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Rabieyan E, Darvishzadeh R, Alipour H. Identification and estimation of lodging in bread wheat genotypes using machine learning predictive algorithms. PLANT METHODS 2023; 19:109. [PMID: 37848989 PMCID: PMC10580605 DOI: 10.1186/s13007-023-01088-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/17/2023] [Accepted: 10/03/2023] [Indexed: 10/19/2023]
Abstract
BACKGROUND Lodging or stem bending decreases wheat yield quality and quantity. Thus, the traits reflected in early lodging wheat are helpful for early monitoring to some extent. In order to identify the superior genotypes and compare multiple linear regression (MLR) with support vector regression (SVR), artificial neural network (ANN), and random forest regression (RF) for predicting lodging in Iranian wheat accessions, a total of 228 wheat accessions were cultivated under field conditions in an alpha-lattice experiment, randomized incomplete block design, with two replications in two cropping seasons (2018-2019 and 2019-2020). To measure traits, a total of 20 plants were isolated from each plot and were measured using image processing. RESULTS The lodging score index (LS) had the highest positive correlation with plant height (r = 0.78**), Number of nodes (r = 0.71**), and internode length 1 (r = 0.70**). Genotypes were classified into four groups based on heat map output. The most lodging-resistant genotypes showed a lodging index of zero or close to zero. The findings revealed that the RF algorithm provided a more accurate estimate (R2 = 0.887 and RMSE = 0.091 for training data and R2 = 0.768 and RMSE = 0.124 for testing data) of wheat lodging than the ANN and SVR algorithms, and its robustness was as good as ANN but better than SVR. CONCLUSION Overall, it seems that the RF model can provide a helpful predictive and exploratory tool to estimate wheat lodging in the field. This work can contribute to the adoption of managerial approaches for precise and non-destructive monitoring of lodging.
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Affiliation(s)
- Ehsan Rabieyan
- Department of Plant Production and Genetics, Urmia University, Urmia, Iran
| | - Reza Darvishzadeh
- Department of Plant Production and Genetics, Urmia University, Urmia, Iran
| | - Hadi Alipour
- Department of Plant Production and Genetics, Urmia University, Urmia, Iran.
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Li H, Liu X, Zhang J, Chen L, Zhang M, Miao Y, Ma P, Hao M, Jiang B, Ning S, Huang L, Yuan Z, Chen X, Chen X, Liu D, Wan H, Zhang L. Identification of the Solid Stem Suppressor Gene Su-TdDof in Synthetic Hexaploid Wheat Syn-SAU-117. Int J Mol Sci 2023; 24:12845. [PMID: 37629026 PMCID: PMC10454891 DOI: 10.3390/ijms241612845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 08/12/2023] [Accepted: 08/14/2023] [Indexed: 08/27/2023] Open
Abstract
Lodging is one of the most important factors affecting the high and stable yield of wheat worldwide. Solid-stemmed wheat has higher stem strength and lodging resistance than hollow-stemmed wheat does. There are many solid-stemmed varieties, landraces, and old varieties of durum wheat. However, the transfer of solid stem genes from durum wheat is suppressed by a suppressor gene located on chromosome 3D in common wheat, and only hollow-stemmed lines have been created. However, synthetic hexaploid wheat can serve as a bridge for transferring solid stem genes from tetraploid wheat to common wheat. In this study, the F1, F2, and F2:3 generations of a cross between solid-stemmed Syn-SAU-119 and semisolid-stemmed Syn-SAU-117 were developed. A single dominant gene, which was tentatively designated Su-TdDof and suppresses stem solidity, was identified in synthetic hexaploid wheat Syn-SAU-117 by using genetic analysis. By using bulked segregant RNA-seq (BSR-seq) analysis, Su-TdDof was mapped to chromosome 7DS and flanked by markers KASP-669 and KASP-1055 within a 4.53 cM genetic interval corresponding to 3.86 Mb and 2.29 Mb physical regions in the Chinese Spring (IWGSC RefSeq v1.1) and Ae. tauschii (AL8/78 v4.0) genomes, respectively, in which three genes related to solid stem development were annotated. Su-TdDof differed from a previously reported solid stem suppressor gene based on its origin and position. Su-TdDof would provide a valuable example for research on the suppression phenomenon. The flanking markers developed in this study might be useful for screening Ae. tauschii accessions with no suppressor gene (Su-TdDof) to develop more synthetic hexaploid wheat lines for the breeding of lodging resistance in wheat and further cloning the suppressor gene Su-TdDof.
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Affiliation(s)
- Hui Li
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Sichuan Agricultural University, Chengdu 611130, China; (H.L.)
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Xin Liu
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Junqing Zhang
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Longyu Chen
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Minghu Zhang
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Yongping Miao
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Pan Ma
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Ming Hao
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Bo Jiang
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Shunzong Ning
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Lin Huang
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Sichuan Agricultural University, Chengdu 611130, China; (H.L.)
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Zhongwei Yuan
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Xuejiao Chen
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Xue Chen
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Dengcai Liu
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Sichuan Agricultural University, Chengdu 611130, China; (H.L.)
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
| | - Hongshen Wan
- Key Laboratory of Wheat Biology and Genetic Improvement on Southwestern China (Ministry of Agriculture and Rural Affairs), Crop Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu 610066, China
- Environment-Friendly Crop Germplasm Innovation and Genetic Improvement Key Laboratory of Sichuan Province, Chengdu 610066, China
| | - Lianquan Zhang
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Sichuan Agricultural University, Chengdu 611130, China; (H.L.)
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu 611130, China
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Huang Y, Ren A, Wan Y, Liu Y. Effect of the pectin contents and nanostructure on the stem straightness of two Paeonia lactiflora cultivars. PeerJ 2023; 11:e15166. [PMID: 37073273 PMCID: PMC10106084 DOI: 10.7717/peerj.15166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 03/13/2023] [Indexed: 04/20/2023] Open
Abstract
Herbaceous peony (Paeonia lactiflora Pall.) is an ancient ornamental crop and, in recent decades, an emerging popular cut flower. Straight stems are a vital criterion for cut herbaceous peony selection, while many cultivars bend as the plant develops. Pectin helps maintain the mechanical strength of the cell wall. However, little is known about its role in the stem bending of herbaceous peony. Two herbaceous peony cultivars with contrasting stem morphologies ('Dong Fang Shao Nv', upright; 'Lan Tian Piao Xiang', bending gradually) at five developmental stages were used as materials to investigate the effects of pectin content and nanostructure on straightness using the carbazole colorimetric method and atomic force microscopy observations. The contents of water-soluble pectin (WSP), CDTA-soluble pectin (CSP), and sodium carbonate-soluble pectin (SSP) differed significantly between the two cultivars, and the contents and angle of the flower and branch showed correlations. For the pectin nanostructure, WSP showed agglomerates and long chains, with a higher proportion of broad agglomerates at the later stages of the bending cultivar than the upright cultivar. CSP showed branched chains, and the proportion of broad chains was higher in the upright cultivar at later stages, while CSP shape changed from agglomerates to chains in the bending cultivar. SSP mainly consisted of short linear main chains, and side chains in the upright stem were stacked, and the bent cultivar had more broad and short chains. It can be concluded that the contents, nanometric shape, and size of the three kinds of pectin are highly likely to affect herbaceous peony stem straightness. This study provides a theoretical basis for the role of pectin in the production and breeding of herbaceous peony cut flowers.
