Source: UNIVERSITY OF ILLINOIS submitted to
GENOMIC APPROACHES FOR THE ANALYSIS OF GRAIN QUALITY TRAITS IN MAIZE
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
TERMINATED
Funding Source
Reporting Frequency
Annual
Accession No.
1015275
Grant No.
(N/A)
Project No.
ILLU-802-951
Proposal No.
(N/A)
Multistate No.
(N/A)
Program Code
(N/A)
Project Start Date
Feb 2, 2018
Project End Date
Sep 30, 2019
Grant Year
(N/A)
Project Director
Butts-Wilmsmeyer, CA, .
Recipient Organization
UNIVERSITY OF ILLINOIS
2001 S. Lincoln Ave.
URBANA,IL 61801
Performing Department
Crop Sciences
Non Technical Summary
As the age of the world population continues to increase, so does the incidence of aging-related diseases. In 2015 alone, the United States spent 3.2 trillion dollars on healthcare expenses (Centers for Medicare and Medicaid Services, 2015). Furthermore, healthcare spending is very age-dependent. Nearly half a person's lifetime medical expenses are incurred in their later years (Alemayehu and Warner, 2004; Centers for Medicare and Medicaid Services, 2012). The consumption of hydroxycinnamic acids as part of a life-long diet has been shown to prevent the incidence of aging-related diseases (Adam et al., 2002; Ames et al., 1993; Fresco et al., 2006; Scapagnini et al., 2011). While the hydroxycinnamic acids tend to be bound to the cell walls in grains, these phytochemicals tend to be in their soluble form in fresh fruits and vegetables (Adam et al., 2002; Adom and Liu, 2002). As such, doctors have traditionally recommended the consumption of fresh produce as a preventative measure against aging-related diseases. However, the consumption of fresh produce follows a socioeconomic gradient. Individuals from poorer socioeconomic classes are more likely to purchase processed, calorie-dense foods than fresh produce (Darmon and Drewnowski, 2008; Drewnowski and Darmon, 2005). Thus, the extraction of hydroxycinnamic acids from maize for use as a food-additive in processed food products presents an opportunity to make the health benefits of hydroxycinnamic acids available to all people, regardless of socioeconomic class.While the health benefits of the hydroxycinnamic acids are therefore well-documented, these phytochemicals are relatively laborious to study, even with high-throughput protocols (Butts-Wilmsmeyer and Bohn, 2016). Thus, given the high heritability of the hydroxycinnamic acids (Butts-Wilmsmeyer, 2016) and their importance to the overall health of society, these phytochemicals are ideal for the initial study of the use of genomic approaches for the advancement of quality traits in maize. The University of Illinois at Urbana-Champaign is an ideal location to initiate genomic research for quality traits in maize. This university has a long tradition of breeding for quality traits, as exemplified by the Long-Term Selection experiments. Field, computing, and laboratory facilities are all available for use, and many faculty at the University of Illinois are already engaged in research endeavors which explore the applicability of genomics approaches to various plant breeding goals. This research, if funded, would provide them with an additional resource with which to examine quality, high-value traits using similar genomics techniques.
Animal Health Component
0%
Research Effort Categories
Basic
30%
Applied
30%
Developmental
40%
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
20215101080100%
Knowledge Area
202 - Plant Genetic Resources;

Subject Of Investigation
1510 - Corn;

Field Of Science
1080 - Genetics;
Goals / Objectives
1. Develop a grain quality testing lab that could be used as a departmental resource not only for this project but also for future projects and collaborations.2. Phenotype representative grain samples and use that data for genomic analysis. This will ultimately enable the development of genomic selection models designed specifically for plant breeding programs in the U.S. Midwest.3. Develop training population for genomic selection for hydroxycinnamic acids.4. Attend scientific meetings to ensure the most current analytical chemistry and genomics procedures are being employed.5. Provide research and educational opportunities for undergraduate students.
Project Methods
1. Laboratory, field, and computing facilities are available for this study. However, while a gas chromatograph - mass spectroscopy (GC-MS) system is available for use, this system must be updated and new columns must be purchased before it will be fully functional. The laboratory must also be organized so that it can handle multiple projects simultaneously. Initially, collaborators will meet quarterly to assess the progress toward the establishment of an efficient grain quality testing lab. Upon successful establishment, collaborators will meet annually to ensure the grain quality testing lab is continuing to meet the needs of the department or if adjustments are needed to better serve the needs of the department.2. Representative grain samples from 697 inbred lines which collectively exhibit a large proportion of the diversity in commercial maize germplasm will be harvested, cleaned, ground to a fine powder, and prepared for laboratory analysis. The samples will then be analyzed using the procedure outlined in Butts-Wilmsmeyer and Bohn (2016). Imputed genotype-by-sequence (GBS) data is available for download from www.panzea.org. The downloaded genotypic data and the collected phenotypic data will be used to develop genomic selection models for the selection of maize quality traits.3. Using the results generated from Objective 2and phenotypic data generated from testcrosses, individuals will be selected to create a genomic selection panel. This panel will then be used in conjunction with R software packages, such as GAPIT and rrBLUP, to build a genomic selection model for the prediction of hydroxycinnamic acid content of plants that have been genotyped but not phenotyped. Analogous procedures can be employed to build genomic selection models for other quality traits, as well.4. The personnel involved in this project will plan to attend at least one scientific meeting per year, including the International Plant and Animal Genome Conference (www.intlpag.org). Other scientific meetings may include the ASA, CSSA, and SSSA International meetings (https://acsmeetings.org) or the meetings hosted by the American Chemical Society (ACS).5. Research activities will be divided in such a way as to teach undergraduate students skill sets which will be helpful when applying for graduate school or future employment opportunities. Independent study projects will be created for the students upon request.

