Final report for GW22-243
Project Information
Soil degradation is a pressing challenge faced by ranchers from the western US. It not only lead to direct economic loss through a decline in forage value but also deteriorated residents’ life quality with increasing air and water pollution. Passive soil health improvement methods such as grazing exclosures are not effective under harsh dryland environments. Active methods such as soil amendment are costly and require extra effort and equipment that are not commonly available for ranchers. Our project plans to test the potential of using seed pellets to improve soil health. Ranchers can integrate soil health management into their routine reseeding process using accessible materials. Seed pellets are increasingly used in dryland restoration to reduce seed loss and facilitate germination. Beneficial microorganisms and soil organic amendment will be added into seed pellets. Both can improve nutrient cycling, stabilize topsoil, enhancing plants’ abiotic stress tolerance and yield. Our on-ranch experiment will be conducted at the barren land of King's Anvil Ranch in Tucson, Arizona, to simulate the reseedling of a degraded plot in rangeland. A simultaneous greenhouse experiment will be conducted to test seed pellets’ lifespan, which is crucial to the feasibility due to the unpredicted precipitation in drylands. We also plan to organize field days, deploy presentations in local meetings and academic conferences, and publish in a peer-review journal and social media, to share our results with stakeholders and popularize the importance of soil health and microorganisms.
This project seeks to investigate the short-term and long-term benefits of using seed pellets inoculated with soil amendment and/or microorganisms. In the on-ranch experiment, we will measure how plant establishment, forage quantity and quality differ between pelletized and unpelletized seeds. Soil health indicators (soil stability, available water capacity, nitrogen, phosphorus, organic matter, and microbial community composition) will be assessed to determine the effect of seed pellets on soil health. If both forage value and soil health are improved, it will support the feasibility and profitability of the seed pellet method. Results between seed pellets with or without soil amendment and microorganisms can determine the effectiveness of each component. This will allow us to develop a more profitable seed pellet receipt. In the simultaneous greenhouse experiment, we will quantify how the effect of seed pellets decay over time. It will give farmers additional information on how often to apply seed pellets.
Progress and results of this project will be shared with stakeholders through field days and presentations on producer-organized meetings, workshops, and symposia. We aim to illustrate to stakeholders the importance of soil microorganisms and soil health to sustainable ranching. This work will be submitted to a peer-reviewed journal and used to generate a series of factsheets and blogposts to maximize our work's impact.
Cooperators
- (Researcher)
- (Researcher)
- - Producer
Research
Experimental design and seed pellets formulation
This experiment was conducted at King’s Anvil Ranch in Altar Valley, Pima County, AZ, operated by project producer Joseph W. King. 5 random sites with 12 2m*2m plots in each site were deployed in a 20 acres highly eroded site (Figure 1). Barren areas without vegetation were selected as the study sites. Twelve plots were arranged in a three-row by four-column configuration, oriented in the east-west and north-south directions, respectively, with a 2-meter gap between each plot. Trenches were dug using a garden pick perpendicular to the potential water flow direction (mostly north to south) to prevent water or wind from moving the seed pellets. On July 17, 2023, the seed pellets were added to coincide with germination during the monsoon rains and evenly spread within each plot, except for the control (CTRL) plots (Figure 1). The unseeded NONE and CTRL plots served as negative controls to evaluate the impact of seed pellets on soil health. The NONE plots had no trenches to control for any potential effects of trenches on plant establishment (Figure 2).
Regular seed pellets contained three components: seeds, nutrients, and clay, which is used to bind the pelletizing materials (Gornish et al. 2019). Seeds of Sideoats Grama (Bouteloua curtipendula) were purchased from a natureseed.com. Sideoats Grama was selected based on the recommendation of the producer. Clay was obtained from the inventory of the Gornish lab. For each plot except for NONE, CTRL, and SEED treatments, 40 grams of seeds were pelletized into 240 grams of seed pellets (the seedling rate is calculated from recommended seedling rate for broadcasting at 10 grams per m2). Two types of organic amendments, manure and compost, and three types of microbial inoculants (Tainio BioGenesis III (plant growth-promoting bacteria), Tainio Specturm plus Myco (plant growth-promoting bacteria+ arbuscular mycorrhizal fungi), and local soil from undisturbed sites) were added as treatments. Manure was obtained in situ from Kings Ranch and compost was purchased from Tnaks’ Green Stuff. Each plot received 120 grams of the designated organic amendment. Plant growth-promoting bacteria (PGPB) and arbuscular mycorrhizal fungi (AMF) have already reached commercialization in agriculture and are frequently tested in dryland restoration (de-Bashan et al. 2012). However, their unknown survival rate and duration within seed pellets and inconsistent results in the field require further experiments in rangelands (Naamala & Smith 2021). The mass of beneficial microorganisms were added based on the instruction from vendors (2.21 g/plot for Tainio BioGenesis III and 6.13g/plot for Tainio Specturm plus Myco ). Each plot of local soil treatment was be pelletized with 120 grams of topsoil collected from nearby less-disturbed sites instead of beneficial microorganisms. Clay will be added to maintain the same total mass of pellets (80 grams) among plots.
Objective 1: Monitor plant growth and establishment to assess the effect of seed pellets on plant communities
Sparse plant cover is one of the reasons why dryland soils are vulnerable to erosion. Thus, if seed pellets can increase plant cover through facilitating the establishment of seedlings, soil health can be indirectly improved by reducing the soil’s direct exposure to disturbances. Furthermore, previous researches indicate that nutrient-rich soil amendments have the side-effect of promoting invasive species (McFarland et al. 2010). The establishment of unseeded plants will also be monitored to determine if pelletizing soil amendment can avoid that side-effect.