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Affiliation(s)
- Yiran Huang
- Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, Beijing, China
- National Engineering Research Center for Floriculture, Beijing, China
- Beijing Laboratory of Urban and Rural Ecological Environment, Beijing, China
- School of Landscape Architecture, Beijing Forestry University, Beijing, China
| | - Anqi Ren
- Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, Beijing, China
- National Engineering Research Center for Floriculture, Beijing, China
- Beijing Laboratory of Urban and Rural Ecological Environment, Beijing, China
- School of Landscape Architecture, Beijing Forestry University, Beijing, China
| | - Yingling Wan
- Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, Beijing, China
- National Engineering Research Center for Floriculture, Beijing, China
- Beijing Laboratory of Urban and Rural Ecological Environment, Beijing, China
- School of Landscape Architecture, Beijing Forestry University, Beijing, China
| | - Yan Liu
- Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, Beijing, China
- National Engineering Research Center for Floriculture, Beijing, China
- Beijing Laboratory of Urban and Rural Ecological Environment, Beijing, China
- School of Landscape Architecture, Beijing Forestry University, Beijing, China
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Development and identification of four new synthetic hexaploid wheat lines with solid stems. Sci Rep 2022; 12:4898. [PMID: 35318389 PMCID: PMC8941074 DOI: 10.1038/s41598-022-08866-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2021] [Accepted: 03/14/2022] [Indexed: 11/08/2022] Open
Abstract
Stem solidness is an important agronomic trait for increasing the ability of wheat to resist lodging. In this study, four new synthetic hexaploid wheat with solid stems were developed from natural chromosome doubling of F1 hybrids between a solid-stemmed durum wheat (Triticum turgidum ssp. durum, 2n = 4x = 28, AABB) and four Aegilops tauschii (2n = 2x = 14, DD) accessions. The solid expression of the second internode at the base of the stem was stable for two synthetic hexalpoid wheat Syn-SAU-117 and Syn-SAU-119 grown in both the greenhouse and field. The lodging resistance of four synthetic solid-stem wheats is stronger than that of CS, and Syn-SAU-116 has the strongest lodging resistance, followed by Syn-SAU-119. The paraffin sections of the second internode showed that four synthetic wheat lines had large outer diameters, well-developed mechanical tissues, large number of vascular bundles, and similar anatomical characteristics with solid-stemmed durum wheat. The chromosomal composition of four synthetic hexaploid wheat was identified by FISH (fluorescence in situ hybridization) using Oligo-pSc119.2-1 and Oligo-pTa535-1. At adult stage, all four synthetic hexaploid wheat showed high resistance to mixed physiological races of stripe rust pathogen (CYR31, CYR32, CYR33, CYR34). These synthetic hexaploid wheat lines provide new materials for the improvement of common wheat.
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A transcriptome-based association study of growth, wood quality, and oleoresin traits in a slash pine breeding population. PLoS Genet 2022; 18:e1010017. [PMID: 35108269 PMCID: PMC8843129 DOI: 10.1371/journal.pgen.1010017] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 02/14/2022] [Accepted: 01/04/2022] [Indexed: 12/04/2022] Open
Abstract
Slash pine (Pinus elliottii Engelm.) is an important timber and resin species in the United States, China, Brazil and other countries. Understanding the genetic basis of these traits will accelerate its breeding progress. We carried out a genome-wide association study (GWAS), transcriptome-wide association study (TWAS) and weighted gene co-expression network analysis (WGCNA) for growth, wood quality, and oleoresin traits using 240 unrelated individuals from a Chinese slash pine breeding population. We developed high quality 53,229 single nucleotide polymorphisms (SNPs). Our analysis reveals three main results: (1) the Chinese breeding population can be divided into three genetic groups with a mean inbreeding coefficient of 0.137; (2) 32 SNPs significantly were associated with growth and oleoresin traits, accounting for the phenotypic variance ranging from 12.3% to 21.8% and from 10.6% to 16.7%, respectively; and (3) six genes encoding PeTLP, PeAP2/ERF, PePUP9, PeSLP, PeHSP, and PeOCT1 proteins were identified and validated by quantitative real time polymerase chain reaction for their association with growth and oleoresin traits. These results could be useful for tree breeding and functional studies in advanced slash pine breeding program. Slash pine is an important source of original timber and resin production on commercial forest plantations. It is necessary to implement precise breeding strategies to improve timber quality and resin yield. However, little is known about the species’ molecular genetic basis. Using a transcriptome dataset with sequencing from 240 individuals in the slash pine population, we combined multiple approaches (based on gene variation, expression variation and co-expression network) to dissect the genetic structure for slash pine major breeding traits. We found that the research population could be divided into three genetic groups with a mean heterozygosity of 0.2246. We also found that six genes with important functions in slash pine resin synthesis and timber formation through association studies. Four new SNPs associatation with the average ring width were also discovered. Our results provide new insights into the molecular genetic basis of important traits in slash pine and provide a comprehensive method for association analyses of conifer tree species with large genome.
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Shao Y, Shen Y, He F, Li Z. QTL Identification for Stem Fiber, Strength and Rot Resistance in a DH Population from an Alien Introgression of Brassica napus. PLANTS (BASEL, SWITZERLAND) 2022; 11:plants11030373. [PMID: 35161354 PMCID: PMC8840419 DOI: 10.3390/plants11030373] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/25/2021] [Revised: 01/21/2022] [Accepted: 01/21/2022] [Indexed: 05/31/2023]
Abstract
Stem fiber, stem strength and stem-rot resistance are important agronomic traits in Brassica napus. To understand the molecular mechanism that controls the stem-related traits, we investigated the stem lignin (ADL), cellulose (Cel), hemicellulose (Hem) content, S/G monolignol ratio (SG), stem breaking force (BF), breaking strength (F) and Sclerotinia sclerotiorum resistance (SSR). Each trait was significantly positively or negatively correlated with more than three of the other six traits. QTL mapping for ADL, Cel, Hem, SG, BF, F and SSR were performed using a doubled haploid population derived from an intertribal B. napus introgression line 'Y689' crossed with B. napus cv. 'Westar'. A total of 67 additive QTL were identified and integrated into 55 consensus QTL by meta-analysis. Among the 55 consensus QTL, 23 (41.8%) QTL were co-located and were integrated into 11 unique QTL. The QTL by environment (Q × E) interactions were analyzed and 22 combined QTL were identified. In addition, candidate genes within the QTL intervals were proposed based on the known function of Arabidopsis orthologs. These results provided valuable information for improving lodging resistance, S. sclerotiorum resistance and mechanized harvesting of B. napus.
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Affiliation(s)
- Yujiao Shao
- College of Chemistry and Life Science, Hubei University of Education, Wuhan 430070, China;
| | - Yusen Shen
- Institute of Vegetables, Zhejiang Academy of Agricultural Sciences, Hangzhou 310021, China
| | - Feifei He
- Department of Natural Sciences, Shantou Polytechnic, Shantou 515078, China;
| | - Zaiyun Li
- College of Plant Science and Technology, Huazhong Agricultural University, Wuhan 430070, China;
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7
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Hay WT, Anderson JA, McCormick SP, Hojilla-Evangelista MP, Selling GW, Utt KD, Bowman MJ, Doll KM, Ascherl KL, Berhow MA, Vaughan MM. Fusarium head blight resistance exacerbates nutritional loss of wheat grain at elevated CO 2. Sci Rep 2022; 12:15. [PMID: 34996967 PMCID: PMC8741757 DOI: 10.1038/s41598-021-03890-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Accepted: 12/07/2021] [Indexed: 11/08/2022] Open
Abstract
The nutritional integrity of wheat is jeopardized by rapidly rising atmospheric carbon dioxide (CO2) and the associated emergence and enhanced virulence of plant pathogens. To evaluate how disease resistance traits may impact wheat climate resilience, 15 wheat cultivars with varying levels of resistance to Fusarium Head Blight (FHB) were grown at ambient and elevated CO2. Although all wheat cultivars had increased yield when grown at elevated CO2, the nutritional contents of FHB moderately resistant (MR) cultivars were impacted more than susceptible cultivars. At elevated CO2, the MR cultivars had more significant differences in plant growth, grain protein, starch, fructan, and macro and micro-nutrient content compared with susceptible wheat. Furthermore, changes in protein, starch, phosphorus, and magnesium content were correlated with the cultivar FHB resistance rating, with more FHB resistant cultivars having greater changes in nutrient content. This is the first report of a correlation between the degree of plant pathogen resistance and grain nutritional content loss in response to elevated CO2. Our results demonstrate the importance of identifying wheat cultivars that can maintain nutritional integrity and FHB resistance in future atmospheric CO2 conditions.
