Source: WEST VIRGINIA UNIVERSITY submitted to NRP
FUNCTIONAL CHARACTERIZATION OF THE MISCANTHUS MICROBIOME UNDER FERTILIZATION AND DROUGHT
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
ACTIVE
Funding Source
Reporting Frequency
Annual
Accession No.
1027996
Grant No.
2022-67019-36499
Cumulative Award Amt.
$817,167.00
Proposal No.
2021-11037
Multistate No.
(N/A)
Project Start Date
Jan 1, 2022
Project End Date
Dec 31, 2026
Grant Year
2022
Program Code
[A1402]- Agricultural Microbiomes in Plant Systems and Natural Resources
Recipient Organization
WEST VIRGINIA UNIVERSITY
886 CHESTNUT RIDGE RD RM 202
MORGANTOWN,WV 26505-2742
Performing Department
Davis College of Agriculture
Non Technical Summary
Growing evidence shows that the microbiome of plants influences their productivity, health, drought tolerance, and reproductive fitness. The proposed research will use a function focused approach leveraging novel techniques and field experiments to understand plant-microbe interactions in response to fertilization and drought using Miscanthus × giganteus as a model bioenergy crop. Miscanthus x giganteus is a promising feedstock for sustainable bioenergy due to its high productivity and robust growth on sub optimal soil. In comparison to other candidate bioenergy crops such as corn and switchgrass, Miscanthus has higher biomass and energy yields and lower cultivation greenhouse gas emissions. Indeed, Miscanthus can enhance soil carbon (C) stocks making the crop "C-negative", that is, a system that cumulatively stores more C than it respires to the atmosphere. Appalachia, is an ideal region to perform research on microbiomes of bioenergy crops on marginal lands due to the regional legacy of coal energy production. The environmentally disruptive nature of coal mining has resulted in an abundance (~4 million acres) of land that is unsuitable for the growth of most economically valuable crops (i.e. marginal land). However, recent evidence suggests that marginal land is suitable for bioenergy crop production, particularly crops like Miscanthus that grow robustly even under harsh conditions. Estimates suggest that ~3.5 million hectares of land marginalized by surface mining could be utilized for growing bioenergy crops, most of which is in Appalachia. As the energy industry shifts away from coal and toward renewable sources, Appalachia possesses the unique opportunity to utilize the agricultural potential of our mined lands to produce biofuel crops like Miscanthus. Efforts to utilize marginal lands for biofuel production would diversify the economy of Appalachia, a region economically depressed with the declining availability of jobs in the fossil fuel sector. The first aim to identify and characterize the function of the Miscanthus core microbiome (i.e., organisms that reliably associate with the host plant) on marginal Appalachian soils. The core microbiome of Miscanthus provides the plant with water and nutrients in exchange for carbon rich root exudates. If fertilization reduces root colonization by beneficial members of the microbiome and changes microbiome function this may reduce the crops ability to withstand drought stress. To test this hypothesis, we will use a field experiment and cutting-edge molecular tools to characterize plant microbiome interactions. Lastly, we will assess if microbiome manipulation, through the addition of beneficial microorganisms can enhance yield and drought tolerance in a field trial. In summary, the proposed will advance our theoretical understanding of plant-microbiomes and provide practical guidance for bioenergy crop production. The results of this work will help build a predictive understanding of the Miscanthus microbiome function as well as plant-microbiome responses to fertilization and drought stress.
Animal Health Component
40%
Research Effort Categories
Basic
40%
Applied
40%
Developmental
20%
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
1021629107050%
1024099106050%
Goals / Objectives
Project Objectives:The overarching aim of the proposed work is to build a predictive understanding of key microbiome functions that influence Miscanthus performance and modulate plant-microbiome responses to fertilization and drought stress. This work will leverage both taxon-specific and community level measurements of microbiome function. Specific objectives and hypotheses (H1-H4) are as follows:Objective 1) Identify and functionally characterize the core microbiome of Miscanthus on Appalachian marginal soils.H1A) Miscanthus has a core microbiome consisting of taxa that are taxonomically or phylogenetically clustered.H1B) The Miscanthus rhizosphere microbiome has a distinct functional profile relative to adjacent soil not planted in Miscanthus.Objective 2) Determine how fertilization alters plant-microbe interactions, plant performance, and microbiome function in response to drought stress. H2) Fertilization weakens Miscanthus-microbiome associations and alters plant and microbial resistance and resilience to drought stress. For instance, we expect fertilization to reduce root colonization with AM fungi and beneficial bacteria ultimately making plant performance and microbiome function (e.g. rates of soil respiration, N fixation, and N mineralization) less resistant and resilient to drought.Objective 3) Design a novel, targeted biofertilizer based on the core microbiome of Miscanthus and test the efficacy of this biofertilizer to improve microbiome function, plant performance, and drought tolerance in a field experiment. H3) Additions of targeted biofertilizer will enhance rhizosphere and endosphere colonization by beneficial members of the core microbiome, stimulate microbiome function, and improve Miscanthus establishment, performance, and drought tolerance.Objective 4) Connect the functions of individual microbial taxa with community-level microbiome function and plant performance in Miscanthus systems. H4) Functional attributes of the Miscanthus microbiome covary with microbiome function, plant performance, and drought tolerance. For example, we expect the growth rates of diazotrophs to predict rates of N2 fixation in the rhizosphere, and the extent of root colonization with AM fungi to predict plant performance during drought stress.
Project Methods