Ben Yang recorded plant establishment by counting plant density for each plant species within each plot once per month after seeding except for months received zero precipitation (see Table 1 in research results). We expected the number of seedings will be always higher in pelletized treatments than unpelletized treatments due to the protection from seed pellets. Treatments receiving organic amendment should arrive at maximum plant density earlier than other treatments since organic amendments can supply extra resources and retain more water. We initially planned to estimate plant cover at the end of the monsoon period (October), at the end of the winter rain season (February), and the end of monsoon periods of the next year (February and October, 2023). However, seeded plants fail to survival after monsoon ceased in October (Figure 3) and did not form continuous cover.
Objective 2: Quantify forage production to estimate the short-term economic return of seed pellets
Foliage biomass and quality are directly related to the short-term return of using seed pellets in rangeland. Both quantity and quality will be measured so that the drawback of organic soil amendments (i.e., increasing biomass but decrease forage quality) can be tested.
At the peak biomass of the 2nd year (October, 2023), we planned to clip and weigh the foliage of all seeded plants in each plot send samples to an analytical lab to measure protein, acid detergent fiber, and phosphorous to assess foliage quality. We expected pelletized treatments have higher total biomass due to the possibly higher germination rate of seeded species. Pellets with the organic amendment were expected to have higher biomass and better forage quality compared to the plain pellets because of the additional nitrogen and organic matters. Microbial inoculants were expected to increase the quantity and quality of forage further because of their abilities to enhance the efficiency of organic amendment and promote plant growth (Hayat et al. 2010). Unfortunately, no sideoats grama established in the field as of October 2023, preventing us from assessing forage production and quality as originally proposed. To address this, we conducted two batches of greenhouse experiments. In one batch, sideoats grama was densely seeded with all unwanted plant species removed to simulate an agricultural setting. In the second batch, sideoats grama was lightly seeded without removing unwanted plant species, simulating natural conditions. These experiments were designed to evaluate the effects of microbial inoculants on forage production. We did not send the greenhouse samples for forage quality analysis as initially proposed because the microbial inoculants did not significantly affect sideoat grama, and the greenhouse results may not accurately represent forage quality under field conditions.
Objective 3: Determine the effect of seed pellets on soil health through soil health indicators
Soil health is an integrating concept summarizing physical, biological, and chemical components of the soil and has more than 43 potential indicators (Moebius-Clune et al. 2016). Considering the relevance to rangeland management and the possibility to be affected by our treatments, soil stability (wet-sieving method, Eijkelkamp), available water capacity, nitrogen (NH4+ and NO3- concentration), phosphorus, organic matter, and microbial community composition will be measured. Soil stability indicates soil’s resistance to erosion, which is critical to dryland soils that are threatened by frequent wind erosion and intense rain erosion. Available water capacity measures the range of plant available water the soil can store. Since water is the most limiting resource in arid western rangelands, available water capacity is important to plant growth and forage quality. Nitrogen and phosphorus are commonly deficient in soil and limit plant growth. Nitrogen-containing organic amendment and nitrogen-fixing microorganisms in seed pellets are very likely to increase the nitrogen content in the soil. Plant-available phosphorus might also increase because of the inoculated microorganisms mineralizing the organic phosphorus or mobilizing phosphorus from minerals (Richardson & Simpson 2011). Soil organic matter plays a central role in soil health, including soil fertility, drought resistance, aggregate stability, microbial activities, and nutrient cycling (Plaza-Bonilla et al. 2015; Fierer 2017; Moebius-Clune et al. 2016). Meanwhile, soil organic matter is naturally deficient in arid or semi-arid rangelands due to the low plant material input and high erosion (Plaza et al. 2018) and is fragile to human activities and climate change (Berdugo et al. 2020). Microbial community composition can reflect the differences in microorganisms-driven functions across treatments. It can also detect if the microbial inoculants are successfully introduced or not.
Soil samples were originally planned to be collected from each plot during the peak growing season (September 2023). We intended to analyze soil physicochemical properties at the Blankinship Lab at the University of Arizona and investigate soil microbial communities using 16S and ITS amplicon sequencing. However, due to poor plant establishment in the field at Altar Valley, we were unable to carry out these measurements. Instead, we utilized soil samples from a separate soil inoculation project at Point Reyes National Seashore to assess the impact of soil inoculation on microbial communities and its potential to improve soil health (publication in preparation).
Objective 4: Determine the lifespan of two microbial inoculants in seed pellets
A challenge in commercially available microbial inoculants is the “shelf-life” (O’Callaghan 2016). Some environmentally sensitive microorganisms can only survive for a limited time after being extracted, which then leads to inconsistent field performance. Although seed pellets in our experiment are freshly made, seeds and the inoculated microorganisms will not be activated until the first precipitation. Due to the highly varied precipitation in Western U.S. rangelands, assessment of the life span will be crucial to the effectiveness of seed pellets.