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Affiliation(s)
- William T Hay
- Mycotoxin Prevention and Applied Microbiology Unit, Agricultural Research Service, USDA, National Center for Agricultural Utilization Research, 1815 N, University Street, Peoria, IL, 61604, USA.
| | - James A Anderson
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
| | - Susan P McCormick
- Mycotoxin Prevention and Applied Microbiology Unit, Agricultural Research Service, USDA, National Center for Agricultural Utilization Research, 1815 N, University Street, Peoria, IL, 61604, USA
| | - Milagros P Hojilla-Evangelista
- Plant Polymer Research Unit, Agricultural Research Service, USDA, National Center for Agricultural Utilization Research, 1815 N, University Street, Peoria, IL, 61604, USA
| | - Gordon W Selling
- Plant Polymer Research Unit, Agricultural Research Service, USDA, National Center for Agricultural Utilization Research, 1815 N, University Street, Peoria, IL, 61604, USA
| | - Kelly D Utt
- Plant Polymer Research Unit, Agricultural Research Service, USDA, National Center for Agricultural Utilization Research, 1815 N, University Street, Peoria, IL, 61604, USA
| | - Michael J Bowman
- Bioenergy Research Unit, Agricultural Research Service, USDA, National Center for Agricultural Utilization Research, 1815 N, University Street, Peoria, IL, 61604, USA
| | - Kenneth M Doll
- Bio-Oils Research Unit, Agricultural Research Service, USDA, National Center for Agricultural Utilization Research, 1815 N, University Street, Peoria, IL, 61604, USA
| | - Kim L Ascherl
- Bio-Oils Research Unit, Agricultural Research Service, USDA, National Center for Agricultural Utilization Research, 1815 N, University Street, Peoria, IL, 61604, USA
| | - Mark A Berhow
- Functional Foods Research Unit, Agricultural Research Service, USDA, National Center for Agricultural Utilization Research, 1815 N, University Street, Peoria, IL, 61604, USA
| | - Martha M Vaughan
- Mycotoxin Prevention and Applied Microbiology Unit, Agricultural Research Service, USDA, National Center for Agricultural Utilization Research, 1815 N, University Street, Peoria, IL, 61604, USA
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Dadu RHR, Bar I, Ford R, Sambasivam P, Croser J, Ribalta F, Kaur S, Sudheesh S, Gupta D. Lens orientalis Contributes Quantitative Trait Loci and Candidate Genes Associated With Ascochyta Blight Resistance in Lentil. FRONTIERS IN PLANT SCIENCE 2021; 12:703283. [PMID: 34539696 PMCID: PMC8442733 DOI: 10.3389/fpls.2021.703283] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 07/28/2021] [Indexed: 05/24/2023]
Abstract
Australian lentil production is affected by several major biotic constraints including Ascochyta blight (AB), caused by Ascochyta lentis, a devastating fungal disease. Cultivation of AB resistant cultivars, alongside agronomic management including fungicide application, is the current most economically viable control strategy. However, the breakdown of AB resistance in cultivars, such as Northfield and Nipper, suggests the need for introgression of new and diverse resistance genes. Successful introgression entails an understanding of the genetic basis of resistance. In this context, a biparental mapping population derived from a cross between a recently identified AB resistant accession ILWL 180 (Lens orientalis) and a susceptible cultivar ILL 6002 was produced. A genetic linkage map was constructed from single-nucleotide polymorphism markers generated using a genotyping-by-sequencing transcript approach. Genetic dissection of the mapping population revealed a major quantitative trait loci (QTL) region nested with three QTLs on linkage group 5 and explained 9.5-11.5 percent (%) of phenotypic variance for AB resistance. Another QTL was identified on LG2 with phenotypic variance of 9.6%. The identified QTL regions harbored putative candidate genes potentially associated with defense responses to A. lentis infection. The QTL analysis and the candidate gene information are expected to contribute to the development of diagnostic markers and enable marker-assisted resistance selection in lentil breeding programmes.
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Affiliation(s)
- Rama Harinath Reddy Dadu
- School of Agriculture and Food, Faculty of Veterinary and Agriculture Sciences, Dookie College, The University of Melbourne, Dookie, VIC, Australia
- Grains Innovation Park, Agriculture Victoria, DJPR, Horsham, VIC, Australia
| | - Ido Bar
- Centre for Planetary Health and Food Security, Griffith University, Nathan, QLD, Australia
| | - Rebecca Ford
- Centre for Planetary Health and Food Security, Griffith University, Nathan, QLD, Australia
| | - Prabhakaran Sambasivam
- Centre for Planetary Health and Food Security, Griffith University, Nathan, QLD, Australia
| | - Janine Croser
- Centre for Plant Genetics and Breeding, School of Agriculture and Environment, The University of Western Australia, Crawley, WA, Australia
| | - Federico Ribalta
- Centre for Plant Genetics and Breeding, School of Agriculture and Environment, The University of Western Australia, Crawley, WA, Australia
| | - Sukhjiwan Kaur
- Agriculture Victoria, AgriBio, Centre for Agri Bioscience, Bundoora, VIC, Australia
| | - Shimna Sudheesh
- Agriculture Victoria, AgriBio, Centre for Agri Bioscience, Bundoora, VIC, Australia
| | - Dorin Gupta
- School of Agriculture and Food, Faculty of Veterinary and Agriculture Sciences, Dookie College, The University of Melbourne, Dookie, VIC, Australia
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Woodhouse S, He Z, Woolfenden H, Steuernagel B, Haerty W, Bancroft I, Irwin JA, Morris RJ, Wells R. Validation of a novel associative transcriptomics pipeline in Brassica oleracea: identifying candidates for vernalisation response. BMC Genomics 2021; 22:539. [PMID: 34256693 PMCID: PMC8278714 DOI: 10.1186/s12864-021-07805-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Accepted: 06/08/2021] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Associative transcriptomics has been used extensively in Brassica napus to enable the rapid identification of markers correlated with traits of interest. However, within the important vegetable crop species, Brassica oleracea, the use of associative transcriptomics has been limited due to a lack of fixed genetic resources and the difficulties in generating material due to self-incompatibility. Within Brassica vegetables, the harvestable product can be vegetative or floral tissues and therefore synchronisation of the floral transition is an important goal for growers and breeders. Vernalisation is known to be a key determinant of the floral transition, yet how different vernalisation treatments influence flowering in B. oleracea is not well understood. RESULTS Here, we present results from phenotyping a diverse set of 69 B. oleracea accessions for heading and flowering traits under different environmental conditions. We developed a new associative transcriptomics pipeline, and inferred and validated a population structure, for the phenotyped accessions. A genome-wide association study identified miR172D as a candidate for the vernalisation response. Gene expression marker association identified variation in expression of BoFLC.C2 as a further candidate for vernalisation response. CONCLUSIONS This study describes a new pipeline for performing associative transcriptomics studies in B. oleracea. Using flowering time as an example trait, it provides insights into the genetic basis of vernalisation response in B. oleracea through associative transcriptomics and confirms its characterisation as a complex G x E trait. Candidate leads were identified in miR172D and BoFLC.C2. These results could facilitate marker-based breeding efforts to produce B. oleracea lines with more synchronous heading dates, potentially leading to improved yields.
