Source: COLORADO STATE UNIVERSITY submitted to NRP
INVESTIGATING THE RELATIONSHIP BETWEEN COVER CROP SPECIES DIVERSITY, THE COMPOSITION AND FUNCTION OF THE SOIL MICROBIOME, AND SOIL HEALTH.
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
COMPLETE
Funding Source
Reporting Frequency
Annual
Accession No.
1026192
Grant No.
2021-67019-34814
Cumulative Award Amt.
$740,000.00
Proposal No.
2020-07195
Multistate No.
(N/A)
Project Start Date
May 1, 2021
Project End Date
Apr 30, 2025
Grant Year
2021
Program Code
[A1402]- Agricultural Microbiomes in Plant Systems and Natural Resources
Recipient Organization
COLORADO STATE UNIVERSITY
(N/A)
FORT COLLINS,CO 80523
Performing Department
Horticulture & Landscape Archi
Non Technical Summary
The use of cover crops is widely recommended as a strategy to improve soil health between and during crop cycles. However, while there is substantial evidence that supports the use of cover crops as a means to improve soil health there remains a knowledge gap in our understanding of how different cover crop species shape soil microbiomes and in turn, how the soil microbiome influences desired functions related to soil health. Previous research by our team and others has demonstrated that the composition and diversity of the soil microbial community can be influenced by the presence of specific carbon-based molecules, secondary metabolites, and signaling chemicals that enter the soil through root exudation. Furthermore, we know that there can be significant differences in root exudate composition between plant species. Hence, there is an opportunity to exploit the use of different cover crop species as a means to alter the soil microbiome for desired function via root exudation. The objective of this research is to evaluate the relationship between the root exudate composition of different cover crop species, observable alterations in the microbiome composition and diversity, and desired soil functions. In addition, we will evaluate the extent to which shifts in soil microbial composition persist into the following cash crop. Improving our understanding of these relationships will provide fundamental knowledge that can be applied to selecting and potentially breeding cover crops to achieve desired soil health benefits and improve overall agroecosystem productivity.
Animal Health Component
20%
Research Effort Categories
Basic
80%
Applied
20%
Developmental
(N/A)
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
10201101060100%
Knowledge Area
102 - Soil, Plant, Water, Nutrient Relationships;

Subject Of Investigation
0110 - Soil;

