skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Genome-Wide Association Study of Wood Anatomical and Morphological Traits in Populus trichocarpa

Journal Article · · Frontiers in Plant Science

To understand the genetic mechanisms underlying wood anatomical and morphological traits in Populus trichocarpa, we used 869 unrelated genotypes from a common garden in Clatskanie, Oregon that were previously collected from across the distribution range in western North America. Using GEMMA mixed model analysis, we tested for the association of 25 phenotypic traits and nine multitrait combinations with 6.741 million SNPs covering the entire genome. Broad-sense trait heritabilities ranged from 0.117 to 0.477. Most traits were significantly correlated with geoclimatic variables suggesting a role of climate and geography in shaping the variation of this species. Fifty-seven SNPs from single trait GWAS and 11 SNPs from multitrait GWAS passed an FDR threshold of 0.05, leading to the identification of eight and seven nearby candidate genes, respectively. The percentage of phenotypic variance explained (PVE) by the significant SNPs for both single and multitrait GWAS ranged from 0.01% to 6.18%. To further evaluate the potential roles of candidate genes, we used a multi-omic network containing five additional data sets, including leaf and wood metabolite GWAS layers and coexpression and comethylation networks. We also performed a functional enrichment analysis on coexpression nearest neighbors for each gene model identified by the wood anatomical and morphological trait GWAS analyses. Genes affecting cell wall composition and transport related genes were enriched in wood anatomy and stomatal density trait networks. Signaling and metabolism related genes were also common in networks for stomatal density. For leaf morphology traits (leaf dry and wet weight) the networks were significantly enriched for GO terms related to photosynthetic processes as well as cellular homeostasis. The identified genes provide further insights into the genetic control of these traits, which are important determinants of the suitability and sustainability of improved genotypes for lignocellulosic biofuel production.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States); National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER); USDOE Office of Energy Efficiency and Renewable Energy (EERE), Sustainable Transportation Office. Bioenergy Technologies Office (BETO)
Grant/Contract Number:
AC05-00OR22725; AC02-05CH11231; AC36-08GO28308
OSTI ID:
1658962
Alternate ID(s):
OSTI ID: 1665996; OSTI ID: 1677474
Report Number(s):
NREL/JA-2800-78068; 545748
Journal Information:
Frontiers in Plant Science, Journal Name: Frontiers in Plant Science Vol. 11; ISSN 1664-462X
Publisher:
Frontiers Research FoundationCopyright Statement
Country of Publication:
Switzerland
Language:
English

References (120)

Time-specific and pleiotropic quantitative trait loci coordinately modulate stem growth in Populus journal September 2018
RVTESTS: an efficient and comprehensive tool for rare variant association analysis using sequence data: Table 1. journal February 2016
Evolution of Water Transport and Xylem Structure journal May 2003
Genetic variants in microRNA biogenesis genes as novel indicators for secondary growth in Populus journal June 2018
The prolific ATL family of RING-H2 ubiquitin ligases journal August 2012
Association genetics of complex traits in plants: Tansley review journal December 2010
Formation of wood secondary cell wall may involve two type cellulose synthase complexes in Populus journal December 2016
DRB2 Is Required for MicroRNA Biogenesis in Arabidopsis thaliana journal April 2012
Genome-wide analysis of Aux/IAA and ARF gene families in Populus trichocarpa journal January 2007
Aquaporins: Highly Regulated Channels Controlling Plant Water Relations journal January 2014
Impact of Combined Abiotic and Biotic Stresses on Plant Growth and Avenues for Crop Improvement by Exploiting Physio-morphological Traits journal April 2017
Dynamic DNA cytosine methylation in the Populus trichocarpa genome: tissue-level variation and relationship to gene expression journal January 2012
Identification and characterization of core abscisic acid (ABA) signaling components and their gene expression profile in response to abiotic stresses in Setaria viridis journal March 2019
