Source: COLORADO STATE UNIVERSITY submitted to NRP
A DYNAMIC GENOTYPE-BY-ENVIRONMENT (GXE) ANALYSIS OF SORGHUM TILLERING UNDER DROUGHT STRESS
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
COMPLETE
Funding Source
Reporting Frequency
Annual
Accession No.
1019318
Grant No.
2019-67012-29594
Cumulative Award Amt.
$165,000.00
Proposal No.
2018-07824
Multistate No.
(N/A)
Project Start Date
May 1, 2019
Project End Date
Oct 31, 2021
Grant Year
2019
Program Code
[A7201]- AFRI Post Doctoral Fellowships
Recipient Organization
COLORADO STATE UNIVERSITY
(N/A)
FORT COLLINS,CO 80523
Performing Department
BSPM
Non Technical Summary
It is estimated that the current rate of increase in cereal crop production is insufficient to satisfy global needs in 2050. In itself, this represents a key challenge to 21st century agriculture. More daunting is that these increases in genetic gain will have to be achieved in the face of increasing environmental stress. To move toward these goals, breeding for higher yield stability under stress is desirable. In addition, more knowledge about the effects of abiotic stress on plant growth could open marginal environments to agricultural production. Genotype by environment interactions (G x E), differential phenotypic responses of the same genotype across divergent environments, are important considerations in breeding for increased crop yields under stress.Water stress is a critical parameter that can negatively affect yield in cereals. In order to stabilize yield gains under water-limitation, a greater understanding of the G x E interactions underlying drought stress is required. The production of tillers, or lateral branches, is a major determinant of crop yield in cereals. The experiments put forth here will identify loci important for G x E interactions in tillering in Sorghum bicolor using a combination of high-throughput field-based phenotyping and transcriptomics. Imaging under both well-watered and water-limited conditions across a diverse collection of sorghum genotypes will contribute to our understanding of G x E interactions in this key agronomic trait.
Animal Health Component
(N/A)
Research Effort Categories
Basic
100%
Applied
(N/A)
Developmental
(N/A)
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
20115201080100%
Knowledge Area
201 - Plant Genome, Genetics, and Genetic Mechanisms;

Subject Of Investigation
1520 - Grain sorghum;

Field Of Science
1080 - Genetics;
Goals / Objectives
Maintaining yield in the face of increased incidence of drought in the major global production areas represents a significant challenge to 21st century agriculture. The production of lateral branches, or tillers, is a key determinant of yield in cereal crops such as sorghum. This process has been shown to be controlled through a complex mix of genetic and environmental factors. High throughput phenotyping and transcriptomic analysis using a sorghum mapping population under well-watered and water-limited treatments will allow for the identification of genes underlying variation in tillering under drought.
Project Methods
Genome-wide association (GWA) mapping for the dynamics of tillering will be performed using the Sorghum Association Panel (SAP), a diverse collection of over 400 genotyped accessions. Using recently developed technology of a field-based, high-throughput phenotyping system, plants will be imaged weekly under well-watered and water-limited treatment conditions. These time-series image data will allow the calculation of rates of change of tiller emergence and elongation across the SAP. Mapping these as function-valued traits will identify genomic regions that control tillering dynamics in either well-watered or water-limited conditions. Identifying the loci that control tillering and its plasticity to drought will identify genomic regions and candidate genes underlying gene-by-environment (GxE) for drought adaptation.RNA will be sequenced from tiller buds in the ten SAP accessions that show the largest differences in tillering dynamics under well-watered and water-limited treatments. RNA from these tissues will be isolated from two treatments, at four 48 hour timepoints during early tiller bud elongation, to identify genes that are differentially-expressed in response to drought.

Progress 05/01/19 to 08/02/21

Outputs
Target Audience:The target audience for this fellowship are researchers applyinggenetics of plant architecture and stress tolerance to breeding in cereals. New technology capabilities at CSU developed though the funding of my fellowship will continue to accelerate research at that institution. My outreach efforts at Platte Valley High School have positively impacted teachers and students. Changes/Problems:Field work during the funding period was curtailed in 2020 due to COVID-19. What opportunities for training and professional development has the project provided?Through the fellowship, I have developed a strong understanding and competency in experimental design and statistical analysis. This has been both through regular consultation with my mentor and my participation in the Summer Institute in Statistical Genetics. I presented my work at CSU seminars and conferences and workshops (NCSU Plant Breeding 2020, Plant Biology 2020). I contributed to development and writing of USDA, NSF, and DOE grant submissions. How have the results been disseminated to communities of interest?During this project I have mentored two undergraduate students, each of whom had no previous experience with genetic analysis and plant phenotyping. In addition, I worked with students at Platte Valley High School on projects. I presented my work to Bioenergy and Bioeconomy groups and participated in the ARPAe Annual Summit. What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

Impacts
What was accomplished under these goals? I identified sorghum varieties that have modulate tiller growthin response to drought. While most genotypes have fewer developed tillers under water-limitation, I also identified types that produce more tillers under these conditions. Mapping populations containing these different responders are available and may allow for genetic dissection of this plasticity. I identified and genotyped sorghum lines with mutations in a nutrient transporter that appears to influence tiller growth and development. These will be phenotyped in the field under both well-watered and water-limited treatments. I collected data on root architecture phenotypes of diverse sorghum genotypes under differential irrigation.