A simultaneous greenhouse experiment with soil collected from the field study sites was conducted using seed pellets with Tainio BioGenesis III, Tainio Specturm plus Myco, or no microbial inoculants (C1M0, C1M1, C1M2). Seed pellets received first watering at day 0, day 7, day 14, and day 30 after they are sown (D0, W1, W2, M1, Figure 1C). Two batches of pots were seeded. The first batch was overseeded with seed pelleting containing 15 grams of seed in each pot to examine the effect of microbial inoculants on maximum productivity. All unwanted weeds were removed. The second batch was seeded with 6.67 grams of seed in each pot (approximate to the seeding rate of the field experiment) and kept all weeds to examine if microbial inoculants would benefit unwanted plants. Both batches then received watering once per week. The total amount of water each pot received was not controlled. Instead, each pot received watering for at least 10 minutes to ensure the soil in pots were saturated. We did so since microbial inoculants might ameliorate the soil water holding capacity and affect plant growth indirectly. Plant biomass for first batch was harvested twice (April and October, 2023). Plant biomass for the second batch, soil sample and root for both batches were sampled after one year (October, 2023). The greenhouse experiment was extended compared to the initial plan because sideoats grama did not flowering nor dormant in the greenhouse and thus we cannot identify a clear time point to stop the experiment. Physicochemical properties would be measured for each replicate with the same process as the field experiment. Mycorrhizal colonization rate was quantified using microscopy. We expect soil health, plant growth, and the AMF colonization rate will all decrease with the increasing time lag for watering due to the loss of microorganisms in seed pellets. This finding will be important to determine the viability of microbial inoculants. For example, if AMF colonization rate rapidly shrinks in the first three days, a more preservative vector will be necessary. This simultaneous experiment can also verify the effect of microbial inoculants by linking microbial abundance with soil health and plant growth metrics.
Objective 1: Monitor plant growth and establishment to assess the effect of seed pellets on plant communities
Table 1: monthly plant density monitoring results. chgl: ribseed sandmat (Chamaesyce glyptosperma); bocu: sideoats grama (Bouteloua curtipendula); boro: Rothrock Grama (Bouteloua rothrockii); kaca: California caltrop (Kallstroemia californica); trpo: desert horsepurslane (Trianthema portulacastrum L.); hogl: Indian rushpea (Hoffmannseggia glauca); spam: desert globemallowbore (Sphaeralcea ambigua); bore: creeping spiderling (Boerhavia repens L.); tila: woolly tidestromia (Tidestromia lanuginose); paca: witchgrass (Panicum capillare); boar: needle grama (Bouteloua aristidoides); katr: tumbleweed (Kali tragus); amre: redroot pigweed (Amaranthus retroflexus); arpu: purple threeawn (Aristida purpurea); siir: London rocket (Sisymbrium irio); UNKNOWN: might be pigweed seeding; leth?: might be Thurber's Pepperweed (Lepidium thurberi)
date | 31-Aug-22 | |||||||||||||||||||
Site | treatment | #plot | chgl | bocu | boro | kaca | trpo | hogl | spam | bore | tila | paca | boar | katr | paam | arpu | siir | UNKNOWN | leth? | NOTE |
S1 | C2M1 | 1 | 3 | 0 | 0 | |||||||||||||||
S1 | SEM1 | 2 | 6 | 2 | 2 | |||||||||||||||
