Source: UNIVERSITY OF ILLINOIS submitted to NRP
DISCOVERY OF NOVEL REGULATORS AND GENES IN NITROGEN UTILIZATION PATHWAYS IN MAIZE
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
COMPLETE
Funding Source
Reporting Frequency
Annual
Accession No.
1009112
Grant No.
2016-67011-25167
Cumulative Award Amt.
$78,500.00
Proposal No.
2015-03469
Multistate No.
(N/A)
Project Start Date
Apr 1, 2016
Project End Date
Mar 31, 2018
Grant Year
2016
Program Code
[A7101]- AFRI Predoctoral Fellowships
Recipient Organization
UNIVERSITY OF ILLINOIS
2001 S. Lincoln Ave.
URBANA,IL 61801
Performing Department
Crop Sciences
Non Technical Summary
A critical strategy to ending world hunger, adapting to climate variability, and maintaining American competitiveness in agriculture is sustainable intensification: increasing crop yields while decreasing environmental and economic impacts. As America's leading crop where supplemental nitrogen is applied to nearly every acre, improving the efficiency of nitrogen utilization in maize is essential to sustainable intensification. Although a key target for improving maize response to nitrogen (N), relatively little is known about the gene regulatory systems that coordinate N remobilization from vegetative tissues to seeds. During this pre-doctoral fundamental research project, transcriptome profiling will be integrated with genetic analysis of the Illinois Long Term Selection Experiment populations to discover genes and expression patterns controlling N remobilization. Near isogenic line and mutants in candidate genes will be characterized in N responsive field sites to validate their utility in molecular breeding strategies to improve nitrogen utilization in maize and related crops. These research objectives directly address the NIFA AFRI Challenge Area of plant health and production and plant products and the Foundational Area of food security. Furthermore, in addition to strengthening my research training, I will develop teamwork and leadership skills through a business certification program, scientific writing workshops, undergraduate student mentoring, and presentations on crop genetics to 4-H and Extension audiences. This fellowship will strengthen the USDA research community by developing my technical and academic competence, developing a leader for the next generation of agricultural scientists.
Animal Health Component
50%
Research Effort Categories
Basic
50%
Applied
50%
Developmental
(N/A)
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
20115101080100%
Knowledge Area
201 - Plant Genome, Genetics, and Genetic Mechanisms;

Subject Of Investigation
1510 - Corn;

