Source: UNIVERSITY OF ILLINOIS submitted to NRP
MINING ANCIENT GENOMES FOR MECHANISMS TO IMPROVE NUTRIENT RETENTION IN MAIZE AGROECOSYSTEMS
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
ACTIVE
Funding Source
Reporting Frequency
Annual
Accession No.
1023178
Grant No.
2020-67019-31955
Cumulative Award Amt.
$749,987.00
Proposal No.
2019-08231
Multistate No.
(N/A)
Project Start Date
Sep 1, 2020
Project End Date
Aug 31, 2025
Grant Year
2020
Program Code
[A1402]- Agricultural Microbiomes in Plant Systems and Natural Resources
Recipient Organization
UNIVERSITY OF ILLINOIS
2001 S. Lincoln Ave.
URBANA,IL 61801
Performing Department
Natl. Resources and Env. Sci.
Non Technical Summary
This project is investigating traits for sustainability that may have been lost as maize was domesticated from teosinte and further improved for modern agriculture. We hypothesize that older lines of maize interacted with soil microbes in ways that helped the plant acquire nitrogen. Recovering these traits and incorporating them into modern maize could allow reduction of fertilizer added to corn crops and reduce the loss of nitrogen fertilizer from the fields, potentially reducing nutrient pollution of waterways. In this project, we will discover the teosinte genes that confer traits for suppressing undesirable microbial activities, and also characterize the root exudate chemistry that is responsible for these plant traits. Determining the genetic and biochemical basis by which the plant can alter microbial activities will allow us to improve the sustainability of modern maize.
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
10215101080100%
Knowledge Area
102 - Soil, Plant, Water, Nutrient Relationships;

Subject Of Investigation
1510 - Corn;

Field Of Science
1080 - Genetics;
Goals / Objectives
Our overall objective is to identify the genomic and biochemical mechanisms by which pre-domestication maize influences the rhizosphere microbiome and its functions, enabling future germplasm improvement, and to determine the impact of altered rhizosphere nitrogen cycling functions on nutrient retention in agroecosystems. Using a combination of microbiome sequencing, stable isotope techniques for measuring N cycling process rates, and maize quantitative genetics, our interdisciplinary team will compare rhizosphere microbiome assembly different among maize genotypes and relate to ecosystem nutrient retention, determine the plant genomic region(s) responsible for recruitment of distinct microbial assemblages and the inhibition of nitrification and denitrification observed in older maize lineages, and identify the mechanisms for biological nitrification inhibition and biological denitrification inhibition observed in pre-domestication maize lineages.Determining the genetic and biochemical basis for directing microbiome functions will allow introgression of sustainability traits into modern maize germplasm.
Project Methods
We will use genotype-by-sequencing to conduct genetic analyses and develop high-resolution mapping populations for each of the five NILs previously associated with inhibition of nitrification and denitrification. Up to twenty F2:3 families developed during this work will be valuated in a greenhouse study comparing potential nitrification and denitrification rates and microbiome assemblages using 15N tracer and pool dilution techniques to measure gross mineralization, gross nitrification, and denitrification rates; stable isotope analysis of ammonium, nitrate, N2O, and dinitogen (N2); and Illumina sequencing and qPCR with the Fluidigm multiplexing platform to sequence and quantify gene copies and transcripts for nitrification and denitrification functional genes for microbiome analysis.Inhibition of nitrification and denitrification will be determined by examining the ability of harvested root exudates to inhibit nitrification by Nitrosomonas and denitrification by Pseudomonas in vitro. Compounds recovered as exudates will be analyzed by both LC-MS and GC-MS to identify compounds potentially involved in inhibition of microbial activities. Plant exudate metabolic profiles will be related to rhizosphere microbiome metagenomic and transcriptomic sequencing data to further characterize the mechanism by which plant exudates are influencing the function of the rhizosphere microbiome.Weighted Gene Correlation Network Analysis and matrix eQTL will be used to identify microbial taxa that are co-correlated. These microbial modules will then be regressed against genomic features to identify groupings of taxa that respond to introgressed pre-domestication alleles. Matrix eQTL will be used to regress single microbial OTUs to single maize genetic loci to identify pre-domestication loci that are correlated with recruitment of specific microbial taxa. These teosinte loci are candidates for identifying the mechanism by which recruitment and function of the microbiome has been altered through the process of domestication and crop selection. We will predict the function of microbial taxa that respond to the introgressed pre-domestication loci. This will generate hypotheses about microbiome functions that are enriched by the pre-domestication alleles in the host, and can be validated through our metagenomic and metatranscriptomic analysis.

