DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Population structure in the model grass Brachypodium distachyon is highly correlated with flowering differences across broad geographic areas

Journal Article · · The Plant Genome
 [1];  [1];  [1];  [1];  [2];  [3];  [1];  [4];  [5];  [1];  [1]
  1. Univ. of Massachusetts, Amherst, MA (United States)
  2. ETSIA, Technical Univ. of Madrid, Madrid (Spain)
  3. The Ohio State Univ.-Lima, Lima, OH (United States)
  4. Univ. of Florence, Florence (Italy)
  5. Univ. di Palermo, Palermo (Italy)

The small, annual grass Brachypodium distachyon (L.) Beauv., a close relative of wheat (Triticum aestivum L.) and barley (Hordeum vulgare L.), is a powerful model system for cereals and bioenergy grasses. Genome-wide association studies (GWAS) of natural variation can elucidate the genetic basis of complex traits but have been so far limited in B. distachyon by the lack of large numbers of well-characterized and sufficiently diverse accessions. Here, we report on genotyping-by-sequencing (GBS) of 84 B. distachyon, seven B. hybridum, and three B. stacei accessions with diverse geographic origins including Albania, Armenia, Georgia, Italy, Spain, and Turkey. Over 90,000 high-quality single-nucleotide polymorphisms (SNPs) distributed across the Bd21 reference genome were identified. Our results confirm the hybrid nature of the B. hybridum genome, which appears as a mosaic of B. distachyon-like and B. stacei-like sequences. Analysis of more than 50,000 SNPs for the B. distachyon accessions revealed three distinct, genetically defined populations. Surprisingly, these genomic profiles are associated with differences in flowering time rather than with broad geographic origin. High levels of differentiation in loci associated with floral development support the differences in flowering phenology between B. distachyon populations. Genome-wide association studies combining genotypic and phenotypic data also suggest the presence of one or more photoperiodism, circadian clock, and vernalization genes in loci associated with flowering time variation within B. distachyon populations. As a result, our characterization elucidates genes underlying population differences, expands the germplasm resources available for Brachypodium, and illustrates the feasibility and limitations of GWAS in this model grass.

Research Organization:
Univ. of California, San Diego, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
SC0006621
OSTI ID:
1312966
Journal Information:
The Plant Genome, Vol. 9, Issue 2; ISSN 1940-3372
Publisher:
Alliance of Crop, Soil, and Environmental Science SocietiesCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 22 works
Citation information provided by
Web of Science

References (147)