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Affiliation(s)
| | - Zhesi He
- Department of Biology, University of York, YO105DD, Heslington, York, UK
| | - Hugh Woolfenden
- Computational & Systems Biology, John Innes Centre, NR47UH, Norwich, UK
| | | | - Wilfried Haerty
- Earlham Institute, NR47UH, Norwich, UK
- School of Biological Sciences, University of East Anglia, NR47TJ, Norwich, UK
| | - Ian Bancroft
- Department of Biology, University of York, YO105DD, Heslington, York, UK
| | - Judith A Irwin
- Department of Crop Genetics, John Innes Centre, NR47UH, Norwich, UK
| | - Richard J Morris
- Computational & Systems Biology, John Innes Centre, NR47UH, Norwich, UK.
| | - Rachel Wells
- Department of Crop Genetics, John Innes Centre, NR47UH, Norwich, UK.
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10
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Ávila CM, Requena-Ramírez MD, Rodríguez-Suárez C, Flores F, Sillero JC, Atienza SG. Genome-Wide Association Analysis for Stem Cross Section Properties, Height and Heading Date in a Collection of Spanish Durum Wheat Landraces. PLANTS (BASEL, SWITZERLAND) 2021; 10:plants10061123. [PMID: 34205906 PMCID: PMC8230085 DOI: 10.3390/plants10061123] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 05/27/2021] [Accepted: 05/28/2021] [Indexed: 05/30/2023]
Abstract
Durum wheat landraces have a high potential for breeding but they remain underexploited due to several factors, including the insufficient evaluation of these plant materials and the lack of efficient selection tools for transferring target traits into elite backgrounds. In this work, we characterized 150 accessions of the Spanish durum wheat collection for stem cross section, height and heading date. Continuous variation and high heritabilities were recorded for the stem area, pith area, pith diameter, culm wall thickness, height and heading date. The accessions were genotyped with DArTSeq markers, which were aligned to the durum wheat 'Svevo' genome. The markers corresponding to genes, with a minor allele frequency above 5% and less than 10% of missing data, were used for genome-wide association scan analysis. Twenty-nine marker-trait associations (MTAs) were identified and compared with the positions of previously known QTLs. MTAs for height and heading date co-localized with the QTLs for these traits. In addition, all the MTAs for stem traits in chromosome 2B were located in the corresponding synteny regions of the markers associated with lodging in bread wheat. Finally, several MTAs for stem traits co-located with the QTL for wheat stem sawfly (WSS) resistance. The results presented herein reveal the same genomic regions in chromosome 2B are involved in the genetic control of stem traits and lodging tolerance in both durum and bread wheat. In addition, these results suggest the importance of stem traits for WSS resistance and the potential of these landraces as donors for lodging tolerance and WSS resistance enhancement. In this context, the MTAs for stem-related traits identified in this work can serve as a reference for further development of markers for the introgression of target traits into elite material.
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Affiliation(s)
- Carmen M. Ávila
- Área Genómica y Biotecnología, Instituto Andaluz de Investigación y Formación Agraria, Pesquera, Alimentaria y de la Producción Ecológia-Centro Alameda del Obispo, Apdo. 3092, 14080 Córdoba, Spain;
| | - María Dolores Requena-Ramírez
- Instituto de Agricultura Sostenible (CSIC), Alameda del Obispo, S/N, 14004 Córdoba, Spain; (M.D.R.-R.); (C.R.-S.); (S.G.A.)
| | - Cristina Rodríguez-Suárez
- Instituto de Agricultura Sostenible (CSIC), Alameda del Obispo, S/N, 14004 Córdoba, Spain; (M.D.R.-R.); (C.R.-S.); (S.G.A.)
| | - Fernando Flores
- Departamento de Ciencias Agroforestales, E.T.S.I. Campus El Carmen, Universidad de Huelva, Avda. Fuerzas Armadas, S/N, 21007 Huelva, Spain;
| | - Josefina C. Sillero
- Área Genómica y Biotecnología, Instituto Andaluz de Investigación y Formación Agraria, Pesquera, Alimentaria y de la Producción Ecológia-Centro Alameda del Obispo, Apdo. 3092, 14080 Córdoba, Spain;
| | - Sergio G. Atienza
- Instituto de Agricultura Sostenible (CSIC), Alameda del Obispo, S/N, 14004 Córdoba, Spain; (M.D.R.-R.); (C.R.-S.); (S.G.A.)
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11
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Miller CN, Busch W. Using natural variation to understand plant responses to iron availability. JOURNAL OF EXPERIMENTAL BOTANY 2021; 72:2154-2164. [PMID: 33458759 PMCID: PMC7966951 DOI: 10.1093/jxb/erab012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 01/15/2021] [Indexed: 05/08/2023]
Abstract
Iron bioavailability varies dramatically between soil types across the globe. This has given rise to high levels of natural variation in plant iron responses, allowing members of even a single species to thrive across a wide range of soil types. In recent years we have seen the use of genome-wide association analysis to identify natural variants underlying plant responses to changes in iron availability in both Arabidopsis and important crop species. These studies have provided insights into which genes have been important in shaping local adaptation to iron availability in different plant species and have allowed the discovery of novel regulators and mechanisms, not previously identified using mutagenesis approaches. Furthermore, these studies have allowed the identification of markers that can be used to accelerate breeding of future elite varieties with increased resilience to iron stress and improved nutritional quality. The studies highlighted here show that, in addition to studying plant responses to iron alone, it is important to consider these responses within the context of plant nutrition more broadly and to also consider iron regulation in relation to additional traits of agronomic importance such as yield and disease resistance.
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Affiliation(s)
- Charlotte N Miller
- Salk Institute For Biological Studies, Plant Molecular and Cellular Biology Laboratory, 10010 N Torrey Pines Rd, La Jolla, CA 92037, USA
| | - Wolfgang Busch
- Salk Institute For Biological Studies, Plant Molecular and Cellular Biology Laboratory, 10010 N Torrey Pines Rd, La Jolla, CA 92037, USA
- Correspondence:
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12
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Li C, Wang X, Xiao Y, Sun X, Wang J, Yang X, Sun Y, Sha Y, Lv R, Yu Y, Ding B, Zhang Z, Li N, Wang T, Wendel JF, Liu B, Gong L. Coevolution in Hybrid Genomes: Nuclear-Encoded Rubisco Small Subunits and Their Plastid-Targeting Translocons Accompanying Sequential Allopolyploidy Events in Triticum. Mol Biol Evol 2020; 37:3409-3422. [PMID: 32602899 PMCID: PMC7743682 DOI: 10.1093/molbev/msaa158] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
The Triticum/Aegilops complex includes hybrid species resulting from homoploid hybrid speciation and allopolyploid speciation. Sequential allotetra- and allohexaploidy events presumably result in two challenges for the hybrids, which involve 1) cytonuclear stoichiometric disruptions caused by combining two diverged nuclear genomes with the maternal inheritance of the cytoplasmic organellar donor; and 2) incompatibility of chimeric protein complexes with diverged subunits from nuclear and cytoplasmic genomes. Here, we describe coevolution of nuclear rbcS genes encoding the small subunits of Rubisco (ribulose 1,5-bisphosphate carboxylase/oxygenase) and nuclear genes encoding plastid translocons, which mediate recognition and translocation of nuclear-encoded proteins into plastids, in allopolyploid wheat species. We demonstrate that intergenomic paternal-to-maternal gene conversion specifically occurred in the genic region of the homoeologous rbcS3 gene from the D-genome progenitor of wheat (abbreviated as rbcS3D) such that it encodes a maternal-like or B-subgenome-like SSU3D transit peptide in allohexaploid wheat but not in allotetraploid wheat. Divergent and limited interaction between SSU3D and the D-subgenomic TOC90D translocon subunit is implicated to underpin SSU3D targeting into the chloroplast of hexaploid wheat. This implicates early selection favoring individuals harboring optimal maternal-like organellar SSU3D targeting in hexaploid wheat. These data represent a novel dimension of cytonuclear evolution mediated by organellar targeting and transportation of nuclear proteins.
