer
- Subjects
field experiments ,proximal sensing ,remote sensing ,data processing ,field phenotyping ,foliage temperature ,Plant culture ,SB1-1110 - Abstract
Infrared canopy temperature (CT) is a well-established surrogate measure of stomatal conductance. There is ample evidence showing that genotypic variation in stomatal conductance is associated with grain yield in wheat. Our goal was to determine when CT repeatability is greatest (throughout the season and within the day) to guide CT deployment for research and wheat breeding. CT was measured continuously with ArduCrop wireless infrared thermometers from post-tillering to physiological maturity, and with airborne thermography on cloudless days from manned helicopter at multiple times before and after flowering. Our experiments in wheat, across two years contrasting for water availability, showed that repeatability for CT was greatest later in the season, during grain-filling, and usually in the afternoon. This was supported by the observation that repeatability for ArduCrop, and more so for airborne CT, was significantly associated (P < 0.0001) with calculated clear-sky solar radiation and to a lesser degree, vapor pressure deficit. Adding vapor pressure deficit to a model comprising either clear-sky solar radiation or its determinants, day-of-year and hour-of-day, made little to no improvement to the coefficient of determination. Phenotypic correlations for airborne CT afternoon sampling events were consistently high between events in the same year, more so for the year when soil water was plentiful (r = 0.7 to 0.9) than the year where soil water was limiting (r = 0.4 to 0.9). Phenotypic correlations for afternoon airborne CT were moderate between years contrasting in soil water availability (r = 0.1 to 0.5) and notably greater on two separate days following irrigation or rain in the drier year, ranging from r = 0.39 to 0.53 (P < 0.0001) for the midday events. For ArduCrop CT the pattern of phenotypic correlations, within a given year, was similar for both years: phenotypic correlations were higher during the grain-filling months of October and November and for hours-of-day from 11 onwards. The lowest correlations comprised events from hours-of-day 8 and 9 across all months. The capacity for the airborne method to instantaneously sample CT on hundreds of plots is more suited to large field experiments than the static ArduCrop sensors which measure CT continuously on a single experimental plot at any given time. Our findings provide promising support for the reliable deployment of CT phenotyping for research and wheat breeding, whereby the high repeatability and high phenotypic correlations between afternoon sampling events during grain-filling could enable reliable screening of germplasm from only one or two sampling events.
- Published
- 2019
- Full Text
- View/download PDF
9. Nondestructive Phenomic Tools for the Prediction of Heat and Drought Tolerance at Anthesis in Brassica Species
- Author
-
Sheng Chen, Yiming Guo, Xavier Sirault, Katia Stefanova, Renu Saradadevi, Neil C. Turner, Matthew N. Nelson, Robert T. Furbank, Kadambot H. M. Siddique, and Wallace A. Cowling
- Subjects
Plant culture ,SB1-1110 ,Genetics ,QH426-470 ,Botany ,QK1-989 - Abstract
Oilseed Brassica species are vulnerable to heat and drought stress, especially in the early reproductive stage. We evaluated plant imaging of whole plant and flower tissue, leaf stomatal conductance, leaf and bud temperature, photochemical reflectance index, quantum yield of photosynthesis, and leaf gas exchange for their suitability to detect tolerance to heat (H) and/or drought (D) stress treatments in 12 Brassica genotypes (G). A replicated factorial experiment was set up with 7 d of stress treatment from the beginning of anthesis with various levels of three factors H, D, and G. Most phenomics tools detected plant stress as indicated by significant main effects of H, D, and H×D. Whole plant volume was highly correlated with fresh weight changes, suggesting that whole plant imaging may be a useful surrogate for fresh weight in future studies. Vcmax, the maximum carboxylation rate of photosynthesis, increased rapidly on day 1 in H and H+D treatments, and there were significant interactions of G×H and G×D. Vcmax of genotypes on day 1 in H and H+D treatments was positively correlated with their harvested seed yield. Vcmax on day 1 and day 3 were clustered with seed yield in H and H+D treatments as shown in the heatmaps of genotypic correlations. TPU, the rate of triose phosphate use, also showed significant positive genotypic correlations with seed yield in H+D treatments. Flower volume showed significant interactions of G×H and G×D on day 7, and flower volume of genotypes on day 7 in H was positively correlated with their harvested seed yield. There were few interactions of G×H or G×D for leaf stomatal conductance, leaf and bud temperature, photochemical reflectance index, and quantum yield of photosynthesis. Vcmax, TPU, and volume of flowers are potential nondestructive phenomic traits for heat or combined heat and drought stress tolerance screening in Brassica germplasm.
- Published
- 2019
- Full Text
- View/download PDF
10. Improving Light Use Efficiency in C4 Plants by Increasing Electron Transport Rate
- Author
-
Maria Ermakova, Robert T. Furbank, and Susanne von Caemmerer
- Subjects
C4 photosynthesis ,electron transport ,biotechnology ,light harvesting ,General Works - Abstract
C4 plants play a key role in world agriculture and strategies to manipulate and enhance C4 photosynthesis have the potential for major agricultural impacts. The C4 photosynthetic pathway is a biochemical CO2 concentrating mechanism that requires the coordinated functioning of mesophyll and bundle sheath cells of leaves. Chloroplast electron transport in C4 plants is shared between the two cell types; it provides resources for CO2 fixation therefore underpinning the efficiency of photosynthesis. Using the model monocot C4 species Setaria viridis (green foxtail millet) we demonstrated that the Cytochrome (Cyt) b6f complex regulates the electron transport capacity and thus the rate of CO2 assimilation at high light and saturating CO2. Overexpression of the Cyt b6f in both mesophyll and bundle sheath cells results in a higher electron throughput and allows better light conversion efficiency in both photosystems. Importantly, increased Cyt b6f abundance in leaves provides higher rates of C4 photosynthesis without marked changes in Rubisco or chlorophyll content. Our results demonstrate that increasing the rate of electron transport is a viable strategy for improving the light conversion efficiency in C4 crop species like maize and sorghum.
- Published
- 2020
- Full Text
- View/download PDF
11. High Throughput Determination of Plant Height, Ground Cover, and Above-Ground Biomass in Wheat with LiDAR
- Author
-
Jose A. Jimenez-Berni, David M. Deery, Pablo Rozas-Larraondo, Anthony (Tony) G. Condon, Greg J. Rebetzke, Richard A. James, William D. Bovill, Robert T. Furbank, and Xavier R. R. Sirault
- Subjects
LiDAR ,plant phenomics ,above-ground biomass ,NDVI ,field experiments ,Plant culture ,SB1-1110 - Abstract
Crop improvement efforts are targeting increased above-ground biomass and radiation-use efficiency as drivers for greater yield. Early ground cover and canopy height contribute to biomass production, but manual measurements of these traits, and in particular above-ground biomass, are slow and labor-intensive, more so when made at multiple developmental stages. These constraints limit the ability to capture these data in a temporal fashion, hampering insights that could be gained from multi-dimensional data. Here we demonstrate the capacity of Light Detection and Ranging (LiDAR), mounted on a lightweight, mobile, ground-based platform, for rapid multi-temporal and non-destructive estimation of canopy height, ground cover and above-ground biomass. Field validation of LiDAR measurements is presented. For canopy height, strong relationships with LiDAR (r2 of 0.99 and root mean square error of 0.017 m) were obtained. Ground cover was estimated from LiDAR using two methodologies: red reflectance image and canopy height. In contrast to NDVI, LiDAR was not affected by saturation at high ground cover, and the comparison of both LiDAR methodologies showed strong association (r2 = 0.92 and slope = 1.02) at ground cover above 0.8. For above-ground biomass, a dedicated field experiment was performed with destructive biomass sampled eight times across different developmental stages. Two methodologies are presented for the estimation of biomass from LiDAR: 3D voxel index (3DVI) and 3D profile index (3DPI). The parameters involved in the calculation of 3DVI and 3DPI were optimized for each sample event from tillering to maturity, as well as generalized for any developmental stage. Individual sample point predictions were strong while predictions across all eight sample events, provided the strongest association with biomass (r2 = 0.93 and r2 = 0.92) for 3DPI and 3DVI, respectively. Given these results, we believe that application of this system will provide new opportunities to deliver improved genotypes and agronomic interventions via more efficient and reliable phenotyping of these important traits in large experiments.
- Published
- 2018
- Full Text
- View/download PDF
12. Expression of a CO2-permeable aquaporin enhances mesophyll conductance in the C4 species Setaria viridis
- Author
-
Maria Ermakova, Hannah Osborn, Michael Groszmann, Soumi Bala, Andrew Bowerman, Samantha McGaughey, Caitlin Byrt, Hugo Alonso-cantabrana, Steve Tyerman, Robert T Furbank, Robert E Sharwood, and Susanne von Caemmerer
- Subjects
Setaria viridis ,Setaria italica ,aquaporin ,mesophyll conductance ,c4 photosynthesis ,co2 diffusion ,Medicine ,Science ,Biology (General) ,QH301-705.5 - Abstract
A fundamental limitation of photosynthetic carbon fixation is the availability of CO2. In C4 plants, primary carboxylation occurs in mesophyll cytosol, and little is known about the role of CO2 diffusion in facilitating C4 photosynthesis. We have examined the expression, localization, and functional role of selected plasma membrane intrinsic aquaporins (PIPs) from Setaria italica (foxtail millet) and discovered that SiPIP2;7 is CO2-permeable. When ectopically expressed in mesophyll cells of Setaria viridis (green foxtail), SiPIP2;7 was localized to the plasma membrane and caused no marked changes in leaf biochemistry. Gas exchange and C18O16O discrimination measurements revealed that targeted expression of SiPIP2;7 enhanced the conductance to CO2 diffusion from the intercellular airspace to the mesophyll cytosol. Our results demonstrate that mesophyll conductance limits C4 photosynthesis at low pCO2 and that SiPIP2;7 is a functional CO2 permeable aquaporin that can improve CO2 diffusion at the airspace/mesophyll interface and enhance C4 photosynthesis.