Field Of Science
1080 - Genetics;
Goals / Objectives
The overall goal for this project is to discover and characterize novel regulators and genes involved in nitrogen utilization efficiency, and I will accomplish this goal through three objectives.Objective 1 utilizes a candidate gene approach to understand the regulation of N metabolism by transcription factors in response to plant development and available soil nitrogen. Extensive phenotyping and expression profiling will be undertaken during the summers of 2015 and 2016 field seasons.Objective 2 is to identify alleles in the nitrogen network which change in response to selection by observing expression differences between IHP and ILP, and then linking expression differences to both allelic frequency changes in the ILTSE cycle populations and available SNP-trait association data from the Moose Lab.Objective 3: is to validate the role of asparagine cycling alleles in N utilization using near isogenic lines where both asparagine synthesis and turnover have been modulated in the IHP and ILP backgrounds.
Project Methods
EffortsOBJECTIVE 1: Understand the regulation of N metabolism by transcription factors:Genes involved in N metabolism are relatively well characterized; however, few genes have been identified which control the expression of these genes. Experiments in Arabidopsis have established a role for a basic leucine zipper (bZIP1) in regulating AS expression in synchronization with the circadian clock, (Gutierrez et al, 2008) and an expression variation in bZIP1-like genes is correlated with grain protein (Lucas, 2014). I obtained three Mutator transposon insertion maize lines in the putative bZIP1 ortholog from the Maize Co-Op and Mu-Illumina mutant collections (McCarty, 2005; Williams-Carrier, 2010). In addition, I obtained Mutator insertion lines for twenty additional candidate genes from the collections. I selected candidate regulatory genes based on their N response across the B73 developmental profile, coexpression with N metabolism enzymes such as asparaginase, and prediction function as transcription factors (Arp, in preparation).I selfed the original Mutator insertion stocks to generate homozygous mutant and wild-type sibling control lines, and these near-isogenic line pairs will be grown in the field in 2015 and 2016. The first year, with a team of two undergraduates, phenotypic data will be collected on the mutants in the N responsive field site in Urbana, IL. Analysis will include yield, grain N, plant N, grain oil, grain starch, kernel number, kernel weight, plant height, and amino acid profile. Kernel composition traits will be measured by near infrared reflectance on a Perten DA 7000. I will use high performance liquid chromatography (HPLC) to assay free amino acid concentration using a protocol adapted from Agilent (Seebauer et al, 2004; Woodward et al., 2007). Four individuals per line will undergo phenotypic analysis in the first year.Transcription factor mutants which confer a phenotypic change in mean between mutant and non-mutant sibling lines will be grown in the second year at the N responsive field site (Uribelarrea et al, 2007) with a larger number of replicates. Each mutant line will be grown in at least two low N and two high N plots, and five individuals per plot will undergo phenotypic analysis. The mutants will be sampled for RNAseq expression profiling to determine which genes are under control of that transcription factor using non-mutant sibling plants as controls. To avoid the potential pitfall of missing the window of transcription factor activity, a pilot study will be performed for multiple time points using qPCR to look for differential expression in a panel of N metabolism genes established by the Moose Lab (Church, 2008). RNA from the tissue and time with the strongest response for each mutant will be analyzed using an RNAseq pipeline with TopHat2, FeatureCounts, TMM normalization and EdgeR to determine differential gene expression. Genes which are different between the mutant and non-mutant controls are likely regulated (either directly or indirectly) by that transcription factor. As one example, differential expression of AS in the bZIP mutants would indicate this bZIP is the functional ortholog of the Arabidopsis bZIP1.OBJECTIVE 2: Identify alleles which respond to selection in ILTSE: an in silico approach:Expression profiling: N responsive genes will be identified for leaf and ear tissues from IHP and ILP using the analysis pipeline described in the Background for the B73 inbred.Allele fixation patterns: SNP profiles were generated for IHP and ILP in 2014 using the Elshire et al (2011) pipeline. Global SNP patterns have been identified including 3,061 SNPs which are fixed for different alleles in the divergent protein populations. Overlaps of these SNPs and N responsive genes are promising candidates for response to selection.Overlap of N responsive genes and existing GWAS and QTL: In addition to comparing N responsive gene expression and allele fixation, I will overlap existing genome wide association studies (GWAS) and quantitative trait loci (QTL) studies with the N responsive gene expression data. Populations of recombinant inbred lines derived from IHP and ILP were generated by the Moose Lab (Lucas, 2012), and GWAS and QTL analyses have associated genomic regions in IHP and ILP with phenotypes including grain protein, grain starch and plant N (Lucas, 2014).Design additional markers and associate with phenotype: Candidate genes which show an overlap between N responsive gene expression, allele frequency shifts and association with N utilization traits will be further explored using fine-mapping. I will design markers to these genes to attempt to refine QTL peaks. Marker-trait associations which are strengthened by the additional markers give more evidence the candidate gene is involved in nitrogen utilization.OBJECTIVE 3: Elucidate the role of ILTSE asparagine cycling alleles in N utilization: IHP hyperaccumulates asparagine to levels 2,000 times higher than ILP and has higher total concentration of free amino acids. I have been breeding near isogenic lines (NILs) to provide a definitive genetic test for the contribution of AS and ASNase alleles to the free amino acid and grain protein phenotypes of IHP and ILP. Tissue sampling will be performed at anthesis in summer 2015 and 2016, and amino acid analysis will be done using HPLC. Mature grain protein concentration will be measured as described in Objective 1. The NIL lines will also be genotyped for forward and background markers to quantify the contribution of alleles from the donor parent. Phenotypic profiles for NILs with the smallest introgressed region will be compared among the allele classes, leading to the highest confidence in the cis-effects of the two asparagine cycling genes. Lines with the smallest introgression are preferred to avoid a potential pitfall of overestimation of the genetic effect due to multiple introgressed genes.EvaluationResearch results will be evaluated at committee meetings each semester, at weekly lab meetings, and at the University of Illinois Crop Sciences Annual Graduate Student Progress Review.Results will also be disseminated as a poster or oral presentation at conferences including ELI Project Directors' Meeting, Plant and Animal Genome Conference, Danforth Center Fall Symposium, American Society of Plant Biologists, Illinois Corn Breeders' School, and Maize Genetics Conference.The results of research Objective 1 will be described in a paper "Characterization of a Nitrogen Response Regulatory Mutant," published in winter 2016. A publication describing the results of Objectives 2 and 3, "Genetic Response to Selection for Grain Protein," is expected in fall 2016.For career development, I will attend teaching and CareerSTART workshops each semester, and will earn the Graduate Teaching Certificate offered by the Center for Innovation in Teaching and Learning at the University of Illinois by April 2016. Milestones in my mentoring undergraduate students will be their participation at conferences and publication of their research in the University of Illinois i-ACES journal for undergraduate student research.