Progress 09/01/23 to 08/31/24

Outputs
Target Audience: Our efforts informed plant microbiome researchers, maize genetics researcher, andcrop scientists. Blog posts, media reports, talks to stakeholder groups, and college news articles amplified the impact to the broader agricultural sciences community (including stakeholders and producers) in Illinois. Changes/Problems: We had a turnover in postdoctoral researchers associated with this project, which slowed progress on Objectives 2 and 3. We now have additional personnel associated with these objectives. What opportunities for training and professional development has the project provided? Training has been provided for two postdoctoral researchers, 3 graduate students, and 3research scientists in these areas: plant breeding, measurement of N cycling processes using isotopic methods, microbiome analyses, and maize genotyping. Fiveundergraduate researchers were trained in field and greenhouse activities, nitrogen cycling activity assays, and DNA extraction. How have the results been disseminated to communities of interest? Research products have been (and will be) communicated to farmers and shareholders through conferencessuch asthe Maize Genetics Conference, and inivited seminars at NC State University and ND State University, and a plenary talk at the University of Nebraska Plant Sciences Retreat. In addition,meetings with the Illinois Nutrient Research and Education Council, and magazine articles, other conferences (ESA, PAG), and websites. What do you plan to do during the next reporting period to accomplish the goals? We experienced a delay in progress for objective 2, but we recruited new personnel for this objective and during this reporting period, wehave finished phenotyping and genotyping the BNIbackcrosses mentioned above. We are creating additional recombinants to further narrow down the genetic regions for BNI, and have submitted samples for transcriptomics analysis to identify differentially expressed genes. We are pursuing a similar process for BDI.From this data, we should be able to determine which genes are directly involved in the suppression of nitrification and denitrification. Based on the literature on BNI and BDI, we anticipate that these genes will be related to the production of some metabolite that directly inhibits the enzymatic machinery of nitrification and denitrification. Once we have this information we will follow up by using metabolomics to determine this compound in the root exudates and determine its inhibitory effects in soil and in microbial cultures. We will also publish results characterizing changes in microbial communities in response to teosinte genes that confer BNI and BDI traits. Based on the one known pathway for BDI (procyanidin), we have initiated a collaboration with a researcher who is an expert in maize secondary metabolites, and another collaborator with expertise in spatial metabolomics.

Impacts
What was accomplished under these goals? Objective 1: To evaluate ecosystem nutrient retention, we employed isotope pool dilutions to measure N transformation rates, resin lysimeters to evaluate nitrogen leaching, KCl extractions to measure inorganic N pools, and enzyme assays to measurepotential rates of N transformations. While many of these are still ongoing, some preliminary findings from pool dilutions suggest that BNI NILs maintain higher levels of mineralization in their rhizosphere, accompanied by suppressed nitrification. This combination of increased mineralization with nitrification inhibition could explain the higher levels of NH4+ we observe in the maize rhizosphere. Lysimeter data will allow us to determine if this shifting in the N-cycle to ammonium-dominated interactions result in limited leaching of nitrate. The BNI NILs display different patterns of nitrogen accumulation, suggesting there may be multiple mechanisms by which nitrification inhibition might be accomplished. Objective 2: We have genotyped these NILs using KASP-like (competitive allele-specific PCR) to further track genetic changes after recombination events and backcrossing. With this KASP genotyping system, we developed two allele panels (one for BNI and one for BDI). With these panels, we developed BC2 populations, genotyped these lines as seedlings, and selectively propagated lines NILs with small introgressions of our key allelic regions. Around 92 lines new lines were developed for our BNI lines. Seed for these lines was increased for phenotyping, which is under way using greenhouse studies. We are characterizing these lines based on N leaching and nitrification inhibition.A similar process will be followed to map the denitrification inhibition loci. Objective 3: From a metabolomic survey we performed on our BNI NILs, we identified several enriched metabolites shared across both of the BNI NILs. Mechanistically, we anticipated that these metabolites could perhaps be the active molecules in the suppression of nitrification. To test this, we developed a modified nitrification assay where we added potential nitrification- inhibiting metabolites to soils. From the suite of compounds, we found that 3-(Methylthio)Propylamine (enriched in the roots of both BNI NIL lines) has similar BNI capacity to a known BNI molecule (positive control - MHPP). We are still attempting to determine genes involved in the production of (Methylthio)Propylamine in our NIL regions. We are refining the modified nitrification assay for testing of root exudates and other metabolites.