- Published
- 2021
- Full Text
- View/download PDF
13. The role of SWEET4 proteins in the post-phloem sugar transport pathway of Setaria viridis sink tissues
- Author
-
Lily Chen, Diep R Ganguly, Sarah H Shafik, Florence Danila, Christopher P L Grof, Robert E Sharwood, and Robert T Furbank
- Subjects
Physiology ,Plant Science - Abstract
In the developing seeds of all higher plants, filial cells are symplastically isolated from the maternal tissue supplying photosynthate to the reproductive structure. Photoassimilates must be transported apoplastically, crossing several membrane barriers, a process facilitated by sugar transporters. Sugars Will Eventually be Exported Transporters (SWEETs) have been proposed to play a crucial role in apoplastic sugar transport during phloem unloading and the post-phloem pathway in sink tissues. Evidence for this is presented here for developing seeds of the C4 model grass Setaria viridis. Using immunolocalization, SvSWEET4 was detected in various maternal and filial tissues within the seed along the sugar transport pathway, in the vascular parenchyma of the pedicel, and in the xylem parenchyma of the stem. Expression of SvSWEET4a in Xenopus laevis oocytes indicated that it functions as a high-capacity glucose and sucrose transporter. Carbohydrate and transcriptional profiling of Setaria seed heads showed that there were some developmental shifts in hexose and sucrose content and consistent expression of SvSWEET4 homologues. Collectively, these results provide evidence for the involvement of SWEETs in the apoplastic transport pathway of sink tissues and allow a pathway for post-phloem sugar transport into the seed to be proposed.
- Published
- 2023
- Full Text
- View/download PDF
14. Faster induction of photosynthesis increases biomass and grain yield in glasshouse‐grown transgenic Sorghum bicolor overexpressing Rieske <scp>FeS</scp>
- Author
-
Maria Ermakova, Russell Woodford, Zachary Taylor, Robert T. Furbank, Srinivas Belide, and Susanne von Caemmerer
- Subjects
Plant Science ,Agronomy and Crop Science ,Biotechnology - Published
- 2023
- Full Text
- View/download PDF
15. Enhancing crop yields through improvements in the efficiency of photosynthesis and respiration
- Author
-
Andres Garcia, Oorbessy Gaju, Andrew F. Bowerman, Sally A. Buck, John R. Evans, Robert T. Furbank, Matthew Gilliham, A. Harvey Millar, Barry J. Pogson, Matthew P. Reynolds, Yong‐Ling Ruan, Nicolas L. Taylor, Stephen D. Tyerman, and Owen K. Atkin
- Subjects
Crops, Agricultural ,Adenosine Triphosphate ,Physiology ,Ribulose-Bisphosphate Carboxylase ,Cytochrome P-450 CYP2B1 ,Plant Science ,Carbon Dioxide ,Photosynthesis - Abstract
The rate with which crop yields per hectare increase each year is plateauing at the same time that human population growth and other factors increase food demand. Increasing yield potential (
- Published
- 2022
- Full Text
- View/download PDF
16. Increased sedoheptulose-1,7-bisphosphatase content in Setaria viridis does not affect C4 photosynthesis
- Author
-
Maria Ermakova, Patricia E Lopez-Calcagno, Robert T Furbank, Christine A Raines, and Susanne von Caemmerer
- Subjects
Physiology ,Genetics ,Plant Science - Abstract
Sedoheptulose-1,7-bisphosphatase (SBPase) is one of the rate-limiting enzymes of the Calvin cycle, and increasing the abundance of SBPase in C3 plants provides higher photosynthetic rates and stimulates biomass and yield. C4 plants usually have higher photosynthetic rates because they operate a biochemical CO2-concentrating mechanism between mesophyll and bundle sheath cells. In the C4 system, SBPase and other enzymes of the Calvin cycle are localized to the bundle sheath cells. Here we tested what effect increasing abundance of SBPase would have on C4 photosynthesis. Using green foxtail millet (Setaria viridis), a model C4 plant of NADP-ME subtype, we created transgenic plants with 1.5 to 3.2 times higher SBPase content compared to wild-type plants. Transcripts of the transgene were found predominantly in the bundle sheaths suggesting the correct cellular localization of the protein. The abundance of ribulose-1,5-bisphosphate carboxylase/oxygenase large subunit was not affected in transgenic plants overexpressing SBPase, and neither was leaf chlorophyll content or photosynthetic electron transport parameters. We found no association between SBPase content in S. viridis and saturating rates of CO2 assimilation. Moreover, a detailed analysis of CO2 assimilation rates at different CO2 partial pressures, irradiances, and leaf temperatures showed no improvement of photosynthesis in plants overexpressing SBPase. We discuss the potential implications of these results for understanding the role of SBPase in regulation of C4 photosynthesis.
- Published
- 2022
- Full Text
- View/download PDF
17. A cross‐scale analysis to understand and quantify the effects of photosynthetic enhancement on crop growth and yield across environments
- Author
-
Alex Wu, Jason Brider, Florian A. Busch, Min Chen, Karine Chenu, Victoria C. Clarke, Brian Collins, Maria Ermakova, John R. Evans, Graham D. Farquhar, Britta Forster, Robert T. Furbank, Michael Groszmann, Miguel A. Hernandez‐Prieto, Benedict M. Long, Greg Mclean, Andries Potgieter, G. Dean Price, Robert E. Sharwood, Michael Stower, Erik van Oosterom, Susanne von Caemmerer, Spencer M. Whitney, and Graeme L. Hammer
- Subjects
Nitrogen ,Physiology ,Australia ,Water ,Plant Science - Abstract
Photosynthetic manipulation provides new opportunities for enhancing crop yield. However, understanding and quantifying the importance of individual and multiple manipulations on the seasonal biomass growth and yield performance of target crops across variable production environments is limited. Using a state-of-the-art cross-scale model in the APSIM platform we predicted the impact of altering photosynthesis on the enzyme-limited (A
- Published
- 2022
- Full Text
- View/download PDF
18. Spatial expression patterns of genes encoding sugar sensors in leaves of C4 and C3 grasses
- Author
-
Urs F Benning, Lily Chen, Alexander Watson-Lazowski, Clemence Henry, Robert T Furbank, and Oula Ghannoum
- Subjects
Plant Science - Abstract
Background and Aims The mechanisms of sugar sensing in grasses remain elusive, especially those using C4 photosynthesis even though a large proportion of the world's agricultural crops utilize this pathway. We addressed this gap by comparing the expression of genes encoding components of sugar sensors in C3 and C4 grasses, with a focus on source tissues of C4 grasses. Given C4 plants evolved into a two-cell carbon fixation system, it was hypothesized this may have also changed how sugars were sensed. Methods For six C3 and eight C4 grasses, putative sugar sensor genes were identified for target of rapamycin (TOR), SNF1-related kinase 1 (SnRK1), hexokinase (HXK) and those involved in the metabolism of the sugar sensing metabolite trehalose-6-phosphate (T6P) using publicly available RNA deep sequencing data. For several of these grasses, expression was compared in three ways: source (leaf) versus sink (seed), along the gradient of the leaf, and bundle sheath versus mesophyll cells. Key Results No positive selection of codons associated with the evolution of C4 photosynthesis was identified in sugar sensor proteins here. Expressions of genes encoding sugar sensors were relatively ubiquitous between source and sink tissues as well as along the leaf gradient of both C4 and C3 grasses. Across C4 grasses, SnRK1β1 and TPS1 were preferentially expressed in the mesophyll and bundle sheath cells, respectively. Species-specific differences of gene expression between the two cell types were also apparent. Conclusions This comprehensive transcriptomic study provides an initial foundation for elucidating sugar-sensing genes within major C4 and C3 crops. This study provides some evidence that C4 and C3 grasses do not differ in how sugars are sensed. While sugar sensor gene expression has a degree of stability along the leaf, there are some contrasts between the mesophyll and bundle sheath cells.