S1 | C1M1 | 3 | 40 | 3 | 2 | |||||||||||||||
S1 | C1M0 | 4 | 3 | 54 | 3 | |||||||||||||||
S1 | C2M2 | 5 | 10 | 0 | 0 | |||||||||||||||
S1 | SEED | 6 | 12 | 2 | 2 | |||||||||||||||
S1 | C2M0 | 7 | 8 | 24 | 4 | |||||||||||||||
S1 | SEM2 | 8 | 21 | 50 | 5 | |||||||||||||||
S1 | C1M2 | 9 | 0 | 0 | 1 | |||||||||||||||
S1 | CNTL | 10 | 9 | 0 | 1 | |||||||||||||||
S1 | NONE | 11 | 4 | 0 | 1 | |||||||||||||||
S1 | C0M3 | 12 | 30 | 0 | 5 | |||||||||||||||
S2 | C1M1 | 1 | # | 0 | 4 | # means many small seedlings | ||||||||||||||
S2 | SEED | 2 | 13 | 12 | 9 | 1 | 2 | 1 | ||||||||||||
S2 | C2M0 | 3 | 33 | 15 | 4 | 2 | ||||||||||||||
S2 | C2M1 | 4 | 6 | 0 | 1 | |||||||||||||||
S2 | NONE | 5 | # | 0 | 0 | |||||||||||||||
S2 | C2M2 | 6 | 8 | 15 | 5 | |||||||||||||||
S2 | SEM2 | 7 | 46 | 14 | 12 | 1 | ||||||||||||||
S2 | CNTL | 8 | 0 | 0 | 0 | 1 | ||||||||||||||
S2 | C1M0 | 9 | 0 | 0 | 0 | |||||||||||||||
S2 | SEM1 | 10 | 9 | 36 | 0 | 1 | mushroom | |||||||||||||
S2 | C1M2 | 11 | 30 | 9 | 4 | 2 | ||||||||||||||
S2 | C0M3 | 12 | 4 | 24 | 0 | |||||||||||||||
S3 | C2M0 | 1 | 0 | 0 | 0 | |||||||||||||||
S3 | CNTL | 2 | 0 | 0 | 0 | |||||||||||||||
S3 | SEM1 | 3 | 29 | 12 | 8 | 16 | 1 | 1 | ||||||||||||
S3 | C2M1 | 4 | 32 | 21 | 12 | 1 | 1 | 1 | ||||||||||||
S3 | C1M1 | 5 | 0 | 0 | 0 | |||||||||||||||
S3 | C1M0 | 6 | 0 | 0 | 0 | |||||||||||||||
S3 | NONE | 7 | 7 | 0 | 10 | 2 | ||||||||||||||
S3 | SEED | 8 | 11 | 12 | 2 | 2 | see washed pellets | |||||||||||||
S3 | C1M2 | 9 | 0 | 0 | 0 | see washed pellets | ||||||||||||||
S3 | C0M3 | 10 | 0 | 0 | 0 | |||||||||||||||
S3 | C2M2 | 11 | 22 | 21 | 4 | |||||||||||||||
S3 | SEM2 | 12 | 24 | 20 | 3 | |||||||||||||||
S4 | CNTL | 1 | 45 | 0 | 7 | 1 | ||||||||||||||
S4 | C1M0 | 2 | 11 | 180 | 5 | |||||||||||||||
S4 | C2M2 | 3 | 7 | 42 | 5 | |||||||||||||||
S4 | C1M1 | 4 | 8 | 6 | 2 | 1 | ||||||||||||||
S4 | C1M2 | 5 | 32 | 24 | 0 | 1 | ||||||||||||||
S4 | SEM2 | 6 | 21 | 190 | 1 | |||||||||||||||
S4 | C2M1 | 7 | 3 | 63 | 0 | |||||||||||||||
S4 | SEM1 | 8 | 24 | 20 | 3 | |||||||||||||||
S4 | NONE | 9 | 9 | 0 | 6 | |||||||||||||||
S4 | C2M0 | 10 | 10 | 141 | 5 | 1 | ||||||||||||||
S4 | C0M3 | 11 | 4 | 66 | 0 | |||||||||||||||
S4 | SEED | 12 | 47 | 40 | 18 | |||||||||||||||
S5 | NONE | 1 | 0.1 | 0 | 1 | |||||||||||||||
S5 | C2M0 | 2 | # | 84 | 0 | 1 | ||||||||||||||
S5 | C2M2 | 3 | 12 | 15 | 1 | |||||||||||||||
S5 | SEED | 4 | # | 6 | 0 | |||||||||||||||
S5 | C0M3 | 5 | 2 | 30 | 1 | |||||||||||||||
S5 | SEM1 | 6 | 7 | 28 | 0 | |||||||||||||||
S5 | C1M1 | 7 | 2 | 6 | 0 | |||||||||||||||
S5 | C1M0 | 8 | # | 39 | 1 | |||||||||||||||
S5 | CNTL | 9 | # | 0 | 0 | |||||||||||||||
S5 | C1M2 | 10 | # | 15 | 0 | |||||||||||||||
S5 | C2M1 | 11 | # | 9 | 0 | |||||||||||||||
S5 | SEM2 | 12 | # | 58 | 0 | |||||||||||||||
date | 28-Sep-22 | |||||||||||||||||||
#plot | chgl | bocu | boro | kaca | trpo | hogl | spam | bore | tila | paca | boar | katr | paam | arpu | siir | UNKNOWN | leth? | NOTE | ||
S1 | C2M1 | 1 | 1 | 0 | 0 | |||||||||||||||
S1 | SEM1 | 2 | 0 | 0 | 0 | |||||||||||||||
S1 | C1M1 | 3 | 0 | 0 | 2 | |||||||||||||||
S1 | C1M0 | 4 | 0 | 35 | 2 | |||||||||||||||
S1 | C2M2 | 5 | 4 | 0 | 1 | |||||||||||||||
S1 | SEED | 6 | 0 | 0 | 2 | |||||||||||||||
S1 | C2M0 | 7 | 0 | 2 | 1 | |||||||||||||||
S1 | SEM2 | 8 | 0 | 5 | 4 | |||||||||||||||
S1 | C1M2 | 9 | 2 | 0 | 1 | |||||||||||||||
S1 | CNTL | 10 | 0 | 0 | 0 | |||||||||||||||
S1 | NONE | 11 | 0 | 0 | 1 | |||||||||||||||
S1 | C0M3 | 12 | 2 | 0 | 2 | |||||||||||||||