Progress 04/01/16 to 03/31/18

Outputs
Target Audience:The research accomplished within this project will contribute to the body of knowledge about plant nitrogen response and was disseminated to other scientists working in plant sciences at Plant and Animal Genome (PAG) and the Maize Genetics Conference. I plan to attend the Project Director's Meeting in Washington D.C. in August 2018. Changes/Problems:In May 2017, I graduated from University of Illinois at Urbana Champaign and deposited thesis: Discovery of Novel Regulators and Genes in Nitrogen Utilization Pathways in Maize. Upon graduation, I accepted a position at the Donald Danforth Plant Science Center as a postdoctoral associate advised by Dr. Thomas Brutnell and Dr. Douglas Allen, started May 2017. After the termination of Dr. Thomas Brutnell by the Danforth Center for sexual harassment, I am currently advised by Dr. Douglas Allen and Dr. Todd Mockler. Activity on this USDA research was completed on 5/15/2017, and remaining funds should be returned to the USDA by the University of Illinois at Urbana-Champaign. What opportunities for training and professional development has the project provided?Graduation from the University of Illinois at Urbana Champaign and deposit of thesis: Discovery of Novel Regulators and Genes in Nitrogen Utilization Pathways in Maize, May 2017. Accepted position at Donald Danforth Plant Science Center as a postdoctoral associate advised by Dr. Thomas Brutnell and Dr. Douglas Allen, started May 2017. Attendance at Plant and Animal Genome Conference, January 2017, 2018. Attendance and poster presentation at Maize Genetics Conference March 2017, 2018. Poster Award at both UIUC Pioneer Plant Sciences Symposium, September 2016 and UIUC Science and Spirits, October 2016. List of Teachers Ranked as Excellent by their Students: Spring 2016, Fall 2016 (Outstanding). A student I mentored, Kat Holan, presented at Maize Genetics Conference in spring 2016 and begangraduate studies at Iowa State University in the Fall of 2016. How have the results been disseminated to communities of interest?The results of each objective have been disseminated as posters at international conferences and a summary of all results will be presented at the Project Directors Meeting in August 2018. Objective 1:Characterization of a Tissue-Specific Knockout of zap1 (Maize Genetics Conference, St. Louis, MO. March 2017). Objective 2:Dynamic Changes in Nitrogen Utilization Genes from a Century of Selection for Grain Protein (Maize Genetics Conference, Jacksonville, FL. March 2016). Objective 3:Asparagine Cycling Alleles Strongly Impact Grain Protein Concentration (Danforth Center Fall Symposium: Genetics and Genomics of Crop Improvement, St. Louis, MO. September 2016). What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

