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

Title: Association mapping by aerial drone reveals 213 genetic associations for Sorghum bicolor biomass traits under drought

Journal Article · · BMC Genomics

BACKGROUND: Sorghum bicolor is the fifth most commonly grown cereal worldwide and is remarkable for its drought and abiotic stress tolerance. For these reasons and the large size of biomass varieties, it has been proposed as a bioenergy crop. However, little is known about the genes underlying sorghum's abiotic stress tolerance and biomass yield. RESULTS:To uncover the genetic basis of drought tolerance in sorghum at a genome-wide level, we undertook a high-density phenomics genome wide association study (GWAS) in which 648 diverse sorghum lines were phenotyped at two locations in California once per week by drone over the course of a growing season. Biomass, height, and leaf area were measured by drone for individual field plots, subjected to two drought treatments and a well-watered control. The resulting dataset of ~ 171,000 phenotypic data-points was analyzed along with 183,989 genotype by sequence markers to reveal 213 high-quality, replicated, and conserved GWAS associations.CONCLUSIONS: The genomic intervals defined by the associations include many strong candidate genes, including those encoding heat shock proteins, antifreeze proteins, and other domains recognized as important to plant stress responses. The markers identified by our study can be used for marker assisted selection for drought tolerance and biomass. In addition, our results are a significant step toward identifying specific sorghum genes controlling drought tolerance and biomass yield.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Advanced Research Projects Agency - Energy (ARPA-E); USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
14/CJ000/09/02; AC02-05CH1123; AC05-76RL01830; AC02-05CH11231
OSTI ID:
1618569
Alternate ID(s):
OSTI ID: 1489292; OSTI ID: 1559146
Report Number(s):
PNNL-SA-131382; 679; PII: 5055
Journal Information:
BMC Genomics, Journal Name: BMC Genomics Vol. 19 Journal Issue: 1; ISSN 1471-2164
Publisher:
Springer Science + Business MediaCopyright Statement
Country of Publication:
United Kingdom
Language:
English
Citation Metrics:
Cited by: 26 works
Citation information provided by
Web of Science

References (44)

Quantitative trait loci influencing drought tolerance in grain sorghum (Sorghum bicolor L. Moench) journal August 2001
Physiological roles of plant glycoside hydrolases journal November 2007
Diurnal Oscillations of Soybean Circadian Clock and Drought Responsive Genes journal January 2014
Genome-Wide Association Study of Developing Leaves’ Heat Tolerance during Vegetative Growth Stages in a Sorghum Association Panel journal January 2017
Genome-wide association analysis of seedling traits in diverse Sorghum germplasm under thermal stress journal January 2017
Genetic analysis of post-flowering drought tolerance and components of grain development in Sorghum bicolor (L.) Moench journal January 1997
Population genomic and genome-wide association studies of agroclimatic traits in sorghum journal December 2012
TASSEL-GBS: A High Capacity Genotyping by Sequencing Analysis Pipeline journal February 2014
Genome-wide efficient mixed-model analysis for association studies journal June 2012
High-Throughput Phenotyping of Sorghum Plant Height Using an Unmanned Aerial Vehicle and Its Application to Genomic Prediction Modeling journal March 2017
Increased Power To Dissect Adaptive Traits in Global Sorghum Diversity Using a Nested Association Mapping Population journal June 2017
Association mapping of maturity and plant height using SNP markers with the sorghum mini core collection journal May 2013
Retrospective genomic analysis of sorghum adaptation to temperate-zone grain production journal June 2013
Climate Trends and Global Crop Production Since 1980 journal May 2011
Expansion and Function of Repeat Domain Proteins During Stress and Development in Plants journal January 2016
Conversion of Alien Sorghums to Early Combine Genotypes1 journal January 1967
Common Components, Networks, and Pathways of Cross-Tolerance to Stress. The Central Role of “Redox” and Abscisic Acid-Mediated Controls journal June 2002
Novel Methods to Optimize Genotypic Imputation for Low-Coverage, Next-Generation Sequence Data in Crop Plants journal January 2014
Designing sorghum as a dedicated bioenergy feedstock journal October 2007
Genetic Control of a Photoperiod-Sensitive Response in Sorghum bicolor (L.) Moench journal January 1999
Plant responses to drought, salinity and extreme temperatures: towards genetic engineering for stress tolerance journal November 2003
WD40‐REPEAT 5a functions in drought stress tolerance by regulating nitric oxide accumulation in Arabidopsis journal January 2016
Field-based Robotic Phenotyping for Sorghum Biomass Yield Component Traits Characterization Using Stereo Vision journal January 2016
A High-Throughput, Field-Based Phenotyping Technology for Tall Biomass Crops journal June 2017
Oxidative stress, antioxidants and stress tolerance journal September 2002
Yield Trends Are Insufficient to Double Global Crop Production by 2050 journal June 2013
Genetic analysis of inflorescence and plant height components in sorghum (Panicoidae) and comparative genetics with rice (Oryzoidae) journal April 2015
Genomic prediction in biparental tropical maize populations in water-stressed and well-watered environments using low-density and GBS SNPs journal November 2014
Post-Flowering Drought Tolerance Using Managed Stress Trials, Adjustment to Flowering, and Mini Core Collection in Sorghum journal January 2017
A Genomic Resource for the Development, Improvement, and Exploitation of Sorghum for Bioenergy journal June 2016
Discovery of a Dhurrin QTL in Sorghum: Co-localization of Dhurrin Biosynthesis and a Novel Stay-green QTL journal January 2016
Remote, aerial phenotyping of maize traits with a mobile multi-sensor approach journal January 2015
Multiparental Mapping of Plant Height and Flowering Time QTL in Partially Isogenic Sorghum Families journal September 2014
APE: Analyses of Phylogenetics and Evolution in R language journal January 2004
Sorghum Dw2 Encodes a Protein Kinase Regulator of Stem Internode Length journal July 2017
A Robust, Simple Genotyping-by-Sequencing (GBS) Approach for High Diversity Species journal May 2011
Identification of Quantitative Trait Loci Associated with Pre-Flowering Drought Tolerance in Sorghum journal January 1996
Genome-environment associations in sorghum landraces predict adaptive traits journal July 2015
Genetic architecture of photosynthesis in Sorghum bicolor under non-stress and cold stress conditions journal July 2017
QTL Mapping for Grain Yield, Flowering Time, and Stay-Green Traits in Sorghum with Genotyping-by-Sequencing Markers journal January 2016
Comprehensive Expression Analysis of Rice Armadillo Gene Family During Abiotic Stress and Development journal January 2014
Community Resources and Strategies for Association Mapping in Sorghum journal January 2008
Genome-Wide Association Study for Nine Plant Architecture Traits in Sorghum journal January 2016
Registration of RTx430 Sorghum Parental Line journal January 1984

Cited By (1)



Similar Records

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:1618569

SORGHUM BIOMASS/FEEDSTOCK GENOMICS RESEARCH FOR BIOENERGY
Journal Article · Fri Jan 01 00:00:00 EST 2010 · Crop Science · OSTI ID:1618569

Meta-analysis identifies pleiotropic loci controlling phenotypic trade-offs in sorghum
Journal Article · Tue Jun 08 00:00:00 EDT 2021 · Genetics (Online) · OSTI ID:1618569

Related Subjects