- Published
- 2023
- Full Text
- View/download PDF
19. Phenotypic variation in photosynthetic traits in wheat grown under field versus glasshouse conditions
- Author
-
Cristina R G Sales, Gemma Molero, John R Evans, Samuel H Taylor, Ryan Joynson, Robert T Furbank, Anthony Hall, and Elizabete Carmo-Silva
- Subjects
Plant Breeding ,Biological Variation, Population ,Physiology ,Ribulose-Bisphosphate Carboxylase ,fungi ,food and beverages ,Plant Science ,Photosynthesis ,Triticum - Abstract
Recognition of the untapped potential of photosynthesis to improve crop yields has spurred research to identify targets for breeding. The CO2-fixing enzyme Rubisco is characterized by a number of inefficiencies, and frequently limits carbon assimilation at the top of the canopy, representing a clear target for wheat improvement. Two bread wheat lines with similar genetic backgrounds and contrasting in vivo maximum carboxylation activity of Rubisco per unit leaf nitrogen (Vc,max,25/Narea) determined using high-throughput phenotyping methods were selected for detailed study from a panel of 80 spring wheat lines. Detailed phenotyping of photosynthetic traits in the two lines using glasshouse-grown plants showed no difference in Vc,max,25/Narea determined directly via in vivo and in vitro methods. Detailed phenotyping of glasshouse-grown plants of the 80 wheat lines also showed no correlation between photosynthetic traits measured via high-throughput phenotyping of field-grown plants. Our findings suggest that the complex interplay between traits determining crop productivity and the dynamic environments experienced by field-grown plants needs to be considered in designing strategies for effective wheat crop yield improvement when breeding for particular environments.
- Published
- 2022
- Full Text
- View/download PDF
20. Dark respiration rates are not determined by differences in mitochondrial capacity, abundance and ultrastructure in C 4 leaves
- Author
-
Yuzhen Fan, Andrew P. Scafaro, Shinichi Asao, Robert T. Furbank, Antony Agostino, David A. Day, Susanne Caemmerer, Florence R. Danila, Melanie Rug, Daryl Webb, Jiwon Lee, and Owen K. Atkin
- Subjects
Physiology ,Plant Science - Published
- 2022
- Full Text
- View/download PDF
21. Elucidating the role of SWEET13 in phloem loading of the C 4 grass Setaria viridis
- Author
-
Maria Ermakova, Robert E. Sharwood, Robert T. Furbank, Barry J. Pogson, Diep Ganguly, Christopher P. L. Grof, Lily Chen, and Sarah H. Shafik
- Subjects
Setaria ,Sucrose ,biology ,Setaria viridis ,fungi ,food and beverages ,Cell Biology ,Plant Science ,Photosynthesis ,biology.organism_classification ,Vascular bundle ,Apoplast ,chemistry.chemical_compound ,Photoassimilate ,chemistry ,Botany ,Genetics ,Phloem - Abstract
Photosynthetic efficiency and sink demand are tightly correlated with rates of phloem loading where maintaining low cytosolic sugar concentrations is paramount to prevent downregulation of photosynthesis. Sugars Will Eventually be Exported Transporters (SWEETs) are thought to have a pivotal role in apoplastic phloem loading of C4 grasses. SWEETs have not been well-studied in C4 species, and their investigation is complicated by photosynthesis taking place across two cell types and therefore, photoassimilate export can occur out of either one. SWEET13 homologues in C4 grasses have been proposed to facilitate apoplastic phloem loading. Here we provide evidence for this hypothesis using the C4 grass Setaria viridis. Expression analyses on the leaf gradient of C4 species Setaria and sorghum show abundant transcript levels for SWEET13 homologues. Carbohydrate profiling along the Setaria leaf show total sugar content to be significantly higher in the mature leaf tip compared with the younger tissue at the base. We present the first known immunolocalization results for SvSWEET13a and SvSWEET13b using novel isoform-specific antisera. These results show localization to the bundle sheath and phloem parenchyma cells of both minor and major veins. We further present the first transport kinetics study of C4 monocot SWEETs by utilizing a Xenopus laevis oocyte heterologous expression system. We demonstrate that SvSWEET13a and SvSWEET13b are high-capacity transporters of glucose and sucrose with a higher apparent Vmax for sucrose than glucose, typical of clade III SWEETs. Collectively, these results provide evidence for an apoplastic phloem loading pathway in Setaria and possibly other C4 species.
- Published
- 2021
- Full Text
- View/download PDF
22. The crucial roles of mitochondria in supporting C 4 photosynthesis
- Author
-
Robert T. Furbank, David A. Day, Yuzhen Fan, Tammy L. Sage, Shinichi Asao, Guillaume Tcherkez, Susanne von Caemmerer, Owen K. Atkin, and Rowan F. Sage
- Subjects
chemistry.chemical_classification ,Physiology ,Plant Science ,Metabolism ,Mitochondrion ,Biology ,Photosynthesis ,Cell biology ,C3 photosynthesis ,Enzyme ,chemistry ,Darkness ,Respiration ,C4 photosynthesis - Abstract
C4 photosynthesis involves a series of biochemical and anatomical traits that significantly improve plant productivity under conditions that reduce the efficiency of C3 photosynthesis. We explore how evolution of the three classical biochemical types of C4 photosynthesis (NADP-ME, NAD-ME and PCK types) has affected the functions and properties of mitochondria. Mitochondria in C4 NAD-ME and PCK types play a direct role in decarboxylation of metabolites for C4 photosynthesis. Mitochondria in C4 PCK type also provide ATP for C4 metabolism, although this role for ATP provision is not seen in NAD-ME type. Such involvement has increased mitochondrial abundance/size and associated enzymatic capacity, led to changes in mitochondrial location and ultrastructure, and altered the role of mitochondria in cellular carbon metabolism in the NAD-ME and PCK types. By contrast, these changes in mitochondrial properties are absent in the C4 NADP-ME type and C3 leaves, where mitochondria play no direct role in photosynthesis. From an eco-physiological perspective, rates of leaf respiration in darkness vary considerably among C4 species but does not differ systematically among the three C4 types. This review outlines further mitochondrial research in key areas central to the engineering of the C4 pathway into C3 plants and to the understanding of variation in rates of C4 dark respiration.
- Published
- 2021
- Full Text
- View/download PDF
23. Explainable machine learning models of major crop traits from satellite-monitored continent-wide field trial data
- Author
-
Robert T. Furbank and Saul Newman
- Subjects
Biological data ,business.industry ,Computer science ,Crop yield ,Yield (finance) ,Contrast (statistics) ,Plant Science ,Machine learning ,computer.software_genre ,Field (computer science) ,Analytics ,Agriculture ,Black box ,Artificial intelligence ,business ,computer - Abstract
Four species of grass generate half of all human-consumed calories. However, abundant biological data on species that produce our food remain largely inaccessible, imposing direct barriers to understanding crop yield and fitness traits. Here, we assemble and analyse a continent-wide database of field experiments spanning 10 years and hundreds of thousands of machine-phenotyped populations of ten major crop species. Training an ensemble of machine learning models, using thousands of variables capturing weather, ground sensor, soil, chemical and fertilizer dosage, management and satellite data, produces robust cross-continent yield models exceeding R2 = 0.8 prediction accuracy. In contrast to ‘black box’ analytics, detailed interrogation of these models reveals drivers of crop behaviour and complex interactions predicting yield and agronomic traits. These results demonstrate the capacity of machine learning models to interrogate large datasets, generate new and testable outputs and predict crop behaviour, highlighting the powerful role of data in the future of food. Despite, and perhaps because of, extensive data regarding agricultural variables and plant traits, finding connections to crop yields can be difficult to compile. Machine learning models detailed here can provide accurate predictions to tease out behaviours.
- Published
- 2021
- Full Text
- View/download PDF
24. Cover Image
- Author
-
Alex Wu, Jason Brider, Florian A. Busch, Min Chen, Karine Chenu, Victoria C. Clarke, Brian Collins, Maria Ermakova, John R. Evans, Graham D. Farquhar, Britta Forster, Robert T. Furbank, Michael Groszmann, Miguel A. Hernandez‐Prieto, Benedict M. Long, Greg Mclean, Andries Potgieter, G. Dean Price, Robert E. Sharwood, Michael Stower, Erik van Oosterom, Susanne von Caemmerer, Spencer M. Whitney, and Graeme L. Hammer
- Subjects
Physiology ,Plant Science - Published
- 2022
- Full Text
- View/download PDF
25. A cross-scale analysis to understand and quantify effects of photosynthetic enhancement on crop growth and yield
- Author
-
Alex Wu, Jason Brider, Florian A. Busch, Min Chen, Karine Chenu, Victoria C. Clarke, Brian Collins, Maria Ermakova, John R. Evans, Graham D. Farquhar, Britta Forster, Robert T. Furbank, Michael Gorszmann, Miguel A. Hernandez, Benedict M. Long, Greg Mclean, Andries Potgieter, G. Dean Price, Robert E. Sharwood, Michael Stower, Erik van Oosterom, Susanne von Caemmerer, Spencer M. Whitney, and Graeme L. Hammer
- Abstract
Photosynthetic manipulation provides new opportunities for enhancing crop yield. However, understanding and quantifying effectively how the seasonal growth and yield dynamics of target crops might be affected over a wide range of environments is limited. Using a state-of-the-art cross-scale model we predicted crop-level impacts of a broad list of promising photosynthesis manipulation strategies for C3 wheat and C4 sorghum. The manipulation targets have varying effects on the enzyme-limited (Ac) and electron transport-limited (Aj) rates of photosynthesis. In the top decile of seasonal outcomes, yield gains with the list of manipulations were predicted to be modest, ranging between 0 and 8%, depending on the crop type and manipulation. To achieve the higher yield gains, large increases in both Ac and Aj are needed. This could likely be achieved by stacking Rubisco function and electron transport chain enhancements or installing a full CO2 concentrating system. However, photosynthetic enhancement influences the timing and severity of water and nitrogen stress on the crop, confounding yield outcomes. Strategies enhancing Ac alone offers more consistent but smaller yield gains across environments, Aj enhancement alone offers higher gains but is undesirable in less favourable environments. Understanding and quantifying complex cross-scale interactions between photosynthesis and crop yield will challenge and stimulate photosynthesis and crop research.Summary StatementLeaf–canopy–crop prediction using a state-of-the-art cross-scale model improves understanding of how photosynthetic manipulation alters wheat and sorghum growth and yield dynamics. This generates novel insights for quantifying impacts of photosynthetic enhancement on crop yield across environments.
