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Jurišić V, Rašeta D, Kontek M, Clifton-Brown J, Trindade LM, Lamy I, Guerin A, Kiesel A, Matin A, Krička T, Petrinec B. Assessment of the radionuclide remediation potential of novel miscanthus hybrids. Heliyon 2024; 10:e27788. [PMID: 38515730 PMCID: PMC10955284 DOI: 10.1016/j.heliyon.2024.e27788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Revised: 01/14/2024] [Accepted: 03/06/2024] [Indexed: 03/23/2024] Open
Abstract
There are few studies related to the radionuclide remediation options, which comply to the demands of the environmentally non-destructive physical remediation methods. So far, most of the research was conducted on the phytoremediation capacity of different energy crops, as well as the established miscanthus hybrids which involved metal and heavy metal contaminants. Hence, the objective of this research was the radioecological characterization of the examined agroecosystem, including the initial source of the radionuclides (soil) as well as different miscanthus hybrids grown on the same soil. The results have shown that the radioactive content of soil was similar to the global averages. All measurements of the activity concentration of 137Cs in miscanthus samples were below the detection limits. There is also an indication that 210Pb is leaching into the lower layers (or is being taken up by miscanthus plant from the upper layers). Moreover, transfer factors (TFs) for radionuclides, as a more precise parameter for evaluating the phytoremediation potential, were calculated; the TFs were found to be very low for 226Ra (≤0.07), TFs for 40K (≤0.39) and for 232Th (≤0.21) were in the lower limits, whereas the TFs for 238U were found to be the highest (≤0.92). For 210Pb, the TFs were not calculated, since the expectation was that a significant part of the measured quantity came from the air, and not through the soil. Having in mind the sustainability and the circularity aspect of the radionuclide phytoremediation system, the appropriate management method should be applied for the disposal and utilization of the biomass contaminated with radionuclides. This research has shown that the radiological content in miscanthus is high enough and the ash content is low enough that miscanthus ash could be considered as a NORM (Naturally Occurring Radioactive Material), and it can be further used for the construction industry (i.e. concrete, tiles), in mixtures with other materials with certain limitations, similar to the utilization of ash from other sources such as coal or wood.
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Affiliation(s)
- Vanja Jurišić
- University of Zagreb Faculty of Agriculture, Svetošimunska cesta 25, 10000, Zagreb, Croatia
| | - Davor Rašeta
- Institute for Medical Research and Occupational Health, Ksaverska cesta 2, 10000, Zagreb, Croatia
| | - Mislav Kontek
- Energovizija d.o.o., Ilica 42, 10000, Zagreb, Croatia
| | - John Clifton-Brown
- Justus Liebig University Giessen, Ludwigstrasse 23, 35390, Giessen, Germany
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Aberystwyth, UK
| | - Luisa M. Trindade
- Wageningen University & Research, Plant Breeding, Droevendaalsesteeg 4, 6708, PB Wageningen, the Netherlands
| | - Isabelle Lamy
- University Paris-Saclay, INRAE, AgroParisTech, UMR EcoSys, 91120, Palaiseau, France
| | - Annie Guerin
- US 0010 Laboratoire d’Analyses des Sols (LAS), 62000, Arras, France
| | - Andreas Kiesel
- University of Hohenheim, Institute of Crop Science, 70599, Stuttgart, Germany
| | - Ana Matin
- University of Zagreb Faculty of Agriculture, Svetošimunska cesta 25, 10000, Zagreb, Croatia
| | - Tajana Krička
- University of Zagreb Faculty of Agriculture, Svetošimunska cesta 25, 10000, Zagreb, Croatia
| | - Branko Petrinec
- Institute for Medical Research and Occupational Health, Ksaverska cesta 2, 10000, Zagreb, Croatia
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Islam M, Ferrarini A, Ali A, Kam J, Trindade LM, Clifton-Brown J, Amaducci S. Assessment of Drought and Zinc Stress Tolerance of Novel Miscanthus Hybrids and Arundo donax Clones Using Physiological, Biochemical, and Morphological Traits. Biology (Basel) 2023; 12:1525. [PMID: 38132351 PMCID: PMC10741058 DOI: 10.3390/biology12121525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Revised: 12/06/2023] [Accepted: 12/08/2023] [Indexed: 12/23/2023]
Abstract
High-yield potential perennial crops, such as Miscanthus spp. and Arundo donax are amongst the most promising sources of sustainable biomass for bioproducts and bioenergy. Although several studies assessed the agronomic performance of these species on diverse marginal lands, research to date on drought and zinc (Zn) resistance is scarce. Thus, the objective of this study was to investigate the drought and Zn stress tolerance of seven novel Miscanthus hybrids and seven Arundo clones originating from different parts of Italy. We subjected both species to severe drought (less than 30%), and Zn stress (400 mg/kg-1 of ZnSO4) separately, after one month of growth. All plants were harvested after 28 days of stress, and the relative drought and Zn stress tolerance were determined by using a set of morpho-physio-biochemical and biomass attributes in relation to stress tolerance indices (STI). Principal component analysis (PCA), hierarchical clustering analysis (HCA) and stress tolerance indices (STI) were performed for each morpho-physio-biochemical and biomass parameters and showed significant relative differences among the seven genotypes of both crops. Heatmaps of these indices showed how the different genotypes clustered into four groups. Considering PCA ranking value, Miscanthus hybrid GRC10 (8.11) and Arundo clone PC1 (11.34) had the highest-ranking value under both stresses indicating these hybrids and clones are the most tolerant to drought and Zn stress. In contrast, hybrid GRC3 (-3.33 lowest ranking value) and clone CT2 (-5.84) were found to be the most sensitive to both drought and Zn stress.
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Affiliation(s)
- Monirul Islam
- Department of Sustainable Crop Production, Università Cattolica Del Sacro Cuore, Via Emilia Parmense 84, 29122 Piacenza, Italy; (A.F.); (A.A.); (S.A.)
- Department of Biochemistry and Molecular Biology, University of Massachusetts Amherst, Amherst, MA 01003, USA
| | - Andrea Ferrarini
- Department of Sustainable Crop Production, Università Cattolica Del Sacro Cuore, Via Emilia Parmense 84, 29122 Piacenza, Italy; (A.F.); (A.A.); (S.A.)
| | - Amjad Ali
- Department of Sustainable Crop Production, Università Cattolica Del Sacro Cuore, Via Emilia Parmense 84, 29122 Piacenza, Italy; (A.F.); (A.A.); (S.A.)
| | - Jason Kam
- Terravesta, Unit 4 Riverside Court, Skellingthorpe Road, Lincoln LN1 5AB, UK
| | - Luisa M. Trindade
- Department of Plant Breeding, Wageningen University & Research, 6700 AJ Wageningen, The Netherlands;
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Aberystwyth SY23 3EB, UK;
- Institut für Pflanzenbau und Pflanzenzüchtung I, Justus-Liebig-Universität Gießen, Interdisziplinäres Forschungszentrum iFZ, Heinrich-Buff-Ring 26, 35392 Gießen, Germany
| | - Stefano Amaducci
- Department of Sustainable Crop Production, Università Cattolica Del Sacro Cuore, Via Emilia Parmense 84, 29122 Piacenza, Italy; (A.F.); (A.A.); (S.A.)