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Affiliation(s)
- Changping Li
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Xiaofei Wang
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Yaxian Xiao
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Xuhan Sun
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Jinbin Wang
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Xuan Yang
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Yuchen Sun
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Yan Sha
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Ruili Lv
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Yanan Yu
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Baoxu Ding
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Zhibin Zhang
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Ning Li
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Tianya Wang
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Jonathan F Wendel
- Department of Ecology, Evolution and Organismal Biology, Iowa State University, Ames, IA
| | - Bao Liu
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
| | - Lei Gong
- Key Laboratory of Molecular Epigenetics of the Ministry of Education (MOE), Northeast Normal University, Changchun, China
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13
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Plewiński P, Ćwiek-Kupczyńska H, Rudy E, Bielski W, Rychel-Bielska S, Stawiński S, Barzyk P, Krajewski P, Naganowska B, Wolko B, Książkiewicz M. Innovative transcriptome-based genotyping highlights environmentally responsive genes for phenology, growth and yield in a non-model grain legume. PLANT, CELL & ENVIRONMENT 2020; 43:2680-2698. [PMID: 32885839 DOI: 10.1111/pce.13880] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 08/21/2020] [Accepted: 08/22/2020] [Indexed: 06/11/2023]
Abstract
The narrow-leafed lupin, Lupinus angustifolius L., is a grain legume crop, cultivated both as a green manure and as a source of protein for animal feed and human food production. During its domestication process, numerous agronomic traits were improved, however, only two trait-related genes were identified hitherto, both by linkage mapping. Genome-wide association studies (GWAS), exploiting genomic sequencing, did not select any novel candidate gene. In the present study, an innovative method of 3'-end reduced representation transcriptomic profiling, a massive analysis of cDNA ends, has been used for genotyping of 126 L. angustifolius lines surveyed by field phenotyping. Significant genotype × environment interactions were identified for all phenology and yield traits analysed. Principal component analysis of population structure evidenced European domestication bottlenecks, visualized by clustering of breeding materials and cultivars. GWAS provided contribution towards deciphering vernalization pathway in legumes, and, apart from highlighting known domestication loci (Ku/Julius and mol), designated novel candidate genes for L. angustifolius traits. Early phenology was associated with genes from vernalization, cold-responsiveness and phosphatidylinositol signalling pathways whereas high yield with genes controlling photosynthesis performance and abiotic stress (drought or heat) tolerance. PCR-based toolbox was developed and validated to enable tracking desired alleles in marker-assisted selection. Narrow-leafed lupin was genotyped with an innovative method of transcriptome profiling and phenotyped for phenology, growth and yield traits in field. Early phenology was found associated with genes from cold-response, vernalization and phosphatidylinositol signalling pathways, whereas high yield with genes running photosystem II and drought or heat stress response. Key loci were supplied with PCR-based toolbox for marker-assisted selection.
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Affiliation(s)
- Piotr Plewiński
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Hanna Ćwiek-Kupczyńska
- Department of Biometry and Bioinformatics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Elżbieta Rudy
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Wojciech Bielski
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Sandra Rychel-Bielska
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
- Department of Genetics, Plant Breeding and Seed Production, Wroclaw University of Environmental and Life Sciences, Wrocław, Poland
| | - Stanisław Stawiński
- Department in Przebędowo, Plant Breeding Smolice Ltd., Murowana Goślina, Poland
| | - Paweł Barzyk
- Department in Wiatrowo, Poznań Plant Breeding Ltd., Wiatrowo, Poland
| | - Paweł Krajewski
- Department of Biometry and Bioinformatics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Barbara Naganowska
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Bogdan Wolko
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Michał Książkiewicz
- Department of Genomics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
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Huang Y, Hussain MA, Luo D, Xu H, Zeng C, Havlickova L, Bancroft I, Tian Z, Zhang X, Cheng Y, Zou X, Lu G, Lv Y. A Brassica napus Reductase Gene Dissected by Associative Transcriptomics Enhances Plant Adaption to Freezing Stress. FRONTIERS IN PLANT SCIENCE 2020; 11:971. [PMID: 32676095 PMCID: PMC7333310 DOI: 10.3389/fpls.2020.00971] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Accepted: 06/15/2020] [Indexed: 06/11/2023]
Abstract
Cold treatment (vernalization) is required for winter crops such as rapeseed (Brassica napus L.). However, excessive exposure to low temperature (LT) in winter is also a stress for the semi-winter, early-flowering rapeseed varieties widely cultivated in China. Photosynthetic efficiency is one of the key determinants, and thus a good indicator for LT tolerance in plants. So far, the genetic basis underlying photosynthetic efficiency is poorly understood in rapeseed. Here the current study used Associative Transcriptomics to identify genetic loci controlling photosynthetic gas exchange parameters in a diversity panel comprising 123 accessions. A total of 201 significant Single Nucleotide Polymorphisms (SNPs) and 147 Gene Expression Markers (GEMs) were detected, leading to the identification of 22 candidate genes. Of these, Cab026133.1, an ortholog of the Arabidopsis gene AT2G29300.2 encoding a tropinone reductase (BnTR1), was further confirmed to be closely linked to transpiration rate. Ectopic expressing BnTR1 in Arabidopsis plants significantly increased the transpiration rate and enhanced LT tolerance under freezing conditions. Also, a much higher level of alkaloids content was observed in the transgenic Arabidopsis plants, which could help protect against LT stress. Together, the current study showed that AT is an effective approach for dissecting LT tolerance trait in rapeseed and that BnTR1 is a good target gene for the genetic improvement of LT tolerance in plant.