S2 | C1M1 | 1 | 0 | 0 | 0 | |||||||||||||||
S2 | SEED | 2 | 22 | 4 | 2 | 5 | 5 | 1 | ||||||||||||
S2 | C2M0 | 3 | 25 | 14 | 3 | 1 | ||||||||||||||
S2 | C2M1 | 4 | 0 | 0 | 0 | |||||||||||||||
S2 | NONE | 5 | 0 | 0 | 0 | |||||||||||||||
S2 | C2M2 | 6 | 30 | 9 | 4 | 2 | 1 | 2 | ||||||||||||
S2 | SEM2 | 7 | 37 | 2 | 4 | 1 | 1 | 3 | 1 | |||||||||||
S2 | CNTL | 8 | 3 | 0 | 0 | 1 | ||||||||||||||
S2 | C1M0 | 9 | 0 | 0 | 0 | 1 | ||||||||||||||
S2 | SEM1 | 10 | 16 | 11 | 4 | 2 | ||||||||||||||
S2 | C1M2 | 11 | 19 | 1 | 4 | 4 | ||||||||||||||
S2 | C0M3 | 12 | 15 | 0 | 2 | |||||||||||||||
S3 | C2M0 | 1 | 0 | 0 | 0 | |||||||||||||||
S3 | CNTL | 2 | 0 | 0 | 0 | |||||||||||||||
S3 | SEM1 | 3 | 24 | 1 | 4 | 9 | 2 | 1 | 1 | |||||||||||
S3 | C2M1 | 4 | 29 | 1 | 14 | 1 | 1 | 2 | ||||||||||||
S3 | C1M1 | 5 | 0 | 0 | 0 | |||||||||||||||
S3 | C1M0 | 6 | 0 | 0 | 0 | |||||||||||||||
S3 | NONE | 7 | 12 | 0 | 10 | 4 | ||||||||||||||
S3 | SEED | 8 | 12 | 0 | 0 | 2 | 2 | |||||||||||||
S3 | C1M2 | 9 | 0 | 0 | 0 | |||||||||||||||
S3 | C0M3 | 10 | 0 | 0 | 0 | |||||||||||||||
S3 | C2M2 | 11 | 18 | 2 | 1 | 1 | 1 | |||||||||||||
S3 | SEM2 | 12 | 15 | 8 | 0 | 2 | ||||||||||||||
S4 | CNTL | 1 | 25 | 0 | 7 | 6 | ||||||||||||||
S4 | C1M0 | 2 | 12 | 81 | 2 | 4 | ||||||||||||||
S4 | C2M2 | 3 | 10 | 16 | 1 | 2 | ||||||||||||||
S4 | C1M1 | 4 | 24 | 3 | 0 | 1 | 1 | |||||||||||||
S4 | C1M2 | 5 | 38 | 7 | 4 | 3 | 2 | |||||||||||||
S4 | SEM2 | 6 | 26 | 152 | 0 | 2 | ||||||||||||||
S4 | C2M1 | 7 | 6 | 35 | 4 | |||||||||||||||
S4 | SEM1 | 8 | 4 | 16 | 1 | |||||||||||||||
S4 | NONE | 9 | 23 | 0 | 6 | 3 | ||||||||||||||
S4 | C2M0 | 10 | 6 | 115 | 1 | 3 | 1 | |||||||||||||
S4 | C0M3 | 11 | 9 | 62 | 6 | |||||||||||||||
S4 | SEED | 12 | 4 | 11 | 1 | 7 | 1 | |||||||||||||
S5 | NONE | 1 | 0 | 0 | 6 | |||||||||||||||
S5 | C2M0 | 2 | 5 | 57 | 0 | |||||||||||||||
S5 | C2M2 | 3 | 2 | 0 | 1 | |||||||||||||||
S5 | SEED | 4 | 0 | 0 | 0 | |||||||||||||||
S5 | C0M3 | 5 | 2 | 12 | 2 | |||||||||||||||
S5 | SEM1 | 6 | 20 | 15 | 0 | |||||||||||||||
S5 | C1M1 | 7 | 1 | 0 | 1 | |||||||||||||||
S5 | C1M0 | 8 | 0 | 3 | 2 | |||||||||||||||
S5 | CNTL | 9 | 2 | 0 | 0 | |||||||||||||||
S5 | C1M2 | 10 | 2 | 2 | 0 | |||||||||||||||
S5 | C2M1 | 11 | 2 | 1 | 0 | |||||||||||||||
S5 | SEM2 | 12 | 5 | 34 | 0 | |||||||||||||||
date | Nov 9 2022 | |||||||||||||||||||
#plot | chgl | bocu | boro | kaca | trpo | hogl | spam | bore | tila | paca | boar | katr | paam | arpu | siir | UNKNOWN | leth? | NOTE | ||
S1 | C2M1 | 1 | 0 | |||||||||||||||||
S1 | SEM1 | 2 | 0 | |||||||||||||||||
S1 | C1M1 | 3 | 0 | |||||||||||||||||
S1 | C1M0 | 4 | 0 | |||||||||||||||||
S1 | C2M2 | 5 | 0 | |||||||||||||||||
S1 | SEED | 6 | 0 | |||||||||||||||||
S1 | C2M0 | 7 | 0 | |||||||||||||||||
S1 | SEM2 | 8 | 0 | |||||||||||||||||
S1 | C1M2 | 9 | 0 | |||||||||||||||||
S1 | CNTL | 10 | 0 | |||||||||||||||||
S1 | NONE | 11 | 0 | |||||||||||||||||
S1 | C0M3 | 12 | 0 | |||||||||||||||||
S2 | C1M1 | 1 | 0 | |||||||||||||||||
S2 | SEED | 2 | 0 | |||||||||||||||||
S2 | C2M0 | 3 | 0 | 3 | ||||||||||||||||
S2 | C2M1 | 4 | 0 | |||||||||||||||||
S2 | NONE | 5 | 0 | |||||||||||||||||
S2 | C2M2 | 6 | 2 | 1 | ||||||||||||||||
S2 | SEM2 | 7 | 0 | |||||||||||||||||
S2 | CNTL | 8 | 0 | 1 | ||||||||||||||||
S2 | C1M0 | 9 | 0 | |||||||||||||||||
S2 | SEM1 | 10 | 3 | |||||||||||||||||
S2 | C1M2 | 11 | 0 | |||||||||||||||||
S2 | C0M3 | 12 | 0 | |||||||||||||||||
S3 | C2M0 | 1 | 0 | |||||||||||||||||
S3 | CNTL | 2 | 0 | |||||||||||||||||