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Iacono R, Slavov GT, Davey CL, Clifton-Brown J, Allison G, Bosch M. Variability of cell wall recalcitrance and composition in genotypes of Miscanthus from different genetic groups and geographical origin. Front Plant Sci 2023; 14:1155188. [PMID: 37346113 PMCID: PMC10279889 DOI: 10.3389/fpls.2023.1155188] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Accepted: 05/05/2023] [Indexed: 06/23/2023]
Abstract
Miscanthus is a promising crop for bioenergy and biorefining in Europe. The improvement of Miscanthus as a crop relies on the creation of new varieties through the hybridization of germplasm collected in the wild with genetic variation and suitable characteristics in terms of resilience, yield and quality of the biomass. Local adaptation has likely shaped genetic variation for these characteristics and is therefore important to quantify. A key biomass quality parameter for biorefining is the ease of conversion of cell wall polysaccharides to monomeric sugars. Thus far, the variability of cell wall related traits in Miscanthus has mostly been explored in accessions from limited genetic backgrounds. Here we analysed the soil and climatic conditions of the original collection sites of 592 Miscanthus genotypes, which form eight distinct genetic groups based on discriminant analysis of principal components of 25,014 single-nucleotide polymorphisms. Our results show that species of the genus Miscanthus grow naturally across a range of soil and climate conditions. Based on a detailed analysis of 49 representative genotypes, we report generally minor differences in cell wall characteristics between different genetic groups and high levels of genetic variation within groups, with less investigated species like M. floridulus showing lower recalcitrance compared to the other genetic groups. The results emphasize that both inter- and intra- specific variation in cell wall characteristics and biomass recalcitrance can be used effectively in Miscanthus breeding programmes, while also reinforcing the importance of considering biomass yield when quantifying overall conversion efficiency. Thus, in addition to reflecting the complexity of the interactions between compositional and structural cell wall features and cell wall recalcitrance to sugar release, our results point to traits that could potentially require attention in breeding programmes targeted at improving the Miscanthus biomass crop.
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Affiliation(s)
- Rosario Iacono
- Institute of Biological Environmental and Rural Sciences (IBERS), Aberystwyth University, Gogerddan, Aberystwyth, United Kingdom
| | - Gancho T. Slavov
- Institute of Biological Environmental and Rural Sciences (IBERS), Aberystwyth University, Gogerddan, Aberystwyth, United Kingdom
- Radiata Pine Breeding Company, Rotorua, New Zealand
| | - Christopher L. Davey
- Institute of Biological Environmental and Rural Sciences (IBERS), Aberystwyth University, Gogerddan, Aberystwyth, United Kingdom
| | - John Clifton-Brown
- Institute of Biological Environmental and Rural Sciences (IBERS), Aberystwyth University, Gogerddan, Aberystwyth, United Kingdom
- Department of Agronomy and Plant Breeding, Justus Liebig University Giessen, Giessen, Germany
| | - Gordon Allison
- Institute of Biological Environmental and Rural Sciences (IBERS), Aberystwyth University, Gogerddan, Aberystwyth, United Kingdom
| | - Maurice Bosch
- Institute of Biological Environmental and Rural Sciences (IBERS), Aberystwyth University, Gogerddan, Aberystwyth, United Kingdom
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Ashman C, Wilson R, Mos M, Clifton-Brown J, Robson P. Improving field establishment and yield in seed propagated Miscanthus through manipulating plug size, sowing date and seedling age. Front Plant Sci 2023; 14:1095838. [PMID: 37324693 PMCID: PMC10267705 DOI: 10.3389/fpls.2023.1095838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 05/02/2023] [Indexed: 06/17/2023]
Abstract
Biomass crops provide significant potential to substitute for fossil fuels and mitigate against climate change. It is widely acknowledged that significant scale up of biomass crops is required to help reach net zero targets. Miscanthus is a leading biomass crop embodying many characteristics that make it a highly sustainable source of biomass but planted area remains low. Miscanthus is commonly propagated via rhizome, but efficient alternatives may increase uptake and help diversify the cultivated crop. Using seed-propagate plug plants of Miscanthus has several potential benefits such as improving propagation rates and scale up of plantations. Plugs also provide an opportunity to vary the time and conditions under protected growth, to achieve optimal plantlets before planting. We varied combinations of glasshouse growth period and field planting dates under UK temperate conditions, which demonstrated the special importance of planting date on yield, stem number and establishment rates of Miscanthus. We also propagated Miscanthus in four different commercial plug designs that contained different volumes of substrate, the resulting seedlings were planted at three different dates into field trials. In the glasshouse, plug design had significant effects on above and belowground biomass accumulation and at a later time point belowground growth was restricted in some plug designs. After subsequent growth in the field, plug design and planting date had a significant effect on yield. The effects of plug design on yield were no longer significant after a second growth season but planting date continued to have a significant effect. After the second growth year, it was found that planting date had a significant effect on surviving plants, with the mid-season planting producing higher survival rates over all plug types.Establishment was positively correlated with DM biomass produced in the first growth season. Sowing date had a significant effect on establishment but the impacts of plug design were more nuanced and were significant at later planting dates. We discuss the potential to use the flexibility afforded by seed propagation of plug plants to deliver significant impacts in achieving high yield and establishment of biomass crops during the critical first two years of growth.
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Affiliation(s)
- Chris Ashman
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Aberystwyth, United Kingdom
| | - Rebecca Wilson
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Aberystwyth, United Kingdom
| | - Michal Mos
- Energene Seeds Limited, Gogerddan, Aberystwyth University, Aberystwyth, United Kingdom
- Terravesta Ltd, Lincoln, United Kingdom
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Aberystwyth, United Kingdom
- Department of Agronomy and Plant Breeding I, Research Centre for Biosystems, Land-use and Nutrition (iFZ)), Justus Liebig University, Gießen, Germany
| | - Paul Robson
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Aberystwyth, United Kingdom
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Bhatia R, Timms-Taravella E, Roberts LA, Moron-Garcia OM, Hauck B, Dalton S, Gallagher JA, Wagner M, Clifton-Brown J, Bosch M. Transgenic ZmMYB167 Miscanthus sinensis with increased lignin to boost bioenergy generation for the bioeconomy. Biotechnol Biofuels Bioprod 2023; 16:29. [PMID: 36814294 PMCID: PMC9945411 DOI: 10.1186/s13068-023-02279-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Accepted: 02/07/2023] [Indexed: 02/24/2023]
Abstract
BACKGROUND Perennial C4 grasses from the genus Miscanthus are widely regarded as leading and promising dedicated bioenergy crops due to their high biomass accumulation on marginal land with low environmental impacts and maintenance requirements over its productive life. There is an urgent socio-political and environmental need to ramp up the production of alternative, affordable and green bioenergy sources and to re-direct the net zero carbon emissions trajectory. Hence, up-scaling of Miscanthus cultivation as a source of biomass for renewable energy could play an important role to strategically address sustainable development goals for a growing bio-based economy. Certain Miscanthus sinensis genotypes are particularly interesting for their biomass productivity across a wide range of locations. As the aromatic biomass component lignin exhibits a higher energy density than cell wall polysaccharides and is generally used as an indicator for heating or calorific value, genetic engineering could be a feasible strategy to develop M. sinensis biomass with increased lignin content and thus improving the energetic value of the biomass. RESULTS For this purpose, transgenic M. sinensis were generated by Agrobacterium-mediated transformation for expression of ZmMYB167, a MYB transcription factor known for regulating lignin biosynthesis in C3 and C4 grasses. Four independent transgenic ZmMYB167 Miscanthus lines were obtained. Agronomic traits such as plant height, tillering and above-ground dry weight biomass of the transgenic plants were not different to that of wild-type control plants. Total lignin content of the transgenic plants was ~ 15-24% higher compared with control plants. However, the structural carbohydrates, glucan and xylan, were decreased by ~ 2-7% and ~ 8-10%, respectively, in the transgenic plants. Moreover, expression of ZmMYB167 in transgenic plants did not alter lignin composition, phenolic compounds or enzymatic saccharification efficiency yields but importantly improved total energy levels in Miscanthus biomass, equivalent to 10% higher energy yield per hectare. CONCLUSIONS This study highlights ZmMYB167 as a suitable target for genetic lignin bioengineering interventions aimed at advancing and developing lignocellulosic biomass supply chains for sustainable production of renewable bioenergy.
