Genetic mapping of biomass yield in three interconnected Miscanthus populations

Dong, Hongxu; Liu, Siyao; Clark, Lindsay V.; Sharma, Shailendra; Gifford, Justin M.; Juvik, John A.; Lipka, Alexander E.; Sacks, Erik J.

doi:10.1111/gcbb.12472

Title: Genetic mapping of biomass yield in three interconnected Miscanthus populations

Journal Article · Sat Jul 15 00:00:00 EDT 2017 · Global Change Biology. Bioenergy

DOI:https://doi.org/10.1111/gcbb.12472· OSTI ID:1375469

^[1]; Liu, Siyao ^[1]; Clark, Lindsay V. ^[1]; Sharma, Shailendra ^[1]; Gifford, Justin M. ^[1]; Juvik, John A. ^[1]; Lipka, Alexander E. ^[1]; Sacks, Erik J. ^[1]

Department of Crop Sciences, University of Illinois at Urbana-Champaign, 1201 W Gregory Dr Urbana IL USA

Improving biomass yield is a major goal of Miscanthus breeding. We conducted a study on one interspecific Miscanthus sinensis x Miscanthus sacchariflorus F₁ population and two intraspecific M. sinensis F₁ populations, each of which shared a common parent. A field trial was established at Urbana, IL during spring 2011, and phenotypic data were collected in 2012 and 2013 for fourteen yield traits. Six high-density parental genetic maps, as well as a consensus genetic map integrating M. sinensis and M. sacchariflorus, were developed via the pseudotestcross strategy for noninbred parents with ≥1214 single-nucleotide polymorphism markers generated from restriction site-associated DNA sequencing. We confirmed for the first time a whole-genome duplication in M. sacchariflorus relative to Sorghum bicolor, similar to that observed previously for M. sinensis. Four quantitative trait locus (QTL) analysis methods for detecting marker-trait associations were compared: (1) individual parental map composite interval mapping analysis, (2) individual parental map stepwise analysis, (3) consensus map single-population stepwise analysis and (4) consensus map joint-population stepwise analysis. These four methods detected 288, 264, 133 and 109 total QTLs, which resolved into 157, 136, 106 and 86 meta-QTLs based on QTL congruency, respectively, including a set of 59 meta-QTLs common to all four analysis methods. Composite interval mapping and stepwise analysis co-identified 118 meta-QTLs across six parental maps, suggesting high reliability of stepwise regression in QTL detection. Joint-population stepwise analysis yielded the highest resolu-tion of QTLs compared to the other three methods across all meta-QTLs. Strong, frequently advantageous trans-gressive segregation in the three populations indicated a promising future for breeding new higher-yielding cultivars of Miscanthus.

View Journal Article

Cite

Export

Save

Research Organization:: Univ. of Illinois at Urbana-Champaign, Champaign, IL (United States)

Sponsoring Organization:: USDOE Office of Science (SC), Biological and Environmental Research (BER)

Grant/Contract Number:: SC0006634

OSTI ID:: 1375469

Alternate ID(s):: OSTI ID: 1375470; OSTI ID: 1511045

Journal Information:: Global Change Biology. Bioenergy, Journal Name: Global Change Biology. Bioenergy; ISSN 1757-1693

Publisher:: WileyCopyright Statement

Country of Publication:: United Kingdom

Language:: English

Citation Metrics:

Cited by: 26 works

Citation information provided by
Web of Science

References (75)