Field Of Science
1060 - Biology (whole systems);
Goals / Objectives
The overall objective of this project is to characterize the molecular relationship between cover crop species diversity, the composition and function of the soil microbiome, and agricultural soil health. We hypothesize that: (1) there is significant variation in exudate composition between different cover crop species relevant to US agriculture; (2) species specific plant exudate effects will lead to variation in microbial community function; and (3) these changes in the soil microbiome directly and indirectly influence soil health. These hypotheses will be tested using a combination of laboratory and field experiments as outlined in the following objectives:Objective 1. The root exudate profiles from model cover crop species will be characterized in tractable hydroponic and greenhouse systems.Objective 2. The membership, metabolic capabilities, and function of microbial communities responding to root exudates will be deciphered in laboratory microcosms.Objective 3. The direct and legacy effect of cover crop species on soil health and microbial membership will be quantified in an agricultural field.
Project Methods
Objective 1:Exudates will be generated using established hydroponic protocols (unpublished) in the Prenni laboratory. Freeze dried exudates will be analyzed by (1) non-targeted reverse-phase ultra-performance liquid chromatography mass spectrometry (UPLC-MS) (2) non-targeted gas chromatography mass spectrometry (GC-MS), and (3) targeted reverse phase UPLC-MS (using selected reaction monitoring) for phytohormones. This suite of analytical measurements will enable detection of a broad range of chemical classes known to be present in root exudates. Non-targeted UPLC-MS and GC-MS data sets will be processed using an established workflow.Statistical analysis and multivariate modeling will focus on the identification of metabolites that are differentially enriched between and within cover crop species.Objective 2:In triplicate, aerobic laboratory scale soil microcosms will be stimulated with cover crop derived exudates.Root exudates will "feed" soil microcosm communities in pulse concentrations (every other day or based on changing biomass (cell counts) or respiration). Soil physicochemical parameters like dissolved organic carbon and nitrogen, CO2/CH4/N2O emission, and pH can be readily measured in the Wrighton lab and will be monitored temporally and paired to exometabolite and microbial community composition changes. Exometabolite samples (metabolites secreted or consumed by microbes in soil slurry) will be extracted and analyzed using non-targeted metabolic profiling and targeted UPLC-MS/MS analysis for phytohormones.Statistical analysis will focus on the identification of significant changes between the killed and active microcosms which will inform on metabolites that were released by the microbes. Furthermore, statistical comparison of metabolites released by communities fed with exudates from the different cover crop species will enable discovery and further investigation of compounds that may be important in mechanisms of soil health improvement.Soil slurry samples will be collected and preserved for DNA and RNA extraction. 16S rRNA amplicon sequencing using Bacterial and Archaeal V4 primers will identify temporal succession of microbial communities under different exudate chemical regimes, as well as the heterogeneity within replicates.2-3 time points over the 20-day experiment will be selected for metagenome (and potentially metatranscriptome) Illumina sequencing. These genomes will be de-replicated to include the best genomic representative of nearly identical strains to result in a unique cover crop-exudate metagenome assembled genome (MAG) database. We will profile samples for changes in pathways relating to carbon, nitrogen, phosphorus cycling, but also hope to reveal currently unknown pathwayenrichment patterns that may be correlated to other soil health characteristics. To support these sequencing data, we will perform paired soil enzyme assays to broadly profile enzymatic capabilities associated with carbon and nitrogen cycling (methods in Obj3).Objective 3:We will establish 5 replicate plots for either the non-planted control treatment or each of the 6 cover crop species (utilized in Objs1 and 2) using a randomized complete block design. Cover crops will be planted by September of year 2.The no cover crop control plot will be maintained weed-free through a combination of hand weeding and non-residual herbicide use to avoid soil disturbance. Cover crops will be terminated by May of year 3 using a non-residual herbicide to avoid tillage effects on soil health measurements. Corn will be planted by mid-May following cover crop termination.From each plot, bulk soil will be collected (April, year 3) prior to cover crop termination and again at the onset of corn reproduction (July, year 3). Bulk soil samples from 0-5cm and 5-15cm depths will be collected from each treatment plot. Additionally, we will collect rhizosphere soils from cover crop plots prior to termination. From cover crop and cash crop soils paired analyses for soil chemistry, soil enzymes, and microbial community amplicon sequencing (n=170 samples) will be performed, while targeted metabolite analysis will be performed on the composite rhizosphere samples (n=30). At cover crop termination and physiological maturity of corn we will collect plant samples. Aboveground cover crop biomass will be collected from two 0.25 m2 quadrats within each plot, dried at 55 degrees C, and weighed. Corn total aboveground biomass will be collected from 2m row length of each of the two center rows in each plot. Grain will be separated from stalks and cobs, dried at 55 degrees C, weighed. Dried biomass will be ground and analyzed for total C, N, and P content.

Progress 05/01/23 to 04/30/24

Outputs
Target Audience:Research community Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?One PhD student (Valerie Seitz) and one MS student (Arsen Yerlan) successfully completed their degree programs during the course of this project. They both received funded from this award and their theses are a direct outcome of this project. How have the results been disseminated to communities of interest?Schipanski, M. Soil health: Lessons learned from the higher and drier Central Great Plains. University of Nebraska Soil Health Meeting--Keynote address, Hastings, NE. January 29, 2025. What do you plan to do during the next reporting period to accomplish the goals?This project is complete.

Impacts
What was accomplished under these goals? Objective 1. This objective has been completed and the results have been published. Objective 2: The results from Obj 1 informed the choice of 4 cover crop species from which exudates were collected and used to "feed" laboratory scale microcosms. This experiment has been completed and the results have been published. Objective 3. We completed the short-term field experiment evaluating four different cover crop species (Secale cereale, Vicia villosa, Brassica napus, and Sorghum bicolor) and a fallow control grown from August 2022 to May 2023. Maize was then planted in all plots and subsequently harvested in fall 2023. Soil samples collected at cover crop termination and peak maize biomass were analyzed for soil extracellular enzymes, organic carbon, nitrogen, soil aggregate stability, and microbial community metrics. Prior to cover crop termination, Secale cereale (rye) and Brassica napus increased aggregate stability and nitrogen-cycling enzyme activity, respectively, relative to other treatments. The cover crop treatment effects only persisted for rye into the following corn crop via increased carbon and phosphorus cycling enzyme activity. We identified key correlations between microbial community metrics and soil enzyme activity along with evidence of a legacy effect from certain cover crops. Our research shows that within a single season, cover crops can modify the soil microbiome at an organismal level and influence soil functions, demonstrating the potential scalability of findings from controlled studies to more complex field environments.The graduate student working on this project successfully defended his thesis and graduated. The publication will be submitted within the next 2 months.?