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Affiliation(s)
- Rakesh Bhatia
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, SY23 3EE, UK. .,Department of Agronomy and Plant Breeding, Justus Liebig University Giessen, Heinrich-Buff-Ring 26-32, 35392, Giessen, Germany.
| | - Emma Timms-Taravella
- grid.8186.70000 0001 2168 2483Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, SY23 3EE UK
| | - Luned A. Roberts
- grid.8186.70000 0001 2168 2483Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, SY23 3EE UK
| | - Odin M. Moron-Garcia
- grid.8186.70000 0001 2168 2483Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, SY23 3EE UK
| | - Barbara Hauck
- grid.8186.70000 0001 2168 2483Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, SY23 3EE UK
| | - Sue Dalton
- grid.8186.70000 0001 2168 2483Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, SY23 3EE UK
| | - Joe A. Gallagher
- grid.8186.70000 0001 2168 2483Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, SY23 3EE UK
| | - Moritz Wagner
- Department of Applied Ecology, Geisenheim University, Geisenheim, Germany
| | - John Clifton-Brown
- grid.8664.c0000 0001 2165 8627Department of Agronomy and Plant Breeding, Justus Liebig University Giessen, Heinrich-Buff-Ring 26-32, 35392 Giessen, Germany
| | - Maurice Bosch
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, SY23 3EE, UK.
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Krzyżak J, Rusinowski S, Sitko K, Szada-Borzyszkowska A, Stec R, Jensen E, Clifton-Brown J, Kiesel A, Lewin E, Janota P, Pogrzeba M. The Effect of Different Agrotechnical Treatments on the Establishment of Miscanthus Hybrids in Soil Contaminated with Trace Metals. Plants (Basel) 2022; 12:98. [PMID: 36616227 PMCID: PMC9823936 DOI: 10.3390/plants12010098] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Accepted: 12/15/2022] [Indexed: 06/17/2023]
Abstract
Climate change and man-made pollution can have a negative impact on the establishment of Miscanthus plants in the field. This is particularly important because biomass can be produced on marginal land without conflicting with food crops. The establishment success depends on the hybrid chosen, the cultivation method, the climatic conditions, and the concentration of pollutants in the soil. There are several ways to increase the survival rate of the plants during the first growing season and after the first winter. One of them is the application of biochar and photodegradable plastic mulch, which can provide a solution for soils polluted with trace elements (TMEs). The aim of this study was to investigate the application of plastic mulch and biochar separately and in combination at the planting stage for two Miscanthus hybrids planted by the rhizome method (TV1) and seedling plugs (GNT43) on soils contaminated with trace metal elements (Pb, Cd, Zn). TV1 seems unsuitable for TME-contaminated field cultivation, as the survival rate was <60% in most treatments studied. The selected treatments did not increase the survival rate. Furthermore, the application of plastic mulch in combination with biochar resulted in a significant reduction of this parameter, regardless of the hybrid studied. The applied agrotechnology did not influence the TME accumulation in the aboveground plant parts in TV1, while Pb and Cd in GNT43 showed significantly higher values in all treatments. Contrary to expectations, biochar and plastic mulch applied separately and together neither increased survival nor reduced the accumulation of toxic TMEs during establishment on soil contaminated with TMEs and after the first growing season.
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Affiliation(s)
- Jacek Krzyżak
- Institute for Ecology of Industrial Areas, 6 Kossutha Street, 40-844 Katowice, Poland
| | - Szymon Rusinowski
- Institute for Ecology of Industrial Areas, 6 Kossutha Street, 40-844 Katowice, Poland
| | - Krzysztof Sitko
- Institute for Ecology of Industrial Areas, 6 Kossutha Street, 40-844 Katowice, Poland
- Plant Ecophysiology Team, University of Silesia in Katowice, 28 Jagiellońska Street, 40-032 Katowice, Poland
| | | | - Radosław Stec
- Institute for Ecology of Industrial Areas, 6 Kossutha Street, 40-844 Katowice, Poland
| | - Elaine Jensen
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Plas Gogerddan, Aberystwyth SY23 3EB, UK
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Plas Gogerddan, Aberystwyth SY23 3EB, UK
| | - Andreas Kiesel
- Biobased Resources in the Bioeconomy (340b), Institute of Crop Science, University of Hohenheim, 70599 Stuttgart, Germany
| | - Eva Lewin
- Biobased Resources in the Bioeconomy (340b), Institute of Crop Science, University of Hohenheim, 70599 Stuttgart, Germany
| | - Paulina Janota
- Institute for Ecology of Industrial Areas, 6 Kossutha Street, 40-844 Katowice, Poland
| | - Marta Pogrzeba
- Institute for Ecology of Industrial Areas, 6 Kossutha Street, 40-844 Katowice, Poland
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Bhatia R, Winters A, Bryant DN, Bosch M, Clifton-Brown J, Leak D, Gallagher J. Pilot-scale production of xylo-oligosaccharides and fermentable sugars from Miscanthus using steam explosion pretreatment. Bioresour Technol 2020; 296:122285. [PMID: 31715557 PMCID: PMC6920740 DOI: 10.1016/j.biortech.2019.122285] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 10/15/2019] [Accepted: 10/16/2019] [Indexed: 05/12/2023]
Abstract
This study investigated pilot-scale production of xylo-oligosaccharides (XOS) and fermentable sugars from Miscanthus using steam explosion (SE) pretreatment. SE conditions (200 °C; 15 bar; 10 min) led to XOS yields up to 52 % (w/w of initial xylan) in the hydrolysate. Liquid chromatography-mass spectrometry demonstrated that the solubilised XOS contained bound acetyl- and hydroxycinnamate residues, physicochemical properties known for high prebiotic effects and anti-oxidant activity in nutraceutical foods. Enzymatic hydrolysis of XOS-rich hydrolysate with commercial endo-xylanases resulted in xylobiose yields of 380 to 500 g/kg of initial xylan in the biomass after only 4 h, equivalent to ~74 to 90 % conversion of XOS into xylobiose. Fermentable glucose yields from enzymatic hydrolysis of solid residues were 8 to 9-fold higher than for untreated material. In view of an integrated biorefinery, we demonstrate the potential for efficient utilisation of Miscanthus for the production of renewable sources, including biochemicals and biofuels.
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Affiliation(s)
- Rakesh Bhatia
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth SY23 3EE, UK.
| | - Ana Winters
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth SY23 3EE, UK
| | - David N Bryant
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth SY23 3EE, UK
| | - Maurice Bosch
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth SY23 3EE, UK
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth SY23 3EE, UK
| | - David Leak
- Department of Biology & Biochemistry, University of Bath, Bath BA2 7AY, UK
| | - Joe Gallagher
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth SY23 3EE, UK
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Huang LS, Flavell R, Donnison IS, Chiang YC, Hastings A, Hayes C, Heidt C, Hong H, Hsu TW, Humphreys M, Jackson J, Norris J, Schwarz KU, Squance M, Swaller T, Thomas ID, Van Assche W, Xi Q, Yamada T, Youell S, Clifton-Brown J. Collecting wild Miscanthus germplasm in Asia for crop improvement and conservation in Europe whilst adhering to the guidelines of the United Nations' Convention on Biological Diversity. Ann Bot 2019; 124:591-604. [PMID: 30596965 PMCID: PMC6821356 DOI: 10.1093/aob/mcy231] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Accepted: 12/06/2018] [Indexed: 06/01/2023]
Abstract
BACKGROUND AND AIMS Germplasm with diverse, agronomically relevant traits forms the foundation of a successful plant breeding programme. Since 1993, the United Nations has been advocating the implementation of the Convention on Biological Diversity (CBD) and the subsequent 2002 Bonn Guidelines as international best practice on germplasm collection and use. In 2006, a European team made an expedition to Asia to collect wild germplasm of Miscanthus, a C4 perennial rhizomatous grass, for breeding an environmentally adaptable, resilient and high-yielding bioenergy crop. We outline general aspects of germplasm collection, conservation, breeding and biomass production evaluation while following the CBD's guidelines, respecting biodiversity and conservation needs, and the ethical use of genetic resources. METHODS Effective protocols, quarantine, methods for collecting seed and rhizomes, and a genebank for conservation were established. Versatile informatics and database architecture were used to assist in selection, flowering synchronization, crossing, evaluation, phenotyping and data integration. Approaches were formulated to comply with the CBD guidelines. KEY RESULTS A total of 303 accessions of M. sinensis, M. sacchariflorus and M. floridulus were collected from 158 geographically and environmentally diverse locations. These species were shown to accumulate different amounts of aerial biomass due to combinations of stem count, height and thickness. Progeny from one interspecies cross accumulated more biomass in early trials and has shown double the yield performance in years 3-4 compared with the existing commercial cultivar M. × giganteus. An example of an F1 hybrid has already demonstrated the long-term potential of exploiting this collection for a breeding programme. CONCLUSIONS By conforming to the CBD principles, the authors' international collaboration provides a practical example of implementing the CBD. The collection widened the genetic diversity of Miscanthus available to allow for breeding of novel hybrids that exhibit more diverse traits to increase yield and resilience for growth on marginal land and in climate-challenged environments.