Working towards recalcitrance mechanisms: increased xylan and homogalacturonan production by overexpression of GAlactUronosylTransferase12 (GAUT12) causes increased recalcitrance and decreased growth in Populus journal January 2018
Multi-Phenotype Association Decomposition: Unraveling Complex Gene-Phenotype Relationships journal May 2019
Small RNAs, emerging regulators critical for the development of horticultural traits journal September 2018
LOB DOMAIN-CONTAINING PROTEIN 15 Positively Regulates Expression of VND7, a Master Regulator of Tracheary Elements journal February 2018
Fuento: functional enrichment for bioinformatics journal March 2017
Association genetics of traits controlling lignin and cellulose biosynthesis in black cottonwood (Populus trichocarpa, Salicaceae) secondary xylem journal September 2010
Pectin Methylesterases: Cell Wall Remodeling Proteins Are Required for Plant Response to Heat Stress journal November 2018
Linkage‐linkage disequilibrium dissection of the epigenetic quantitative trait loci (epiQTLs) underlying growth and wood properties in Populus journal November 2019
Plant Hormones and Signaling: Common Themes and New Developments journal April 2008
Genome-wide association studies of bark texture in Populus trichocarpa journal February 2019
False discovery control with p-value weighting journal September 2006
Genome-wide association implicates numerous genes underlying ecological trait variation in natural populations of Populus trichocarpa journal April 2014
Network analysis reveals the relationship among wood properties, gene expression levels and genotypes of natural Populus trichocarpa accessions journal July 2013
The ImageJ ecosystem: An open platform for biomedical image analysis: T journal July 2015
Multitrait genome‐wide association analysis of Populus trichocarpa identifies key polymorphisms controlling morphological and physiological traits journal April 2019
Auxin transport through PIN-FORMED 3 (PIN3) controls shade avoidance and fitness during competition journal December 2010
Genome-wide association mapping for wood characteristics in Populus identifies an array of candidate single nucleotide polymorphisms journal July 2013
An Expanded View of Complex Traits: From Polygenic to Omnigenic journal June 2017
Association genetics, geography and ecophysiology link stomatal patterning in Populus trichocarpa with carbon gain and disease resistance trade-offs journal November 2014
Association Studies in Populus tomentosa Reveal the Genetic Interactions of Pto-MIR156c and Its Targets in Wood Formation journal August 2016
Genetical genomics of Populus leaf shape variation journal June 2015
Wood density and vessel traits as distinct correlates of ecological strategy in 51 California coast range angiosperms journal June 2006
Cell adhesion in plants is under the control of putative O-fucosyltransferases journal August 2016
Arabidopsis thaliana T-DNA Mutants Implicate GAUT Genes in the Biosynthesis of Pectin and Xylan in Cell Walls and Seed Testa journal September 2009
The Arabidopsis cullin AtCUL1 is modified by the ubiquitin-related protein RUB1 journal December 1999
Analytical Enzymatic Saccharification of Lignocellulosic Biomass for Conversion to Biofuels and Bio-Based Chemicals journal October 2018
Mitogen-Activated Protein Kinase Cascades in Plant Hormone Signaling journal October 2018
Hydraulic constraints on plant gas exchange journal July 2000
Lignin content in natural Populus variants affects sugar release journal March 2011
Pleiotropic and Epistatic Network-Based Discovery: Integrated Networks for Target Gene Discovery journal May 2018
SPEECHLESS integrates brassinosteroid and stomata signalling pathways journal April 2012
A role for SPEECHLESS in the integration of leaf stomatal patterning with the growth vs disease trade‐off in poplar journal April 2019
The Arabidopsis thaliana double-stranded RNA binding protein DRB1 directs guide strand selection from microRNA duplexes journal October 2009
Towards integration of population and comparative genomics in forest trees journal August 2016
Genetic architecture underlying the lignin biosynthesis pathway involves noncoding RNAs and transcription factors for growth and wood properties in Populus journal July 2018
Finding New Cell Wall Regulatory Genes in Populus trichocarpa Using Multiple Lines of Evidence journal October 2019