Core Microbiome Study -Addresses Objective 1 and supports Objective 2-4 It is beyond the scope of this work to sample exhaustively enough to characterize the Miscanthus core microbiome in soils across the nation. Consequently, we will focus the characterization of the Miscanthus core microbiome to the Appalachian region. In year 1 we will compare replicate Miscanthus rhizosphere and endosphere microbial communities to adjacent soil (not planted in Miscanthus) at five distinct sites across Appalachia and the fertilization experiment on the WVU Animal Sciences Farm discussed above. These sites vary in soil type, chemistry, mineralogy, pH, and bulk density.To understand how management practices influence the core microbiome this study will also leverage the fertilization experiment initiated in 2019 on the WVU Animal Sciences farm. The experiment has a set of randomly established plots (5m2) experiencing one of four treatments: no fertilization, organic fertilizer, high input and low input inorganic NPK fertilizer with 8 replicates per treatment (32 plots in total). The high and low N-P-K fertilizer treatments receive applications of 19-19-19 N-P-K fertilizer yearly at a rate of 300 and 100 kg ha-1, respectively, rates commonly applied to bioenergy cropping systems on marginal lands. The organic amendment consists of composted dairy manure (25:1 C:N) that is applied at a rate of 300 kg kg ha-1 N yearly. By comparing the rhizosphere and endosphere communities to those of adjacent soil not planted in Miscanthus we will be able to identify the core microbiome of Miscanthus. This study will produce 213 samples for microbiome analysis (including rhizosphere and endosphere) wherein we will perform amplicon sequencing of the 16S rRNA and ITS2 genes, and assess root colonization by AM fungi as described below. To connect variation in the Miscanthus microbiome with plant performance, plant physiological and phenotypic traits will be measured including yield, height, stem number, fine root biomass, root respiration, root mucilage production, and leaf gas exchange as described below. Microbiome functional measurements will include soil respiration (measured in the field and in the lab), net N mineralization, and N fixation rates. Soil properties, such as soil C and N contents, pH, bulk density, moisture and water holding capacity, will also be assessed.Nitrogen Fixation Study - Addresses the Objective 1 and 4We propose to use qSIP with 15N2 to confirm and quantify N fixation activity in putative diazotrophs within the Miscanthus rhizosphere. This will help characterize the core microbiome of Miscanthus . We propose to a pioneering application of qSIP with 15N2 which will provide more sensitive detection of DNA enrichment with 15N than traditional DNA SIP and enable a quantitative measure of N assimilation from N2.During mid growing season of year 2 we will collect samples from 3 of the established Miscanthus sites described above as well as the control and high inorganic fertilization plots from the above descried fertilization experiment on the Animal Sciences Farm described above. The sites will be selected using the results of the Core Microbiome Study to have distinct putative diazotroph community composition and rates of N fixation. From each of the sites and experimental treatments we will collect rhizosphere soil samples from 4 replicate plots.A qSIP experiment will be conducted within 72 hours of collection, subsamples of soil (~4g) will be adjusted to 60% water holding capacity using a solution contain sterile filtered, leached DOC from Miscanthus roots applied at a rate of 400ugC per g soil. Subsamples will be incubated in 12ml Exetainer vials in an artificial atmosphere of 10% O2 and either 20% ~97 atom % 15N2 or natural abundance N2 and 70% He. Soils will be incubated for 21 days and the atmosphere will be refreshed, and additional root exudate solution will be added on day 10. The remaining soil will be analyzed for 15N to determine rates of N fixation.Fertilization and Drought Experiment - Addresses Objectives 2 and 4 In years 3 and 4 we will perform a field experiment to investigate how fertilization alters plant-microbiome interactions and microbiome function in responses to drought stress. This project will leverage the control, organic fertilization, and high inorganic fertilization treatments of the field experiment on the WVU Animal Sciences established in 2019. High replication in this experiment (n=8 per treatment) will allow us to overlay a drought treatment by applying rain-out shelters to half of the plots during two growing seasons. This will produce an experimental design with (6 treatments: Control, Control + Drought, Organic Fertilization, Organic Fertilization + Drought, Inorganic Fertilization, Inorganic Fertilization + Drought) with four plots per treatment for a total of 24 plots. Rainout shelters will be to intercept and divert approximately 75% of rainfall. Shelters will be in place between May and October for two growing seasons. Miscanthus traits (height, leaf fluorescence, leaf gas exchange, fine root biomass, etc.), root colonization with endophytic AM fungi and diazotrophs, as well as community level microbiome function (soil respiration, net N mineralization, and rates of N fixation) will be measured twice per year during the peak growing season (July) and before senescence (October). During the July sampling rhizosphere soil samples will be used for a qSIP experiment within 72 hours of collection to measure the taxon-specific relative growth rates microbes in the rhizosphere of Miscanthus following fertilization and drought stress. Soil subsamples from each plot (3g) will be adjusted to 60% water holding capacity with either natural abundance water or ~97 atom % 18O labeled water and incubated for 5 days (similar to Morrissey et al., 2019). Soil respiration and net N mineralization rates will be measured in parallel incubations with 40 grams of soil.Biofertilizer and Drought Experiment - Addresses Objectives 3 and 4 We will conduct a field trail of Miscanthus biofertilization with 1) a targeted inocula designed to contain beneficial members of the core microbiome and 2) a microbiome transplant made using soil from a well-established and highly productive Miscanthus stand. The targeted inocula will be produced by isolating and purchasing microbial taxa identified using the results from the Core Microbiome studyFor this field experiment we will establish 10m2 plots at least 3m apart that will receive biofertilization and drought treatments in a full factorial design. This will produce an experimental design with (6 treatments: Control, Drought, Biofertilizer, Biofertilizer + Drought, Microbiome Transplant, Microbiome Transplant + Drought) with four plots per treatment for a total of 24 plots. The plots will be established in year 2 and maintained for 4 years. Each year biofertilization treatments will be applied 3 weeks after Miscanthus emergence. Drought treatments will experience a 75% reduction in rainfall (as described for the previous experiment). To facilitate establishment, the drought treatments will not be implemented until after the first growing season. Miscanthus traits (height, leaf gas exchange, fine root biomass, etc.) as well as microbiome function (soil respiration, net N mineralization, and rates of N fixation) will be measured twice per year during the peak growing season (July) and before senescence (October). Samples for microbiome analysis will be collected each July.