- Published
- 2022
- Full Text
- View/download PDF
26. Upregulation of bundle sheath electron transport capacity under limiting light in C 4 Setaria viridis
- Author
-
Fikret Mamedov, Susanne von Caemmerer, Chandra Bellasio, Maria Ermakova, Robert T. Furbank, and Duncan Fitzpatrick
- Subjects
0106 biological sciences ,0301 basic medicine ,chloroplast NAD(P)H dehydrogenase complex ,C4 photosynthesis ,Photosystem II ,Plastoquinone ,Plant Science ,Biology ,01 natural sciences ,03 medical and health sciences ,chemistry.chemical_compound ,light harvesting ,Genetics ,electron transport ,fungi ,Carbon fixation ,Botany ,Biochemistry and Molecular Biology ,food and beverages ,Botanik ,Cell Biology ,Vascular bundle ,Electron transport chain ,Chloroplast ,030104 developmental biology ,chemistry ,bundle sheath ,Chlorophyll ,Setaria viridis ,Biophysics ,Biokemi och molekylärbiologi ,010606 plant biology & botany - Abstract
C-4 photosynthesis is a biochemical pathway that operates across mesophyll and bundle sheath (BS) cells to increase CO2 concentration at the site of CO2 fixation. C-4 plants benefit from high irradiance but their efficiency decreases under shade, causing a loss of productivity in crop canopies. We investigated shade acclimation responses of Setaria viridis, a model monocot of NADP-dependent malic enzyme subtype, focussing on cell-specific electron transport capacity. Plants grown under low light (LL) maintained CO2 assimilation rates similar to high light plants but had an increased chlorophyll and light-harvesting-protein content, predominantly in BS cells. Photosystem II (PSII) protein abundance, oxygen-evolving activity and the PSII/PSI ratio were enhanced in LL BS cells, indicating a higher capacity for linear electron flow. Abundances of PSI, ATP synthase, Cytochrome b(6)f and the chloroplast NAD(P)H dehydrogenase complex, which constitute the BS cyclic electron flow machinery, were also increased in LL plants. A decline in PEP carboxylase activity in mesophyll cells and a consequent shortage of reducing power in BS chloroplasts were associated with a more oxidised plastoquinone pool in LL plants and the formation of PSII - light-harvesting complex II supercomplexes with an increased oxygen evolution rate. Our results suggest that the supramolecular composition of PSII in BS cells is adjusted according to the redox state of the plastoquinone pool. This discovery contributes to the understanding of the acclimation of PSII activity in C-4 plants and will support the development of strategies for crop improvement, including the engineering of C-4 photosynthesis into C-3 plants.
- Published
- 2021
- Full Text
- View/download PDF
27. Increased sedoheptulose-1,7-bisphosphatase content in the C4 species Setaria viridis does not affect photosynthesis
- Author
-
Maria Ermakova, Patricia E. Lopez-Calcagno, Robert T. Furbank, Christine A. Raines, and Susanne von Caemmerer
- Abstract
Sedoheptulose-1,7-bisphosphatase (SBPase) is one of the rate-limiting enzymes of the Calvin cycle, and, in C3 plants, increasing the abundance of SBPase is known to provide higher photosynthetic rates and stimulate biomass and yield. C4 plants usually have higher photosynthetic rates because they operate a biochemical CO2 concentrating mechanism between mesophyll and bundle sheath cells. In the C4 system, SBPase and other enzymes of Calvin cycle are localised to the bundle sheath cells. Here we tested what effect increasing abundance of SBPase would have on C4 photosynthesis. Using Setaria viridis, a model C4 plant of NADP-ME subtype, we created transgenic plants with 1.5 to 3.2-times higher SBPase content, compared to wild type plants. Transcripts of the transgene were found predominantly in the bundle sheaths suggesting the correct cellular localisation of the protein. Abundance of RBCL, the large subunit of Rubisco, was not affected in transgenic plants overexpressing SBPase, and neither was relative chlorophyll content or photosynthetic electron transport parameters. We found no correlation between SBPase content in S. viridis and saturating rates of CO2 assimilation. Moreover, detailed analysis of CO2 assimilation rates at different CO2 partial pressure, irradiance and leaf temperature, showed no improvement of photosynthesis in plants overexpressing SBPase. We discuss potential implications of these results for understanding the regulation of C4 photosynthesis.
- Published
- 2022
- Full Text
- View/download PDF
28. A single promoter-TALE system for tissue-specific and tuneable expression of multiple genes in rice
- Author
-
Florence Danila, Tom Schreiber, Maria Ermakova, Lei Hua, Daniela Vlad, Shuen‐Fang Lo, Yi‐Shih Chen, Julia Lambret‐Frotte, Anna S. Hermanns, Benedikt Athmer, Susanne von Caemmerer, Su‐May Yu, Julian M. Hibberd, Alain Tissier, Robert T. Furbank, Steven Kelly, and Jane A. Langdale
- Subjects
Genes, Reporter ,Oryza ,Plant Science ,Transgenes ,Plants ,Plants, Genetically Modified ,Promoter Regions, Genetic ,Agronomy and Crop Science ,Biotechnology - Abstract
In biological discovery and engineering research, there is a need to spatially and/or temporally regulate transgene expression. However, the limited availability of promoter sequences that are uniquely active in specific tissue-types and/or at specific times often precludes co-expression of multiple transgenes in precisely controlled developmental contexts. Here, we developed a system for use in rice that comprises synthetic designer transcription activator-like effectors (dTALEs) and cognate synthetic TALE-activated promoters (STAPs). The system allows multiple transgenes to be expressed from different STAPs, with the spatial and temporal context determined by a single promoter that drives expression of the dTALE. We show that two different systems—dTALE1-STAP1 and dTALE2-STAP2—can activate STAP-driven reporter gene expression in stable transgenic rice lines, with transgene transcript levels dependent on both dTALE and STAP sequence identities. The relative strength of individual STAP sequences is consistent between dTALE1 and dTALE2 systems but differs between cell-types, requiring empirical evaluation in each case. dTALE expression leads to off-target activation of endogenous genes but the number of genes affected is substantially less than the number impacted by the somaclonal variation that occurs during the regeneration of transformed plants. With the potential to design fully orthogonal dTALEs for any genome of interest, the dTALE-STAP system thus provides a powerful approach to fine-tune the expression of multiple transgenes, and to simultaneously introduce different synthetic circuits into distinct developmental contexts.
- Published
- 2022
29. Effect of leaf temperature on the estimation of photosynthetic and other traits of wheat leaves from hyperspectral reflectance
- Author
-
Hammad A. Khan, Robert T. Furbank, John R. Evans, and Yukiko Nakamura
- Subjects
Chlorophyll ,0106 biological sciences ,0301 basic medicine ,Chlorophyll content ,Nitrogen ,Physiology ,chemistry.chemical_element ,Plant Science ,Photosynthesis ,01 natural sciences ,Hyperspectral reflectance ,03 medical and health sciences ,chemistry.chemical_compound ,Triticum ,biology ,RuBisCO ,Temperature ,Carbon Dioxide ,Plant Leaves ,Horticulture ,030104 developmental biology ,Carboxylation ,chemistry ,biology.protein ,Respiration rate ,010606 plant biology & botany - Abstract
A growing number of leaf traits can be estimated from hyperspectral reflectance data. These include structural and compositional traits, such as leaf mass per area (LMA) and nitrogen and chlorophyll content, but also physiological traits such a Rubisco carboxylation activity, electron transport rate, and respiration rate. Since physiological traits vary with leaf temperature, how does this impact on predictions made from reflectance measurements? We investigated this with two wheat varieties, by repeatedly measuring each leaf through a sequence of temperatures imposed by varying the air temperature in a growth room. Leaf temperatures ranging from 20 °C to 35 °C did not alter the estimated Rubisco capacity normalized to 25 °C (Vcmax25), or chlorophyll or nitrogen contents per unit leaf area. Models estimating LMA and Vcmax25/N were both slightly influenced by leaf temperature: estimated LMA increased by 0.27% °C–1 and Vcmax25/N increased by 0.46% °C–1. A model estimating Rubisco activity closely followed variation associated with leaf temperature. Reflectance spectra change with leaf temperature and therefore contain a temperature signal.