S3 | SEM1 | 3 | 0 | |||||||||||||||||
S3 | C2M1 | 4 | 2 | |||||||||||||||||
S3 | C1M1 | 5 | 0 | |||||||||||||||||
S3 | C1M0 | 6 | 0 | |||||||||||||||||
S3 | NONE | 7 | 2 | 5 | ||||||||||||||||
S3 | SEED | 8 | 0 | |||||||||||||||||
S3 | C1M2 | 9 | 0 | |||||||||||||||||
S3 | C0M3 | 10 | 0 | |||||||||||||||||
S3 | C2M2 | 11 | 0 | |||||||||||||||||
S3 | SEM2 | 12 | 1 | |||||||||||||||||
S4 | CNTL | 1 | 0 | |||||||||||||||||
S4 | C1M0 | 2 | 0 | |||||||||||||||||
S4 | C2M2 | 3 | 0 | 1 | ||||||||||||||||
S4 | C1M1 | 4 | 0 | |||||||||||||||||
S4 | C1M2 | 5 | 0 | |||||||||||||||||
S4 | SEM2 | 6 | 0 | |||||||||||||||||
S4 | C2M1 | 7 | 0 | |||||||||||||||||
S4 | SEM1 | 8 | 0 | |||||||||||||||||
S4 | NONE | 9 | 0 | |||||||||||||||||
S4 | C2M0 | 10 | 0 | 8 | ||||||||||||||||
S4 | C0M3 | 11 | 0 | |||||||||||||||||
S4 | SEED | 12 | 0 | |||||||||||||||||
S5 | NONE | 1 | 0 | |||||||||||||||||
S5 | C2M0 | 2 | 0 | |||||||||||||||||
S5 | C2M2 | 3 | 0 | |||||||||||||||||
S5 | SEED | 4 | 0 | |||||||||||||||||
S5 | C0M3 | 5 | 0 | |||||||||||||||||
S5 | SEM1 | 6 | 0 | |||||||||||||||||
S5 | C1M1 | 7 | 0 | |||||||||||||||||
S5 | C1M0 | 8 | 0 | |||||||||||||||||
S5 | CNTL | 9 | 0 | |||||||||||||||||
S5 | C1M2 | 10 | 0 | |||||||||||||||||
S5 | C2M1 | 11 | 0 | |||||||||||||||||
S5 | SEM2 | 12 | 0 | |||||||||||||||||
date | Dec 10 2022 | *rained in the week | ||||||||||||||||||
#plot | chgl | bocu | boro | kaca | trpo | hogl | spam | bore | tila | paca | boar | katr | paam | arpu | siir | UNKNOWN | leth? | NOTE | ||
S1 | C2M1 | 1 | 0 | |||||||||||||||||
S1 | SEM1 | 2 | 0 | |||||||||||||||||
S1 | C1M1 | 3 | 0 | |||||||||||||||||
S1 | C1M0 | 4 | 0 | |||||||||||||||||
S1 | C2M2 | 5 | 0 | |||||||||||||||||
S1 | SEED | 6 | 0 | |||||||||||||||||
S1 | C2M0 | 7 | 0 | |||||||||||||||||
S1 | SEM2 | 8 | 0 | |||||||||||||||||
S1 | C1M2 | 9 | 0 | |||||||||||||||||
S1 | CNTL | 10 | 0 | |||||||||||||||||
S1 | NONE | 11 | 0 | |||||||||||||||||
S1 | C0M3 | 12 | 0 | |||||||||||||||||
S2 | C1M1 | 1 | 0 | |||||||||||||||||
S2 | SEED | 2 | 0 | 3 | ||||||||||||||||
S2 | C2M0 | 3 | 0 | *something germinationg | ||||||||||||||||
S2 | C2M1 | 4 | 0 | |||||||||||||||||
S2 | NONE | 5 | 0 | |||||||||||||||||
S2 | C2M2 | 6 | 0 | 3 | ||||||||||||||||
S2 | SEM2 | 7 | 0 | |||||||||||||||||
S2 | CNTL | 8 | 0 | |||||||||||||||||
S2 | C1M0 | 9 | 0 | |||||||||||||||||
S2 | SEM1 | 10 | 4 | 1 | ||||||||||||||||
S2 | C1M2 | 11 | 0 | |||||||||||||||||
S2 | C0M3 | 12 | 0 | *unkown grass #DSC1055 | ||||||||||||||||
S3 | C2M0 | 1 | 0 | |||||||||||||||||
S3 | CNTL | 2 | 0 | |||||||||||||||||
S3 | SEM1 | 3 | 0 | 1 | ||||||||||||||||
S3 | C2M1 | 4 | 11 | |||||||||||||||||
S3 | C1M1 | 5 | 0 | |||||||||||||||||
S3 | C1M0 | 6 | 0 | |||||||||||||||||
S3 | NONE | 7 | 3 | 2 | ||||||||||||||||
S3 | SEED | 8 | 0 | |||||||||||||||||
S3 | C1M2 | 9 | 0 | |||||||||||||||||
S3 | C0M3 | 10 | 0 | |||||||||||||||||
S3 | C2M2 | 11 | 0 | 1 | ||||||||||||||||
S3 | SEM2 | 12 | 0 | |||||||||||||||||
S4 | CNTL | 1 | 0 | |||||||||||||||||
S4 | C1M0 | 2 | 0 | 3 | ||||||||||||||||
S4 | C2M2 | 3 | 0 | |||||||||||||||||
S4 | C1M1 | 4 | 0 | |||||||||||||||||
S4 | C1M2 | 5 | 0 | |||||||||||||||||
S4 | SEM2 | 6 | 0 | 7 | ||||||||||||||||
S4 | C2M1 | 7 | 0 | |||||||||||||||||
S4 | SEM1 | 8 | 0 | |||||||||||||||||
S4 | NONE | 9 | 0 | 1 | ||||||||||||||||
S4 | C2M0 | 10 | 0 | 4 | ||||||||||||||||
S4 | C0M3 | 11 | 0 | |||||||||||||||||
S4 | SEED | 12 | 0 | |||||||||||||||||
S5 | NONE | 1 | 0 | |||||||||||||||||