Progress 01/01/24 to 12/31/24

Outputs
Target Audience:During the last reporting period, results reachedtarget audiencesvia manuscript publicaton and presentatons.Academic audiences were reached through presentations byan undergraduate student atthe WVU Summer Undergraduate Research Symposium. Additionally sceintific audiences were reached via the publicaiton of manuscripts. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?During this reporting period, the project provided training opportunities for one PhD student and two undergraduate research assistants. The PhD student enhanced his presentation skills by presenting his work at conferences. Additionally, the student received training in experimental design, developing skills in designing and initiating experiments, which furthered his critical thinking abilities. The graduate student also gained experience in data analysis and scientific writing. One of the undergraduate research assistants participated in the Summer Undergraduate Research Program, conducting an independent research project in support of this work. She presented his findings at the undergraduate research symposium and received an award for best poster. Both undergraduates developed laboratory skills, including solution preparation and sample analysis, and engaged in research-oriented activities that foster critical thinking, such as reading and discussing journal articles during lab meetings. How have the results been disseminated to communities of interest?Results have been disseminated to communities of interest via a presentationand a publicaiton(see products). What do you plan to do during the next reporting period to accomplish the goals?During the upcoming reporting period, we will advance all project objectives as follows: Objective 1: We will complete data analysis and prepare a manuscript for publication detailing the project's findings. Objective 2: We will process samples from the two years of data collection and begin data analysis and writing. Objective 3: We will process samples and analyze data from the greenhouse experiment conducted in 2024. Additionally, we will likely conduct a second biofertilizer experiment to continue to refine our ability to manipulate the Miscanthus microbiome. Objective 4: We will synthesize the data collected to date to assess the relationships between microbiome metrics and plant and soil function. Also, we anticipate publishing a manuscript aligned with this objective.