Biomass traits and candidate genes for bioenergy revealed through association genetics in coppiced European Populus nigra (L.) journal September 2016
Plant Glycosyltransferases Beyond CAZy: A Perspective on DUF Families journal January 2012
Population genomics of the eastern cottonwood ( Populus deltoides ) journal October 2017
Maximum leaf conductance driven by CO2 effects on stomatal size and density over geologic time journal June 2009
Cinnamoyl-CoA reductase, a key enzyme in lignin biosynthesis, is an effector of small GTPase Rac in defense signaling in rice journal December 2005
High-resolution genetic mapping of allelic variants associated with cell wall chemistry in Populus journal January 2015
The Arabidopsis GRAS Protein SCL14 Interacts with Class II TGA Transcription Factors and Is Essential for the Activation of Stress-Inducible Promoters journal November 2008
Genetic architecture of growth traits in Populus revealed by integrated quantitative trait locus ( QTL ) analysis and association studies journal October 2015
Statistical significance for genomewide studies journal July 2003
Forest tree genomics: growing resources and applications journal January 2011
Genome-wide analysis of lectin receptor-like kinases in Populus journal September 2016
Cinnamoyl CoA reductase, the first committed enzyme of the lignin branch biosynthetic pathway: cloning, expression and phylogenetic relationships journal March 1997
Global Analysis of DELLA Direct Targets in Early Gibberellin Signaling in Arabidopsis journal October 2007
Contrasting transcriptional responses of PYR1/PYL/RCAR ABA receptors to ABA or dehydration stress between maize seedling leaves and roots journal April 2016
A New Calmodulin-Binding Protein Expresses in the Context of Secondary Cell Wall Biosynthesis and Impacts Biomass Properties in Populus journal December 2018
The nature of the progression of drought stress drives differential metabolomic responses in Populus deltoides journal January 2019
Regulation of Lignin Biosynthesis and Its Role in Growth-Defense Tradeoffs journal September 2018
Variance component model to account for sample structure in genome-wide association studies journal March 2010
Stress-Related Gene Expression Reflects Morphophysiological Responses to Water Deficit journal May 2017
Genome-wide efficient mixed-model analysis for association studies journal June 2012
Genome-wide analysis of the phospholipase D family in Oryza sativa and functional characterization of PLDβ1 in seed germination journal September 2007
Involvement of calmodulin and calmodulin-like proteins in plant responses to abiotic stresses journal August 2015
Functional Analysis of the Kunitz Trypsin Inhibitor Family in Poplar Reveals Biochemical Diversity and Multiplicity in Defense against Herbivores journal November 2007
The Mechanical Diversity of Stomata and Its Significance in Gas-Exchange Control journal November 2006
Germin and Germin-like Proteins: Evolution, Structure, and Function journal September 2008
Genomic insights into salt adaptation in a desert poplar journal November 2013
Polymorphic simple sequence repeat (SSR) loci within cellulose synthase ( PtoCesA ) genes are associated with growth and wood properties in Populus tomentosa journal December 2012
A Chloroplast-Localized Rubredoxin Family Protein Gene from Puccinellia tenuiflora (PutRUB) Increases NaCl and NaHCO3 Tolerance by Decreasing H2O2 Accumulation journal May 2016
Genome-Wide Association Studies to Improve Wood Properties: Challenges and Prospects journal December 2018
Genome resequencing reveals demographic history and genetic architecture of seed salinity tolerance in Populus euphratica journal April 2020
Radial Variation in Wood Structure and Function in Woody Plants, and Hypotheses for Its Occurrence book January 2011
Structural Insights into the Mechanism of Protein O-Fucosylation journal September 2011
10 Years of GWAS Discovery: Biology, Function, and Translation journal July 2017
DNA Sequence Variation and Selection of Tag Single-Nucleotide Polymorphisms at Candidate Genes for Drought-Stress Response in Pinus taeda L. journal December 2005
Phenome-Wide Association Study (PheWAS) for Detection of Pleiotropy within the Population Architecture using Genomics and Epidemiology (PAGE) Network journal January 2013
Population genomics of Populus trichocarpa identifies signatures of selection and adaptive trait associations journal August 2014
How wood evolves: a new synthesis journal October 2012