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Affiliation(s)
- Yong Huang
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, China
- Laboratory of Rapeseed, The Chongqing Three Gorges Academy of Agricultural Sciences, Chongqing, China
| | - Muhammad Azhar Hussain
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, China
| | - Dan Luo
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, China
| | - Hongzhi Xu
- Laboratory of Rapeseed, The Chongqing Three Gorges Academy of Agricultural Sciences, Chongqing, China
| | - Chuan Zeng
- Laboratory of Rapeseed, The Chongqing Three Gorges Academy of Agricultural Sciences, Chongqing, China
| | - Lenka Havlickova
- Centre for Novel Agricultural Products (CNAP) M119, Department of Biology, University of York, York, United Kingdom
| | - Ian Bancroft
- Centre for Novel Agricultural Products (CNAP) M119, Department of Biology, University of York, York, United Kingdom
| | - Zhitao Tian
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, China
| | - Xuekun Zhang
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, China
| | - Yong Cheng
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, China
| | - Xiling Zou
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, China
| | - Guangyuan Lu
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, China
| | - Yan Lv
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, China
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15
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De novo transcriptome of Gymnema sylvestre identified putative lncRNA and genes regulating terpenoid biosynthesis pathway. Sci Rep 2019; 9:14876. [PMID: 31619732 PMCID: PMC6795813 DOI: 10.1038/s41598-019-51355-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2019] [Accepted: 09/16/2019] [Indexed: 01/06/2023] Open
Abstract
Gymnema sylvestre is a highly valuable medicinal plant in traditional Indian system of medicine and used in many polyherbal formulations especially in treating diabetes. However, the lack of genomic resources has impeded its research at molecular level. The present study investigated functional gene profile of G. sylvestre via RNA sequencing technology. The de novo assembly of 88.9 million high quality reads yielded 23,126 unigenes, of which 18116 were annotated against databases such as NCBI nr database, gene ontology (GO), KEGG, Pfam, CDD, PlantTFcat, UniProt & GreeNC. Total 808 unigenes mapped to 78 different Transcription Factor families, whereas 39 unigenes assigned to CYP450 and 111 unigenes coding for enzymes involved in the biosynthesis of terpenoids including transcripts for synthesis of important compounds like Vitamin E, beta-amyrin and squalene. Among them, presence of six important enzyme coding transcripts were validated using qRT-PCR, which showed high expression of enzymes involved in methyl-erythritol phosphate (MEP) pathway. This study also revealed 1428 simple sequence repeats (SSRs), which may aid in molecular breeding studies. Besides this, 8 putative long non-coding RNAs (lncRNAs) were predicted from un-annotated sequences, which may hold key role in regulation of essential biological processes in G. sylvestre. The study provides an opportunity for future functional genomic studies and to uncover functions of the lncRNAs in G. sylvestre.
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Wu X, Ding B, Zhang B, Feng J, Wang Y, Ning C, Wu H, Zhang F, Zhang Q, Li N, Zhang Z, Sun X, Zhang Q, Li W, Liu B, Cui Y, Gong L. Phylogenetic and population structural inference from genomic ancestry maintained in present-day common wheat Chinese landraces. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2019; 99:201-215. [PMID: 31134682 DOI: 10.1111/tpj.14421] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Accepted: 05/10/2019] [Indexed: 06/09/2023]
Abstract
Hexaploid common wheat is one of the most important food crops worldwide. Common wheat domestication began in the Fertile Crescent of the Near East approximately 10 000 years ago and then spread west into Europe and eastward into East Asia and China. However, the possible spreading route into and within China is still unclear. In this study, we successfully extracted DNA from single ancient wheat seeds and sequenced the whole genome of seven ancient samples from Xiaohe and Gumugou cemeteries in Xinjiang, China. Genomic inference and morphological observation confirmed their identity as hexaploid common wheat grown in prehistoric China at least 3200 years before present (BP). Phylogenetic and admixture analyses with RNA-seq data of modern hexaploid wheat cultivars from both China and Western countries demonstrated a close kinship of the ancient wheat to extant common wheat landraces in southwestern China. The highly similar allelic frequencies in modern landraces of the Qinghai-Tibetan plateau with the ancient wheat support the previously suggested southwestern spreading route into highland China. A subsequent dispersal route from the Qinghai-Tibetan plateau margins to the Yangtze valley was proposed in this study. Furthermore, the common wheat populations grown in the Middle and Lower Yangtze valley wheat zones were also proposed to be established by population admixture with the wheat grown in the Upper Yangtze valley. Our study reports ancient common wheat sequences at a genome-wide scale, providing important information on the origin, dispersal, and genetic improvement under cultivation of present-day wheat landraces grown in China.
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Affiliation(s)
- Xiyan Wu
- School of Life Sciences, Jilin University, Changchun, 130012, People's Republic of China
| | - Baoxu Ding
- Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, 130024, People's Republic of China
| | - Bingqi Zhang
- Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, 130024, People's Republic of China
| | - Jiaojiao Feng
- Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, 130024, People's Republic of China
| | - Yibing Wang
- Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, 130024, People's Republic of China
| | - Chao Ning
- School of Life Sciences, Jilin University, Changchun, 130012, People's Republic of China
| | - Haidan Wu
- Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, 130024, People's Republic of China
| | - Fan Zhang
- School of Life Sciences, Jilin University, Changchun, 130012, People's Republic of China
| | - Qun Zhang
- Research Center for Chinese Frontier Archaeology, Jilin University, Changchun, 130012, People's Republic of China
| | - Ning Li
- Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, 130024, People's Republic of China
| | - Zhibin Zhang
- Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, 130024, People's Republic of China
| | - Xuhan Sun
- Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, 130024, People's Republic of China
| | - Quanchao Zhang
- Research Center for Chinese Frontier Archaeology, Jilin University, Changchun, 130012, People's Republic of China
| | - Wenying Li
- Xinjiang Cultural Relics and Archaeology Institute, Ürümchi, 830000, PR China
| | - Bao Liu
- Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, 130024, People's Republic of China
| | - Yinqiu Cui
- School of Life Sciences, Jilin University, Changchun, 130012, People's Republic of China
- Research Center for Chinese Frontier Archaeology, Jilin University, Changchun, 130012, People's Republic of China
| | - Lei Gong
- Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, 130024, People's Republic of China
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17
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Singh D, Wang X, Kumar U, Gao L, Noor M, Imtiaz M, Singh RP, Poland J. High-Throughput Phenotyping Enabled Genetic Dissection of Crop Lodging in Wheat. FRONTIERS IN PLANT SCIENCE 2019; 10:394. [PMID: 31019521 DOI: 10.3389/fpls.2019.00394/full] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Accepted: 03/14/2019] [Indexed: 05/24/2023]
Abstract
Novel high-throughput phenotyping (HTP) approaches are needed to advance the understanding of genotype-to-phenotype and accelerate plant breeding. The first generation of HTP has examined simple spectral reflectance traits from images and sensors but is limited in advancing our understanding of crop development and architecture. Lodging is a complex trait that significantly impacts yield and quality in many crops including wheat. Conventional visual assessment methods for lodging are time-consuming, relatively low-throughput, and subjective, limiting phenotyping accuracy and population sizes in breeding and genetics studies. Here, we demonstrate the considerable power of unmanned aerial systems (UAS) or drone-based phenotyping as a high-throughput alternative to visual assessments for the complex phenological trait of lodging, which significantly impacts yield and quality in many crops including wheat. We tested and validated quantitative assessment of lodging on 2,640 wheat breeding plots over the course of 2 years using differential digital elevation models from UAS. High correlations of digital measures of lodging to visual estimates and equivalent broad-sense heritability demonstrate this approach is amenable for reproducible assessment of lodging in large breeding nurseries. Using these high-throughput measures to assess the underlying genetic architecture of lodging in wheat, we applied genome-wide association analysis and identified a key genomic region on chromosome 2A, consistent across digital and visual scores of lodging. However, these associations accounted for a very minor portion of the total phenotypic variance. We therefore investigated whole genome prediction models and found high prediction accuracies across populations and environments. This adequately accounted for the highly polygenic genetic architecture of numerous small effect loci, consistent with the previously described complex genetic architecture of lodging in wheat. Our study provides a proof-of-concept application of UAS-based phenomics that is scalable to tens-of-thousands of plots in breeding and genetic studies as will be needed to uncover the genetic factors and increase the rate of gain for complex traits in crop breeding.