Impacts
What was accomplished under these goals? For Objective 1: In 2024 we analyzed the sequencing and results and measurements of microbial function. Preliminary results reveal that Miscanthus root recruit plant growth promoting microorganisms such and N fixing bacteria from the surrounding soil environment to increase soil ammonium content when comparted to soils not planted in ammonium. For Objective 2: In 2024, we continued our field experiment to investigate how fertilization altered plant-microbiome interactions and microbiome function in response to drought stress. This project leveraged the control and high inorganic fertilization treatments of the field experiments on the WVU Animal Sciences Farm and WVU Agronomy farm, established in 2019. The plots of this experiment are 5x5m squares, we overlayed a drought treatment by applying rain-out shelters to half each the plot (2.5 x 5m). This produced an experimental design with four treatments: Control, Control + Drought, Inorganic Fertilization, and Inorganic Fertilization + Drought, with four plots per treatment on two sites, totaling 32 plots. Rainout shelters were constructed to a height of approximately 10ft, at a 15° angle to intercept and divert rainfall. Rainfall was diverted to a gutter with a downspout attached to the frame to route rainfall away from the plot area. Shelters were in place between May and July after which time the plants became too tall for the shelters. We measured Miscanthus traits (height, leaf fluorescence, leaf gas exchange, and yield). Further we assessed root colonization with endophytic AM fungi, as well as community-level microbiome function (soil respiration and N fixation rates) during the peak growing season (July). During the July sampling, rhizosphere soil samples were used for a qSIP experiment within 72 hours of collection to measure the taxon-specific relative growth rates of microbes in the rhizosphere of Miscanthus following fertilization and drought stress. Soil subsamples from each plot (3 g) were adjusted to 60% water holding capacity with ~97 atom % 18O-labeled water and incubated for 5 days. Throughout the year we continued processing the samples collected during 2023 and 2024. Specifically, we extracted DNA for analysis and started the process of ultracentrifugation to determine isotope enrichment in microbial DNA. We also sent samples to the Central Appalachian Stable Isotope Facility for analysis of delta 15N to determine rates of N fixation in rhizosphere soil samples. Objective 3) To address this objective we isolated bacteria with plant growth promoting traits from the Miscanthus rhizosphere and endosphere. These organisms were then used alone and in combination with arbuscular mycorrhizal fungi in a greenhouse experiment in 2024. The results suggest that AMF, but not bacterial inoculation can improve Miscanthus performance (rates of photosynthesis) under drought. Additionally, we published a manuscript report results from a biofertilizer inoculation study using high and low fertility soils. Objective 4) To address this objective we have analyzed data from a quantitative stable isotope probing experiment with 13C-glucose. We found that under organic fertilizer bacterial growth carbon association rates increased and this enhanced respiration and accumulation of mineral associated soil organic matter. In 2024 we prepared a manuscript describing these results which is now under review for publication.

Publications

  • Type: Peer Reviewed Journal Articles Status: Published Year Published: 2024 Citation: Kane, JL, Liseski, KB, Dang, C, Freedman, ZB, & Morrissey, EM (2024). Trade or scavenge? Miscanthus-microbiome interactions depend upon soil fertility. Applied Soil Ecology, 196, 105289.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2024 Citation: Jillian Vance, Jennifer Kane, Ronald Schartiger, Marzieh Safari, Rebecca Ozbolt, Jeffrey Skousen, Ember Morrissey (Poster  July 2024) Plant Growth Promoting Rhizobacteria of the Bioenergy Crop Miscanthus x giganteus, WVU Summer Undergraduate Research Symposium