Publications

  • Type: Peer Reviewed Journal Articles Status: Published Year Published: 2024 Citation: Ghotbi,M., M. Ghotbi, Y. Kuzyakov, W.R. Horwath. (2025) Management and rhizosphere microbial associations modulate genetic-driven nitrogen fate. Agriculture, Ecosystems & Environment 378: 109308. https://doi.org/10.1016/j.agee.2024.109308
  • Type: Peer Reviewed Journal Articles Status: Published Year Published: 2024 Citation: Favela, A., Bohn, M.O. & Kent, A.D. Genetic variation in Zea mays influences microbial nitrification and denitrification in conventional agroecosystems. Plant Soil (2024). https://doi.org/10.1007/s11104-024-06720-9


Progress 09/01/22 to 08/31/23

Outputs
Target Audience: Our efforts informed plant microbiome researchers and crop scientists. Blog posts, media reports, and college news articles amplified the impact to the broader agricultural sciences community (including stakeholders and producers) in Illinois. Changes/Problems:We had a turnover in postdoctoral researchers associated with this project, which slowed progress on Objectives 2 and 3. We now have additional personnel associated with these objectives. What opportunities for training and professional development has the project provided? Training has been provided for two postdoctoral researchers, 3graduate students, and a research scientist in these areas: plant breeding, measurement of N cycling processes using isotopic methods, microbiome analyses, and maize genotyping. Four undergraduate researchers were trained in field and greenhouse activities, nitrogen cycling activity assays, and DNA extraction. How have the results been disseminated to communities of interest? Research products have been (and will be) communicated to farmers and shareholders through conferences such as Illinois Corn Breeder School, the Maize Genetics Conference, Copenhagen Biosciences Cluster Plant Microbiome Conference, meetings with the Illinois Nutrient Research and Education Council, and magazine articles (i.e. Scientia, College of ACES magazine), invited seminars, and websites. What do you plan to do during the next reporting period to accomplish the goals?We experienced a delay in progress for objective 2, but we have recruited new personnel for this objective and duringthe next reporting period, we expect to have finished phenotyping and genotyping generated backcrosses mentioned above. From this data, we should be able to determine which genes are directly involved in the suppression of nitrification and denitrification. Based on the literature on BNI and BDI, we anticipate that these genes will be related to the production of some metabolite that directly inhibits the enzymatic machinery of nitrification and denitrification. Once we have this information we will follow up by using metabolomics to determine this compound in the root exudates and determine its inhibitory effects in soil and in microbial cultures. We will also publish resultscharacterizingchanges in microbial communities in response to teosinte genes that confer BNI and BDI traits.