Publications

  • Type: Peer Reviewed Journal Articles Status: Accepted Year Published: 2023 Citation: 14. Seitz, V. A.; Chaparro, J. M.; Schipanski, M. E.; Wrighton, K. C.; Prenni, J. E.* Cover Crop Cultivar, Species, and Functional Diversity is Reflected in Variable Root Exudation Composition. Journal of Agricultural and Food Chemistry 2023, 71 (30), 11373-11385. DOI: 10.1021/acs.jafc.3c02912.


Progress 05/01/22 to 04/30/23

Outputs
Target Audience:Research community Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?The Ph.D. student that was leading Obj. 1 & 2 sucessfully defended her thesis in august of 2023. During this project period she engaged in the following professional development activities: Vice President for Research Professional Development Workshop Series, Colorado State UniversitySchool of Global Environmental Sustainability Leadership Professional Development and Science Communication Workshop Series, Colorado State University. During this project she has also become proficient in both amplicon and metagenomic sequencing (sample preparation/library building and data analysis) as well as nontargete metabolite analysis and metaprotomics. The M.S. student researcher (involved in Obj. 3)has received extensive training in field and lab methods, project management and teamwork. The student has presented his research proposal to the CSU Agroecology Research Group. Also, in Spring 2023, the student researcher took an in-person data science class offered at CSU to improve R coding and data visualization skills and then led an R coding training for peers. How have the results been disseminated to communities of interest?Oral Presentations Valerie Seitz: "Cover Crops, the Soil Microbiome, and Soil Health - How Plants Feed their Friends", Guest seminar, University of North Carolina Chapel Hill. Virtual Valerie Seitz: "Cover Crops, the Soil Microbiome, and Soil Health - How Plants Feed their Friends", Cell & Molecular Biology program seminar, Colorado State University, Fort Collins, CO. Poster Presentations Valerie A Seitz, Jacqueline Chaparro, Meagan Schipanski, Kelly Wrighton, Nancy Jo Ehlke, Nicholas Wiering, Jessica Prenni, "Cover crop cultivar, species, and functional diversity is reflected in variable root exudation composition". Annual Conference for the American Society for Mass Spectrometry. Houston, TX. Valerie A Seitz, Jacqueline Chaparro, Meagan Schipanski, Kelly Wrighton, Nancy Jo Ehlke, Nicholas Wiering, Jessica Prenni, "Characterizing root exudate composition across 19 cover crop species". Graduate Student Showcase. Colorado State University, Fort Collins, CO. What do you plan to do during the next reporting period to accomplish the goals?Obj. 2: Complete data interpretation and manuscript preparation, submit manuscript. Obj. 3:In the coming year, we will complete all lab analyses from the field experiment, conduct statistical tests and analyses, present and publish results. We also initiated a second cycle of the experiment that will run into 2025 in an adjacent field.

Impacts
What was accomplished under these goals? Objective 1. This objective has been completed and the results have been published. Objective 2:The results from Obj 1 informed the choice of 4 cover crop species from which exudates were collected and used to "feed" laboratory scale microcosms. This experiment has been completed and the resulting samples were anlyzed by metabolomics, metaproteomics, metatrascriptomics, and metagenomics. The manuscript describing the results of this experiment is in preparation and will be submitted in the fall of 2023. Objective 3. The same 4 cover crops selected for Obj. 2 were planted in the field in fall 2022. Specifically, we established a field experiment fall of 2022 with 5 replicate blocks and 4 cover crop treatments (hairy vetch, cereal rye, sorghum, and rape seed) along with a control plot. Cover crops were terminated in early May 2023 and corn was planted. We collected soil and plant samples before cover crop termination and again corn growth (July). To link the field experiment to the root exudate and microbiome lab analyses, we separated rhizosphere and bulk soil to analyze for cover crop effects on inorganic nitrogen, soil microbial communities and dissolved organic carbon content. We are also analyzing soil aggregation as a key soil health indicator.