S5 | C2M0 | 2 | 0 | |||||||||||||||||
S5 | C2M2 | 3 | 0 | |||||||||||||||||
S5 | SEED | 4 | 0 | |||||||||||||||||
S5 | C0M3 | 5 | 0 | |||||||||||||||||
S5 | SEM1 | 6 | 0 | |||||||||||||||||
S5 | C1M1 | 7 | 0 | |||||||||||||||||
S5 | C1M0 | 8 | 0 | |||||||||||||||||
S5 | CNTL | 9 | 0 | |||||||||||||||||
S5 | C1M2 | 10 | 0 | |||||||||||||||||
S5 | C2M1 | 11 | 0 | |||||||||||||||||
S5 | SEM2 | 12 | 0 | |||||||||||||||||
date | Jan 6 2023 | |||||||||||||||||||
#plot | chgl | bocu | boro | kaca | trpo | hogl | spam | bore | tila | paca | boar | katr | paam | arpu | siir | UNKNOWN | leth? | NOTE | ||
S1 | C2M1 | 1 | 0 | |||||||||||||||||
S1 | SEM1 | 2 | 0 | |||||||||||||||||
S1 | C1M1 | 3 | 5 | |||||||||||||||||
S1 | C1M0 | 4 | 3 | |||||||||||||||||
S1 | C2M2 | 5 | 0 | |||||||||||||||||
S1 | SEED | 6 | 2 | |||||||||||||||||
S1 | C2M0 | 7 | 1 | |||||||||||||||||
S1 | SEM2 | 8 | 1 | |||||||||||||||||
S1 | C1M2 | 9 | 0 | |||||||||||||||||
S1 | CNTL | 10 | 0 | |||||||||||||||||
S1 | NONE | 11 | 0 | |||||||||||||||||
S1 | C0M3 | 12 | 9 | |||||||||||||||||
S2 | C1M1 | 1 | 0 | |||||||||||||||||
S2 | SEED | 2 | 0 | 7 | ||||||||||||||||
S2 | C2M0 | 3 | 1 | |||||||||||||||||
S2 | C2M1 | 4 | 0 | |||||||||||||||||
S2 | NONE | 5 | 0 | |||||||||||||||||
S2 | C2M2 | 6 | 1 | 1 | ||||||||||||||||
S2 | SEM2 | 7 | 0 | 1 | ||||||||||||||||
S2 | CNTL | 8 | 0 | |||||||||||||||||
S2 | C1M0 | 9 | 0 | |||||||||||||||||
S2 | SEM1 | 10 | 0 | 1 | ||||||||||||||||
S2 | C1M2 | 11 | 1 | 1 | ||||||||||||||||
S2 | C0M3 | 12 | 0 | |||||||||||||||||
S3 | C2M0 | 1 | 0 | |||||||||||||||||
S3 | CNTL | 2 | 4 | 2 | ||||||||||||||||
S3 | SEM1 | 3 | 0 | |||||||||||||||||
S3 | C2M1 | 4 | 0 | |||||||||||||||||
S3 | C1M1 | 5 | 0 | |||||||||||||||||
S3 | C1M0 | 6 | 0 | |||||||||||||||||
S3 | NONE | 7 | 0 | |||||||||||||||||
S3 | SEED | 8 | 0 | |||||||||||||||||
S3 | C1M2 | 9 | 0 | 3 | ||||||||||||||||
S3 | C0M3 | 10 | 0 | |||||||||||||||||
S3 | C2M2 | 11 | 3 | 1 | 1 | |||||||||||||||
S3 | SEM2 | 12 | 0 | |||||||||||||||||
S4 | CNTL | 1 | 0 | |||||||||||||||||
S4 | C1M0 | 2 | 1 | |||||||||||||||||
S4 | C2M2 | 3 | 0 | |||||||||||||||||
S4 | C1M1 | 4 | 0 | |||||||||||||||||
S4 | C1M2 | 5 | 0 | |||||||||||||||||
S4 | SEM2 | 6 | 2 | |||||||||||||||||
S4 | C2M1 | 7 | 0 | |||||||||||||||||
S4 | SEM1 | 8 | 0 | |||||||||||||||||
S4 | NONE | 9 | 0 | 1 | ||||||||||||||||
S4 | C2M0 | 10 | 0 | |||||||||||||||||
S4 | C0M3 | 11 | 0 | |||||||||||||||||
S4 | SEED | 12 | 0 | |||||||||||||||||
S5 | NONE | 1 | 0 | |||||||||||||||||
S5 | C2M0 | 2 | 0 | |||||||||||||||||
S5 | C2M2 | 3 | 0 | |||||||||||||||||
S5 | SEED | 4 | 0 | |||||||||||||||||
S5 | C0M3 | 5 | 0 | |||||||||||||||||
S5 | SEM1 | 6 | 0 | |||||||||||||||||
S5 | C1M1 | 7 | 0 | |||||||||||||||||
S5 | C1M0 | 8 | 0 | |||||||||||||||||
S5 | CNTL | 9 | 0 | |||||||||||||||||
S5 | C1M2 | 10 | 0 | |||||||||||||||||
S5 | C2M1 | 11 | 0 | |||||||||||||||||
S5 | SEM2 | 12 | 0 | |||||||||||||||||
March 4 2023 | ||||||||||||||||||||
#plot | chgl | bocu | boro | kaca | trpo | hogl | spam | bore | tila | paca | boar | katr | paam | arpu | siir | UNKNOWN | leth? | NOTE | ||
S1 | C2M1 | 1 | 14 | |||||||||||||||||
S1 | SEM1 | 2 | 12 | |||||||||||||||||
S1 | C1M1 | 3 | 1 | 13 | 73 | |||||||||||||||
S1 | C1M0 | 4 | 16 | 85 | ||||||||||||||||
S1 | C2M2 | 5 | 1 | 1 | 27 | |||||||||||||||
S1 | SEED | 6 | 3 | 25 | ||||||||||||||||
S1 | C2M0 | 7 | 7 | 67 | ||||||||||||||||
S1 | SEM2 | 8 | 2 | 16 | ||||||||||||||||
S1 | C1M2 | 9 | 1 | 3 | ||||||||||||||||
