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Saha P, Lin F, Thibivilliers S, Xiong Y, Pan C, Bartley LE. Phenylpropanoid Biosynthesis Gene Expression Precedes Lignin Accumulation During Shoot Development in Lowland and Upland Switchgrass Genotypes. FRONTIERS IN PLANT SCIENCE 2021; 12:640930. [PMID: 34434200 PMCID: PMC8380989 DOI: 10.3389/fpls.2021.640930] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/12/2020] [Accepted: 04/14/2021] [Indexed: 06/13/2023]
Abstract
Efficient conversion of lignocellulosic biomass into biofuels is influenced by biomass composition and structure. Lignin and other cell wall phenylpropanoids, such as para-coumaric acid (pCA) and ferulic acid (FA), reduce cell wall sugar accessibility and hamper biochemical fuel production. Toward identifying the timing and key parameters of cell wall recalcitrance across different switchgrass genotypes, this study measured cell wall composition and lignin biosynthesis gene expression in three switchgrass genotypes, A4 and AP13, representing the lowland ecotype, and VS16, representing the upland ecotype, at three developmental stages [Vegetative 3 (V3), Elongation 4 (E4), and Reproductive 3 (R3)] and three segments (S1-S3) of the E4 stage under greenhouse conditions. A decrease in cell wall digestibility and an increase in phenylpropanoids occur across development. Compared with AP13 and A4, VS16 has significantly less lignin and greater cell wall digestibility at the V3 and E4 stages; however, differences among genotypes diminish by the R3 stage. Gini correlation analysis across all genotypes revealed that lignin and pCA, but also pectin monosaccharide components, show the greatest negative correlations with digestibility. Lignin and pCA accumulation is delayed compared with expression of phenylpropanoid biosynthesis genes, while FA accumulation coincides with expression of these genes. The different cell wall component accumulation profiles and gene expression correlations may have implications for system biology approaches to identify additional gene products with cell wall component synthesis and regulation functions.
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Affiliation(s)
- Prasenjit Saha
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, OK, United States
| | - Fan Lin
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, OK, United States
| | - Sandra Thibivilliers
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, OK, United States
| | - Yi Xiong
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, OK, United States
| | - Chongle Pan
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, OK, United States
- School of Computer Science, University of Oklahoma, Norman, OK, United States
| | - Laura E. Bartley
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, OK, United States
- Research Institute for the Sustainable Humanosphere, Kyoto University, Kyoto, Japan
- Institute of Biological Chemistry, Washington State University, Pullman, WA, United States
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Liu X, Van Acker R, Voorend W, Pallidis A, Goeminne G, Pollier J, Morreel K, Kim H, Muylle H, Bosio M, Ralph J, Vanholme R, Boerjan W. Rewired phenolic metabolism and improved saccharification efficiency of a Zea mays cinnamyl alcohol dehydrogenase 2 (zmcad2) mutant. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2021; 105:1240-1257. [PMID: 33258151 DOI: 10.1111/tpj.15108] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Revised: 11/24/2020] [Accepted: 11/26/2020] [Indexed: 06/12/2023]
Abstract
Lignocellulosic biomass is an abundant byproduct from cereal crops that can potentially be valorized as a feedstock to produce biomaterials. Zea mays CINNAMYL ALCOHOL DEHYDROGENASE 2 (ZmCAD2) is involved in lignification, and is a promising target to improve the cellulose-to-glucose conversion of maize stover. Here, we analyzed a field-grown zmcad2 Mutator transposon insertional mutant. Zmcad2 mutant plants had an 18% lower Klason lignin content, whereas their cellulose content was similar to that of control lines. The lignin in zmcad2 mutants contained increased levels of hydroxycinnamaldehydes, i.e. the substrates of ZmCAD2, ferulic acid and tricin. Ferulates decorating hemicelluloses were not altered. Phenolic profiling further revealed that hydroxycinnamaldehydes are partly converted into (dihydro)ferulic acid and sinapic acid and their derivatives in zmcad2 mutants. Syringyl lactic acid hexoside, a metabolic sink in CAD-deficient dicot trees, appeared not to be a sink in zmcad2 maize. The enzymatic cellulose-to-glucose conversion efficiency was determined after 10 different thermochemical pre-treatments. Zmcad2 yielded significantly higher conversions compared with controls for almost every pre-treatment. However, the relative increase in glucose yields after alkaline pre-treatment was not higher than the relative increase when no pre-treatment was applied, suggesting that the positive effect of the incorporation of hydroxycinnamaldehydes was leveled off by the negative effect of reduced p-coumarate levels in the cell wall. Taken together, our results reveal how phenolic metabolism is affected in CAD-deficient maize, and further support mutating CAD genes in cereal crops as a promising strategy to improve lignocellulosic biomass for sugar-platform biorefineries.