Progress 02/02/18 to 09/30/19

Outputs
Target Audience:This project providedpreliminary information for studying grain quality traits in maize. In doing so, this project produced information that is relevant to growers, to consumers, and to other plant scientists, particularly plant breeders. Changes/Problems:One major change that came to light during the planning of the experiment was that accurate genomic selection models for grain quality traits couldbe built using only the parental inbreds, without hybrid verification, simply due to the additive nature of the trait. Thus, hybrid data was not collected. Most of the problems that resulted from this research came in the form of delays, due to building renovationandpostponed equipment installation, and the departure of the PI before the end of the project period coupled with theinability of the institution to continue support, although this has been remedied bythe PI's other sources of research funding support. What opportunities for training and professional development has the project provided?The undergraduate student involved with this project has gained experience in the areas of phytochemical analysis, analytical chemistry, and field research design as a result of this project. She will also gain experience using statistical genomic tools to analyze this research data as part of an ongoing project. She is also planning to submit her research findings for presentation at the undergraduate research symposium and at the ASA-CSSA-SSSA Annual Meetings' undergraduate poster competition. Dr. Butts-Wilmsmeyer has gained additional experience with new statistical genomic methodologies and applications and will also have the ability to travel to the annual meetings and learn additional information related to novel statistical genomic modeling techniques this fall. How have the results been disseminated to communities of interest?The preliminary results have been shared through an oral presentation at the University of Illinois' Agronomy Day. Since this project served as a catalyst for the generation of preliminary results for subsequent research proposals, these data and the subsequent data that are generated from these data and grain resources will be analyzed, summarized, and presented in future peer-reviewed publications and conference proceedings. What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

Impacts
What was accomplished under these goals? This project was divided into three major components. The first of these components was the laboratory component of the study. This included the establishment of a grain quality testing facility that could serve as a departmental resource not only for this project but also for future collaborations (Goal 1), the adaptation of analytical protocols for phenotyping grain in that facility (Goal 2), and phenotyping grain samples for the construction of a genomic selection model for a highly quantitative grain quality trait (Goal 2). This project enabled the successful collection of preliminary data that could be used to (1) organize a research facility to improve its phenotyping throughput for grain quality and other analytical phytochemistry analyses and (2) secure funding for improved facilities. This included the organization of cold storage space, the organization of a wet-lab space, and the purchase of an ultra-high performance liquid chromatograph (UPLC) with autosampling technology. The second of these components was the field research and statistical design and analysis component of the study. Genotypically representative materials were planted, harvested, and properly stored in years 2017 and 2018. Two replications were planted during each year in an incomplete block design. These harvested samples, after being shelled and cleaned, were placed in cold storage facilities until phenotypic analysis (Goal 2) in the laboratory could be completed. To test a tangential question of the appropriate method by which to select a training population, two association mapping panels were used (Goal 3) in both 2017 and 2018. The first of these is the Goodman Association Mapping Panel (the Ames 282). The second of these is an association mapping panel that has been created by researchers at the University of Illinois to study drought tolerance and photosynthetic efficiency, but is comprised solely of ex-PVPs. To test the efficacy of each of these potential training populations, a set of 100 inbred ears, created from ex-PVP lines, has been provided for future analysis. The hypothesis of this future research analysis is that, although the Ames 282 panel is the "golden standard" for genomic studies, more representative mapping panels may provide more accurate results. To provide additional updates from the 2018 report, the genomic data that are needed for this project are currently being cleaned by another student as part of a different project. Additional information from our group of researchers at the University of Illinois and in the literature has continued to point to the sufficient predictive ability of genomic models built using only inbred information for phytochemical traits; thus, hybrids were not created or grown in this study. The third component of this project was the educational component. An undergraduate student was actively involved in the laboratory organization, adaptation of the phytochemical protocols, and phenotyping portions of this project (Goal 5). She completed an independent study in the area of phytonutrient variability in ex-PVP germplasm. Due to her exceptional performance during her involvement with this project, she is being heavily recruited to pursue graduate studies. What makes this even more exciting is that she was a community college student when she began working on this project, addressing one of the areas where NIFA is hoping to provide support to students. In addition to this form of educational experience, Dr. Butts-Wilmsmeyer will be seeking to increase her knowledge in areas relevant to this project by attending the ASA-CSSA-SSSA Annual Meetings in November 2019 (Goal 4). Although this goal will be completed after the final report for this project, the knowledge gained will help ensure the continuing research that was generated as a result of this project will be used to its fullest capacity.