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Affiliation(s)
- Lin S Huang
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, UK
| | | | - Iain S Donnison
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, UK
| | - Yu-Chung Chiang
- Department of Biological Sciences, National Sun-Yat-Sen University, Kaohsiung, Taiwan
| | - Astley Hastings
- Institute of Biological and Environmental Science, University of Aberdeen, Aberdeen, UK
| | - Charlotte Hayes
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, UK
| | - Chris Heidt
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, UK
| | - Hao Hong
- The Guangdong Association of Grass and Environment, Tianhe District, Guangzhou, China
| | - Tsai-Wen Hsu
- Taiwan Endemic Species Research Institute (TESRI), Chi-Chi, Nantou, Taiwan
| | - Mervyn Humphreys
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, UK
| | - Julian Jackson
- Department for Environment, Food and Rural Affairs, Nobel House, 17 Smith Square, London, UK
| | - John Norris
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, UK
| | - Kai-Uwe Schwarz
- Julius Kuhn Institut (JKI) Bundesforschungsinstitut für Kulturpflanzen, Institute for Crop and Soil Science, Bundesallee, Braunschweig, Germany
| | - Michael Squance
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, UK
| | | | - Ian David Thomas
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, UK
| | | | - Qingguo Xi
- Dongying Agricultural Institute, Jiaozhoulu 383, Dongying, Shandong Province, China
| | - Toshihiko Yamada
- Field Science Centre for the Northern Biosphere, Hokkaido University, Sapporo, Japan
| | - Sue Youell
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, UK
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences (IBERS), Aberystwyth University, Plas Gogerddan, Aberystwyth, UK
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9
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Rusinowski S, Krzyżak J, Clifton-Brown J, Jensen E, Mos M, Webster R, Sitko K, Pogrzeba M. New Miscanthus hybrids cultivated at a Polish metal-contaminated site demonstrate high stomatal regulation and reduced shoot Pb and Cd concentrations. Environ Pollut 2019; 252:1377-1387. [PMID: 31254895 DOI: 10.1016/j.envpol.2019.06.062] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Revised: 06/12/2019] [Accepted: 06/15/2019] [Indexed: 06/09/2023]
Abstract
The increased bioeconomy targets for the biomass share of renewable energy production across Europe should be met using land unsuitable for food production. Miscanthus breeding programs targeted the production of plants with a diverse range of traits allowing a wider utilization of land resources for biofuel production without competing with arable crops. These traits include increasing tolerances to drought, chilling, and to metal(loid)s excess. Two novel Miscanthus hybrids, GNT41 and GNT34, were compared against Miscanthus x giganteus (Mxg) on metal-contaminated arable land in Poland. This study aimed at evaluating their yield, biomass quality and quantifying seasonal differences in photosynthetic and transpiration parameters. A secondary objective was to identify key physiological mechanisms underlying differences in metal accumulation between the investigated plants. The new hybrids produced a similar yield to Mxg (13-15 t ha-1 yr-1), had shorter shoots, higher Leaf Area Index and stem number. Based on gas exchange measurements, GNT34 exhibited isohydric (water-conserving) behavior. The stomatal response to light of the new hybrids was at least twice as fast as that of Mxg, a trait that is often associated with increased seasonal water use efficiency. This contributed to the almost 40% reduction in shoot Pb and Cd concentrations for the new hybrids as compared to Mxg. This suggested that promoting stomatal regulation in conjunction with improved water conservation may be a target for improving plants for wider use on metals contaminated land.
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Affiliation(s)
- Szymon Rusinowski
- Institute for Ecology of Industrial Areas, 6 Kossutha Street, 40-844 Katowice, Poland
| | - Jacek Krzyżak
- Institute for Ecology of Industrial Areas, 6 Kossutha Street, 40-844 Katowice, Poland
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Plas Gogerddan, Aberystwyth, SY23 3EB, United Kingdom
| | - Elaine Jensen
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Plas Gogerddan, Aberystwyth, SY23 3EB, United Kingdom
| | - Michal Mos
- Energene sp. z o.o., Plac Solny 15, Wrocław, 50-062, Poland
| | - Richard Webster
- School of Natural Sciences and Psychology, Liverpool John Moores University, Byrom Street Liverpool, L3 3AF, United Kingdom
| | - Krzysztof Sitko
- Department of Plant Physiology, Faculty of Biology and Environmental Protection, University of Silesia in Katowice, 28 Jagiellońska Street, 40-032 Katowice, Poland
| | - Marta Pogrzeba
- Institute for Ecology of Industrial Areas, 6 Kossutha Street, 40-844 Katowice, Poland.
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10
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Awty-Carroll D, Clifton-Brown J, Robson P. Using k-NN to analyse images of diverse germination phenotypes and detect single seed germination in Miscanthus sinensis. Plant Methods 2018; 14:5. [PMID: 29371877 PMCID: PMC5771004 DOI: 10.1186/s13007-018-0272-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Accepted: 01/09/2018] [Indexed: 05/19/2023]
Abstract
BACKGROUND Miscanthus is a leading second generation bio-energy crop. It is mostly rhizome propagated; however, the increasing use of seed is resulting in a greater need to investigate germination. Miscanthus seed are small, germination is often poor and carried out without sterilisation; therefore, automated methods applied to germination detection must be able to cope with, for example, thresholding of small objects, low germination frequency and the presence or absence of mould. RESULTS Machine learning using k-NN improved the scoring of different phenotypes encountered in Miscanthus seed. The k-NN-based algorithm was effective in scoring the germination of seed images when compared with human scores of the same images. The trueness of the k-NN result was 0.69-0.7, as measured using the area under a ROC curve. When the k-NN classifier was tested on an optimised image subset of seed an area under the ROC curve of 0.89 was achieved. The method compared favourably to an established technique. CONCLUSIONS With non-ideal seed images that included mould and broken seed the k-NN classifier was less consistent with human assessments. The most accurate assessment of germination with which to train classifiers is difficult to determine but the k-NN classifier provided an impartial consistent measurement of this important trait. It was more reproducible than the existing human scoring methods and was demonstrated to give a high degree of trueness to the human score.
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Affiliation(s)
- Danny Awty-Carroll
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Gogerddan, Aberystwyth, SY23 3EB UK
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Gogerddan, Aberystwyth, SY23 3EB UK
| | - Paul Robson
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Gogerddan, Aberystwyth, SY23 3EB UK
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11
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Maddison AL, Camargo-Rodriguez A, Scott IM, Jones CM, Elias DMO, Hawkins S, Massey A, Clifton-Brown J, McNamara NP, Donnison IS, Purdy SJ. Predicting future biomass yield in Miscanthus using the carbohydrate metabolic profile as a biomarker. Glob Change Biol Bioenergy 2017; 9:1264-1278. [PMID: 28713439 PMCID: PMC5488626 DOI: 10.1111/gcbb.12418] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2016] [Accepted: 11/23/2016] [Indexed: 05/08/2023]
Abstract
In perennial energy crop breeding programmes, it can take several years before a mature yield is reached when potential new varieties can be scored. Modern plant breeding technologies have focussed on molecular markers, but for many crop species, this technology is unavailable. Therefore, prematurity predictors of harvestable yield would accelerate the release of new varieties. Metabolic biomarkers are routinely used in medicine, but they have been largely overlooked as predictive tools in plant science. We aimed to identify biomarkers of productivity in the bioenergy crop, Miscanthus, that could be used prognostically to predict future yields. This study identified a metabolic profile reflecting productivity in Miscanthus by correlating the summer carbohydrate composition of multiple genotypes with final yield 6 months later. Consistent and strong, significant correlations were observed between carbohydrate metrics and biomass traits at two separate field sites over 2 years. Machine-learning feature selection was used to optimize carbohydrate metrics for support vector regression models, which were able to predict interyear biomass traits with a correlation (R) of >0.67 between predicted and actual values. To identify a causal basis for the relationships between the glycome profile and biomass, a 13C-labelling experiment compared carbohydrate partitioning between high- and low-yielding genotypes. A lower yielding and slower growing genotype partitioned a greater percentage of the 13C pulse into starch compared to a faster growing genotype where a greater percentage was located in the structural biomass. These results supported a link between plant performance and carbon flow through two rival pathways (starch vs. sucrose), with higher yielding plants exhibiting greater partitioning into structural biomass, via sucrose metabolism, rather than starch. Our results demonstrate that the plant metabolome can be used prognostically to anticipate future yields and this is a method that could be used to accelerate selection in perennial energy crop breeding programmes.