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Affiliation(s)
- Xinyu Liu
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Rebecca Van Acker
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Wannes Voorend
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Andreas Pallidis
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Geert Goeminne
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- VIB Metabolomics Core, Ghent, Belgium
| | - Jacob Pollier
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- VIB Center for Plant Systems Biology, Ghent, Belgium
- VIB Metabolomics Core, Ghent, Belgium
| | - Kris Morreel
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Hoon Kim
- Department of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin, 53706, USA
- Department of Energy's Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, Madison, Wisconsin, 53726, USA
| | - Hilde Muylle
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- VIB Center for Plant Systems Biology, Ghent, Belgium
| | | | - John Ralph
- Department of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin, 53706, USA
- Department of Energy's Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, Madison, Wisconsin, 53726, USA
| | - Ruben Vanholme
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Wout Boerjan
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- VIB Center for Plant Systems Biology, Ghent, Belgium
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Rivera-Burgos LA, Volenec JJ, Ejeta G. Biomass and Bioenergy Potential of Brown Midrib Sweet Sorghum Germplasm. FRONTIERS IN PLANT SCIENCE 2019; 10:1142. [PMID: 31616450 PMCID: PMC6764086 DOI: 10.3389/fpls.2019.01142] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/09/2018] [Accepted: 08/21/2019] [Indexed: 06/10/2023]
Abstract
Public appetite for fossil fuels continues to drive energy prices and foment the build-up of intractable environmental problems. Ethanol (ETOH) production from lignocellulosic biomass grown in marginal lands offers a sustainable alternative without diverting arable land from food and feed production. The quantity and quality of lignocellulosic biomass can be enhanced by the abundant genetic diversity for biomass production as well as stem sugar and lignin composition in sorghum (Sorghum bicolor L. Moench). The objective of this study was to assess yield and quality of lignocellulosic biomass enhancement for ethanol production potential in a population of sorghum derived from two cultivars with contrasting biomass yield and compositional traits. We tested 236 recombinant inbred lines (RIL) of sorghum in a randomized complete block design (RCBD) with two replications for lignocellulosic biomass performance and determined hemicellulose, cellulose and lignin concentrations through detergent fiber analysis (DFA). The stover compositional values were used to estimate theoretical ethanol yield (ETOH on a mass basis) and production (ETOH on an area basis). Results showed that RIL carrying the brown midrib mutation had significantly higher theoretical glucose recovery (released glucose from cellulose, > 200 g kg-1). Those carrying both mutations, had high theoretical ethanol yield (>400 L ton-1) and high theoretical ethanol production (>14,500 L ha-1). Lignin concentration was determined as most reliable predictor (R2 = 0.67) for glucose recovery. Lignin and stem sugar concentrations (R2 = 0.46 and 0.35, respectively) were good predictors for ethanol yield. Stover yield traits (R2 = 0.89) were most important determinants for ethanol production. Our findings suggest that careful breeding of sorghum for genetic enhancement of biomass quantity and quality could double lignocellulosic ethanol yields.