Genome-wide association studies and expression-based quantitative trait loci analyses reveal roles of HCT2 in caffeoylquinic acid biosynthesis and its regulation by defense-responsive transcription factors in Populus journal July 2018
Phytozome: a comparative platform for green plant genomics journal November 2011
Knights in Action: Lectin Receptor-Like Kinases in Plant Development and Stress Responses journal September 2013
A CBL-Interacting Protein Kinase TaCIPK2 Confers Drought Tolerance in Transgenic Tobacco Plants through Regulating the Stomatal Movement journal December 2016
Wood traits related to size and life history of trees in a Panamanian rainforest journal August 2016
The Role of Serine-Threonine Protein Phosphatase PP2A in Plant Oxidative Stress Signaling—Facts and Hypotheses journal June 2019
Efficient multivariate linear mixed model algorithms for genome-wide association studies journal February 2014
Genetic Design and Statistical Power of Nested Association Mapping in Maize journal January 2008
A Multivariate Genome-Wide Association Analysis of 10 LDL Subfractions, and Their Response to Statin Treatment, in 1868 Caucasians journal April 2015
Mediation of plant–mycorrhizal interaction by a lectin receptor-like kinase journal July 2019
QUASIMODO1 is expressed in vascular tissue of Arabidopsis thaliana inflorescence stems, and affects homogalacturonan and xylan biosynthesis journal July 2005
Genome resequencing reveals multiscale geographic structure and extensive linkage disequilibrium in the forest tree Populus trichocarpa journal August 2012
Calcium Signaling Network in Plants: An Overview journal March 2007
The Arabidopsis O-fucosyltransferase SPINDLY activates nuclear growth repressor DELLA journal February 2017
Effects of abiotic stress on plants: a systems biology perspective journal January 2011
PheWAS and Beyond: The Landscape of Associations with Medical Diagnoses and Clinical Measures across 38,662 Individuals from Geisinger journal April 2018
Natural acetylation impacts carbohydrate recovery during deconstruction of Populus trichocarpa wood journal February 2017
A Mutant Arabidopsis Heterotrimeric G-Protein beta Subunit Affects Leaf, Flower, and Fruit Development journal December 2001
Brassinosteroids: Multidimensional Regulators of Plant Growth, Development, and Stress Responses journal November 2019
Brassinosteroid-regulated GSK3/Shaggy-like Kinases Phosphorylate Mitogen-activated Protein (MAP) Kinase Kinases, Which Control Stomata Development in Arabidopsis thaliana journal January 2013
THE ROLE OF KNOX GENES IN PLANT DEVELOPMENT journal November 2004
Improving plant stress tolerance and yield production: is the tonoplast aquaporin SlTIP2;2 a key to isohydric to anisohydric conversion? journal November 2008
Geographical and environmental gradients shape phenotypic trait variation and genetic structure in Populus trichocarpa journal November 2013
Specific targeting of proteins to outer envelope membranes of endosymbiotic organelles, chloroplasts, and mitochondria journal April 2014
The LATERAL ORGAN BOUNDARIES Domain gene family in grapevine: genome-wide characterization and expression analyses during developmental processes and stress responses journal November 2017
Characterization of a Small Auxin-Up RNA (SAUR)-Like Gene Involved in Arabidopsis thaliana Development journal November 2013
Evolutionary Quantitative Genomics of Populus trichocarpa journal November 2015
A collection of genetically engineered Populus trees reveals wood biomass traits that predict glucose yield from enzymatic hydrolysis journal November 2017
Farnesylcysteine Lyase is Involved in Negative Regulation of Abscisic Acid Signaling in Arabidopsis journal January 2010
The diversity of plant U-box E3 ubiquitin ligases: from upstream activators to downstream target substrates journal February 2009
Multivariate simulation framework reveals performance of multi-trait GWAS methods journal March 2017
Identification of microRNAs Involved in Regeneration of the Secondary Vascular System in Populus tomentosa Carr journal May 2016
The Arabidopsis ZINC FINGER PROTEIN3 Interferes with Abscisic Acid and Light Signaling in Seed Germination and Plant Development journal May 2014
Sec14-like phosphatidylinositol transfer proteins and the biological landscape of phosphoinositide signaling in plants journal September 2016

Figures / Tables (12)