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Affiliation(s)
- Anne L Maddison
- Institute of Biological, Environmental and Rural Sciences Aberystwyth University Plas Gogerddan SY23 3EB UK
| | - Anyela Camargo-Rodriguez
- Institute of Biological, Environmental and Rural Sciences Aberystwyth University Plas Gogerddan SY23 3EB UK
| | - Ian M Scott
- Institute of Biological, Environmental and Rural Sciences Aberystwyth University Plas Gogerddan SY23 3EB UK
| | - Charlotte M Jones
- Institute of Biological, Environmental and Rural Sciences Aberystwyth University Plas Gogerddan SY23 3EB UK
| | - Dafydd M O Elias
- Centre for Ecology and Hydrology Lancaster Environment Centre Library Avenue Bailrigg Lancaster LA1 4AP UK
| | - Sarah Hawkins
- Institute of Biological, Environmental and Rural Sciences Aberystwyth University Plas Gogerddan SY23 3EB UK
| | - Alice Massey
- Institute of Biological, Environmental and Rural Sciences Aberystwyth University Plas Gogerddan SY23 3EB UK
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences Aberystwyth University Plas Gogerddan SY23 3EB UK
| | - Niall P McNamara
- Centre for Ecology and Hydrology Lancaster Environment Centre Library Avenue Bailrigg Lancaster LA1 4AP UK
| | - Iain S Donnison
- Institute of Biological, Environmental and Rural Sciences Aberystwyth University Plas Gogerddan SY23 3EB UK
| | - Sarah J Purdy
- Institute of Biological, Environmental and Rural Sciences Aberystwyth University Plas Gogerddan SY23 3EB UK
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12
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Hastings A, Mos M, Yesufu JA, McCalmont J, Schwarz K, Shafei R, Ashman C, Nunn C, Schuele H, Cosentino S, Scalici G, Scordia D, Wagner M, Clifton-Brown J. Economic and Environmental Assessment of Seed and Rhizome Propagated Miscanthus in the UK. Front Plant Sci 2017; 8:1058. [PMID: 28713395 PMCID: PMC5491852 DOI: 10.3389/fpls.2017.01058] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2016] [Accepted: 05/31/2017] [Indexed: 05/23/2023]
Abstract
Growth in planted areas of Miscanthus for biomass in Europe has stagnated since 2010 due to technical challenges, economic barriers and environmental concerns. These limitations need to be overcome before biomass production from Miscanthus can expand to several million hectares. In this paper, we consider the economic and environmental effects of introducing seed based hybrids as an alternative to clonal M. x giganteus (Mxg). The impact of seed based propagation and novel agronomy was compared with current Mxg cultivation and used in 10 commercially relevant, field scale experiments planted between 2012 and 2014 in the United Kingdom, Germany, and Ukraine. Economic and greenhouse gas (GHG) emissions costs were quantified for the following production chain: propagation, establishment, harvest, transportation, storage, and fuel preparation (excluding soil carbon changes). The production and utilization efficiency of seed and rhizome propagation were compared. Results show that new hybrid seed propagation significantly reduces establishment cost to below £900 ha-1. Calculated GHG emission costs for the seeds established via plugs, though relatively small, was higher than rhizomes because fossil fuels were assumed to heat glasshouses for raising seedling plugs (5.3 and 1.5 kg CO2 eq. C Mg [dry matter (DM)]-1), respectively. Plastic mulch film reduced establishment time, improving crop economics. The breakeven yield was calculated to be 6 Mg DM ha-1 y-1, which is about half average United Kingdom yield for Mxg; with newer seeded hybrids reaching 16 Mg DM ha-1 in second year United Kingdom trials. These combined improvements will significantly increase crop profitability. The trade-offs between costs of production for the preparation of different feedstock formats show that bales are the best option for direct firing with the lowest transport costs (£0.04 Mg-1 km-1) and easy on-farm storage. However, if pelleted fuel is required then chip harvesting is more economic. We show how current seed based propagation methods can increase the rate at which Miscanthus can be scaled up; ∼×100 those of current rhizome propagation. These rapid ramp rates for biomass production are required to deliver a scalable and economic Miscanthus biomass fuel whose GHG emissions are ∼1/20th those of natural gas per unit of heat.
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Affiliation(s)
- Astley Hastings
- Institute of Biological and Environmental Sciences, University of AberdeenAberdeen, United Kingdom
| | - Michal Mos
- Blankney Estates Ltd.Lincolnshire, United Kingdom
| | | | - Jon McCalmont
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, United Kingdom
| | - Kai Schwarz
- Julius Kühn-Institut - Bundesforschungsinstitut für KulturpflanzenBraunschweig, Germany
| | - Reza Shafei
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, United Kingdom
| | - Chris Ashman
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, United Kingdom
| | - Chris Nunn
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, United Kingdom
| | | | - Salvatore Cosentino
- Dipartimento di Agricoltura, Alimentazione e Ambiente (Di3A), Università degli Studi di CataniaCatania, Italy
| | - Giovanni Scalici
- Dipartimento di Agricoltura, Alimentazione e Ambiente (Di3A), Università degli Studi di CataniaCatania, Italy
| | - Danilo Scordia
- Dipartimento di Agricoltura, Alimentazione e Ambiente (Di3A), Università degli Studi di CataniaCatania, Italy
| | - Moritz Wagner
- Institute of Crop Science, University of HohenheimStuttgart, Germany
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, United Kingdom
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13
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Kiesel A, Nunn C, Iqbal Y, Van der Weijde T, Wagner M, Özgüven M, Tarakanov I, Kalinina O, Trindade LM, Clifton-Brown J, Lewandowski I. Site-Specific Management of Miscanthus Genotypes for Combustion and Anaerobic Digestion: A Comparison of Energy Yields. Front Plant Sci 2017; 8:347. [PMID: 28367151 PMCID: PMC5355453 DOI: 10.3389/fpls.2017.00347] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2016] [Accepted: 02/28/2017] [Indexed: 05/06/2023]
Abstract
In Europe, the perennial C4 grass miscanthus is currently mainly cultivated for energy generation via combustion. In recent years, anaerobic digestion has been identified as a promising alternative utilization pathway. Anaerobic digestion produces a higher-value intermediate (biogas), which can be upgraded to biomethane, stored in the existing natural gas infrastructure and further utilized as a transport fuel or in combined heat and power plants. However, the upgrading of the solid biomass into gaseous fuel leads to conversion-related energy losses, the level of which depends on the cultivation parameters genotype, location, and harvest date. Thus, site-specific crop management needs to be adapted to the intended utilization pathway. The objectives of this paper are to quantify (i) the impact of genotype, location and harvest date on energy yields of anaerobic digestion and combustion and (ii) the conversion losses of upgrading solid biomass into biogas. For this purpose, five miscanthus genotypes (OPM 3, 6, 9, 11, 14), three cultivation locations (Adana, Moscow, Stuttgart), and up to six harvest dates (August-March) were assessed. Anaerobic digestion yielded, on average, 35% less energy than combustion. Genotype, location, and harvest date all had significant impacts on the energy yield. For both, this is determined by dry matter yield and ash content and additionally by substrate-specific methane yield for anaerobic digestion and moisture content for combustion. Averaged over all locations and genotypes, an early harvest in August led to 25% and a late harvest to 45% conversion losses. However, each utilization option has its own optimal harvest date, determined by biomass yield, biomass quality, and cutting tolerance. By applying an autumn green harvest for anaerobic digestion and a delayed harvest for combustion, the conversion-related energy loss was reduced to an average of 18%. This clearly shows that the delayed harvest required to maintain biomass quality for combustion is accompanied by high energy losses through yield reduction over winter. The pre-winter harvest applied in the biogas utilization pathway avoids these yield losses and largely compensates for the conversion-related energy losses of anaerobic digestion.