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Ildiz GO, Kabuk HN, Kaplan ES, Halimoglu G, Fausto R. A comparative study of the yellow dent and purple flint maize kernel components by Raman spectroscopy and chemometrics. J Mol Struct 2019. [DOI: 10.1016/j.molstruc.2019.02.034] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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Torres AF, Xu X, Nikiforidis CV, Bitter JH, Trindade LM. Exploring the Treasure of Plant Molecules With Integrated Biorefineries. FRONTIERS IN PLANT SCIENCE 2019; 10:478. [PMID: 31040858 PMCID: PMC6476976 DOI: 10.3389/fpls.2019.00478] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Accepted: 03/28/2019] [Indexed: 06/09/2023]
Abstract
Despite significant progress toward the commercialization of biobased products, today's biorefineries are far from achieving their intended goal of total biomass valorization and effective product diversification. The problem is conceptual. Modern biorefineries were built around well-optimized, cost-effective chemical synthesis routes, like those used in petroleum refineries for the synthesis of fuels, plastics, and solvents. However, these were designed for the conversion of fossil resources and are far from optimal for the processing of biomass, which has unique chemical characteristics. Accordingly, existing biomass commodities were never intended for modern biorefineries as they were bred to meet the needs of conventional agriculture. In this perspective paper, we propose a new path toward the design of efficient biorefineries, which capitalizes on a cross-disciplinary synergy between plant, physical, and catalysis science. In our view, the best opportunity to advance profitable and sustainable biorefineries requires the parallel development of novel feedstocks, conversion protocols and synthesis routes specifically tailored for total biomass valorization. Above all, we believe that plant biologists and process technologists can jointly explore the natural diversity of plants to synchronously develop both, biobased crops with designer chemistries and compatible conversion protocols that enable maximal biomass valorization with minimum input utilization. By building biorefineries from the bottom-up (i.e., starting with the crop), the envisioned partnership promises to develop cost-effective, biomass-dedicated routes which can be effectively scaled-up to deliver profitable and resource-use efficient biorefineries.
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Affiliation(s)
- Andres F. Torres
- Plant Breeding, Wageningen University and Research, Wageningen, Netherlands
- Biobased Chemistry and Technology, Wageningen University, Wageningen, Netherlands
- Graduate School Experimental Plant Sciences, Wageningen University, Wageningen, Netherlands
- Colegio de Ciencias Biológicas y Ambientales, Universidad San Francisco de Quito, Quito, Ecuador
| | - Xuan Xu
- Plant Breeding, Wageningen University and Research, Wageningen, Netherlands
| | | | - Johannes H. Bitter
- Biobased Chemistry and Technology, Wageningen University, Wageningen, Netherlands
| | - Luisa M. Trindade
- Plant Breeding, Wageningen University and Research, Wageningen, Netherlands
- Graduate School Experimental Plant Sciences, Wageningen University, Wageningen, Netherlands
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El Hage F, Legland D, Borrega N, Jacquemot MP, Griveau Y, Coursol S, Méchin V, Reymond M. Tissue Lignification, Cell Wall p-Coumaroylation and Degradability of Maize Stems Depend on Water Status. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2018; 66:4800-4808. [PMID: 29690760 DOI: 10.1021/acs.jafc.7b05755] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Water supply and valorization are two urgent issues in the utilization of maize biomass in the context of climate change and replacement of fossil resources. Maximizing maize biomass valorization is of interest to make biofuel conversion competitive, and to increase forage energetic value for animal fodder. One way to estimate biomass valorization is to quantify cell wall degradability. In this study, we evaluated the impact of water supply on cell wall degradability, cell wall contents and structure, and distribution of lignified cell types in maize internodes using dedicated high-throughput tools to effectively phenotype maize internodes from 11 inbred lines under two contrasting irrigation scenarios in field trials over three years. Overall, our results clearly showed that water deficit induced significant changes in lignin content and distribution along with a reduction in lignin p-coumaroylation, thereby impacting cell wall degradability. Additionally, we also observed that responses to a water deficit varied between the lines examined, underscoring biochemical and histological target traits for plant breeding.