Flowering induction in the bioenergy grass Miscanthus sacchariflorus is a quantitative short-day response, whilst delayed flowering under long days increases biomass accumulation Jensen, Elaine; Robson, Paul; Norris, John Journal of Experimental Botany, Vol. 64, Issue 2 https://doi.org/10.1093/jxb/ers346	journal	November 2012
Consequences of Recombination Rate Variation on Quantitative Trait Locus Mapping Studies: Simulations Based on the Drosophila melanogaster Genome Noor, Mohamed A. F.; Cunningham, Aimee L.; Larkin, John C. Genetics, Vol. 159, Issue 2 https://doi.org/10.1093/genetics/159.2.581	journal	October 2001
The Sorghum bicolor genome and the diversification of grasses Paterson, Andrew H.; Bowers, John E.; Bruggmann, Rémy Nature, Vol. 457, Issue 7229 https://doi.org/10.1038/nature07723	journal	January 2009
Identification of QTLs influencing combustion quality in Miscanthus sinensis Anderss. II. Chlorine and potassium content Atienza, S. G.; Satovic, Z.; Petersen, K. K. Theoretical and Applied Genetics, Vol. 107, Issue 5 https://doi.org/10.1007/s00122-003-1218-z	journal	March 2003
Comparative Analysis of Miscanthus and Saccharum Reveals a Shared Whole-Genome Duplication but Different Evolutionary Fates Kim, Changsoo; Wang, Xiyin; Lee, Tae-Ho The Plant Cell, Vol. 26, Issue 6 https://doi.org/10.1105/tpc.114.125583	journal	June 2014
Feedstocks for Lignocellulosic Biofuels Somerville, Cris; Youngs, Heather; Taylor, Caroline Science, Vol. 329, Issue 5993, p. 790-792 https://doi.org/10.1126/science.1189268	journal	August 2010
BioMercator V3: an upgrade of genetic map compilation and quantitative trait loci meta-analysis algorithms Sosnowski, O.; Charcosset, A.; Joets, J. Bioinformatics, Vol. 28, Issue 15 https://doi.org/10.1093/bioinformatics/bts313	journal	June 2012
Genome-wide association study of leaf architecture in the maize nested association mapping population Tian, Feng; Bradbury, Peter J.; Brown, Patrick J. Nature Genetics, Vol. 43, Issue 2 https://doi.org/10.1038/ng.746	journal	January 2011
Genetic architecture of complex traits in plants Holland, J. Current Opinion in Plant Biology, Vol. 10, Issue 2 https://doi.org/10.1016/j.pbi.2007.01.003	journal	April 2007
A framework genetic map for Miscanthus sinensis from RNAseq-based markers shows recent tetraploidy Swaminathan, Kankshita; Chae, Won; Mitros, Therese BMC Genomics, Vol. 13, Issue 1 https://doi.org/10.1186/1471-2164-13-142	journal	January 2012
Comparative analysis of QTLs affecting plant height and flowering among closely-related diploid and polyploid genomes Ming, Ray; Del Monte, Terrye A.; Hernandez, Eduardo Genome, Vol. 45, Issue 5 https://doi.org/10.1139/g02-042	journal	October 2002
LPmerge: an R package for merging genetic maps by linear programming Endelman, Jeffrey B.; Plomion, Christophe Bioinformatics, Vol. 30, Issue 11 https://doi.org/10.1093/bioinformatics/btu091	journal	February 2014
Genetic Analysis of Visually Scored Orange Kernel Color in Maize Chandler, Kristin; Lipka, Alexander E.; Owens, Brenda F. Crop Science, Vol. 53, Issue 1 https://doi.org/10.2135/cropsci2012.02.0129	journal	January 2013
Genetic linkage maps of Eucalyptus grandis and Eucalyptus urophylla using a pseudo-testcross: mapping strategy and RAPD markers. Grattapaglia, D.; Sederoff, R. Genetics, Vol. 137, Issue 4 https://doi.org/10.1093/genetics/137.4.1121	journal	August 1994
Switchgrass Genomic Diversity, Ploidy, and Evolution: Novel Insights from a Network-Based SNP Discovery Protocol Lu, Fei; Lipka, Alexander E.; Glaubitz, Jeff PLoS Genetics, Vol. 9, Issue 1 https://doi.org/10.1371/journal.pgen.1003215	journal	January 2013
ASYMMETRIC LEAVES2-LIKE1gene, a member of the AS2/LOB family, controls proximal?distal patterning in Arabidopsis petals Chalfun-Junior, Antonio; Franken, John; Mes, Jurriaan J. Plant Molecular Biology, Vol. 57, Issue 4 https://doi.org/10.1007/s11103-005-0698-4	journal	March 2005
A footprint of past climate change on the diversity and population structure of Miscanthus sinensis Clark, Lindsay V.; Brummer, Joe E.; Głowacka, Katarzyna Annals of Botany, Vol. 114, Issue 1 https://doi.org/10.1093/aob/mcu084	journal	June 2014
Screening Miscanthus genotypes in field trials to optimise biomass yield and quality in Southern Germany Clifton-Brown, J. C.; Lewandowski, I. European Journal of Agronomy, Vol. 16, Issue 2 https://doi.org/10.1016/S1161-0301(01)00120-4	journal	March 2002
Biomass yield and changes in chemical composition of sweet sorghum cultivars grown for biofuel Zhao, Ya Li; Dolat, Abdughani; Steinberger, Yosef Field Crops Research, Vol. 111, Issue 1-2 https://doi.org/10.1016/j.fcr.2008.10.006	journal	March 2009