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Affiliation(s)
- Daljit Singh
- Interdepartmental Genetics, Kansas State University, Manhattan, KS, United States
- Department of Plant Pathology, Kansas State University, Manhattan, KS, United States
| | - Xu Wang
- Department of Plant Pathology, Kansas State University, Manhattan, KS, United States
| | - Uttam Kumar
- Borlaug Institute for South Asia, Ludhiana, India
| | - Liangliang Gao
- Department of Plant Pathology, Kansas State University, Manhattan, KS, United States
| | - Muhammad Noor
- Department of Agriculture, Hazara University, Mansehra, Pakistan
| | - Muhammad Imtiaz
- International Maize and Wheat Improvement Center, Islamabad, Pakistan
| | - Ravi P Singh
- Global Wheat Program, International Maize and Wheat Improvement Center, Texcoco, Mexico
| | - Jesse Poland
- Department of Plant Pathology, Kansas State University, Manhattan, KS, United States
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18
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Singh D, Wang X, Kumar U, Gao L, Noor M, Imtiaz M, Singh RP, Poland J. High-Throughput Phenotyping Enabled Genetic Dissection of Crop Lodging in Wheat. FRONTIERS IN PLANT SCIENCE 2019; 10:394. [PMID: 31019521 PMCID: PMC6459080 DOI: 10.3389/fpls.2019.00394] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Accepted: 03/14/2019] [Indexed: 05/19/2023]
Abstract
Novel high-throughput phenotyping (HTP) approaches are needed to advance the understanding of genotype-to-phenotype and accelerate plant breeding. The first generation of HTP has examined simple spectral reflectance traits from images and sensors but is limited in advancing our understanding of crop development and architecture. Lodging is a complex trait that significantly impacts yield and quality in many crops including wheat. Conventional visual assessment methods for lodging are time-consuming, relatively low-throughput, and subjective, limiting phenotyping accuracy and population sizes in breeding and genetics studies. Here, we demonstrate the considerable power of unmanned aerial systems (UAS) or drone-based phenotyping as a high-throughput alternative to visual assessments for the complex phenological trait of lodging, which significantly impacts yield and quality in many crops including wheat. We tested and validated quantitative assessment of lodging on 2,640 wheat breeding plots over the course of 2 years using differential digital elevation models from UAS. High correlations of digital measures of lodging to visual estimates and equivalent broad-sense heritability demonstrate this approach is amenable for reproducible assessment of lodging in large breeding nurseries. Using these high-throughput measures to assess the underlying genetic architecture of lodging in wheat, we applied genome-wide association analysis and identified a key genomic region on chromosome 2A, consistent across digital and visual scores of lodging. However, these associations accounted for a very minor portion of the total phenotypic variance. We therefore investigated whole genome prediction models and found high prediction accuracies across populations and environments. This adequately accounted for the highly polygenic genetic architecture of numerous small effect loci, consistent with the previously described complex genetic architecture of lodging in wheat. Our study provides a proof-of-concept application of UAS-based phenomics that is scalable to tens-of-thousands of plots in breeding and genetic studies as will be needed to uncover the genetic factors and increase the rate of gain for complex traits in crop breeding.
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Affiliation(s)
- Daljit Singh
- Interdepartmental Genetics, Kansas State University, Manhattan, KS, United States
- Department of Plant Pathology, Kansas State University, Manhattan, KS, United States
| | - Xu Wang
- Department of Plant Pathology, Kansas State University, Manhattan, KS, United States
| | - Uttam Kumar
- Borlaug Institute for South Asia, Ludhiana, India
| | - Liangliang Gao
- Department of Plant Pathology, Kansas State University, Manhattan, KS, United States
| | - Muhammad Noor
- Department of Agriculture, Hazara University, Mansehra, Pakistan
| | - Muhammad Imtiaz
- International Maize and Wheat Improvement Center, Islamabad, Pakistan
| | - Ravi P. Singh
- Global Wheat Program, International Maize and Wheat Improvement Center, Texcoco, Mexico
| | - Jesse Poland
- Department of Plant Pathology, Kansas State University, Manhattan, KS, United States
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19
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20
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Wang M, Zhu X, Wang K, Lu C, Luo M, Shan T, Zhang Z. A wheat caffeic acid 3-O-methyltransferase TaCOMT-3D positively contributes to both resistance to sharp eyespot disease and stem mechanical strength. Sci Rep 2018; 8:6543. [PMID: 29695751 PMCID: PMC5916939 DOI: 10.1038/s41598-018-24884-0] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2017] [Accepted: 04/09/2018] [Indexed: 11/09/2022] Open
Abstract
Plant caffeic acid 3-O-methyltransferase (COMT) has been implicated in the lignin biosynthetic pathway through catalyzing the multi-step methylation reactions of hydroxylated monomeric lignin precursors. However, genetic evidence for its function in plant disease resistance is poor. Sharp eyespot, caused primarily by the necrotrophic fungus Rhizoctonia cerealis, is a destructive disease in hexaploid wheat (Triticum aestivum L.). In this study, a wheat COMT gene TaCOMT-3D, is identified to be in response to R. cerealis infection through microarray-based comparative transcriptomics. The TaCOMT-3D gene is localized in the long arm of the chromosome 3D. The transcriptional level of TaCOMT-3D is higher in sharp eyespot-resistant wheat lines than in susceptible wheat lines, and is significantly elevated after R. cerealis inoculation. After R. cerealis inoculation and disease scoring, TaCOMT-3D-silenced wheat plants exhibit greater susceptibility to sharp eyespot compared to unsilenced wheat plants, whereas overexpression of TaCOMT-3D enhances resistance of the transgenic wheat lines to sharp eyespot. Moreover, overexpression of TaCOMT-3D enhances the stem mechanical strength, and lignin (particular syringyl monolignol) accumulation in the transgenic wheat lines. These results suggest that TaCOMT-3D positively contributes to both wheat resistance against sharp eyespot and stem mechanical strength possibly through promoting lignin (especially syringyl monolignol) accumulation.
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Affiliation(s)
- Minxia Wang
- The National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, 100081, P.R. China
| | - Xiuliang Zhu
- The National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, 100081, P.R. China
| | - Ke Wang
- The National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, 100081, P.R. China
| | - Chungui Lu
- School of Animal, Rural and Environmental Sciences, Nottingham Trent University, Brackenhurst Campus, Nottingham, NG250QF, United Kingdom
| | - Meiying Luo
- The National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, 100081, P.R. China
| | - Tianlei Shan
- The National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, 100081, P.R. China
| | - Zengyan Zhang
- The National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing, 100081, P.R. China.