- Published
- 2020
- Full Text
- View/download PDF
30. Photons to food: genetic improvement of cereal crop photosynthesis
- Author
-
Robert E. Sharwood, Gonzalo M. Estavillo, Viridiana Silva-Perez, Anthony G. Condon, and Robert T. Furbank
- Subjects
0106 biological sciences ,0301 basic medicine ,Germplasm ,Rubisco ,Physiology ,Plant Science ,Biology ,Photosynthesis ,01 natural sciences ,Crop ,03 medical and health sciences ,electron transport ,Review Papers ,Triticum ,Biomass (ecology) ,Genetic diversity ,Photons ,radiation use efficiency ,AcademicSubjects/SCI01210 ,grain yield ,food and beverages ,Genetic architecture ,Dwarfing ,Plant Breeding ,030104 developmental biology ,Agronomy ,Edible Grain ,Green Revolution ,CO2 assimilation ,010606 plant biology & botany - Abstract
Photosynthesis has become a major trait of interest for cereal yield improvement as breeders appear to have reached the theoretical genetic limit for harvest index, the mass of grain as a proportion of crop biomass. Yield improvements afforded by the adoption of green revolution dwarfing genes to wheat and rice are becoming exhausted, and improvements in biomass and radiation use efficiency are now sought in these crops. Exploring genetic diversity in photosynthesis is now possible using high-throughput techniques, and low-cost genotyping facilitates discovery of the genetic architecture underlying this variation. Photosynthetic traits have been shown to be highly heritable, and significant variation is present for these traits in available germplasm. This offers hope that breeding for improved photosynthesis and radiation use efficiency in cereal crops is tractable and a useful shorter term adjunct to genetic and genome engineering to boost yield potential., Photosynthetic performance is a key target for yield improvement in cereal crops. Evidence for genetic variation in photosynthesis is reviewed along with new approaches to measure these traits.
- Published
- 2020
31. Leaf growth in early development is key to biomass heterosis in Arabidopsis
- Author
-
Robert T. Furbank, W. James Peacock, Elizabeth S. Dennis, Pei-Chuan Liu, Li Wang, and Anthony W. D. Larkum
- Subjects
Physiology ,Heterosis ,Arabidopsis ,Plant Science ,Photosynthetic efficiency ,Photosynthesis ,Hybrid Vigor ,biomass vigour ,heterosis ,Biomass ,Hybrid ,photosynthesis ,hybrid ,biology ,AcademicSubjects/SCI01210 ,fungi ,Fresh weight ,electron transport rate ,food and beverages ,biology.organism_classification ,Research Papers ,Plant Leaves ,Chloroplast ,Horticulture ,Germination ,early germination ,CO2 assimilation ,leaf development - Abstract
Arabidopsis thaliana hybrids have similar properties to hybrid crops, with greater biomass relative to the parents. We asked whether the greater biomass was due to increased photosynthetic efficiency per unit leaf area or to overall increased leaf area and increased total photosynthate per plant. We found that photosynthetic parameters (electron transport rate, CO2 assimilation rate, chlorophyll content, and chloroplast number) were unchanged on a leaf unit area and unit fresh weight basis between parents and hybrids, indicating that heterosis is not a result of increased photosynthetic efficiency. To investigate the possibility of increased leaf area producing more photosynthate per plant, we studied C24×Landsberg erecta (Ler) hybrids in detail. These hybrids have earlier germination and leaf growth than the parents, leading to a larger leaf area at any point in development of the plant. The developing leaves of the hybrids are significantly larger than those of the parents, with consequent greater production of photosynthate and an increased contribution to heterosis. The set of leaves contributing to heterosis changes as the plant develops; the four most recently emerged leaves make the greatest contribution. As a leaf matures, its contribution to heterosis attenuates. While photosynthesis per unit leaf area is unchanged at any stage of development in the hybrid, leaf area is greater and the amount of photosynthate per plant is increased., Early germination of hybrids leads to earlier leaf emergence and advanced leaf growth compared with parents, resulting in more photosynthate per plant and heterosis in vegetative growth, with no changes in unit leaf area photosynthesis.
- Published
- 2020
- Full Text
- View/download PDF
32. Cover Image
- Author
-
Yuzhen Fan, Andrew P. Scafaro, Shinichi Asao, Robert T. Furbank, Antony Agostino, David A. Day, Susanne Caemmerer, Florence R. Danila, Melanie Rug, Daryl Webb, Jiwon Lee, and Owen K. Atkin
- Subjects
Physiology ,Plant Science - Published
- 2022
- Full Text
- View/download PDF
33. Dark respiration rates are not determined by differences in mitochondrial capacity, abundance and ultrastructure in C
- Author
-
Yuzhen, Fan, Andrew P, Scafaro, Shinichi, Asao, Robert T, Furbank, Antony, Agostino, David A, Day, Susanne, von Caemmerer, Florence R, Danila, Melanie, Rug, Daryl, Webb, Jiwon, Lee, and Owen K, Atkin
- Subjects
Plant Leaves ,Respiratory Rate ,Malate Dehydrogenase ,Malates ,Photosynthesis ,NAD ,NADP ,Mitochondria - Abstract
Our understanding of the regulation of respiration in C
- Published
- 2021
34. Mining for allelic gold: finding genetic variation in photosynthetic traits in crops and wild relatives
- Author
-
Robert E Sharwood, W Paul Quick, Demi Sargent, Gonzalo M Estavillo, Viridiana Silva-Perez, and Robert T Furbank
- Subjects
Crops, Agricultural ,Plant Breeding ,Physiology ,food and beverages ,Genetic Variation ,Plant Science ,Gold ,Photosynthesis - Abstract
Improvement of photosynthetic traits in crops to increase yield potential and crop resilience has recently become a major breeding target. Synthetic biology and genetic technologies offer unparalleled opportunities to create new genetics for photosynthetic traits driven by existing fundamental knowledge. However, large ‘gene bank’ collections of germplasm comprising historical collections of crop species and their relatives offer a wealth of opportunities to find novel allelic variation in the key steps of photosynthesis, to identify new mechanisms and to accelerate genetic progress in crop breeding programmes. Here we explore the available genetic resources in food and fibre crops, strategies to selectively target allelic variation in genes underpinning key photosynthetic processes, and deployment of this variation via gene editing in modern elite material.
- Published
- 2021
35. Wheat physiology predictor: predicting physiological traits in wheat from hyperspectral reflectance measurements using deep learning
- Author
-
Ashley Hall, Anthony G. Condon, Viridiana Silva-Perez, Gonzalo M. Estavillo, Robert T. Furbank, Saul Newman, Zhen He, Wennan He, Richard Poiré, and John R. Evans
- Subjects
0106 biological sciences ,QH301-705.5 ,Plant Science ,Overfitting ,01 natural sciences ,SB1-1110 ,Hyperspectral reflectance ,03 medical and health sciences ,Machine learning ,Partial least squares regression ,Genetics ,Range (statistics) ,Photosynthesis ,Biology (General) ,030304 developmental biology ,Mathematics ,2. Zero hunger ,0303 health sciences ,Ensemble forecasting ,Spectrometer ,business.industry ,Deep learning ,Methodology ,Plant culture ,Wheat ,Trait ,Artificial intelligence ,business ,Biological system ,010606 plant biology & botany ,Biotechnology - Abstract
Background The need for rapid in-field measurement of key traits contributing to yield over many thousands of genotypes is a major roadblock in crop breeding. Recently, leaf hyperspectral reflectance data has been used to train machine learning models using partial least squares regression (PLSR) to rapidly predict genetic variation in photosynthetic and leaf traits across wheat populations, among other species. However, the application of published PLSR spectral models is limited by a fixed spectral wavelength range as input and the requirement of separate custom-built models for each trait and wavelength range. In addition, the use of reflectance spectra from the short-wave infrared region requires expensive multiple detector spectrometers. The ability to train a model that can accommodate input from different spectral ranges would potentially make such models extensible to more affordable sensors. Here we compare the accuracy of prediction of PLSR with various deep learning approaches and an ensemble model, each trained and tested using previously published data sets. Results We demonstrate that the accuracy of PLSR to predict photosynthetic and related leaf traits in wheat can be improved with deep learning-based and ensemble models without overfitting. Additionally, these models can be flexibly applied across spectral ranges without significantly compromising accuracy. Conclusion The method reported provides an improved prediction of wheat leaf and photosynthetic traits from leaf hyperspectral reflectance and do not require a full range, high cost leaf spectrometer. We provide a web service for deploying these algorithms to predict physiological traits in wheat from a variety of spectral data sets, with important implications for wheat yield prediction and crop breeding.