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Affiliation(s)
- Andreas Kiesel
- Department Biobased Products and Energy Crops, Institute of Crop Science, University of HohenheimStuttgart, Germany
| | - Christopher Nunn
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, UK
| | - Yasir Iqbal
- Department Biobased Products and Energy Crops, Institute of Crop Science, University of HohenheimStuttgart, Germany
| | - Tim Van der Weijde
- Department of Plant Breeding, Wageningen UniversityWageningen, Netherlands
| | - Moritz Wagner
- Department Biobased Products and Energy Crops, Institute of Crop Science, University of HohenheimStuttgart, Germany
| | - Mensure Özgüven
- Faculty of Agriculture and Natural Sciences, Konya Food and Agriculture UniversityKonya, Turkey
| | - Ivan Tarakanov
- Russian State Agrarian University–Moscow Timiryazev Agricultural AcademyMoscow, Russia
| | - Olena Kalinina
- Department Biobased Products and Energy Crops, Institute of Crop Science, University of HohenheimStuttgart, Germany
| | - Luisa M. Trindade
- Department of Plant Breeding, Wageningen UniversityWageningen, Netherlands
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, UK
| | - Iris Lewandowski
- Department Biobased Products and Energy Crops, Institute of Crop Science, University of HohenheimStuttgart, Germany
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14
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Lewandowski I, Clifton-Brown J, Trindade LM, van der Linden GC, Schwarz KU, Müller-Sämann K, Anisimov A, Chen CL, Dolstra O, Donnison IS, Farrar K, Fonteyne S, Harding G, Hastings A, Huxley LM, Iqbal Y, Khokhlov N, Kiesel A, Lootens P, Meyer H, Mos M, Muylle H, Nunn C, Özgüven M, Roldán-Ruiz I, Schüle H, Tarakanov I, van der Weijde T, Wagner M, Xi Q, Kalinina O. Progress on Optimizing Miscanthus Biomass Production for the European Bioeconomy: Results of the EU FP7 Project OPTIMISC. Front Plant Sci 2016; 7:1620. [PMID: 27917177 PMCID: PMC5114296 DOI: 10.3389/fpls.2016.01620] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2016] [Accepted: 10/13/2016] [Indexed: 05/23/2023]
Abstract
This paper describes the complete findings of the EU-funded research project OPTIMISC, which investigated methods to optimize the production and use of miscanthus biomass. Miscanthus bioenergy and bioproduct chains were investigated by trialing 15 diverse germplasm types in a range of climatic and soil environments across central Europe, Ukraine, Russia, and China. The abiotic stress tolerances of a wider panel of 100 germplasm types to drought, salinity, and low temperatures were measured in the laboratory and a field trial in Belgium. A small selection of germplasm types was evaluated for performance in grasslands on marginal sites in Germany and the UK. The growth traits underlying biomass yield and quality were measured to improve regional estimates of feedstock availability. Several potential high-value bioproducts were identified. The combined results provide recommendations to policymakers, growers and industry. The major technical advances in miscanthus production achieved by OPTIMISC include: (1) demonstration that novel hybrids can out-yield the standard commercially grown genotype Miscanthus x giganteus; (2) characterization of the interactions of physiological growth responses with environmental variation within and between sites; (3) quantification of biomass-quality-relevant traits; (4) abiotic stress tolerances of miscanthus genotypes; (5) selections suitable for production on marginal land; (6) field establishment methods for seeds using plugs; (7) evaluation of harvesting methods; and (8) quantification of energy used in densification (pellet) technologies with a range of hybrids with differences in stem wall properties. End-user needs were addressed by demonstrating the potential of optimizing miscanthus biomass composition for the production of ethanol and biogas as well as for combustion. The costs and life-cycle assessment of seven miscanthus-based value chains, including small- and large-scale heat and power, ethanol, biogas, and insulation material production, revealed GHG-emission- and fossil-energy-saving potentials of up to 30.6 t CO2eq C ha-1y-1 and 429 GJ ha-1y-1, respectively. Transport distance was identified as an important cost factor. Negative carbon mitigation costs of -78€ t-1 CO2eq C were recorded for local biomass use. The OPTIMISC results demonstrate the potential of miscanthus as a crop for marginal sites and provide information and technologies for the commercial implementation of miscanthus-based value chains.
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Affiliation(s)
- Iris Lewandowski
- Department of Biobased Products and Energy Crops, Institute of Crop Science, University of HohenheimStuttgart, Germany
| | - John Clifton-Brown
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, UK
| | - Luisa M. Trindade
- Department of Plant Breeding, Wageningen UniversityWageningen, Netherlands
| | | | | | - Karl Müller-Sämann
- ANNA - The Agency for Sustainable Management of Agricultural LandscapeFreiburg, Germany
| | - Alexander Anisimov
- Department of Plant Physiology, Russian State Agrarian University–Moscow Timiryazev Agricultural AcademyMoscow, Russia
| | - C.-L. Chen
- Department of Plant Breeding, Wageningen UniversityWageningen, Netherlands
| | - Oene Dolstra
- Department of Plant Breeding, Wageningen UniversityWageningen, Netherlands
| | - Iain S. Donnison
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, UK
| | - Kerrie Farrar
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, UK
| | - Simon Fonteyne
- Plant Sciences Unit, Institute for Agricultural and Fisheries ResearchMelle, Belgium
| | | | - Astley Hastings
- The Institute of Biological and Environmental Sciences, University of AberdeenAberdeen, UK
| | - Laurie M. Huxley
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, UK
| | - Yasir Iqbal
- Department of Biobased Products and Energy Crops, Institute of Crop Science, University of HohenheimStuttgart, Germany
| | - Nikolay Khokhlov
- Department of Plant Physiology, Russian State Agrarian University–Moscow Timiryazev Agricultural AcademyMoscow, Russia
| | - Andreas Kiesel
- Department of Biobased Products and Energy Crops, Institute of Crop Science, University of HohenheimStuttgart, Germany
| | - Peter Lootens
- Plant Sciences Unit, Institute for Agricultural and Fisheries ResearchMelle, Belgium
| | | | | | - Hilde Muylle
- Plant Sciences Unit, Institute for Agricultural and Fisheries ResearchMelle, Belgium
| | - Chris Nunn
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth UniversityAberystwyth, UK
| | - Mensure Özgüven
- Faculty of Agriculture and Natural Sciences, Konya Food and Agriculture UniversityKonya, Turkey
| | - Isabel Roldán-Ruiz
- Plant Sciences Unit, Institute for Agricultural and Fisheries ResearchMelle, Belgium
| | | | - Ivan Tarakanov
- Department of Plant Physiology, Russian State Agrarian University–Moscow Timiryazev Agricultural AcademyMoscow, Russia
| | - Tim van der Weijde
- Department of Plant Breeding, Wageningen UniversityWageningen, Netherlands
| | - Moritz Wagner
- Department of Biobased Products and Energy Crops, Institute of Crop Science, University of HohenheimStuttgart, Germany
| | - Qingguo Xi
- Dongying Agricultural InstituteDongying, China
| | - Olena Kalinina
- Department of Biobased Products and Energy Crops, Institute of Crop Science, University of HohenheimStuttgart, Germany
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15
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Purdy SJ, Maddison AL, Cunniff J, Donnison I, Clifton-Brown J. Non-structural carbohydrate profiles and ratios between soluble sugars and starch serve as indicators of productivity for a bioenergy grass. AoB Plants 2015; 7:plv032. [PMID: 25829378 PMCID: PMC5024741 DOI: 10.1093/aobpla/plv032] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2014] [Accepted: 03/16/2015] [Indexed: 05/11/2023]
Abstract
There is a pressing need to find a sustainable alternative to fossil fuels that will not compromise food security or require extensive use of agrochemicals. Miscanthus is a perennial energy grass predominantly used for combustion but with the current advancement of ligno-cellulosic fermentation technologies there is an interest in using Miscanthus for bioethanol production. Currently, the only commercially grown genotype of Miscanthus is M.× giganteus; a high yielding, interspecific hybrid of M. sacchariflorus and M. sinensis. As M.× giganteus is a sterile triploid, it cannot be used as a parent so Miscanthus breeding effort is focused on producing new interspecific varieties that out-perform M.× giganteus. The carbohydrate profiles of four genotypes of Miscanthus, including M. sacchariflorus (Sac-5), M.× giganteus (Gig-311), M. sinensis (Sin-11) and M. sinensis (Goliath), were characterized at replicated field sites in Aberystwyth, West Wales and Harpenden, south-east England. Our hypothesis was that a distinctive carbohydrate profile underlies enhanced biomass accumulation. Biomass accumulation is greatest when day-lengths and solar intensity are highest; so, observations were made in the middle of UK summer (July) for 2 years. Gig-311 had a greater abundance of fructose in its stems at both sites, and both Gig-311 and Sac-5 had low abundance of starch. At both sites, the highest yielding genotype was Gig-311 and Sac-5 was also high yielding at Harpenden, but performed comparatively poorly at Aberystwyth. At both sites Gig-311 had a distinctly high concentration of fructose, low starch and a high ratio of soluble sugars: starch, and at Harpenden, Sac-5 was similar. We conclude that the abundance of starch and fructose and a greater partitioning of soluble sugars, relative to starch, are candidate biomarkers of productivity in Miscanthus.