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Affiliation(s)
- F El Hage
- UMR 1318, Institut Jean-Pierre Bourgin, INRA-AgroParisTech, CNRS, Universite Paris-Saclay , 78026 Versailles Cedex , France
- École Doctorale 567 Sciences du Vegetal , University Paris-Sud, University of Paris-Saclay , bat 360 , Orsay Cedex 91405 , France
| | - D Legland
- UR1268 Biopolymères, Interactions et Assemblages, INRA , 44 316 Nantes Cedex 3, France
| | - N Borrega
- UMR 1318, Institut Jean-Pierre Bourgin, INRA-AgroParisTech, CNRS, Universite Paris-Saclay , 78026 Versailles Cedex , France
| | - M-P Jacquemot
- UMR 1318, Institut Jean-Pierre Bourgin, INRA-AgroParisTech, CNRS, Universite Paris-Saclay , 78026 Versailles Cedex , France
| | - Y Griveau
- UMR 1318, Institut Jean-Pierre Bourgin, INRA-AgroParisTech, CNRS, Universite Paris-Saclay , 78026 Versailles Cedex , France
| | - S Coursol
- UMR 1318, Institut Jean-Pierre Bourgin, INRA-AgroParisTech, CNRS, Universite Paris-Saclay , 78026 Versailles Cedex , France
| | - V Méchin
- UMR 1318, Institut Jean-Pierre Bourgin, INRA-AgroParisTech, CNRS, Universite Paris-Saclay , 78026 Versailles Cedex , France
| | - M Reymond
- UMR 1318, Institut Jean-Pierre Bourgin, INRA-AgroParisTech, CNRS, Universite Paris-Saclay , 78026 Versailles Cedex , France
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Kandel R, Yang X, Song J, Wang J. Potentials, Challenges, and Genetic and Genomic Resources for Sugarcane Biomass Improvement. FRONTIERS IN PLANT SCIENCE 2018; 9:151. [PMID: 29503654 PMCID: PMC5821101 DOI: 10.3389/fpls.2018.00151] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Accepted: 01/29/2018] [Indexed: 05/07/2023]
Abstract
Lignocellulosic biomass has become an emerging feedstock for second-generation bioethanol production. Sugarcane (Saccharum spp. hybrids), a very efficient perennial C4 plant with a high polyploid level and complex genome, is considered a top-notch candidate for biomass production due to its salient features viz. fast growth rate and abilities for high tillering, ratooning, and photosynthesis. Energy cane, an ideal type of sugarcane, has been bred specifically as a biomass crop. In this review, we described (1) biomass potentials of sugarcane and its underlying genetics, (2) challenges associated with biomass improvement such as large and complex genome, narrow gene pool in existing commercial cultivars, long breeding cycle, and non-synchronous flowering, (3) available genetic resources such as germplasm resources, and genomic and cell wall-related databases that facilitate biomass improvement, and (4) mining candidate genes controlling biomass in genomic databases. We extensively reviewed databases for biomass-related genes and their usefulness in biofuel generation. This review provides valuable resources for sugarcane breeders, geneticists, and broad scientific communities involved in bioenergy production.
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Affiliation(s)
- Ramkrishna Kandel
- Agronomy Department, University of Florida, Gainesville, FL, United States
- Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
| | - Xiping Yang
- Agronomy Department, University of Florida, Gainesville, FL, United States
| | - Jian Song
- Agronomy Department, University of Florida, Gainesville, FL, United States
- College of Life Sciences, Dezhou University, Dezhou, China
| | - Jianping Wang
- Agronomy Department, University of Florida, Gainesville, FL, United States
- FAFU and UIUC-SIB Joint Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems, Fujian Agriculture and Forestry University, Fuzhou, China
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van der Weijde T, Kamei CLA, Severing EI, Torres AF, Gomez LD, Dolstra O, Maliepaard CA, McQueen-Mason SJ, Visser RGF, Trindade LM. Genetic complexity of miscanthus cell wall composition and biomass quality for biofuels. BMC Genomics 2017; 18:406. [PMID: 28545405 PMCID: PMC5445440 DOI: 10.1186/s12864-017-3802-7] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Accepted: 05/17/2017] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Miscanthus sinensis is a high yielding perennial grass species with great potential as a bioenergy feedstock. One of the challenges that currently impedes commercial cellulosic biofuel production is the technical difficulty to efficiently convert lignocellulosic biomass into biofuel. The development of feedstocks with better biomass quality will improve conversion efficiency and the sustainability of the value-chain. Progress in the genetic improvement of biomass quality may be substantially expedited by the development of genetic markers associated to quality traits, which can be used in a marker-assisted selection program. RESULTS To this end, a mapping population was developed by crossing two parents of contrasting cell wall composition. The performance of 182 F1 offspring individuals along with the parents was evaluated in a field trial with a randomized block design with three replicates. Plants were phenotyped for cell wall composition and conversion efficiency characters in the second and third growth season after establishment. A new SNP-based genetic map for M. sinensis was built using a genotyping-by-sequencing (GBS) approach, which resulted in 464 short-sequence uniparental markers that formed 16 linkage groups in the male map and 17 linkage groups in the female map. A total of 86 QTLs for a variety of biomass quality characteristics were identified, 20 of which were detected in both growth seasons. Twenty QTLs were directly associated to different conversion efficiency characters. Marker sequences were aligned to the sorghum reference genome to facilitate cross-species comparisons. Analyses revealed that for some traits previously identified QTLs in sorghum occurred in homologous regions on the same chromosome. CONCLUSION In this work we report for the first time the genetic mapping of cell wall composition and bioconversion traits in the bioenergy crop miscanthus. These results are a first step towards the development of marker-assisted selection programs in miscanthus to improve biomass quality and facilitate its use as feedstock for biofuel production.