- Published
- 2021
- Full Text
- View/download PDF
36. Author response: Expression of a CO2-permeable aquaporin enhances mesophyll conductance in the C4 species Setaria viridis
- Author
-
Maria Ermakova, Hannah Osborn, Michael Groszmann, Soumi Bala, Andrew Bowerman, Samantha McGaughey, Caitlin Byrt, Hugo Alonso-cantabrana, Steve Tyerman, Robert T Furbank, Robert E Sharwood, and Susanne von Caemmerer
- Published
- 2021
- Full Text
- View/download PDF
37. Elucidating the role of SWEET13 in phloem loading of the C
- Author
-
Lily, Chen, Diep R, Ganguly, Sarah H, Shafik, Maria, Ermakova, Barry J, Pogson, Christopher P L, Grof, Robert E, Sharwood, and Robert T, Furbank
- Subjects
Sucrose ,Glucose ,Monosaccharide Transport Proteins ,Transcription, Genetic ,Gene Expression Regulation, Plant ,Setaria Plant ,Biological Transport ,Phloem ,Photosynthesis ,Genes, Plant - Abstract
Photosynthetic efficiency and sink demand are tightly correlated with rates of phloem loading, where maintaining low cytosolic sugar concentrations is paramount to prevent the downregulation of photosynthesis. Sugars Will Eventually be Exported Transporters (SWEETs) are thought to have a pivotal role in the apoplastic phloem loading of C
- Published
- 2021
38. The crucial roles of mitochondria in supporting C
- Author
-
Yuzhen, Fan, Shinichi, Asao, Robert T, Furbank, Susanne, von Caemmerer, David A, Day, Guillaume, Tcherkez, Tammy L, Sage, Rowan F, Sage, and Owen K, Atkin
- Subjects
Plant Leaves ,Malate Dehydrogenase ,Carbon Dioxide ,Photosynthesis ,Mitochondria - Abstract
C
- Published
- 2021
39. On the road to C 4 rice: advances and perspectives
- Author
-
Robert T. Furbank, Susanne von Caemmerer, Florence R. Danila, and Maria Ermakova
- Subjects
Golden Gate Cloning ,RuBisCO ,food and beverages ,Cell Biology ,Plant Science ,Computational biology ,Biology ,Photosynthesis ,Chloroplast ,Metabolic engineering ,Synthetic biology ,Exponential growth ,Genetics ,biology.protein ,C4 photosynthesis - Abstract
The international C4 rice consortium aims to introduce into rice a high capacity photosynthetic mechanism, the C4 pathway, to increase yield. The C4 pathway is characterised by a complex combination of biochemical and anatomical specialisation that ensures high CO2 partial pressure at RuBisCO sites in bundle sheath (BS) cells. Here we report an update of the progress of the C4 rice project. Since its inception in 2008 there has been an exponential growth in synthetic biology and molecular tools. Golden Gate cloning and synthetic promoter systems have facilitated gene building block approaches allowing multiple enzymes and metabolite transporters to be assembled and expressed from single gene constructs. Photosynthetic functionalisation of the BS in rice remains an important step and there has been some success overexpressing transcription factors in the cytokinin signalling network which influence chloroplast volume. The C4 rice project has rejuvenated the research interest in C4 photosynthesis. Comparative anatomical studies now point to critical features essential for the design. So far little attention has been paid to the energetics. C4 photosynthesis has a greater ATP requirement, which is met by increased cyclic electron transport in BS cells. We hypothesise that changes in energy statues may drive this increased capacity for cyclic electron flow without the need for further modification. Although increasing vein density will ultimately be necessary for high efficiency C4 rice, our modelling shows that small amounts of C4 photosynthesis introduced around existing veins could already provide benefits of increased photosynthesis on the road to C4 rice.
- Published
- 2019
- Full Text
- View/download PDF
40. A GDSL Esterase/Lipase Catalyzes the Esterification of Lutein in Bread Wheat
- Author
-
Robert T. Furbank, Heather E. McFarlane, Kenneth J. Chalmers, Maria Ermakova, Kai Xun Chan, Daryl J. Mares, Ming Li, Jacinta L. Watkins, Diane E. Mather, Peter Sharp, Barry J. Pogson, Chongmei Dong, and Ryan P. McQuinn
- Subjects
0106 biological sciences ,0301 basic medicine ,Lutein ,CAROTENOID BIOSYNTHESIS ,TURGIDUM CONY. DURUM ,Plant Science ,Biology ,01 natural sciences ,Esterase ,LIPASE-LIKE PROTEIN ,03 medical and health sciences ,chemistry.chemical_compound ,Lipase ,Carotenoid ,Research Articles ,Triticum ,2. Zero hunger ,chemistry.chemical_classification ,FATTY-ACID ,Esterification ,Esterases ,Biology and Life Sciences ,food and beverages ,Bread ,Cell Biology ,ARABIDOPSIS ,Genetically modified rice ,Zeaxanthin ,ENDOSPERM LUTEIN ,030104 developmental biology ,chemistry ,Biochemistry ,ESCHERICHIA-COLI ,Xanthophyll ,Acyltransferase ,biology.protein ,ANTIOXIDANT ACTIVITY ,THIOESTERASE-I ,STORAGE ,010606 plant biology & botany - Abstract
Xanthophylls are a class of carotenoids that are important micronutrients for humans. They are often found esterified with fatty acids in fruits, vegetables, and certain grains, including bread wheat (Triticum aestivum). Esterification promotes the sequestration and accumulation of carotenoids, thereby enhancing stability, particularly in tissues such as in harvested wheat grain. Here, we report on a plant xanthophyll acyltransferase (XAT) that is both necessary and sufficient for xanthophyll esterification in bread wheat grain. XAT contains a canonical Gly-Asp-Ser-Leu (GDSL) motif and is encoded by a member of the GDSL esterase/lipase gene family. Genetic evidence from allelic variants of wheat and transgenic rice (Oryza sativa) calli demonstrated that XAT catalyzes the formation of xanthophyll esters. XAT has broad substrate specificity and can esterify lutein, β-cryptoxanthin, and zeaxanthin using multiple acyl donors, yet it has a preference for triacylglycerides, indicating that the enzyme acts via transesterification. A conserved amino acid, Ser-37, is required for activity. Despite xanthophylls being synthesized in plastids, XAT accumulated in the apoplast. Based on analysis of substrate preferences and xanthophyll ester formation in vitro and in vivo using xanthophyll-accumulating rice callus, we propose that disintegration of the cellular structure during wheat grain desiccation facilitates access to lutein-promoting transesterification.plantcell;31/12/3092/FX1F1fx1.
- Published
- 2019
- Full Text
- View/download PDF
41. Genetic variation for photosynthetic capacity and efficiency in spring wheat
- Author
-
Viridiana Silva-Perez, Robert T. Furbank, David M. Deery, Matthew P. Reynolds, Gemma Molero, John R. Evans, Joanne De Faveri, and Anthony G. Condon
- Subjects
0106 biological sciences ,0301 basic medicine ,Stomatal conductance ,Rubisco ,Physiology ,Triticum aestivum ,Plant Science ,engineering.material ,Triticum turgidum ,Photosynthesis ,01 natural sciences ,03 medical and health sciences ,Dry weight ,Genetic variation ,Triticum ,biology ,leaf nitrogen ,AcademicSubjects/SCI01210 ,genotypic diversity ,RuBisCO ,fungi ,electron transport rate ,Australia ,food and beverages ,Genetic Variation ,Heritability ,Carbon Dioxide ,Photosynthetic capacity ,Research Papers ,Plant Leaves ,Horticulture ,SPAD ,Plant Breeding ,030104 developmental biology ,engineering ,biology.protein ,CO2 response curves ,Fertilizer ,010606 plant biology & botany - Abstract
One way to increase yield potential in wheat is screening for natural variation in photosynthesis. This study uses measured and modelled physiological parameters to explore genotypic diversity in photosynthetic capacity (Pc, Rubisco carboxylation capacity per unit leaf area at 25 °C) and efficiency (Peff, Pc per unit of leaf nitrogen) in wheat in relation to fertilizer, plant stage, and environment. Four experiments (Aus1, Aus2, Aus3, and Mex1) were carried out with diverse wheat collections to investigate genetic variation for Rubisco capacity (Vcmax25), electron transport rate (J), CO2 assimilation rate, stomatal conductance, and complementary plant functional traits: leaf nitrogen, leaf dry mass per unit area, and SPAD. Genotypes for Aus1 and Aus2 were grown in the glasshouse with two fertilizer levels. Genotypes for Aus3 and Mex1 experiments were grown in the field in Australia and Mexico, respectively. Results showed that Vcmax25 derived from gas exchange measurements is a robust parameter that does not depend on stomatal conductance and was positively correlated with Rubisco content measured in vitro. There was significant genotypic variation in most of the experiments for Pc and Peff. Heritability of Pc reached 0.7 and 0.9 for SPAD. Genotypic variation and heritability of traits show that there is scope for these traits to be used in pre-breeding programmes to improve photosynthesis with the ultimate objective of raising yield potential., Rubisco capacity, electron transport rate, and related leaf structural traits are robust metrics to determine genetic diversity and heritability of photosynthesis in wheat for selection of superior germplasm in pre-breeding programmes to improve yield.