Progress 01/01/23 to 12/31/23

Outputs
Target Audience:During the last reporting period, our outreach efforts successfully engaged target audiences across academia, as well as local and regional farmers and community members. Audiences were engaged through six presentations at both local and national venues. The general public was reached through talks by Dr. Morrissey at the West Virginia Master Gardeners Conference and the Ohio County Public Library's People's University series on environmental change. Academic audiences were reached through a seminar by Dr. Morrissey and presentations by graduate and undergraduate students at local and national conferences, including the WVU Summer Undergraduate Research Symposium and the Ecological Society of America Annual Meeting. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?During this reporting period, the project provided training opportunities for one PhD student and two undergraduate research assistants. The PhD student enhanced his presentation skills by presenting his work at both university level and national conferences. Additionally, the student received training in experimental design, developing skills in designing and initiating experiments, which furthered his critical thinking abilities. The graduate student also gained experience in data analysis and scientific writing. One of the undergraduate research assistants participated in the Summer Undergraduate Research Program, conducting an independent research project in support of this work. He presented his findings at the undergraduate research symposium. Both undergraduates developed laboratory skills, including solution preparation and sample analysis, and engaged in research-oriented activities that foster critical thinking, such as reading and discussing journal articles during lab meetings. How have the results been disseminated to communities of interest?Preliminary results have been disseminated to communities of interest via presentations at both local and national venues (see products). What do you plan to do during the next reporting period to accomplish the goals?During the upcoming reporting period, we will advance all project objectives as follows: Objective 1: We will complete data analysis and prepare a manuscript for publication detailing the project's findings. Objective 2: The fertilization and drought experiment will be repeated in the field for a second growing season. Objective 3: We will utilize arbuscular mycorrhizal fungi (AMF) and bacteria collected from Miscanthus rhizosphere samples in a biofertilizer experiment. This will allow us to evaluate the efficacy of microbial inoculants in enhancing microbiome functionality, plant performance, and drought resilience. Objective 4: We will synthesize the data collected to date to assess the relationships between microbiome metrics and plant and soil function.

Impacts
What was accomplished under these goals? For Objective 1: In 2023 we completed analysis of the samples collected in 2022 for the Core Microbiome project. This involved DNA extraction and sequencing of 16S rRNA and ITS2 genes in root and soils samples. Sequencing of bacterial communities was successful for both root and soils samples from all sites. Fungal sequencing was only effective for soils samples perhaps due to low fungal DNA in root samples. For Objective 2: In 2023, we started our field experiment to investigate how fertilization altered plant-microbiome interactions and microbiome function in response to drought stress. This project leveraged the control and high inorganic fertilization treatments of the field experiments on the WVU Animal Sciences Farm and WVU Agronomy farm, established in 2019. The plots of this experiment are 5x5m squares, we overlayed a drought treatment by applying rain-out shelters to half each the plot (2.5 x 5m). This produced an experimental design with four treatments: Control, Control + Drought, Inorganic Fertilization, and Inorganic Fertilization + Drought, with four plots per treatment on two sites, totaling 32 plots. Rainout shelters were constructed to a height of approximately 10ft, at a 15° angle to intercept and divert rainfall. Rainfall was diverted to a gutter with a downspout attached to the frame to route rainfall away from the plot area. Shelters were in place between May and July after which time the plants became too tall for the shelters. We measured Miscanthus traits (height, leaf fluorescence, leaf gas exchange, and yield). Further we assessed root colonization with endophytic AM fungi, as well as community-level microbiome function (soil respiration and N fixation rates) during the peak growing season (July). During the July sampling, rhizosphere soil samples were used for a qSIP experiment within 72 hours of collection to measure the taxon-specific relative growth rates of microbes in the rhizosphere of Miscanthus following fertilization and drought stress. Soil subsamples from each plot (3 g) were adjusted to 60% water holding capacity with ~97 atom % 18O-labeled water and incubated for 5 days. In the fall of 2023, we continued processing the samples collected during the summer. Specifically, we extracted DNA for analysis and started the process of ultracentrifugation to determine isotope enrichment in microbial DNA. We also sent samples to the Central Appalachian Stable Isotope Facility for analysis of delta 15N to determine rates of N fixation in rhizosphere soil samples.

Publications

  • Type: Conference Papers and Presentations Status: Published Year Published: 2023 Citation: 2Morrissey E (Invited Oral Presentation  March 2023) Microbial Allies in Soil Health and Plant Productivity. West Virginia Master Gardeners Conference, Charleston WV
  • Type: Conference Papers and Presentations Status: Published Year Published: 2023 Citation: Morrissey EM (Invited Seminar  August 2023) The long slow march toward a greener future for West Virginia. Ohio County Public Library, People's University. Wheeling, WV.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2023 Citation: Schartiger R, Kane J, Skousen J, McDonald L, Pena-Yewtukhiw E, Morrissey E (Poster  March 2023) Disentangling the core microbiome of Miscanthus x giganteus. WVU Davis College Graduate Student Research and Creative Scholarship Conference, Morgantown, WV
  • Type: Conference Papers and Presentations Status: Published Year Published: 2023 Citation: Schartiger R, Kane J, Skousen J, McDonald L, Pena-Yewtukhiw E, Morrissey E (Poster  August 2023) Disentangling the core microbiome of Miscanthus x giganteus. Ecological Society of America Annual Meeting, Portland, Oregon
  • Type: Conference Papers and Presentations Status: Published Year Published: 2023 Citation: LeMaster D, Schartiger R, Kane J, Morrissey E (Poster- Summer 2023) How Five Years of Fertilizer Impacts Arbuscular Mycorrhizal Fungi Colonization on Miscanthus x giganteus. WVU Summer Undergraduate Research Symposium
  • Type: Conference Papers and Presentations Status: Published Year Published: 2023 Citation: 1Morrissey E (Invited Seminar  October 2023) Exploring the Big Impacts of Tiny Organisms. WVU Department of Biology Seminar Series, Morgantown WV