Global changes in mineral transporters in tetraploid switchgrasses (Panicum virgatum L.) Palmer, Nathan A.; Saathoff, Aaron J.; Waters, Brian M. Frontiers in Plant Science, Vol. 4 https://doi.org/10.3389/fpls.2013.00549	journal	January 2014
Variability and adaptability of Miscanthus species evaluated for energy crop domestication: MISCANTHUS SPECIES FOR DOMESTICATION Yan, Juan; Chen, Wenli; Luo, Fan GCB Bioenergy, Vol. 4, Issue 1 https://doi.org/10.1111/j.1757-1707.2011.01108.x	journal	May 2011
Genome-wide nested association mapping of quantitative resistance to northern leaf blight in maize Poland, J. A.; Bradbury, P. J.; Buckler, E. S. Proceedings of the National Academy of Sciences, Vol. 108, Issue 17 https://doi.org/10.1073/pnas.1010894108	journal	April 2011
R/qtl: QTL mapping in experimental crosses Broman, K. W.; Wu, H.; Sen, S. Bioinformatics, Vol. 19, Issue 7 https://doi.org/10.1093/bioinformatics/btg112	journal	May 2003
The weediness of wild plants: molecular analysis of genes influencing dispersal and persistence of johnsongrass, Sorghum halepense (L.) Pers. Paterson, A. H.; Schertz, K. F.; Lin, Y. R. Proceedings of the National Academy of Sciences, Vol. 92, Issue 13 https://doi.org/10.1073/pnas.92.13.6127	journal	June 1995
Joint QTL Linkage Mapping for Multiple-Cross Mating Design Sharing One Common Parent Li, Huihui; Bradbury, Peter; Ersoz, Elhan PLoS ONE, Vol. 6, Issue 3 https://doi.org/10.1371/journal.pone.0017573	journal	March 2011
Location of major effect genes in sorghum (Sorghum bicolor (L.) Moench) Mace, E. S.; Jordan, D. R. Theoretical and Applied Genetics, Vol. 121, Issue 7 https://doi.org/10.1007/s00122-010-1392-8	journal	June 2010
Preliminary interspecific genetic maps of the Populus genome constructed from RAPD markers Yin, Tongming; Huang, Minren; Wang, Mingxiu Genome, Vol. 44, Issue 4 https://doi.org/10.1139/g01-054	journal	August 2001
High-density genetic map of Miscanthus sinensis reveals inheritance of zebra stripe Liu, Siyao; Clark, Lindsay V.; Swaminathan, Kankshita GCB Bioenergy, Vol. 8, Issue 3 https://doi.org/10.1111/gcbb.12275	journal	July 2015
Genome-wide association studies and prediction of 17 traits related to phenology, biomass and cell wall composition in the energy grass Miscanthus sinensis Slavov, Gancho T.; Nipper, Rick; Robson, Paul New Phytologist, Vol. 201, Issue 4 https://doi.org/10.1111/nph.12621	journal	December 2013
The Genetic Architecture of Maize Flowering Time Buckler, E. S.; Holland, J. B.; Bradbury, P. J. Science, Vol. 325, Issue 5941, p. 714-718 https://doi.org/10.1126/science.1174276	journal	August 2009
Phenotypic and Biomass Yield Variations in Natural Populations of Prairie Cordgrass (Spartina pectinata Link) in the USA Guo, Jia; Thapa, Santanu; Voigt, Thomas BioEnergy Research, Vol. 8, Issue 3 https://doi.org/10.1007/s12155-015-9604-3	journal	March 2015
Multipoint maximum likelihood mapping in a full-sib family of an outbreeding species Van Ooijen, J. W. Genetics Research, Vol. 93, Issue 5 https://doi.org/10.1017/S0016672311000279	journal	August 2011
Genetic Design and Statistical Power of Nested Association Mapping in Maize Yu, Jianming; Holland, James B.; McMullen, Michael D. Genetics, Vol. 178, Issue 1 https://doi.org/10.1534/genetics.107.074245	journal	January 2008
Influencing combustion quality in Miscanthus sinensis Anderss.: identification of QTLs for calcium, phosphorus and sulphur content Atienza, S. G.; Satovic, Z.; Petersen, K. K. Plant Breeding, Vol. 122, Issue 2 https://doi.org/10.1046/j.1439-0523.2003.00826.x	journal	April 2003
Precision mapping of quantitative trait loci. Zeng, Z. B. Genetics, Vol. 136, Issue 4 https://doi.org/10.1093/genetics/136.4.1457	journal	April 1994
Non-structural carbohydrate profiles and ratios between soluble sugars and starch serve as indicators of productivity for a bioenergy grass Purdy, S. J.; Maddison, A. L.; Cunniff, J. AoB PLANTS, Vol. 7, Issue 0 https://doi.org/10.1093/aobpla/plv032	journal	January 2015
QTL analysis of transgressive segregation in an interspecific tomato cross. deVicente, M. C.; Tanksley, S. D. Genetics, Vol. 134, Issue 2 https://doi.org/10.1093/genetics/134.2.585	journal	June 1993
The linkage maps of Dendrobium species based on RAPD and SRAP markers Xue, Dawei; Feng, Shangguo; Zhao, Hongyan Journal of Genetics and Genomics, Vol. 37, Issue 3 https://doi.org/10.1016/S1673-8527(09)60038-2	journal	March 2010