Publications

  • Type: Journal Articles Status: Published Year Published: 2019 Citation: Heun, J.T.; Attalah, S.; French, A.N.; Lehner, K.R.; McKay, J.K.; Mullen, J.L.; Ottman, M.J.; Andrade-Sanchez, P. Deployment of Lidar from a Ground Platform: Customizing a Low-Cost, Information-Rich and User-Friendly Application for Field Phenomics Research. Sensors 2019, 19, 5358.
  • Type: Journal Articles Status: Submitted Year Published: 2021 Citation: Mon-Ray Shao, Ni Jiang, Mao Li, Anne Howard, Kevin Lehner, Jack L. Mullen, Shayla L. Gunn, John K. McKay, Christopher N Topp. Complementary Phenotyping of Maize Root Architecture by Root Pulling Force and X-Ray Computed Tomography


Progress 05/01/20 to 04/30/21

Outputs
Target Audience:Target audiences for this project include breeders interested in identifying targets for drought tolerance in sorghum and maize. Changes/Problems:My field season plans for 2020 were significantly impaired due to COVID issues and protocols. What opportunities for training and professional development has the project provided?I directly mentored two undergraduate students who participated in research projects. I attended the virtual Summer Institute in Statistical Genetics in 2020. I attended two virtual conferences and gave a talk at one. How have the results been disseminated to communities of interest?I gave a talk to a Bioenergy and Bioeconomy group at CSU. What do you plan to do during the next reporting period to accomplish the goals?I am planning a field study in Summer 2021 to perform genetic mapping of tillering and drought response in sorghum.

Impacts
What was accomplished under these goals? During the COVID-impaired year, I identified sorghum lines that differ in their propensity to produce tillers. I generated genetic mapping populations from these lines. In addition, I generated a core data set that shows a range tiller growth and development in response to drought.

Publications


    Progress 05/01/19 to 04/30/20

    Outputs
    Target Audience:This work impacts breeders who are interested in controlling tiller growth to optimize sorghum yield in marginal environments. Technology and research infrastructure developed though the funding of my fellowship will help facilitate research at CSU. My outreach efforts at Platte Valley High School have positively impacted teachers and students. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?During the last reporting session I have given a talk as part of the CSU Plant Supergroup. I have presented posters at the 2020 Front Range Ecology Student Symposium and the 2020 North Carolina State University Plant Breeding Symposium. In addition, I have attended the 2020 Cornell University Plant Breeding Symposium and the 2020 Genetics Society of America Meeting. I have gained experience by mentoring two PhD students and a postbac student. I have also been working directly with a pair of high school FFA students on a research project. I assisted with the development and writing of a DOE grant proposal focused on optimizing bioenergy sorghum production in marginal lands such as those in dryland Colorado. I led a demonstration of ourphenotyping facility and greenhouses to participants in the 2020 Bioenergy and Bioeconomy Conference held in Fort Collins. How have the results been disseminated to communities of interest?I hostedanopen houseat CSU to promote and demonstrate the phenotyping technologies that I have been developing. In addition, I presented my work at the 2019 ARPA-e Summit in Denver, highlighting my progress. What do you plan to do during the next reporting period to accomplish the goals?During the previous reporting period, I have prepared seeds for extensive experiments in the current period. I have populations ready to identify genes that control tillering in sorghum. I will do this using image-based phenotyping and high-throughput sequencing. These mutants will be evaluated under both well-watered and water-limited conditions. I have identified a set of related sorghum lines that I will use to characterize patterns of gene expression underlying tiller emergence and elongation. Two of these produce multiple tillers in growth chamber conditions, while tillers are suppressed in the other. I will isolate a time series of tiller buds from these three lines and perform RNA-seq on the samples. The same analysis will be done in well-watered and water-limited conditions. This will characterize the temporal dynamics of tiller emergence and elongation and the effect of drought on this process.

    Impacts
    What was accomplished under these goals? During this reporting I have developed the technical foundations upon which to explore the genetics of tiller development. I have set up and optimized a system for imaging plant growth from multiple angles. From the resulting images, I am able to accurately measure rates of main shoot and tiller elongation rates and associated leaf area over time. These improvements will allow me to identify genetic variants that control sorghum tillering. I have obtained seeds from a few sorghum populations and increased them for doing large-scale experimentsstarting in the summer of 2020. These include mapping populations for two different tillering mutants and a set of diverse germplasm for exploring the dynamics of tiller formation and elongation under drought in the field in Colorado. Additionally, I have begun to assess root system architecture traits in sorghum. I measured root pulling force and achitecture using image-based phenotyping in a diverse set of germplasm in Scottsbluff, Nebraska in summer 2019. I observed substantial phenotypic variation among these lines.

    Publications

    • Type: Other Status: Other Year Published: 2020 Citation: Poster Presentation NCSU Plant Breeding Symposium: "To Branch or Not to Branch: Image-based Phenotyping of Tiller Formation in Sorghum and Maize"
    • Type: Other Status: Other Year Published: 2020 Citation: Poster Presentation Front Range Student Ecology Symposium: "A Shared Imaging and Analysis Center to Accelerate Plant Root Ecological Research at CSU"
    • Type: Journal Articles Status: Published Year Published: 2019 Citation: Heun, J.T.; Attalah, S.; French, A.N.; Lehner, K.R.; McKay, J.K.; Mullen, J.L.; Ottman, M.J.; Andrade-Sanchez, P. Deployment of Lidar from a Ground Platform: Customizing a Low-Cost, Information-Rich and User-Friendly Application for Field Phenomics Research. Sensors 2019, 19, 5358.