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Malmberg MM, Pembleton LW, Baillie RC, Drayton MC, Sudheesh S, Kaur S, Shinozuka H, Verma P, Spangenberg GC, Daetwyler HD, Forster JW, Cogan NO. Genotyping-by-sequencing through transcriptomics: implementation in a range of crop species with varying reproductive habits and ploidy levels. PLANT BIOTECHNOLOGY JOURNAL 2018; 16:877-889. [PMID: 28913899 PMCID: PMC5866951 DOI: 10.1111/pbi.12835] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2017] [Revised: 08/03/2017] [Accepted: 09/08/2017] [Indexed: 05/09/2023]
Abstract
The application of genomics in crops has the ability to significantly improve genetic gain for agriculture. Many marker-dense tools have been developed, but few have seen broad adoption in plant genomics due to issues of significant variations of genome size, levels of ploidy, single nucleotide polymorphism (SNP) frequency and reproductive habit. When combined with limited breeding activities, small research communities and scant sequence resources, the suitability of popular systems is often suboptimal and routinely fails to effectively balance cost-effectiveness and sample throughput. Genotyping-by-sequencing (GBS) encompasses a range of protocols including resequencing of the transcriptome. This study describes a skim GBS-transcriptomics (GBS-t) approach developed to be broadly applicable, cost-effective and high-throughput while still assaying a significant number of SNP loci. A range of crop species with differing levels of ploidy and degree of inbreeding/outbreeding were chosen, including perennial ryegrass, a diploid outbreeding forage grass; phalaris, a putative segmental allotetraploid outbreeding forage grass; lentil, a diploid inbreeding grain legume; and canola, an allotetraploid partially outbreeding oilseed. GBS-t was validated as a simple and largely automated, cost-effective method which generates sufficient SNPs (from 89 738 to 231 977) with acceptable levels of missing data and even genome coverage from c. 3 million sequence reads per sample. GBS-t is therefore a broadly applicable system suitable for many crops, offering advantages over other systems. The correct choice of subsequent sequence analysis software is important, and the bioinformatics process should be iterative and tailored to the specific challenges posed by ploidy variation and extent of heterozygosity.
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Affiliation(s)
- M. Michelle Malmberg
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
- School of Applied Systems BiologyLa Trobe UniversityBundooraVictoria 3086Australia
| | - Luke W. Pembleton
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
| | - Rebecca C. Baillie
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
| | - Michelle C. Drayton
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
| | - Shimna Sudheesh
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
| | - Sukhjiwan Kaur
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
| | - Hiroshi Shinozuka
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
| | - Preeti Verma
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
| | - German C. Spangenberg
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
- School of Applied Systems BiologyLa Trobe UniversityBundooraVictoria 3086Australia
| | - Hans D. Daetwyler
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
- School of Applied Systems BiologyLa Trobe UniversityBundooraVictoria 3086Australia
| | - John W. Forster
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
- School of Applied Systems BiologyLa Trobe UniversityBundooraVictoria 3086Australia
| | - Noel O.I. Cogan
- Agriculture VictoriaAgriBioCentre for AgriBioscience5 Ring RoadBundooraVictoria 3083Australia
- School of Applied Systems BiologyLa Trobe UniversityBundooraVictoria 3086Australia
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22
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Miller CN, Harper AL, Trick M, Wellner N, Werner P, Waldron KW, Bancroft I. Dissecting the complex regulation of lodging resistance in Brassica napus. MOLECULAR BREEDING : NEW STRATEGIES IN PLANT IMPROVEMENT 2018; 38:30. [PMID: 29568228 PMCID: PMC5842258 DOI: 10.1007/s11032-018-0781-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2017] [Accepted: 01/29/2018] [Indexed: 05/17/2023]
Abstract
Lodging continues to be a major cause of yield loss in important crop species such as Brassica napus. Understanding the genetic regulation of lodging resistance is therefore of key interest to breeders worldwide. Current strategies aimed at minimising lodging risk involve the incorporation of dwarfing genes or the application of plant growth regulators. However, despite these efforts, lodging continues to be a persistent problem and it is therefore of high interest that novel, complimentary strategies for lodging control are implemented. One approach would be to focus on understanding the genetic properties underlying stem mechanical strength. With this in mind, we screened a training genetic diversity panel of B. napus accession for variation in stem mechanical strength and related traits. Using Associative Transcriptomics, we identified molecular markers for a suite of valuable traits. Using an independent test genetic diversity panel, we show that the methods employed are robust for identification of predictive markers. Furthermore, based on conserved synteny with Arabidopsis thaliana, we are able to provide a biological context to the marker associations detected and provide evidence for a role in pectin methylesterification in contributing to stem mechanical strength in Brassicaceae.
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Affiliation(s)
| | - Andrea L. Harper
- John Innes Centre, Norwich Research Park, Norwich, NR4 7UH UK
- Present Address: Department of Biology, University of York, York, YO10 5DD UK
| | - Martin Trick
- John Innes Centre, Norwich Research Park, Norwich, NR4 7UH UK
| | - Nikolaus Wellner
- Quadram Institute Bioscience, Norwich Research Park, Norwich, NR4 7UA UK
| | - Peter Werner
- KWS UK Ltd., 56 Church Street, Thriplow, Hertfordshire, SG8 7RE UK
| | - Keith W. Waldron
- Quadram Institute Bioscience, Norwich Research Park, Norwich, NR4 7UA UK
| | - Ian Bancroft
- John Innes Centre, Norwich Research Park, Norwich, NR4 7UH UK
- Present Address: Department of Biology, University of York, York, YO10 5DD UK
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Collins SRA, Wilson DR, Moates GK, Harper AL, Bancroft I, Waldron KW. Variation across a wheat genetic diversity panel for saccharification of hydrothermally pretreated straw. BIOTECHNOLOGY FOR BIOFUELS 2017; 10:227. [PMID: 29026442 PMCID: PMC5625621 DOI: 10.1186/s13068-017-0914-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/09/2017] [Accepted: 09/19/2017] [Indexed: 06/07/2023]
Abstract
BACKGROUND Wheat straw forms an important, reliable source of lignocellulosic biomass for use in second-generation ethanol production. However, there is limited understanding of the variation in quality of straw from current breeding cultivars, and studies on such variation have generally employed suboptimal pretreatments. There is also a degree of confusion regarding phenotypic characteristics relevant to optimising the enzymatic saccharification of cellulose after suitable pretreatments for biorefining compared with those which determine good ruminant digestibility. The aim of this study has been to (a) evaluate and compare the levels of glucose enzymatically released from straw obtained from 89 cultivars of winter wheat after optimised hydrothermal pretreatments and (b) identify the underlying phenotypic characteristics relevant to enhanced glucose production with special reference to the ratios of constituent tissue types. RESULTS Optimised pretreatment involved hydrothermal extraction at 210 °C for 10 min. Using excess cellulases, quantitative saccharification was achieved within 24 h. The amount of glucose released ranged from 192 to 275 mg/g. The extent of glucose release was correlated with (a) the level of internode tissue (R = 0.498; p = 6.84 × 10-7), (b) stem height (R = 0.491; p = 1.03 × 10-6), and (c) chemical characteristics particular to stem tissues including higher levels of cellulose (R = 0.552; p = 2.06 × 10-8) and higher levels of lignin R = 0.494; p = 8.67 × 10-7. CONCLUSIONS In order to achieve maximum yields of cellulosic glucose for second-generation ethanol production, a predisposition for wheat to produce cellulose-enriched internode stem tissue, particularly of longer length, would be beneficial. This contrasts with the ideotype for ruminant nutrition, in which an increased proportion of leaf tissue is preferable.
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Affiliation(s)
- Samuel R. A. Collins
- The Biorefinery Centre, Quadram Institute Bioscience, Norwich Research Park, Colney, Norwich, NR4 7UA UK
| | - David R. Wilson
- The Biorefinery Centre, Quadram Institute Bioscience, Norwich Research Park, Colney, Norwich, NR4 7UA UK
| | - Graham K. Moates
- The Biorefinery Centre, Quadram Institute Bioscience, Norwich Research Park, Colney, Norwich, NR4 7UA UK
| | - Andrea L. Harper
- Department of Biology, University of York, Wentworth Way, Heslington, York, YO10 5DD UK
| | - Ian Bancroft
- Department of Biology, University of York, Wentworth Way, Heslington, York, YO10 5DD UK
| | - Keith W. Waldron
- The Biorefinery Centre, Quadram Institute Bioscience, Norwich Research Park, Colney, Norwich, NR4 7UA UK
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