The iPlant Collaborative: Cyberinfrastructure for Plant Biology journal January 2011
FT Protein Acts as a Long-Range Signal in Arabidopsis journal June 2007
Involvement of brassinosteroid signals in the floral-induction network of Arabidopsis journal August 2010
Targeting environmental adaptation in the monocot model Brachypodium distachyon: a multi-faceted approach journal January 2014
Inference of population structure using multilocus genotype data: dominant markers and null alleles: TECHNICAL ARTICLE journal March 2007
Dendroscope: An interactive viewer for large phylogenetic trees journal November 2007
Distinct Roles of CONSTANS Target Genes in Reproductive Development of Arabidopsis journal June 2000
Biological conversion assay using Clostridium phytofermentans to estimate plant feedstock quality journal January 2012
DIYABC v2.0: a software to make approximate Bayesian computation inferences about population history using single nucleotide polymorphism, DNA sequence and microsatellite data journal January 2014
Hd1 , a Major Photoperiod Sensitivity Quantitative Trait Locus in Rice, Is Closely Related to the Arabidopsis Flowering Time Gene CONSTANS journal December 2000
Genome-wide association study of leaf architecture in the maize nested association mapping population journal January 2011
Recombination and linkage disequilibrium in Arabidopsis thaliana journal August 2007
Brachypodium as a Model for the Grasses: Today and the Future journal July 2011
Environmental niche variation and evolutionary diversification of the Brachypodium distachyon grass complex species in their native circum-Mediterranean range journal July 2015
Development of SSR markers and analysis of diversity in Turkish populations of Brachypodium distachyon journal January 2009
AINTEGUMENTA Contributes to Organ Polarity and Regulates Growth of Lateral Organs in Combination with YABBY Genes journal May 2006
A Pseudo-Response Regulator is misexpressed in the photoperiod insensitive Ppd-D1a mutant of wheat (Triticum aestivum L.) journal July 2007
Brachypodium book March 2012
Genome-wide association studies for agronomical traits in a world wide spring barley collection journal January 2012
Exploration of larvicidal activity of Vernonia anthelmintica (L.) wild seed crude extracts in different solvents against malaria (Anopheles stephensi) and dengue (Aedes aegypti) vectors journal October 2012
Induced mutations in circadian clock regulator Mat-a facilitated short-season adaptation and range extension in cultivated barley journal February 2012
LOSITAN: A workbench to detect molecular adaptation based on a F st -outlier method journal July 2008
Validation of microsatellite markers for cytotype discrimination in the model grass Brachypodium distachyon journal July 2012
Genome sequencing and analysis of the model grass Brachypodium distachyon journal February 2010
Development of Genetic and Genomic Research Resources for , a New Model System for Grass Crop Research journal January 2008
Range of cell-wall alterations enhance saccharification in Brachypodium distachyon mutants journal September 2014
Phenological growth stages of Brachypodium distachyon: codification and description: BBCH Brachypodium distachyon growth stages journal July 2011
Detecting the number of clusters of individuals using the software structure: a simulation study journal July 2005
Analysis of saccharification in Brachypodium distachyon stems under mild conditions of hydrolysis journal January 2008
Auxin regulates distal stem cell differentiation in Arabidopsis roots journal June 2010
Resequencing 50 accessions of cultivated and wild rice yields markers for identifying agronomically important genes journal December 2011
Principal components analysis corrects for stratification in genome-wide association studies journal July 2006
Agrobacterium-mediated transformation of the temperate grass Brachypodium distachyon (genotype Bd21) for T-DNA insertional mutagenesis journal April 2008
Brachypodium: a promising hub between model species and cereals journal September 2014
A DNA Barcoding Method to Discriminate between the Model Plant Brachypodium distachyon and Its Close Relatives B. stacei and B. hybridum (Poaceae) journal December 2012
Comparative Genomics of Flowering Time Pathways Using Brachypodium distachyon as a Model for the Temperate Grasses journal April 2010
Regulation of stem cell maintenance by the Polycomb protein FIE has been conserved during land plant evolution journal June 2009
A protocol for Agrobacterium-mediated transformation of Brachypodium distachyon community standard line Bd21 journal April 2009
Dendroscope: An interactive viewer for large phylogenetic trees journal November 2007
Genome-wide association studies of 14 agronomic traits in rice landraces journal October 2010
Natural Variation of Flowering Time and Vernalization Responsiveness in Brachypodium distachyon journal February 2010
Unlocking Triticeae genomics to sustainably feed the future journal November 2013
LOSITAN: A workbench to detect molecular adaptation based on a F st -outlier method journal July 2008
Dynamics of chromatin accessibility and gene regulation by MADS-domain transcription factors in flower development. text January 2014
The Extent of Linkage Disequilibrium in Rice ( Oryza sativa L.) journal October 2007
Selection and phenotypic characterization of a core collection of Brachypodium distachyon inbred lines journal January 2014
Agrobacterium-mediated transformation and inbred line development in the model grass Brachypodium distachyon journal January 2006
A Genome-Scan Method to Identify Selected Loci Appropriate for Both Dominant and Codominant Markers: A Bayesian Perspective journal September 2008
Targeting environmental adaptation in the monocot model Brachypodium distachyon: a multi-faceted approach journal January 2014
RAxML version 8: a tool for phylogenetic analysis and post-analysis of large phylogenies journal January 2014
Genetic Characterization and Linkage Disequilibrium Estimation of a Global Maize Collection Using SNP Markers journal December 2009