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Affiliation(s)
- Sarah Jane Purdy
- Institute of Biological Environmental and Rural Sciences, Aberystwyth University, Plas Gogerddan, Ceredigion SY23 3EE, UK
| | - Anne Louise Maddison
- Institute of Biological Environmental and Rural Sciences, Aberystwyth University, Plas Gogerddan, Ceredigion SY23 3EE, UK
| | | | - Iain Donnison
- Institute of Biological Environmental and Rural Sciences, Aberystwyth University, Plas Gogerddan, Ceredigion SY23 3EE, UK
| | - John Clifton-Brown
- Institute of Biological Environmental and Rural Sciences, Aberystwyth University, Plas Gogerddan, Ceredigion SY23 3EE, UK
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16
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Robson P, Jensen E, Hawkins S, White SR, Kenobi K, Clifton-Brown J, Donnison I, Farrar K. Accelerating the domestication of a bioenergy crop: identifying and modelling morphological targets for sustainable yield increase in Miscanthus. J Exp Bot 2013; 64:4143-55. [PMID: 24064927 PMCID: PMC3808307 DOI: 10.1093/jxb/ert225] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
To accelerate domestication of Miscanthus, an important energy crop, 244 replicated genotypes, including two different species and their hybrids, were analysed for morphological traits and biomass yield over three growing seasons following an establishment phase of 2 years in the largest Miscanthus diversity trial described to date. Stem and leaf traits were selected that contributed both directly and indirectly to total harvested biomass yield, and there was variation in all traits measured. Morphological diversity within the population was correlated with dry matter yield (DMY) both as individual traits and in combination, in order to determine the respective contributions of the traits to biomass accumulation and to identify breeding targets for yield improvement. Predictive morphometric analysis was possible at year 3 within Miscanthus sinensis genotypes but not between M. sinensis, Miscanthus sacchariflorus, and interspecific hybrids. Yield is a complex trait, and no single simple trait explained more than 33% of DMY, which varied from 1 to 5297 g among genotypes within this trial. Associating simple traits increased the power of the morphological data to predict yield to 60%. Trait variety, in combination, enabled multiple ideotypes, thereby increasing the potential diversity of the crop for multiple growth locations and end uses. Both triploids and interspecific hybrids produced the highest mature yields, indicating that there is significant heterosis to be exploited within Miscanthus that might be overlooked in early selection screens within years 1-3. The potential for optimizing biomass yield by selecting on the basis of morphology is discussed.
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Affiliation(s)
- Paul Robson
- Institute of Biological, Environmental & Rural Sciences, Aberystwyth University, Gogerddan, Aberystwyth SY23 3EE, UK
| | - Elaine Jensen
- Institute of Biological, Environmental & Rural Sciences, Aberystwyth University, Gogerddan, Aberystwyth SY23 3EE, UK
| | - Sarah Hawkins
- Institute of Biological, Environmental & Rural Sciences, Aberystwyth University, Gogerddan, Aberystwyth SY23 3EE, UK
| | - Simon R. White
- MRC Biostatistics Unit, Institute of Public Health, University Forvie Site, Robinson Way, Cambridge CB2 0SR, UK
| | - Kim Kenobi
- Centre for Plant Integrative Biology, Nottingham University, Nottingham LE12 5RD, UK
| | - John Clifton-Brown
- Institute of Biological, Environmental & Rural Sciences, Aberystwyth University, Gogerddan, Aberystwyth SY23 3EE, UK
| | - Iain Donnison
- Institute of Biological, Environmental & Rural Sciences, Aberystwyth University, Gogerddan, Aberystwyth SY23 3EE, UK
| | - Kerrie Farrar
- Institute of Biological, Environmental & Rural Sciences, Aberystwyth University, Gogerddan, Aberystwyth SY23 3EE, UK
- * To whom correspondence should be addressed.
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Toma Y, Clifton-Brown J, Sugiyama S, Nakaboh M, Hatano R, Fernández FG, Ryan Stewart J, Nishiwaki A, Yamada T. Soil carbon stocks and carbon sequestration rates in seminatural grassland in Aso region, Kumamoto, Southern Japan. Glob Chang Biol 2013; 19:1676-1687. [PMID: 23504937 DOI: 10.1111/gcb.12189] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2012] [Revised: 01/26/2013] [Accepted: 02/15/2013] [Indexed: 06/01/2023]
Abstract
Global soil carbon (C) stocks account for approximately three times that found in the atmosphere. In the Aso mountain region of Southern Japan, seminatural grasslands have been maintained by annual harvests and/or burning for more than 1000 years. Quantification of soil C stocks and C sequestration rates in Aso mountain ecosystem is needed to make well-informed, land-use decisions to maximize C sinks while minimizing C emissions. Soil cores were collected from six sites within 200 km(2) (767-937 m asl.) from the surface down to the k-Ah layer established 7300 years ago by a volcanic eruption. The biological sources of the C stored in the Aso mountain ecosystem were investigated by combining C content at a number of sampling depths with age (using (14) C dating) and δ(13) C isotopic fractionation. Quantification of plant phytoliths at several depths was used to make basic reconstructions of past vegetation and was linked with C-sequestration rates. The mean total C stock of all six sites was 232 Mg C ha(-1) (28-417 Mg C ha(-1) ), which equates to a soil C sequestration rate of 32 kg C ha(-1) yr(-1) over 7300 years. Mean soil C sequestration rates over 34, 50 and 100 years were estimated by an equation regressing soil C sequestration rate against soil C accumulation interval, which was modeled to be 618, 483 and 332 kg C ha(-1) yr(-1) , respectively. Such data allows for a deeper understanding in how much C could be sequestered in Miscanthus grasslands at different time scales. In Aso, tribe Andropogoneae (especially Miscanthus and Schizoachyrium genera) and tribe Paniceae contributed between 64% and 100% of soil C based on δ(13) C abundance. We conclude that the seminatural, C4 -dominated grassland system serves as an important C sink, and worthy of future conservation.