Publications

  • Type: Journal Articles Status: Accepted Year Published: 2023 Citation: Seitz, V. A.; Chaparro, J. M.; Schipanski, M. E.; Wrighton, K. C.; Prenni, J. E. Cover Crop Cultivar, Species, and Functional Diversity is Reflected in Variable Root Exudation Composition. Journal of Agricultural and Food Chemistry 2023, 71 (30), 11373-11385. DOI: 10.1021/acs.jafc.3c02912.


Progress 05/01/21 to 04/30/22

Outputs
Target Audience: Nothing Reported Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?The Ph.D. student involved in this project has engaged in multiple training and professional development opportunities including: Rigor & Reproducibility Workshop, Center for Open Science, 2022 PNNL Environmental Molecular Science Laboratory Metabolic Modeling Workshop, chosen applicant to participate in data analysis workshops, 2021 3rd Annual NCQBCS Mass Spectrometry Summer School, 3-day workshop, 2021 How have the results been disseminated to communities of interest?The results have been disseminated in a number of poster and oral presentation: 1.) Jessica Prenni (Invited Speaker) "Cover Crops and the Soil Microbiome - How plants feed their friends", Online workshop, Investigating Plant Associated Microbiomes with Multiple -Omics Techniques, The Ohio State University, virtual. 2.) Valerie A Seitz "How cover crops can shape the composition and function of the soil microbiome". Vice President for Research (VPR) Graduate Student Fellowship 3-Minute Challenge. (Talk). Office of the Vice President for Research. 2022-2023 fellow. 3.) Valerie A Seitz, Jacqueline Chaparro, Bridget McGivern, Mikayla Borton, Reb Daly, Kelly Wrighton, Meagan Schipanski, Jessica Prenni. "Genotypic variation root exudate composition drives specific soil microbial membership and composition". Poster Presentation. Fall Graduate Student Showcase. Virtual (poster). Student Choice Award. 4.) Valerie A Seitz, Jacqueline Chaparro, Bridget McGivern, Mikayla Borton, Reb Daly, Kelly Wrighton, Meagan Schipanski, Jessica Prenni. "Genotypic variation root exudate composition drives specific soil microbial membership and composition". Poster Presentation. American Society for Mass Spectrometry. Virtual (poster). 5.) Valerie A Lindstrom, Jacqueline Chaparro, Bridget McGivern, Mikayla Borton, Reb Daly, Kelly Wrighton, Meagan Schipanski, Jessica Prenni. "Genotypic variation root exudate composition drives specific soil microbial assemblage". Student Flash Talk. NCQBCS Mass Spectrometry Summer School. Virtual (talk). 6.) Valerie A Lindstrom, Jacqueline Chaparro, Bridget McGivern, Mikayla Borton, Reb Daly, Kelly Wrighton, Meagan Schipanski, Jessica Prenni "Cover crops, the soil microbiome, and soil health - how plants feed their friends". Spring Cell and Molecular Biology Seminar, Colorado State University. Virtual. (talk) What do you plan to do during the next reporting period to accomplish the goals?Objective 1: Complete analysis of exudate profiles, compile results and submit for publication. Objective 2: Complete microcosm experiment with cover crop derived exudates. Submit samples for metagenomics, 16s rRNA, and metatranscriptomics analysis. Perform metaproteomics and exometabolomics analysis. Objective 3: Plant 4 cover crop species in field and collect soil samples as well as phenotypic data.

Impacts
What was accomplished under these goals? Objective 1: Exudates have been generated for 18 species of cover crops. The exudates have been analyzed by GC-MS and LC-MS and data analysis is underway. The results of this analysis will be compiled for publication by the end of 2022. Objective 2: The results from Obj 1 have informed the choice of 4 cover crop species from which exudates will be collected and used to "feed" laboratory scale microcosms. These exudates are currently being produced and text microcosm experiments are underway. These experiments will be performed in summer 2022. Objective 3: The same 4 cover crop species will be planted in the field in Fall of 2022. The field has been identified and reserved. A Masters student has been recruited to lead the field experiments and will be starting also Fall of 2022.

Publications

  • Type: Journal Articles Status: Accepted Year Published: 2022 Citation: Valerie A Seitz, Bridget B McGivern, Rebecca A Daly, Jacqueline M Chaparro Mikayla A Borton, Amy M Sheflin, Stephen Kresovich, Lindsay Shields, Meagan E Schipanski, Kelly C Wrighton and Jessica E Prenni Variation in root exudate composition influences soil microbiome membership and function, Applied and Environmental Microbiology, 2022 (Accepted 4/14/22)