Impacts
What was accomplished under these goals? Objective 1: From the nitrogen responsive genes and genes which were co-expressed with important nitrogen metabolism genes, eight candidate genes were selected for characterization of mutations resulting from Uniform Mu transposon insertion. The mutant plants were grown in the N-responsive nursery in 2016, and sampled for RNA during a developmental time where the native gene would be expected to be abundant, therefore giving the greatest possible transcriptome effect. Then, qPCR was performed to confirm knockout or knockdown of each mutant gene. Unfortunately, despite selecting transposon insertions in exon and promoter regions, most mutants did not decrease expression of the gene of interest. However, the zap1-mum1 mutant gave a tissue-specific knockdown of zap1 gene expression only in the leaf. The zap1 gene is closely related to APETALA1 from Arabidopsis, which has been well characterized for its role in floral organogenesis. Recent evidence has shown maize zap1 may also have a functional role in the leaf. The zap1-mum1 mutant line retained full gene expression in ear tissues, so no floral morphology defects were detected in these plants. To understand genes regulated by zap1 in vegetative tissues, RNAseq profiles were compared between the zap1-mum1 and wild-type, from leaves harvested at anthesis from plants grown with either deficient or sufficient amounts of N. 876 unique genes were differentially expressed in zap1-mum1 for any N treatment. Among the differentially expressed genes are a large number of transcription factors. The zap1-mum1 mutant showed upregulation of EREB, WRKY, and Myb transcription factors, while MYBR and MADS genes were less expressed in the mutant. In the leaf, zap1 may control expression of key transcription factors to control developmental processes. Key Outcomes: Unfortunately, most of the transposon insertion lines failed to decrease expression of the candidate genes. The zap1 gene showed decreased expression in leaves, and loss of zap1 expression resulted in differential expression of a suite of nitrogen-related transcription factors. These results were disseminated as a poster at the Maize Genetics Conference in St. Louis in March 2017. Objective 2: Begun in 1896, the Illinois Long Term Selection Experiment (ILTSE) is the longest running genetic experiment in higher plants, with more than 110 cycles of divergent recurrent selection producing known extremes for grain nitrogen (N) concentration. The ILTSE is a unique resource for maize functional genomics because of its genetic variation for N uptake, utilization, and growth response to N, each of which are influenced by many genes. Based on RNA sequencing of inbred lines derived from Illinois High Protein (IHP1) and Illinois Low Protein (ILP1), 7% of genes on average were differentially expressed in the leaf, earshoot or seeds. Additional candidate selected regions were identified by finding changes in the gene expression networks generated for IHP1 and ILP1. Similarly, only 5% of SNP loci were found to be fixed for different alleles between IHP and ILP populations after 65 cycles of selection. Meanwhile, surprisingly high levels of allelic diversity remained within these populations, even after 100 cycles of selection. Integration of expression differences between IHP1 and ILP1, N-responsive gene expression in one or both of these genotypes, and strong divergence of SNP allele frequencies by cycle 65 of IHP and ILP identified a small set of 10 genes that may contribute to N utilization. These and other candidate genes found to be important in the ILTSE population could be utilized to improve nitrogen use efficiency in breeding maize and other crops. Key Outcomes: Using three different approaches: differential expression between IHP1 and ILP1; nitrogen responsive gene expression; and divergent allele frequency between IHP and ILP, I identified a small set of candidate genes involved in selection for grain protein. Objective 3: The Illinois Long Term Selection Experiment (ILTSE) for grain protein concentration began in 1896 and over the course of 118 cycles has generated phenotypic extremes for grain protein and nitrogen use efficiency traits. Illinois High Protein (IHP) plants also distinctly hyperaccumulate the amino acid asparagine that functions in storage and transport of N in maize. In maize, asparagine concentration is modulated by two genes: asparagine synthetase and asparaginase. Previous work identified lesions in the promoters of both genes in IHP that appear to cause changes in expression and have been driven to fixation in the ILTSE populations. To test the role of these asparagine cycling alleles, near isogenic lines (NILs) were generated. Forward markers were used for selection, and background markers were determined on completed NILs using genotyping by sequencing. The NILs differed from the selection lines for grain protein as measured by near infrared reflectance and an fl2-RFP marker phenotype, which uses the red color to quantify expression of the maize storage protein, zein. For the IHP background, grain protein decreased by 0.6% protein and 1.1% protein with the addition of ILP alleles for Asparagine synthetase3 (As3) and Asparaginase (Asnase), respectively. Conversely, in the ILP background, grain protein increased by 0.4%, 0.9%, and 1.1% protein with the addition of asparagine synthetase3-IHP, asparaginase-IHP, or both. Free asparagine concentrations followed the same pattern of decrease in the IHP background and increase in the ILP background. In addition, the NILs were crossed to diverse inbred lines with varied allele combinations for As3 and Asnase. The hybrid lines were grown in the field in 2016 and phenotyped for grain protein and related characteristics. Among the hybrids, grain protein was most strongly affected by the parent from the asparagine cycling NIL rather than the alleles provided by the diverse parent. The effect of ILTSE alleles for asparagine cycling variants, and asparaginase in particular, was able to significantly alter grain protein concentration and related yield traits. However, removing the hyperaccumulation of asparagine was not able to account for all of the high protein phenotype in IHP--seeds still had over 21% grain protein--rather than a catastrophic decrease, so additional genes must play a role in determining the high protein phenotype in IHP. Key Outcomes: Near isogenic lines were developed and grown in the field in Urbana in summer 2016. Genotyping-by-sequencing was performed to identify the size of the introgressed regions, which ranged from less than 1Mb to 48Mb around asparagine synthetase and asparaginase. IHP-derived lines with introgressions of ILP alleles decreased in grain protein compared to IHP.ILP-derived lines where a single IHP allele was introgressed increased in grain protein. The introgression line with IHP alleles for both asparagine cycling alleles showed the largest increasein grain protein.