Impacts
What was accomplished under these goals? Objective 1:To evaluate ecosystem nutrient retention, we employed isotope pool dilutions to measure N transformation rates, resin lysimeters to evaluate nitrogen leaching, KCl extractions to measure inorganic N pools, and enzyme assays tomeasure potential rates of N transformations. While many of these are still ongoing, some preliminary findings from pool dilutions suggest that BNI NILs maintain higher levels of mineralization in their rhizosphere, accompanied by suppressed nitrification.This combination of increased mineralization with nitrification inhibition could explain the higher levels of NH4+we observe in the maize rhizosphere. Lysimeter data from 2022/2023 will allow us to determine if this shifting in the N-cycle to ammonium-dominated interactions result in limited leaching of nitrate. The BNI NILs display different patterns of nitrogen accumulation, suggesting there may be multiple mechanisms by which nitrification inhibition might be accomplished. Objective 2:We have genotyped these NILs using KASP-like (competitive allele-specific PCR) to further track genetic changes after recombination events and backcrossing. With this KASP genotyping system, we developed two allele panels (one for BNI and one for BDI). With these panels, we developed BC2 populations, genotyped these lines as seedlings, and selectively propagated lines NILs with small introgressions of our key allelic regions. Around 92 lines new lines were developed for our BNI lines. Seed for theselines was increased for phenotyping, which is under way. A similar process will be followed to map the denitrification inhibition loci. Objective 3:From a metabolomic survey we performed on our BNI NILs, we identified several enriched metabolites shared across both of the BNI NILs. Mechanistically, we anticipated that these metabolites could perhaps be the active molecules in the suppression of nitrification. To test this, we developed a modified nitrification assay where we added potential nitrification-inhibiting metabolites to soils. From the suite of compounds, we found that 3-(Methylthio)Propylamine (enriched in the roots of both BNI NIL lines) has similar BNI capacity to a known BNI molecule (positive control - MHPP). We are still attempting to determine genes involved in the production of (Methylthio)Propylamine in our NIL regions. We are refining the modified nitrification assay for testing of root exudates and other metabolites.?

Publications

  • Type: Journal Articles Status: Under Review Year Published: 2024 Citation: Favela, A., M.O. Bohn, and A.D. Kent. 2024. Genetic variation exists within Zea mays to alter unsustainable nitrogen cycling microbiome function. Plant Soil. Manuscript Submitted.
  • Type: Journal Articles Status: Published Year Published: 2023 Citation: Favela, A., Bohn, M. O., Kent, A. D. (2023). Application of plant extended phenotypes to manage the agricultural microbiome belowground. Front. Microbiomes 2. doi: 10.3389/frmbi.2023.1157681


Progress 09/01/21 to 08/31/22

Outputs
Target Audience: Our efforts informed plant microbiome researchers and crop scientists. Blog posts, media reports, and college news articles amplified the impact to the broader agricultural sciences community (including stakeholders and producers) in Illinois. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided? Training has been provided for two postdoctoral researchers, a graduate student,and a research scientistin these areas:plant breeding,measurement of N cycling processes using isotopic methods, microbiome analyses, and maize genotyping. Four undergraduate researchers were trained in field and greenhouse activities, nitrogen cycling activity assays, and DNA extraction. How have the results been disseminated to communities of interest? Research products have been (and will be) communicated to farmers and shareholders through conferences such as Illinois Corn Breeder School, the Maize Genetics Conference, Copenhagen Biosciences Cluster Plant Microbiome Conference,meetings with the Illinois Nutrient Research and Education Council, and magazine articles (i.e. Scientia, College of ACES magazine) and websites. What do you plan to do during the next reporting period to accomplish the goals? During the next reporting period, we expect to have finished phenotyping and genotyping generated backcrosses mentioned above. From this data, we should be able to determine which genes are directly involved in the suppression of nitrification and denitrification. Based on the literature on BNI and BDI, we anticipate that these genes will be related to the production of some metabolite that directly inhibits the enzymatic machinery of nitrification and denitrification. Once we have this information we will follow up by using metabolomics to determine this compound in the root exudates and determine its inhibitory effects in soil and in microbial cultures. We will also characterize changes in microbial communities in response to teosinte genes that confer BNI and BDI traits.

Impacts
What was accomplished under these goals? Objective 1: To evaluate ecosystem nutrient retention, we employed isotope pool dilutions to measure N transformation rates, resin lysimeters to evaluate nitrogen leaching, KCl extractions to measure inorganic N pools, and enzyme assays to measure potential rates of N transformations. While many of these are still ongoing, some preliminary findings from pool dilutions suggest that BNI NILs maintain higher levels of mineralization in their rhizosphere, accompanied by suppressed nitrification. This combination of increased mineralization with nitrification inhibition could explain the higher levels of NH4+we are finding in the maize rhizosphere. Lysimeter data from 2022/2023 will allow us to determine if this shifting in the N-cycle to ammonium-dominated interactions result in limited leaching of nitrate. Objective 2: We have genotyped these NILs using KASP-like (competitive allele-specific PCR) to further track genetic changes after recombination events and backcrossing. With this KASP genotyping system, we developed two allele panels (one for BNI and one for BDI). With these panels, we developed BC2 populations, genotyped these lines as seedlings, and selectively propagated lines NILs with small introgressions of our key allelic regions. Around 35 lines new lines were developed for our BNI lines. These lines are currently in a winter nursery for seed production. Objective 3: From a previous metabolomic survey we performed on our BNI NILs, we identified several enriched metabolites shared across both of the BNI NILs. Mechanistically, we anticipated that these metabolites could perhaps be the active molecules in the suppression of nitrification. To test this, we developed a modified nitrification assay where we added potential nitrification-inhibiting metabolites to soils. From the suite of compounds, we found that 3-(Methylthio)Propylamine (enriched in the roots of both BNI NIL lines) has similar BNI capacity to a known BNI molecule (positive control - MHPP). We are still attempting to determine genes involved in the production of (Methylthio)Propylamine in our NIL regions.