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Affiliation(s)
- Yo Toma
- Field Science Center for Northern Biosphere, Hokkaido University, Kita 11 Nishi 10, Kita-ku, Sapporo, Hokkaido, 060-0811, Japan
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Purdy SJ, Maddison AL, Jones LE, Webster RJ, Andralojc J, Donnison I, Clifton-Brown J. Characterization of chilling-shock responses in four genotypes of Miscanthus reveals the superior tolerance of M. x giganteus compared with M. sinensis and M. sacchariflorus. Ann Bot 2013; 111:999-1013. [PMID: 23519835 PMCID: PMC3631343 DOI: 10.1093/aob/mct059] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2012] [Accepted: 01/29/2013] [Indexed: 05/08/2023]
Abstract
BACKGROUND AND AIMS The bioenergy grass Miscanthus is native to eastern Asia. As Miscanthus uses C4 photosynthesis, the cooler temperatures experienced in much of northern Europe are expected to limit productivity. Identification of genetic diversity in chilling tolerance will enable breeders to generate more productive varieties for these cooler regions. Characterizing the temporal relationships between photosynthesis, carbohydrate and molecular expression of relevant genes is key to understanding genotypic differences in tolerance or sensitivity. METHODS To characterize chilling responses in four Miscanthus genotypes, plants were exposed to a sudden reduction in temperature. The genotypes studied comprised of two M. sinensis, one M. sacchariflorus and one inter-species hybrid, M. × giganteus. Changes in photosynthesis (Asat), carbohydrate composition and the expression of target transcripts were observed following chilling-shock. After 4 d the decline in leaf elongation rate (LER) in the different genotypes was measured. RESULTS Following chilling-shock the greatest decline in Asat was observed in M. sacchariflorus and one M. sinensis genotype. Carbohydrate concentrations increased in all genotypes following chilling but to a lesser extent in M. sacchariflorus. Two stress inducible genes were most highly expressed in the genotypes that experienced the greatest declines in Asat and LER. Miscanthus × giganteus retained the highest Asat and was unique in exhibiting no decline in LER following transfer to 12 °C. CONCLUSIONS Miscanthus × giganteus exhibits a superior tolerance to chilling shock than other genotypes of Miscanthus. The absence of sucrose accumulation in M. sacchariflorus during chilling-shock suggests an impairment in enzyme function. A candidate transcription factor, MsCBF3, is most highly expressed in the most sensitive genotypes and may be a suitable molecular marker for predicting chilling sensitivity.
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Affiliation(s)
- Sarah Jane Purdy
- Institute of Biological, Environmental and Rural Sciences IBERS, Aberystwyth University, Gogerddan, Aberystwyth, Ceredigion SY23 3EE, UK.
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Jensen E, Robson P, Norris J, Cookson A, Farrar K, Donnison I, Clifton-Brown J. Flowering induction in the bioenergy grass Miscanthus sacchariflorus is a quantitative short-day response, whilst delayed flowering under long days increases biomass accumulation. J Exp Bot 2013; 64. [PMID: 23183254 PMCID: PMC3542045 DOI: 10.1093/jxb/ers346] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Miscanthus sacchariflorus is a fast-growing C(4) perennial grass that can naturally hybridize with M. sinensis to produce interspecific hybrids, such as the sterile triploid M.× giganteus. The creation of such hybrids is essential for the rapid domestication of this novel bioenergy crop. However, progress has been hindered by poor understanding of the environmental cues promoting floral transition in M. sacchariflorus, which flowers less readily than M. sinensis. The purpose of this work was to identify the flowering requirements of M. sacchariflorus genotypes in order to expedite the introduction of new germplasm optimized to different environments. Six M. sacchariflorus accessions collected from a range of latitudes were grown under controlled photoperiod and temperature conditions, and flowering, biomass, and morphological phenotypic data were captured. Results indicated that M. sacchariflorus, irrespective of origin, is a quantitative short-day plant. Flowering under static long days (15.3h daylength), compared with shorter photoperiods, was delayed by an average 61 d, with an average associated increase of 52% of above-ground biomass (DM plant(-1)). Timing of floral initiation occurred between photoperiods of 14.2h and 12.1h, and accumulated temperatures of 553-1157 °C above a base temperature of 10 °C. Miscanthus sacchariflorus flowering phenology closely resembles that of Sorghum and Saccharum, indicating potentially similar floral pathways and suggesting that determination of the underlying genetic mechanisms will be facilitated by the syntenic relationships existing between these important C(4) grasses.
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Affiliation(s)
| | | | | | | | | | - Iain Donnison
- * To whom correspondence should be addressed. E-mail:
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Ma XF, Jensen E, Alexandrov N, Troukhan M, Zhang L, Thomas-Jones S, Farrar K, Clifton-Brown J, Donnison I, Swaller T, Flavell R. High resolution genetic mapping by genome sequencing reveals genome duplication and tetraploid genetic structure of the diploid Miscanthus sinensis. PLoS One 2012; 7:e33821. [PMID: 22439001 PMCID: PMC3306302 DOI: 10.1371/journal.pone.0033821] [Citation(s) in RCA: 93] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2011] [Accepted: 02/17/2012] [Indexed: 11/19/2022] Open
Abstract
We have created a high-resolution linkage map of Miscanthus sinensis, using genotyping-by-sequencing (GBS), identifying all 19 linkage groups for the first time. The result is technically significant since Miscanthus has a very large and highly heterozygous genome, but has no or limited genomics information to date. The composite linkage map containing markers from both parental linkage maps is composed of 3,745 SNP markers spanning 2,396 cM on 19 linkage groups with a 0.64 cM average resolution. Comparative genomics analyses of the M. sinensis composite linkage map to the genomes of sorghum, maize, rice, and Brachypodium distachyon indicate that sorghum has the closest syntenic relationship to Miscanthus compared to other species. The comparative results revealed that each pair of the 19 M. sinensis linkages aligned to one sorghum chromosome, except for LG8, which mapped to two sorghum chromosomes (4 and 7), presumably due to a chromosome fusion event after genome duplication. The data also revealed several other chromosome rearrangements relative to sorghum, including two telomere-centromere inversions of the sorghum syntenic chromosome 7 in LG8 of M. sinensis and two paracentric inversions of sorghum syntenic chromosome 4 in LG7 and LG8 of M. sinensis. The results clearly demonstrate, for the first time, that the diploid M. sinensis is tetraploid origin consisting of two sub-genomes. This complete and high resolution composite linkage map will not only serve as a useful resource for novel QTL discoveries, but also enable informed deployment of the wealth of existing genomics resources of other species to the improvement of Miscanthus as a high biomass energy crop. In addition, it has utility as a reference for genome sequence assembly for the forthcoming whole genome sequencing of the Miscanthus genus.
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Affiliation(s)
- Xue-Feng Ma
- Ceres, Inc., Thousand Oaks, California, United States of America
| | - Elaine Jensen
- Institute of Biological, Environmental & Rural Sciences (IBERS), Aberystwyth University, Gogerddan, United Kingdom
| | | | - Maxim Troukhan
- Ceres, Inc., Thousand Oaks, California, United States of America
| | - Liping Zhang
- Ceres, Inc., Thousand Oaks, California, United States of America
| | - Sian Thomas-Jones
- Institute of Biological, Environmental & Rural Sciences (IBERS), Aberystwyth University, Gogerddan, United Kingdom
| | - Kerrie Farrar
- Institute of Biological, Environmental & Rural Sciences (IBERS), Aberystwyth University, Gogerddan, United Kingdom
| | - John Clifton-Brown
- Institute of Biological, Environmental & Rural Sciences (IBERS), Aberystwyth University, Gogerddan, United Kingdom
| | - Iain Donnison
- Institute of Biological, Environmental & Rural Sciences (IBERS), Aberystwyth University, Gogerddan, United Kingdom
| | - Timothy Swaller
- Ceres, Inc., Thousand Oaks, California, United States of America
- * E-mail:
| | - Richard Flavell
- Ceres, Inc., Thousand Oaks, California, United States of America
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