- Published
- 2019
42. Transgenic maize phosphoenolpyruvate carboxylase alters leaf–atmosphere CO2 and 13CO2 exchanges in Oryza sativa
- Author
-
W. Paul Quick, Robert A. Coe, Nuria K. Koteyeva, Shanta Karki, Rita Giuliani, Sarah Covshoff, Gerald E. Edwards, Julian M. Hibberd, Susanne von Caemmerer, Robert T. Furbank, Asaph B. Cousins, Hsiang-Chun Lin, and Marc A. Evans
- Subjects
2. Zero hunger ,0106 biological sciences ,0301 basic medicine ,Oryza sativa ,Genetically modified maize ,Chemistry ,fungi ,food and beverages ,Plant physiology ,Cell Biology ,Plant Science ,General Medicine ,01 natural sciences ,Biochemistry ,Genetically modified rice ,03 medical and health sciences ,Horticulture ,030104 developmental biology ,Carboxylation ,Respiration ,Phosphoenolpyruvate carboxylase ,C4 photosynthesis ,010606 plant biology & botany - Abstract
The engineering process of C4 photosynthesis into C3 plants requires an increased activity of phosphoenolpyruvate carboxylase (PEPC) in the cytosol of leaf mesophyll cells. The literature varies on the physiological effect of transgenic maize (Zea mays) PEPC (ZmPEPC) leaf expression in Oryza sativa (rice). Therefore, to address this issue, leaf–atmosphere CO2 and 13CO2 exchanges were measured, both in the light (at atmospheric O2 partial pressure of 1.84 kPa and at different CO2 levels) and in the dark, in transgenic rice expressing ZmPEPC and wild-type (WT) plants. The in vitro PEPC activity was 25 times higher in the PEPC overexpressing (PEPC-OE) plants (~20% of maize) compared to the negligible activity in WT. In the PEPC-OE plants, the estimated fraction of carboxylation by PEPC (β) was ~6% and leaf net biochemical discrimination against 13CO2$$\left( {\Delta_{\text{bio}} } \right)$$ was ~ 2‰ lower than in WT. However, there were no differences in leaf net CO2 assimilation rates (A) between genotypes, while the leaf dark respiration rates (Rd) over three hours after light–dark transition were enhanced (~ 30%) and with a higher 13C composition $$\left( {\delta^{ 1 3} {\text{C}}_{\text{Rd}} } \right)$$ in the PEPC-OE plants compared to WT. These data indicate that ZmPEPC in the PEPC-OE rice plants contributes to leaf carbon metabolism in both the light and in the dark. However, there are some factors, potentially posttranslational regulation and PEP availability, which reduce ZmPEPC activity in vivo.
- Published
- 2019
- Full Text
- View/download PDF
43. Response of plasmodesmata formation in leaves of C 4 grasses to growth irradiance
- Author
-
Florence R. Danila, Susanne von Caemmerer, Robert T. Furbank, William Paul Quick, and Rosemary G. White
- Subjects
0106 biological sciences ,0301 basic medicine ,biology ,Physiology ,Setaria viridis ,Chemistry ,Irradiance ,Plant Science ,Plasmodesma ,biology.organism_classification ,Vascular bundle ,01 natural sciences ,Photosynthetic capacity ,03 medical and health sciences ,030104 developmental biology ,Seedling ,Fluorescence microscope ,Biophysics ,C4 photosynthesis ,010606 plant biology & botany - Abstract
Rapid metabolite diffusion across the mesophyll (M) and bundle sheath (BS) cell interface in C4 leaves is a key requirement for C4 photosynthesis and occurs via plasmodesmata (PD). Here, we investigated how growth irradiance affects PD density between M and BS cells and between M cells in two C4 species using our PD quantification method, which combines three-dimensional laser confocal fluorescence microscopy and scanning electron microscopy. The response of leaf anatomy and physiology of NADP-ME species, Setaria viridis and Zea mays to growth under different irradiances, low light (100 μmol m-2 s-1 ), and high light (1,000 μmol m-2 s-1 ), was observed both at seedling and established growth stages. We found that the effect of growth irradiance on C4 leaf PD density depended on plant age and species. The high light treatment resulted in two to four-fold greater PD density per unit leaf area than at low light, due to greater area of PD clusters and greater PD size in high light plants. These results along with our finding that the effect of light on M-BS PD density was not tightly linked to photosynthetic capacity suggest a complex mechanism underlying the dynamic response of C4 leaf PD formation to growth irradiance.
- Published
- 2019
- Full Text
- View/download PDF
44. Knockdown of glycine decarboxylase complex alters photorespiratory carbon isotope fractionation in Oryza sativa leaves
- Author
-
Rita Giuliani, W. Paul Quick, Robert T. Furbank, Shanta Karki, Asaph B. Cousins, Gerald E. Edwards, Julian M. Hibberd, Nuria K. Koteyeva, Robert A. Coe, Hsiang-Chun Lin, Sarah Covshoff, Susanne von Caemmerer, Hibberd, Julian [0000-0003-0662-7958], and Apollo - University of Cambridge Repository
- Subjects
0106 biological sciences ,0301 basic medicine ,C4 photosynthesis ,photorespiration ,Physiology ,Cellular respiration ,Cell Respiration ,Plant Science ,Photosynthesis ,01 natural sciences ,03 medical and health sciences ,Respiration ,Botany ,13C discrimination ,Plant Proteins ,2. Zero hunger ,Glycine Decarboxylase Complex ,Carbon Isotopes ,Glycine cleavage system ,Oryza sativa ,Chemistry ,CO2 exchange ,rice ,fungi ,food and beverages ,leaf dark respiration ,Oryza ,Research Papers ,Plant Leaves ,030104 developmental biology ,GDC knockdown ,Photorespiration ,Respiration rate ,010606 plant biology & botany ,Photosynthesis and Metabolism - Abstract
The disruption of photorespiration in GDC knockdown rice plants alters leaf photorespiratory 13CO2 fractionation and carbon isotope exchange., The influence of reduced glycine decarboxylase complex (GDC) activity on leaf atmosphere CO2 and 13CO2 exchange was tested in transgenic Oryza sativa with the GDC H-subunit knocked down in leaf mesophyll cells. Leaf measurements on transgenic gdch knockdown and wild-type plants were carried out in the light under photorespiratory and low photorespiratory conditions (i.e. 18.4 kPa and 1.84 kPa atmospheric O2 partial pressure, respectively), and in the dark. Under approximately current ambient O2 partial pressure (18.4 kPa pO2), the gdch knockdown plants showed an expected photorespiratory-deficient phenotype, with lower leaf net CO2 assimilation rates (A) than the wild-type. Additionally, under these conditions, the gdch knockdown plants had greater leaf net discrimination against 13CO2 (Δo) than the wild-type. This difference in Δo was in part due to lower 13C photorespiratory fractionation (f) ascribed to alternative decarboxylation of photorespiratory intermediates. Furthermore, the leaf dark respiration rate (Rd) was enhanced and the 13CO2 composition of respired CO2 (δ13CRd) showed a tendency to be more depleted in the gdch knockdown plants. These changes in Rd and δ13CRd were due to the amount and carbon isotopic composition of substrates available for dark respiration. These results demonstrate that impairment of the photorespiratory pathway affects leaf 13CO2 exchange, particularly the 13C decarboxylation fractionation associated with photorespiration.
- Published
- 2019
45. Finding the C4 sweet spot: cellular compartmentation of carbohydrate metabolism in C4 photosynthesis
- Author
-
Robert T. Furbank and Steven L. Kelly
- Subjects
0106 biological sciences ,0301 basic medicine ,Cell type ,Sucrose ,C4 photosynthesis ,Physiology ,Starch ,Carbohydrate synthesis ,Plant Science ,Biology ,Carbohydrate metabolism ,mesophyll cells ,01 natural sciences ,Carbon Cycle ,03 medical and health sciences ,chemistry.chemical_compound ,Photosynthesis ,Review Papers ,AcademicSubjects/SCI01210 ,Bundle sheath cells ,starch ,sucrose ,Metabolism ,Plants ,Vascular bundle ,Plant Leaves ,030104 developmental biology ,chemistry ,Biochemistry ,010606 plant biology & botany - Abstract
The two-cell type C4 photosynthetic pathway requires both anatomical and biochemical specialization to achieve a functional CO2-concentrating mechanism. While a great deal of research has been done on Kranz anatomy and cell-specific expression and activity of enzymes in the C4 pathway, less attention has been paid to partitioning of carbohydrate synthesis between the cell types of C4 leaves. As early as the 1970s it became apparent that, in the small number of species examined at the time, sucrose was predominantly synthesized in the mesophyll cells and starch in the bundle sheath cells. Here we discuss how this partitioning is achieved in C4 plants and explore whether this is a consequence of C4 metabolism or indeed a requirement for its evolution and efficient operation., C4 plants partition starch and sucrose biosynthesis between bundle sheath and mesophyll cells. Here we review why and how this is achieved, and discuss the relevance for C4 photosynthesis.