Publications

  • Type: Conference Papers and Presentations Status: Accepted Year Published: 2019 Citation: Butts-Wilmsmeyer, C.J. 2019. Grain Quality: A Numbers Game. Agronomy Day. University of Illinois. Presentation.


Progress 02/02/18 to 09/30/18

Outputs
Target Audience: Nothing Reported Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?The undergraduate student involved with this project will shortly be learning the organizational aspects of field research and will, in the spring and/or summer of 2019, be involved with both laboratory and computational aspects of this project. How have the results been disseminated to communities of interest? Nothing Reported What do you plan to do during the next reporting period to accomplish the goals?All plant materials will have been harvested at that time. The second year of maize materials will be shelled, cleaned, and stored for phenotypic analysis. Following the completion of building construction, the remainder of the grain quality testing laboratory space will be organized. If construction is delayed too long, Dr. Butts-Wilmsmeyer will seek outfee-for-service alternatives for the phenotypic analyses required. Phenotyic analyses should have begun but probably will not be completed by the end of the next reporting period. Genotypic data will be collected in the immediate future, and all necessary genotypic files will be constructed. The undergraduate research student will begin her research project.

Impacts
What was accomplished under these goals? Accomplishments toward the completion of Goals 1, 2, and 5: The first year of genotypically representative materials were planted in May of 2017. Two replications were planted. Harvest of these materials was completed in November of 2017. Following drying to an appropriate moisture content representative of maize produced and marketed in the North American corn belt, these samples were moved to cold storage in Turner Hall onthe University of Illinoiscampus in Urbana. All materials were shelled, cleaned, inventoried, and stored in cold storage. This was completed in May of 2018. As part of this, cold storage space was cleaned and reorganized in a first step toward the completion of Goal 1. The second year of the same representative maize samples were planted in May of 2018. Two replications were planted. These materials should be ready for harvest by October 2018, depending upon the maturity group used. For the earlier maturity groups used, harvest is projected to begin in two to three weeks (September 22, 2018). Cold storage space has been located and organized for these samples. Storage and harvest supplies have been organized and ordered as need be. Toward these goals, an undergraduate student has been identified who is interested in completing a research project associated with this research. She is also interested in gaining experience working with genomic selection, so she will be working with Dr. Butts-Wilmsmeyer toward the completion of Goals 2 and 3 in the future. Near-future accomplishments and other points of note: Goals 1 and 2: Construction has delayed the organization of a grain quality testing facility other than the organization of cold storage space. This organization will be completed pending construction completion. If delays continue, Dr. Butts-Wilmsmeyer may seek fee-for-service alternatives to complete phenotyping. Goals 2 and 3: Dr. Butts-Wilmsmeyer will be working with the genotypic data required for this project during the completion of another, separate project. Genotypic data required for this project will be collected and stored for the development of a genomic selection model and a training population for the selection of hydroxycinnamic acids in maize breeding. Recent research has also come to light that this trait is highly additive (i.e. is controlled by additive gene action as opposed to dominance or epistatic gene action), and other research groups have had success with genomic selection using the inbred parents without the creation of test crosses. This will be investigated more thoroughly, but it suggests that genomic selection models may successfully be built using inbreds without the expensive creation of hybrid testcrosses and that testcrosses serve only as validation when resources permit. Current activities aimed at the accomplishment of research goals: Harvest of the second year of materials will begin by the end of September 2018. A second year of data is necessary in order to account for any genotype-by-environment interactions or other environmental fluctuations which may be influencing the parameter estimates of the restricted maximum likelihood analysis of variance model, and, ultimately, the best linear unbiased predictors (BLUPs) needed for the construction of a genomic selection model. The undergraduate student involved with this project is currently working with Dr. Butts-Wilmsmeyer to establish an undergraduate research project which she will be responsible for completing in conjunction with this research project.

Publications