Progress 01/01/22 to 12/31/22

Outputs
Target Audience:Our efforts reached target audiences spanning academia and local to regional farmers and citizens. During this reporting period we reached the general public through an online article published by WVU today about our research. This story was picked up by the Environmental New Network and a local news channel 12 WBOY who produced a video segment about our work. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?This project provided training for one PhD student, one MS student, two undergraduate researchers, and one postdoctoral scholar during this reporting period. The PhD student developed skills in planning and executing the core microbiome sample collection. All team members gained experience in fieldwork, sample collection, biogeochemical measurements, DNA extraction, plant yield, and soil characterization. The postdoctoral scholar assisted in supervising and mentoring the PhD student, as well as in planning and executing experimental work. Additionally, the MS student gained experience culturing rhizosphere and endosphere bacteria as well as cultivating AMF from the Miscanthus samples collected. 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?In the next reporting period, we will continue analyzing the samples collected in 2022. These samples will be sent for amplicon sequencing to characterize bacterial and fungal communities. Additionally, we will initiate a fertilization and drought experiment at two field sites to address objective 2. We will also continue working with isolated microorganisms to assess their plant growth-promoting capabilities and their potential as biofertilizers, advancing objective 3.

Impacts
What was accomplished under these goals? For Objective 1, we collected replicate Miscanthus rhizosphere and endosphere microbial communities as well as adjacent soils (not planted in Miscanthus) at five distinct sites across Appalachia. We also collected samples from a long running Miscanthus fertilization experiment on the WVU Animal Sciences Farm. Specifically, we leveraged sites that had been producing Miscanthus for between 3 and 13 years, located near Alton WV, Rupert WV, Cumberland OH, and Morgantown WV on the WVU Organic Farm and the WVU Agronomy Farm. Results confirm that these sites varied in soil type, chemistry, mineralogy, pH, and bulk density. Further, they included marginal soils with a history of land disturbance as well as sites historically used for pasture. At each site, we established five (1 m²) plots at least 5 m apart and collected samples for rhizosphere and endosphere microbiome analysis from the Miscanthus stand. Approximately 10 m from each Miscanthus stand, we established an identical set of plots to collect soil samples from nearby areas with native vegetation. To understand how management practices influenced the core microbiome, this study also leveraged the fertilization experiment initiated in 2019 (discussed above) on the WVU Animal Sciences farm. The experiment included a set of randomly established plots (5 m²) experiencing one of four treatments: no fertilization, organic fertilizer, high input, and low input inorganic NPK fertilizer with eight replicates per treatment (32 plots in total). The high and low N-P-K fertilizer treatments received applications of 19-19-19 N-P-K fertilizer yearly at rates of 300 and 100 kg ha?¹, respectively, which are commonly applied to bioenergy cropping systems on marginal lands. The organic amendment consisted of composted dairy manure (25:1 C:N) applied at a rate of 300 kg ha?¹ N yearly. This study produced 213 samples for microbiome analysis (including rhizosphere and endosphere). During the reporting period we completed DNA extraction from root and soil samples. Additionally we measured root biomass, yield, and plant height. Microbiome functional measurements included soil respiration (measured in the field and in the lab), net N mineralization, and N fixation rates. Soil properties, such as soil C and N contents, pH, bulk density, moisture, and water-holding capacity, were also assessed. For objective 3, during our sample collection of soil and roots from sites across Appalachia, we isolated bacteria from the rhizosphere soil and from roots, including endophytic bacteria. We also collected soil to cultivate our arbuscular mycorrhizal fungi in the laboratory. In the fall of 2022, we began characterizing these isolates for their plant growth-promoting potential, specifically measuring their phosphorus solubilization, zinc solubilization, and nitrogen fixation capabilities.

Publications