Distinct Genetic Architectures for Male and Female Inflorescence Traits of Maize Brown, Patrick J.; Upadyayula, Narasimham; Mahone, Gregory S. PLoS Genetics, Vol. 7, Issue 11 https://doi.org/10.1371/journal.pgen.1002383	journal	November 2011
Effect of Change in Time of Flowering, Induced by Altering Photoperiod or Temperature, on Attributes Related to Yield in Maize1 Allison, J. C. S.; Daynard, T. B. Crop Science, Vol. 19, Issue 1 https://doi.org/10.2135/cropsci1979.0011183X001900010001x	journal	January 1979
Characterizing a Germplasm Collection for Yield, Yield Components, and Genotype × Environment Interactions Kaiser, Christopher M.; Clark, Lindsay V.; Juvik, John A. Crop Science, Vol. 55, Issue 5 https://doi.org/10.2135/cropsci2014.12.0808	journal	January 2015
Nomenclature of Miscanthus xgiganteus (Poaceae) Hodkinson, Trevor R.; Renvoize, Steve Kew Bulletin, Vol. 56, Issue 3 https://doi.org/10.2307/4117709	journal	January 2001
Characterization of flowering time diversity in Miscanthus species: FLOWERING TIME DIVERSITY IN MISCANTHUS Jensen, Elaine; Farrar, Kerrie; Thomas-Jones, Sian GCB Bioenergy, Vol. 3, Issue 5 https://doi.org/10.1111/j.1757-1707.2011.01097.x	journal	March 2011
TASSEL: software for association mapping of complex traits in diverse samples Bradbury, P. J.; Zhang, Z.; Kroon, D. E. Bioinformatics, Vol. 23, Issue 19 https://doi.org/10.1093/bioinformatics/btm308	journal	June 2007
Quantitative genetics of bud phenology, frost damage, and winter survival in an F2 family of hybrid poplars Howe, G. T.; Saruul, P.; Davis, J. Theoretical and Applied Genetics, Vol. 101, Issue 4 https://doi.org/10.1007/s001220051525	journal	September 2000
Nitrogen Recycling and Flowering Time in Perennial Bioenergy Crops Schwartz, Christopher; Amasino, Richard Frontiers in Plant Science, Vol. 4 https://doi.org/10.3389/fpls.2013.00076	journal	January 2013
Genetic variation in Miscanthus × giganteus and the importance of estimating genetic distance thresholds for differentiating clones Głowacka, Katarzyna; Clark, Lindsay V.; Adhikari, Shivani GCB Bioenergy, Vol. 7, Issue 2 https://doi.org/10.1111/gcbb.12166	journal	June 2014
Mapping the genome of Miscanthus sinensis for QTL associated with biomass productivity Gifford, Justin M.; Chae, Won Byoung; Swaminathan, Kankshita GCB Bioenergy, Vol. 7, Issue 4 https://doi.org/10.1111/gcbb.12201	journal	June 2014
Key traits for biomass production identified in different Miscanthus species at two harvest dates Zub, H. W.; Arnoult, S.; Brancourt-Hulmel, M. Biomass and Bioenergy, Vol. 35, Issue 1 https://doi.org/10.1016/j.biombioe.2010.10.020	journal	January 2011
Fast gapped-read alignment with Bowtie 2 Langmead, Ben; Salzberg, Steven L. Nature Methods, Vol. 9, Issue 4 https://doi.org/10.1038/nmeth.1923	journal	March 2012
Joint linkage QTL analyses for partial resistance to Phytophthora sojae in soybean using six nested inbred populations with heterogeneous conditions Lee, Sungwoo; Mian, M. A. Rouf; Sneller, Clay H. Theoretical and Applied Genetics, Vol. 127, Issue 2 https://doi.org/10.1007/s00122-013-2229-z	journal	November 2013
BLAST+: architecture and applications Camacho, Christiam; Coulouris, George; Avagyan, Vahram BMC Bioinformatics, Vol. 10, Issue 1 https://doi.org/10.1186/1471-2105-10-421	journal	January 2009
The Estimation of map Distances from Recombination Values Kosambi, D. D. Annals of Eugenics, Vol. 12, Issue 1 https://doi.org/10.1111/j.1469-1809.1943.tb02321.x	journal	January 1943
Convergent Domestication of Cereal Crops by Independent Mutations at Corresponding Genetic Loci Paterson, A. H.; Lin, Y. -R.; Li, Z. Science, Vol. 269, Issue 5231 https://doi.org/10.1126/science.269.5231.1714	journal	September 1995
Genetic structure of Miscanthus sinensis and Miscanthus sacchariflorus in Japan indicates a gradient of bidirectional but asymmetric introgression Clark, Lindsay V.; Stewart, J. Ryan; Nishiwaki, Aya Journal of Experimental Botany, Vol. 66, Issue 14 https://doi.org/10.1093/jxb/eru511	journal	January 2015
The Gene Pool of Miscanthus Species and Its Improvement Sacks, Erik J.; Juvik, John A.; Lin, Qi Genomics of the Saccharinae https://doi.org/10.1007/978-1-4419-5947-8_4	book	July 2012
SSR-based genetic maps of Miscanthus sinensis and M. sacchariflorus, and their comparison to sorghum Kim, Changsoo; Zhang, Dong; Auckland, Susan A. Theoretical and Applied Genetics, Vol. 124, Issue 7 https://doi.org/10.1007/s00122-012-1790-1	journal	January 2012