TASSEL: software for association mapping of complex traits in diverse samples journal June 2007
Confidence Limits on Phylogenies: An Approach Using the Bootstrap journal July 1985
Inferring population history with DIY ABC: a user-friendly approach to approximate Bayesian computation journal October 2008
Dynamics of chromatin accessibility and gene regulation by MADS-domain transcription factors in flower development journal January 2014
Painting the chromosomes of Brachypodium—current status and future prospects journal June 2011
Confidence Limits on Phylogenies: an Approach Using the Bootstrap journal July 1985
MEGA5: Molecular Evolutionary Genetics Analysis Using Maximum Likelihood, Evolutionary Distance, and Maximum Parsimony Methods journal May 2011
RAxML version 8: a tool for phylogenetic analysis and post-analysis of large phylogenies text January 2014
Genome-wide association study of 107 phenotypes in Arabidopsis thaliana inbred lines journal March 2010
Range of cell-wall alterations enhance saccharification in Brachypodium distachyon mutants journal September 2014
SEPALLATA gene diversification: brave new whorls journal September 2005
The microRNA regulated SBP-box genes SPL9 and SPL15 control shoot maturation in Arabidopsis journal February 2008
Population Structure and Eigenanalysis journal January 2006
slender Rice, a Constitutive Gibberellin Response Mutant, Is Caused by a Null Mutation of the SLR1 Gene, an Ortholog of the Height-Regulating Gene GAI/RGA/RHT/D8 journal May 2001
Genome-wide association studies in plants: the missing heritability is in the field journal January 2011
The development of Arabidopsis as a model plant journal March 2010
The microRNA regulated SBP-box genes SPL9 and SPL15 control shoot maturation in Arabidopsis journal February 2008
Validation of microsatellite markers for cytotype discrimination in the model grass Brachypodium distachyon journal July 2012
agriGO: a GO analysis toolkit for the agricultural community journal April 2010
The HECATE genes regulate female reproductive tract development in Arabidopsis thaliana journal September 2007
A Pseudo-Response Regulator is misexpressed in the photoperiod insensitive Ppd-D1a mutant of wheat (Triticum aestivum L.) journal July 2007
High-efficiency Agrobacterium-mediated transformation of Brachypodium distachyon inbred line Bd21-3 journal November 2007
PSEUDO-RESPONSE REGULATORS, PRR9, PRR7 and PRR5, Together Play Essential Roles Close to the Circadian Clock of Arabidopsis thaliana journal May 2005
High-efficiency Agrobacterium-mediated transformation of Brachypodium distachyon inbred line Bd21-3 journal November 2007
Auxin regulates distal stem cell differentiation in Arabidopsis roots journal June 2010
Molecular, morphological, and cytological analysis of diverse Brachypodium distachyon inbred lines journal October 2009
FT Protein Acts as a Long-Range Signal in Arabidopsis journal June 2007
The bZIP Transcription Factor PERIANTHIA: A Multifunctional Hub for Meristem Control journal January 2011
A Genome-Scan Method to Identify Selected Loci Appropriate for Both Dominant and Codominant Markers: A Bayesian Perspective journal September 2008
Mixed linear model approach adapted for genome-wide association studies journal March 2010
Analysis of saccharification in Brachypodium distachyon stems under mild conditions of hydrolysis journal January 2008
DIYABC v2.0: a software to make approximate Bayesian computation inferences about population history using single nucleotide polymorphism, DNA sequence and microsatellite data journal January 2014
Universal primers for amplification of three non-coding regions of chloroplast DNA journal November 1991
ggplot2 book January 2009
Development of SSR markers and analysis of diversity in Turkish populations of Brachypodium distachyon journal January 2009
Dendroscope: An interactive viewer for large phylogenetic trees journal November 2007
The HECATE genes regulate female reproductive tract development in Arabidopsis thaliana journal September 2007
Dynamics of chromatin accessibility and gene regulation by MADS-domain transcription factors in flower development journal January 2014
BLAST+: architecture and applications journal January 2009
Brachypodium distachyon . A New Model System for Functional Genomics in Grasses journal December 2001
Regulation of stem cell maintenance by the Polycomb protein FIE has been conserved during land plant evolution journal June 2009
Brachypodium: a promising hub between model species and cereals journal September 2014
Biological conversion assay using Clostridium phytofermentans to estimate plant feedstock quality journal January 2012
Evolution and taxonomic split of the model grass Brachypodium distachyon journal January 2012
Biological conversion assay using Clostridium phytofermentans to estimate plant feedstock quality journal January 2012
Genome sequencing and analysis of the model grass Brachypodium distachyon journal February 2010
Induced mutations in circadian clock regulator Mat-a facilitated short-season adaptation and range extension in cultivated barley journal February 2012
Inferring weak population structure with the assistance of sample group information journal September 2009
Agrobacterium-mediated transformation and inbred line development in the model grass Brachypodium distachyon journal January 2006
Fine Mapping of the Bsr1 Barley Stripe Mosaic Virus Resistance Gene in the Model Grass Brachypodium distachyon journal June 2012
Exploiting the Brachypodium Tool Box in cereal and grass research journal May 2011
Development of SSR markers and analysis of diversity in Turkish populations of Brachypodium distachyon journal January 2009
Genome-wide association studies and prediction of 17 traits related to phenology, biomass and cell wall composition in the energy grass Miscanthus sinensis journal December 2013
The development of Arabidopsis as a model plant journal March 2010
Regulation of Inflorescence Branch Development in Rice Through a Novel Pathway Involving the Pentatricopeptide Repeat Protein sped1-D journal June 2014