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Affiliation(s)
- Tim van der Weijde
- Wageningen UR Plant Breeding, Wageningen University and Research, PO Box 386, 6700 AJ, Wageningen, Netherlands.,Graduate School Experimental Plant Sciences, Wageningen University, 6708 PB, Wageningen, Netherlands.,Present address: Research, Barenbrug Holland B.V, Duitsekampweg 60, 6748 ZB, Wolfheze, Netherlands
| | - Claire L Alvim Kamei
- Wageningen UR Plant Breeding, Wageningen University and Research, PO Box 386, 6700 AJ, Wageningen, Netherlands.,Present address: Department of Comparative Development and Genetics, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, 50829, Cologne, Germany
| | - Edouard I Severing
- Wageningen UR Plant Breeding, Wageningen University and Research, PO Box 386, 6700 AJ, Wageningen, Netherlands.,Present address: Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, 50829, Cologne, Germany
| | - Andres F Torres
- Wageningen UR Plant Breeding, Wageningen University and Research, PO Box 386, 6700 AJ, Wageningen, Netherlands
| | - Leonardo D Gomez
- Center for Novel Agricultural Products, University of York, YO10 5 DD, York, UK
| | - Oene Dolstra
- Wageningen UR Plant Breeding, Wageningen University and Research, PO Box 386, 6700 AJ, Wageningen, Netherlands
| | - Chris A Maliepaard
- Wageningen UR Plant Breeding, Wageningen University and Research, PO Box 386, 6700 AJ, Wageningen, Netherlands
| | | | - Richard G F Visser
- Wageningen UR Plant Breeding, Wageningen University and Research, PO Box 386, 6700 AJ, Wageningen, Netherlands
| | - Luisa M Trindade
- Wageningen UR Plant Breeding, Wageningen University and Research, PO Box 386, 6700 AJ, Wageningen, Netherlands.
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van der Weijde T, Dolstra O, Visser RGF, Trindade LM. Stability of Cell Wall Composition and Saccharification Efficiency in Miscanthus across Diverse Environments. FRONTIERS IN PLANT SCIENCE 2017; 7:2004. [PMID: 28111583 PMCID: PMC5216675 DOI: 10.3389/fpls.2016.02004] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Accepted: 12/16/2016] [Indexed: 05/23/2023]
Abstract
To investigate the potential effects of differences between growth locations on the cell wall composition and saccharification efficiency of the bioenergy crop miscanthus, a diverse set of 15 accessions were evaluated in six locations across Europe for the first 3 years following establishment. High-throughput quantification of cellulose, hemicellulose and lignin contents, as well as cellulose and hemicellulose conversion rates was achieved by combining near-infrared reflectance spectroscopy (NIRS) and biochemical analysis. Prediction models were developed and found to predict biomass quality characteristics with high accuracy. Location significantly affected biomass quality characteristics in all three cultivation years, but location-based differences decreased toward the third year as the plants reached maturity and the effect of location-dependent differences in the rate of establishment reduced. In all locations extensive variation in accession performance was observed for quality traits. The performance of the different accessions in the second and third cultivation year was strongly correlated, while accession performance in the first cultivation year did not correlate well with performance in later years. Significant genotype-by-environment (G × E) interactions were observed for most traits, revealing differences between accessions in environmental sensitivity. Stability analysis of accession performance for calculated ethanol yields suggested that selection for good and stable performance is a viable approach. Environmental influence on biomass quality is substantial and should be taken into account in order to match genotype, location and end-use of miscanthus as a lignocellulose feedstock.
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Affiliation(s)
- Tim van der Weijde
- Wageningen UR Plant Breeding, Wageningen University and ResearchWageningen, Netherlands
- Graduate School Experimental Plant Sciences, Wageningen UniversityWageningen, Netherlands
| | - Oene Dolstra
- Wageningen UR Plant Breeding, Wageningen University and ResearchWageningen, Netherlands
| | - Richard G. F. Visser
- Wageningen UR Plant Breeding, Wageningen University and ResearchWageningen, Netherlands
| | - Luisa M. Trindade
- Wageningen UR Plant Breeding, Wageningen University and ResearchWageningen, Netherlands
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