Accelerating the domestication of a bioenergy crop: identifying and modelling morphological targets for sustainable yield increase in Miscanthus Robson, Paul; Jensen, Elaine; Hawkins, Sarah Journal of Experimental Botany, Vol. 64, Issue 14 https://doi.org/10.1093/jxb/ert225	journal	September 2013
Heterosis Birchler, James A.; Yao, Hong; Chudalayandi, Sivanandan The Plant Cell, Vol. 22, Issue 7 https://doi.org/10.1105/tpc.110.076133	journal	July 2010
TagDigger: user-friendly extraction of read counts from GBS and RAD-seq data Clark, Lindsay V.; Sacks, Erik J. Source Code for Biology and Medicine, Vol. 11, Issue 1 https://doi.org/10.1186/s13029-016-0057-7	journal	July 2016
High Resolution Genetic Mapping by Genome Sequencing Reveals Genome Duplication and Tetraploid Genetic Structure of the Diploid Miscanthus sinensis Ma, Xue-Feng; Jensen, Elaine; Alexandrov, Nickolai PLoS ONE, Vol. 7, Issue 3 https://doi.org/10.1371/journal.pone.0033821	journal	March 2012
Mapping QTL Controlling Southern Leaf Blight Resistance by Joint Analysis of Three Related Recombinant Inbred Line Populations Negeri, Adisu T.; Coles, Nathan D.; Holland, James B. Crop Science, Vol. 51, Issue 4 https://doi.org/10.2135/cropsci2010.12.0672	journal	January 2011
Do Large Effect QTL Fractionate? A Case Study at the Maize Domestication QTL teosinte branched1 Studer, Anthony J.; Doebley, John F. Genetics, Vol. 188, Issue 3 https://doi.org/10.1534/genetics.111.126508	journal	April 2011
Contrasting allelic distribution of CO / Hd1 homologues in Miscanthus sinensis from the East Asian mainland and the Japanese archipelago Nagano, Hironori; Clark, Lindsay V.; Zhao, Hua Journal of Experimental Botany, Vol. 66, Issue 14 https://doi.org/10.1093/jxb/erv292	journal	June 2015
Preliminary genetic linkage map of Miscanthus sinensis with RAPD markers Atienza, S.; Satovic, Z.; Petersen, K. Theoretical and Applied Genetics, Vol. 105, Issue 6 https://doi.org/10.1007/s00122-002-0956-7	journal	November 2002
Genome-wide associations with flowering time in switchgrass using exome-capture sequencing data Grabowski, Paul P.; Evans, Joseph; Daum, Chris New Phytologist, Vol. 213, Issue 1 https://doi.org/10.1111/nph.14101	journal	July 2016
Putative sugarcane FT/TFL1 genes delay flowering time and alter reproductive architecture in Arabidopsis Coelho, Carla P.; Minow, Mark A. A.; Chalfun-JÃºnior, Antonio Frontiers in Plant Science, Vol. 5 https://doi.org/10.3389/fpls.2014.00221	journal	May 2014
Cinnamoyl CoA reductase, the first committed enzyme of the lignin branch biosynthetic pathway: cloning, expression and phylogenetic relationships Lacombe, Eric; Hawkins, Simon; Van Doorsselaere, Jan The Plant Journal, Vol. 11, Issue 3 https://doi.org/10.1046/j.1365-313X.1997.11030429.x	journal	March 1997
Ensemble Learning of QTL Models Improves Prediction of Complex Traits Bian, Yang; Holland, James B. G3: Genes\|Genomes\|Genetics, Vol. 5, Issue 10 https://doi.org/10.1534/g3.115.021121	journal	August 2015
Ecological characteristics and in situ genetic associations for yield-component traits of wild Miscanthus from eastern Russia Clark, Lindsay V.; Dzyubenko, Elena; Dzyubenko, Nikolay Annals of Botany, Vol. 118, Issue 5 https://doi.org/10.1093/aob/mcw137	journal	July 2016
Cold-Tolerance of Seedlings and Effects of Spring and Autumn Frosts on Mature Clonally Replicated Cultivars Kaiser, Christopher M.; Sacks, Erik J. Crop Science, Vol. 55, Issue 5 https://doi.org/10.2135/cropsci2014.10.0679	journal	January 2015
Identification of QTLs influencing agronomic traits in Miscanthus sinensis Anderss. I. Total height, flag-leaf height and stem diameter Atienza, S. G.; Satovic, Z.; Petersen, K. K. Theoretical and Applied Genetics, Vol. 107, Issue 1 https://doi.org/10.1007/s00122-003-1220-5	journal	June 2003
Joint-multiple family linkage analysis predicts within-family variation better than single-family analysis of the maize nested association mapping population Ogut, F.; Bian, Y.; Bradbury, P. J. Heredity, Vol. 114, Issue 6 https://doi.org/10.1038/hdy.2014.123	journal	January 2015
Convergent evolution of perenniality in rice and sorghum Hu, F. Y.; Tao, D. Y.; Sacks, E. Proceedings of the National Academy of Sciences, Vol. 100, Issue 7 https://doi.org/10.1073/pnas.0630531100	journal	March 2003
Phylogenetics of Miscanthus , Saccharum and related genera (Saccharinae, Andropogoneae, Poaceae) based on DNA sequences from ITS nuclear ribosomal DNA and plastid trnL intron and trnL-F intergenic spacers Hodkinson, Trevor; Chase, Mark; Lledó, Dolores Journal of Plant Research, Vol. 115, Issue 5 https://doi.org/10.1007/s10265-002-0049-3	journal	October 2002