Publications

  • Type: Journal Articles Status: Published Year Published: 2022 Citation: Favela, A., M.O. Bohn, and A.D. Kent. 2022. N-Cycling Microbiome Recruitment Differences Between Modern and Wild Zea mays. Phytobiomes Journal. 6(2): 2471-2906. https://doi.org/10.1094/PBIOMES-08-21-0049-R.
  • Type: Journal Articles Status: Under Review Year Published: 2023 Citation: Favela, A., M.O. Bohn, and A.D. Kent. 2023. Genetic variation exists within Zea mays to alter unsustainable nitrogen cycling microbiome function. Soil Biology and Biochemistry, Manuscript Submitted.


Progress 09/01/20 to 08/31/21

Outputs
Target Audience:Our efforts informed plant microbiome researchers andcrop scientists. Blog posts, media reports, andcollege news articles amplified the impact to the broader agricultural sciences community (inclduing stakeholders andproducers) in Illinois. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?Training has been provided for a postdoctoral reseacher and a research scientist in plant breeding and measurement of N cycling processes using isotopic methods.Three undergraduate researchers were trained in field and greenhouse activities, nitrogen cycling activity assays, and DNA extraction. How have the results been disseminated to communities of interest?Research products have/will be communicated to farmers and shareholders through conferences such as Illinois Corn Breeder School, Meetings with the Illinois Nutrient Research and Education Council, and magazine articles (i.e. Scientia, College of ACES magazine). What do you plan to do during the next reporting period to accomplish the goals?During the next reporting period, we expect to have finished phenotyping and genotyping generated backcrosses mentioned above. From this data we should be able to determine which genes are directly involved in the suppression of nitrification and denitrification. Based on the literature on BNI and BDI, we anticipate that these genes will be related to the production of some metabolite that directly inhibits the enzymatic machinery of these nitrification and denitrification. Once we have this information we will follow up by using metabolomics to determine this compound in the root exudates and determine its inhibitory effects in soil and in microbial cultures.

Impacts
What was accomplished under these goals? A number of goals were achieved that will enable us to determine the genetic and biochemical basis of our microbiome sustainability traits. First, we carried out additional backcrosses of our biological nitrification inhibition (BNI) and biological denitrification inhibition (BDI) locus. These backcrosses ( BNI-BC2 F3, BDI-BC1 F2) will allow us to create segregating populations within our loci of interest with/without our sustainability phenotypes. Currently, we are phenotyping and genotyping these crosses (generated in the summer of 2021) in the greenhouse to further narrow down our genetic region of interest to identify potential genetic mechanisms. Furthermore, to accomplish this we have begun to develop high throughput 96-well plate potential nitrification inhibition assay and potential denitrification assay. This will allow us to phenotype larger numbers of plant genotypes generated from crosses. These activities are synergistically to develop novel methods that will allow for practical ways of breeding for plant microbiome function.

Publications

  • Type: Theses/Dissertations Status: Accepted Year Published: 2021 Citation: Favela, A. 2021. Understanding Zea Mays genetic influence on the structure and function of the rhizosphere microbiome. (Accepted).
  • Type: Websites Status: Published Year Published: 2021 Citation: Favela, A. 2021. Have we unknowingly altered the maize microbiome interaction? https://microbiologycommunity.nature.com/posts/have-we-unknowingly-altered-the-maize-microbiome-interaction.