Publications


    Progress 04/01/16 to 03/31/17

    Outputs
    Target Audience:The research accomplished within this project will contribute to the body of knowledge about plant nitrogen response and was disseminated to other scientists working in plant sciences at Plant and Animal Genome (PAG), the Danforth Center Fall Symposium, the University of Illinois Corn Breeders' School, and the Maize Genetics Conference. The course I taught in Spring and Fall 2016, Horticulture 105 - Vegetable Gardening, is an introductory course for non-majors and predominantly attracts upperclassmen from outside the biological sciences. Additionally, I mentored undergraduates in the Moose Lab. In particular, I worked closely with Kat Holan to complete a transcriptome project which she presented at the Maize Genetics Conference. During this year, she has graduated and is a graduate student at Iowa State University. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?Attendance at Plant and Animal Genome Conference, January 2017. Attendance and poster presentation at additional conferences: Danforth Center Fall Symposium, Illinois Corn Breeders' School, and Maize Genetics Conference. Poster Award at both UIUC Pioneer Plant Sciences Symposium, September 2016 and UIUC Science and Spirits, October 2016. List of Teachers Ranked as Excellent by their Students: Spring 2016 and Fall 2016. A student I mentored, Kat Holan, presented at Maize Genetics Conference in spring 2016 and begangraduate studies at Iowa State University in the fall of 2016. Continued mentoring to improve my teaching skills, and I was observed teaching both a lecture and laboratory section of Hort105 in fall 2016. How have the results been disseminated to communities of interest?The results of each objective have been disseminated as posters at international conferences. Objective 1: Characterization of a Tissue-Specific Knockout of zap1 (Maize Genetics Conference, St. Louis, MissouriMarch 2017). Objective 2: Dynamic Changes in Nitrogen Utilization Genes from a Century of Selection for Grain Protein (Maize Genetics Conference, Jacksonville, Florida March 2016). Objective 3: Asparagine Cycling Alleles Strongly Impact Grain Protein Concentration (Danforth Center Fall Symposium: Genetics and Genomics of Crop Improvement, St. Louis, Missouri September 2016). What do you plan to do during the next reporting period to accomplish the goals?Dr. Moose and I will work closely to finalize the manuscripts for the results of each objective. The results will be disseminated in peer-reviewed journals. Additionally, I expect to graduate during the next year; my dissertation is written and revisions are in progress.

    Impacts
    What was accomplished under these goals? Objective 1: Grew eight mutant lines in the N responsive nursery in Urbana, Illinois during summer 2016. Phenotypic data was taken throughout the growing season and at harvest. RNA was sampled from individual plants and mutant gene expression was determined using qPCR. Seven of the eight mutants were found to retain full gene expression. One mutant, zap1, was knocked out in the leaf tissue only. RNA was sampled from the zap1 mutant, and the effects of the loss of zap1 gene expression on the transcriptome was assessed using RNAseq. In total, the expression of 875 genes was affected in the mutant, and the differentially expressed genes were enriched for regulatory genes, including additional MADS-box genes and other transcription factors. Objective 2: Found 6,701 genes were differentially expressed between IHP and ILP genotypes at any point in leaf or ear development. On average, 2,100 genes were differentially expressed at any point in development. 2,018 genes were responsive to field nitrogen fertilization in IHP. In any one leaf or ear sample, about 500 genes showed an N response. 3,716 genes were gene expression network hubs. About 1/3 of those genes were shared between the IHP gene expression network and the ILP gene expression network. Additionally, a comparison of the genomes of IHP and ILP plants from cycle 65 of selection found 3,060 SNPs where the two populations were each fixed for a different allele. Those SNPs were found in 1,716 genes. In total, ten genes were identified by all four methods. Although four were unannotated, the remaining six genes are good candidates for regulation of phenotypic differences between IHP and ILP. Objective 3: Near isogenic lines were developed and grown in the field in Urbana in summer 2016. Genotyping-by-sequencing was performed to identify the size of the introgressed regions, which ranged from less than 1Mb to 48Mb around asparagine synthetase and asparaginase. IHP-derived lines with introgressions of ILP alleles decreased in grain protein compared to IHP. ILP-derived lines where a single IHP allele was introgressed increased in grain protein. The introgression line with IHP alleles for both asparagine cycling alleles showed the largest increase in grain protein.

    Publications