BLAST+: architecture and applications journal January 2009
AINTEGUMENTA Contributes to Organ Polarity and Regulates Growth of Lateral Organs in Combination with YABBY Genes journal May 2006
MONOPTEROS controls embryonic root initiation by regulating a mobile transcription factor journal March 2010
Inference of population structure using multilocus genotype data: dominant markers and null alleles: TECHNICAL ARTICLE journal March 2007
LOST MERISTEMS genes regulate cell differentiation of central zone descendants in Arabidopsis shoot meristems: LOM genes control meristem maintenance journal October 2010
A procedure for mapping Arabidopsis mutations using co-dominant ecotype-specific PCR-based markers journal August 1993
Inference of population structure using multilocus genotype data: dominant markers and null alleles: TECHNICAL ARTICLE journal March 2007
Interaction of Photoperiod and Vernalization Determines Flowering Time of Brachypodium distachyon journal December 2013
A procedure for mapping Arabidopsis mutations using co-dominant ecotype-specific PCR-based markers journal August 1993
Natural Variation of Flowering Time and Vernalization Responsiveness in Brachypodium distachyon journal February 2010
Validation of microsatellite markers for cytotype discrimination in the model grass Brachypodium distachyon journal July 2012
Inference of Population Structure Using Multilocus Genotype Data: Linked Loci and Correlated Allele Frequencies journal August 2003
LOSITAN: A workbench to detect molecular adaptation based on a F st -outlier method journal July 2008
Activation Tagging of the Floral Inducer FT journal December 1999
Early-Flowering Mutants of Arabidopsis thaliana journal January 1992
Genome-wide association studies for agronomical traits in a world wide spring barley collection journal January 2012
BLAST+: architecture and applications journal January 2009
Unlocking Triticeae genomics to sustainably feed the future journal November 2013
Phenological growth stages of Brachypodium distachyon: codification and description: BBCH Brachypodium distachyon growth stages journal July 2011
Genome-wide association study of 107 phenotypes in Arabidopsis thaliana inbred lines journal March 2010
Genome-wide association studies in plants: the missing heritability is in the field journal January 2011
Agrobacterium-mediated transformation of the temperate grass Brachypodium distachyon (genotype Bd21) for T-DNA insertional mutagenesis journal April 2008
A unified mixed-model method for association mapping that accounts for multiple levels of relatedness journal December 2005
slender Rice, a Constitutive Gibberellin Response Mutant, Is Caused by a Null Mutation of the SLR1 Gene, an Ortholog of the Height-Regulating Gene GAI/RGA/RHT/D8 journal May 2001
Detecting the number of clusters of individuals using the software structure: a simulation study journal July 2005
Exploiting the Brachypodium Tool Box in cereal and grass research journal May 2011
A Robust, Simple Genotyping-by-Sequencing (GBS) Approach for High Diversity Species journal May 2011
Molecular analysis of the LATERAL SUPPRESSOR gene in Arabidopsis reveals a conserved control mechanism for axillary meristem formation journal May 2003
Inferring weak population structure with the assistance of sample group information journal September 2009
The microRNA regulated SBP-box genes SPL9 and SPL15 control shoot maturation in Arabidopsis journal February 2008
Painting the chromosomes of Brachypodium—current status and future prospects journal June 2011
Recombination and linkage disequilibrium in Arabidopsis thaliana journal August 2007
LOST MERISTEMS genes regulate cell differentiation of central zone descendants in Arabidopsis shoot meristems: LOM genes control meristem maintenance journal October 2010
Genome-wide association studies in plants: the missing heritability is in the field journal January 2011
Painting the chromosomes of Brachypodium—current status and future prospects journal June 2011
Selection and phenotypic characterization of a core collection of Brachypodium distachyon inbred lines journal January 2014
Genome diversity in Brachypodium distachyon: deep sequencing of highly diverse inbred lines journal July 2014
Distinct Roles of CONSTANS Target Genes in Reproductive Development of Arabidopsis journal June 2000
Approximate Bayesian Computation in Population Genetics journal December 2002
Inference of Population Structure Using Multilocus Genotype Data: Linked Loci and Correlated Allele Frequencies journal August 2003
Inference of Population Structure Using Multilocus Genotype Data journal June 2000

Cited By (10)

Extensive gene content variation in the Brachypodium distachyon pan-genome correlates with population structure text January 2017
Comparative plastome genomics and phylogenomics of Brachypodium : flowering time signatures, introgression and recombination in recently diverged ecotypes journal December 2017
Evolutionary processes from the perspective of flowering time diversity journal October 2019
Colonization history of the Canary Islands endemic Lavatera acerifolia, (Malvaceae) unveiled with genotyping‐by‐sequencing data and niche modelling journal April 2020
Extensive gene content variation in the Brachypodium distachyon pan-genome correlates with population structure journal December 2017
Global Diversity of the Brachypodium Species Complex as a Resource for Genome-Wide Association Studies Demonstrated for Agronomic Traits in Response to Climate journal November 2018
DNA-Based Assessment of Genetic Diversity in Grassland Plant Species: Challenges, Approaches, and Applications text January 2019
DNA-Based Assessment of Genetic Diversity in Grassland Plant Species: Challenges, Approaches, and Applications journal December 2019
Genome-wide scans of selection highlight the impact of biotic and abiotic constraints in natural populations of the model grass Brachypodium distachyon journal September 2018
Environmental isolation explains Iberian genetic diversity in the highly homozygous model grass Brachypodium distachyon journal June 2017