Similar Records

Final Report DE-SC0006634. Quantifying phenotypic and genetic diversity of Miscanthus sinensis as a resource for knowledge-based improvement of M. ×giganteus (M. sinensis × M. sacchariflorus)

Technical Report · Mon Feb 08 00:00:00 EST 2016 · OSTI ID:1375469

Sacks, Erik

High‐density genetic map of Miscanthus sinensis reveals inheritance of zebra stripe

Journal Article · Tue Jul 28 00:00:00 EDT 2015 · Global Change Biology. Bioenergy · OSTI ID:1375469

Liu, Siyao; Clark, Lindsay V.; Swaminathan, Kankshita; +3 more

Winter hardiness of Miscanthus (III): Genome‐wide association and genomic prediction for overwintering ability in Miscanthus sinensis

Journal Article · Sun Apr 14 00:00:00 EDT 2019 · Global Change Biology. Bioenergy · OSTI ID:1375469

Dong, Hongxu; Clark, Lindsay V.; Lipka, Alexander E.; +13 more

Related Subjects

59 BASIC BIOLOGICAL SCIENCES
bioenergy
biomass
interconnected-population
QTL mapping
restriction site-associated DNA sequencing
single-nucleotide polymorphism

Title: Genetic mapping of biomass yield in three interconnected Miscanthus populations

Citation Formats

References (75)

Similar Records

Related Subjects