- Published
- 2021
46. Upregulation of bundle sheath electron transport capacity under limiting light in C
- Author
-
Maria, Ermakova, Chandra, Bellasio, Duncan, Fitzpatrick, Robert T, Furbank, Fikret, Mamedov, and Susanne, von Caemmerer
- Subjects
Chlorophyll ,Chloroplasts ,Light ,Photosystem I Protein Complex ,Setaria Plant ,Photosystem II Protein Complex ,Carbon Dioxide ,Up-Regulation ,Electron Transport ,Chloroplast Proteins ,Malate Dehydrogenase (NADP+) ,Photosynthesis ,Mesophyll Cells ,Plant Proteins - Abstract
C
- Published
- 2021
47. Up-regulation of bundle sheath electron transport capacity under limiting light in C4Setaria viridis
- Author
-
Robert T. Furbank, Maria Ermakova, Duncan Fitzpatrick, Chandra Bellasio, Susanne von Caemmerer, and Fikret Mamedov
- Subjects
Chloroplast ,chemistry.chemical_compound ,Photosystem II ,Cytochrome b6f complex ,Chemistry ,Chlorophyll ,Biophysics ,Plastoquinone ,Vascular bundle ,Electron transport chain ,C4 photosynthesis - Abstract
C4 photosynthesis is a biochemical pathway that operates across mesophyll and bundle sheath (BS) cells to increase CO2 concentration at the site of CO2 fixation. C4 plants benefit from high irradiance but their efficiency decreases under shade causing a loss of productivity in crop canopies. We investigated shade acclimation responses of a model NADP-ME monocot Setaria viridis focussing on cell-specific electron transport capacity. Plants grown under low light (LL) maintained CO2 assimilation rates similar to high light plants but had an increased chlorophyll and light-harvesting-protein content, predominantly in BS cells. Photosystem II (PSII) protein abundance, oxygen-evolving activity and the PSII/PSI ratio all increased in LL BS cells indicating a higher capacity for linear electron flow. PSI, ATP synthase, Cytochrome b6f and the chloroplastic NAD(P) dehydrogenase complex, which constitute the BS cyclic electron flow machinery, were all upregulated in LL plants. A decline in PEP carboxylase activity in mesophyll cells and a consequent shortage of reducing power in BS chloroplasts was associated with the more oxidised redox state of the plastoquinone pool in LL plants and the formation of PSII - light-harvesting complex II supercomplexes with an increased oxygen evolution rate. Our results provide evidence of a redox regulation of the supramolecular composition of Photosystem II in BS cells in response to shading. This newly identified link contributes to understanding the regulation of PSII activity in C4 plants and will support strategies for crop improvement including the engineering of C4 photosynthesis into C3 plants.Significance statementThe efficiency of C4 photosynthesis decreases under low irradiance causing a loss of productivity in crop canopies. We investigate shade acclimation of a model NADP-ME monocot, analysing cell-specific protein expression and electron transport capacity. We propose a regulatory pathway controlling abundance and activity of Photosystem II in bundle sheath cells in response to irradiance.
- Published
- 2021
- Full Text
- View/download PDF
48. A low CO2-responsive mutant of Setaria viridis reveals that reduced carbonic anhydrase limits C4 photosynthesis
- Author
-
Ragothaman M. Yennamalli, Robert A. Coe, Vivek Thakur, Hsiang-Chun Lin, Soumi Bala, William Paul Quick, Jolly Chatterjee, Florence R. Danila, Jacqueline Dionora, Robert T. Furbank, Kelvin Acebron, Christian Paolo Balahadia, Efren Bagunu, Susanne von Caemmerer, Xiaojia Yin, Govinda Rizal, and Preiya P O S Padhma
- Subjects
C4 photosynthesis ,Physiology ,Setaria Plant ,Mutant ,Population ,Plant Science ,Photosynthesis ,Malate dehydrogenase ,Carbonic anhydrase ,C4 rice ,education ,Carbonic Anhydrases ,Plant Proteins ,education.field_of_study ,mutant screen ,biology ,AcademicSubjects/SCI01210 ,Chemistry ,Wild type ,Carbon Dioxide ,Research Papers ,forward genetics ,ddc:580 ,Biochemistry ,Setaria viridis ,biology.protein ,Mesophyll Cells ,Phosphoenolpyruvate carboxylase ,Photosynthesis and Metabolism - Abstract
In C4 species, β-carbonic anhydrase (CA), localized to the cytosol of the mesophyll cells, accelerates the interconversion of CO2 to HCO3–, the substrate used by phosphoenolpyruvate carboxylase (PEPC) in the first step of C4 photosynthesis. Here we describe the identification and characterization of low CO2-responsive mutant 1 (lcr1) isolated from an N-nitroso-N-methylurea- (NMU) treated Setaria viridis mutant population. Forward genetic investigation revealed that the mutated gene Sevir.5G247800 of lcr1 possessed a single nucleotide transition from cytosine to thymine in a β-CA gene causing an amino acid change from leucine to phenylalanine. This resulted in severe reduction in growth and photosynthesis in the mutant. Both the CO2 compensation point and carbon isotope discrimination values of the mutant were significantly increased. Growth of the mutants was stunted when grown under ambient pCO2 but recovered at elevated pCO2. Further bioinformatics analyses revealed that the mutation has led to functional changes in one of the conserved residues of the protein, situated near the catalytic site. CA transcript accumulation in the mutant was 80% lower, CA protein accumulation 30% lower, and CA activity ~98% lower compared with the wild type. Changes in the abundance of other primary C4 pathway enzymes were observed; accumulation of PEPC protein was significantly increased and accumulation of malate dehydrogenase and malic enzyme decreased. The reduction of CA protein activity and abundance in lcr1 restricts the supply of bicarbonate to PEPC, limiting C4 photosynthesis and growth. This study establishes Sevir.5G247800 as the major CA allele in Setaria for C4 photosynthesis and provides important insights into the function of CA in C4 photosynthesis that would be required to generate a rice plant with a functional C4 biochemical pathway., Carbonic anhydrase is essential for C4 photosynthesis in Setaria viridis.
- Published
- 2021
- Full Text
- View/download PDF
49. Explainable machine learning models of major crop traits from satellite-monitored continent-wide field trial data
- Author
-
Saul Justin, Newman and Robert T, Furbank
- Subjects
Crops, Agricultural ,Machine Learning ,Remote Sensing Technology ,Australia ,Spacecraft ,Life History Traits ,Models, Biological - Abstract
Four species of grass generate half of all human-consumed calories. However, abundant biological data on species that produce our food remain largely inaccessible, imposing direct barriers to understanding crop yield and fitness traits. Here, we assemble and analyse a continent-wide database of field experiments spanning 10 years and hundreds of thousands of machine-phenotyped populations of ten major crop species. Training an ensemble of machine learning models, using thousands of variables capturing weather, ground sensor, soil, chemical and fertilizer dosage, management and satellite data, produces robust cross-continent yield models exceeding R
- Published
- 2020
50. A Partial C4 Photosynthetic Biochemical Pathway in Rice
- Author
-
Stéphanie Arrivault, Efren Bagunu, William Paul Quick, Sarah Covshoff, Mark Stitt, Julian M. Hibberd, Robert A. Coe, Robert T. Furbank, John E. Lunn, Hsiang-Chun Lin, Shanta Karki, Hibberd, Julian [0000-0003-0662-7958], and Apollo - University of Cambridge Repository
- Subjects
0106 biological sciences ,0301 basic medicine ,C4 photosynthesis ,Plant Science ,lcsh:Plant culture ,Photosynthesis ,01 natural sciences ,03 medical and health sciences ,Pyruvate, phosphate dikinase ,Citrate synthase ,C4 rice ,lcsh:SB1-1110 ,Original Research ,malate ,biology ,Chemistry ,food and beverages ,Metabolism ,Oryza sativa (rice) ,Metabolic pathway ,030104 developmental biology ,Biochemistry ,transgenic rice ,biology.protein ,13C labeling ,Phosphoenolpyruvate carboxykinase ,Phosphoenolpyruvate carboxylase ,metabolic engineering ,Flux (metabolism) ,NADP-malic enzyme ,010606 plant biology & botany - Abstract
Introduction of a C4 photosynthetic pathway into C3 rice (Oryza sativa) requires installation of a biochemical pump that concentrates CO2 at the site of carboxylation in modified bundle sheath cells. To investigate the feasibility of this, we generated a quadruple line that simultaneously accumulates four of the core C4 photosynthetic enzymes from the NADP-malic enzyme subtype, phosphoenolpyruvate carboxylase (ZmPEPC), NADP-malate dehydrogenase (ZmNADP-MDH), NADP-malic enzyme (ZmNADP-ME), and pyruvate phosphate dikinase (ZmPPDK). This led to enhanced enzyme activity and mild phenotypic perturbations but was largely neutral in its effects on photosynthetic rate. Measurements of the flux of 13CO2 through photosynthetic metabolism revealed a significant increase in the incorporation of 13C into malate, consistent with increased fixation of 13CO2 via PEP carboxylase in lines expressing the maize PEPC enzyme. However, there was no significant differences in labeling of 3-phosphoglycerate (3PGA) indicating that there was no carbon flux through NADP-ME into the Calvin-Benson cycle. There was also no significant difference in labeling of phosphoenolpyruvate (PEP) indicating that there was no carbon flux through PPDK. Crossing the quadruple line with a line with reduced glycine decarboxylase H-protein (OsGDCH) abundance led to a photosynthetic phenotype characteristic of the reduced OsGDCH line and higher labeling of malate, aspartate and citrate than in the quintuple line. There was evidence of 13C labeling of aspartate indicating 13CO2 fixation into oxaloacetate by PEPC and conversion to aspartate by the endogenous aspartate aminotransferase activity. While Kranz anatomy or other anatomical modifications have not yet been installed in these plants to enable a fully functional C4 cycle, these results demonstrate for the first-time a partial flux through the carboxylation phase of NADP-ME C4 metabolism in transgenic rice containing two of the key metabolic steps in the C4 pathway.
- Published
- 2020
- Full Text
- View/download PDF
Catalog
Discovery Service for Jio Institute Digital Library
For full access to our library's resources, please sign in.