S1 | CNTL | 10 | 15 | |||||||||||||||||
S1 | NONE | 11 | 1 | 13 | 70 | |||||||||||||||
S1 | C0M3 | 12 | 1 | 10 | 95 | |||||||||||||||
S2 | C1M1 | 1 | ||||||||||||||||||
S2 | SEED | 2 | 1 | 2 | 3 | 6 | 13 | |||||||||||||
S2 | C2M0 | 3 | 5 | 2 | ||||||||||||||||
S2 | C2M1 | 4 | ||||||||||||||||||
S2 | NONE | 5 | ||||||||||||||||||
S2 | C2M2 | 6 | 6 | 9 | 31 | |||||||||||||||
S2 | SEM2 | 7 | 1 | 5 | 3 | 2 | 36 | 1 | ||||||||||||
S2 | CNTL | 8 | 6 | |||||||||||||||||
S2 | C1M0 | 9 | ||||||||||||||||||
S2 | SEM1 | 10 | 1 | 8 | 9 | |||||||||||||||
S2 | C1M2 | 11 | 4 | 14 | ||||||||||||||||
S2 | C0M3 | 12 | 1 | 4 | ||||||||||||||||
S3 | C2M0 | 1 | ||||||||||||||||||
S3 | CNTL | 2 | ||||||||||||||||||
S3 | SEM1 | 3 | 15 | 2 | 7 | 1 | ||||||||||||||
S3 | C2M1 | 4 | ||||||||||||||||||
S3 | C1M1 | 5 | ||||||||||||||||||
S3 | C1M0 | 6 | ||||||||||||||||||
S3 | NONE | 7 | 3 | 3 | 2 | 2 | 3 | |||||||||||||
S3 | SEED | 8 | 3 | 4 | ||||||||||||||||
S3 | C1M2 | 9 | ||||||||||||||||||
S3 | C0M3 | 10 | ||||||||||||||||||
S3 | C2M2 | 11 | 1 | 6 | 11 | 8 | ||||||||||||||
S3 | SEM2 | 12 | 3 | 2 | ||||||||||||||||
S4 | CNTL | 1 | 1 | 4 | ||||||||||||||||
S4 | C1M0 | 2 | 2 | 2 | 1 | |||||||||||||||
S4 | C2M2 | 3 | 1 | |||||||||||||||||
S4 | C1M1 | 4 | 1 | 9 | 6 | 2 | ||||||||||||||
S4 | C1M2 | 5 | 1 | 2 | 2 | |||||||||||||||
S4 | SEM2 | 6 | 6 | |||||||||||||||||
S4 | C2M1 | 7 | 2 | |||||||||||||||||
S4 | SEM1 | 8 | 1 | 1 | 3 | 1 | ||||||||||||||
S4 | NONE | 9 | 2 | 2 | 4 | 1 | 1 | |||||||||||||
S4 | C2M0 | 10 | 2 | 3 | 3 | |||||||||||||||
S4 | C0M3 | 11 | 2 | 2 | 2 | 1 | ||||||||||||||
S4 | SEED | 12 | 3 | 4 | 8 | |||||||||||||||
S5 | NONE | 1 | 6 | |||||||||||||||||
S5 | C2M0 | 2 | 7 | |||||||||||||||||
S5 | C2M2 | 3 | 9 | |||||||||||||||||
S5 | SEED | 4 | 1 | |||||||||||||||||
S5 | C0M3 | 5 | 12 | 2 | ||||||||||||||||
S5 | SEM1 | 6 | 16 | 1 | ||||||||||||||||
S5 | C1M1 | 7 | 8 | 1 | ||||||||||||||||
S5 | C1M0 | 8 | 16 | 6 | 1 | |||||||||||||||
S5 | CNTL | 9 | 17 | 3 | ||||||||||||||||
S5 | C1M2 | 10 | 1 | 16 | ||||||||||||||||
S5 | C2M1 | 11 | 4 | |||||||||||||||||
S5 | SEM2 | 12 | 5 | 9 | 5 | |||||||||||||||
June 1 2023 | ||||||||||||||||||||
#plot | chgl | bocu | boro | kaca | trpo | hogl | spam | bore | tila | paca | boar | katr | paam | arpu | siir | UNKNOWN | leth? | NOTE | ||
S1 | C2M1 | 1 | ||||||||||||||||||
S1 | SEM1 | 2 | ||||||||||||||||||
S1 | C1M1 | 3 | ||||||||||||||||||
S1 | C1M0 | 4 | ||||||||||||||||||
S1 | C2M2 | 5 | ||||||||||||||||||
S1 | SEED | 6 | ||||||||||||||||||
S1 | C2M0 | 7 | ||||||||||||||||||
S1 | SEM2 | 8 | ||||||||||||||||||
S1 | C1M2 | 9 | ||||||||||||||||||
S1 | CNTL | 10 | ||||||||||||||||||
S1 | NONE | 11 | 8 | |||||||||||||||||
S1 | C0M3 | 12 | ||||||||||||||||||
S2 | C1M1 | 1 | 7 | |||||||||||||||||
S2 | SEED | 2 | ||||||||||||||||||
S2 | C2M0 | 3 | ||||||||||||||||||
S2 | C2M1 | 4 | 16 | |||||||||||||||||
S2 | NONE | 5 | 9 | |||||||||||||||||
S2 | C2M2 | 6 | 2 | |||||||||||||||||
S2 | SEM2 | 7 | ||||||||||||||||||
S2 | CNTL | 8 | 16 | |||||||||||||||||
S2 | C1M0 | 9 | 5 | |||||||||||||||||
S2 | SEM1 | 10 | 1 | |||||||||||||||||
S2 | C1M2 | 11 | ||||||||||||||||||
S2 | C0M3 | 12 | ||||||||||||||||||
S3 | C2M0 | 1 | 8 | |||||||||||||||||
S3 | CNTL | 2 | 17 | |||||||||||||||||
S3 | SEM1 | 3 | ||||||||||||||||||
S3 | C2M1 | 4 | ||||||||||||||||||
S3 | C1M1 | 5 | 4 | |||||||||||||||||
S3 | C1M0 | 6 | 3 | |||||||||||||||||
S3 | NONE | 7 | 4 | |||||||||||||||||
S3 | SEED | 8 | ||||||||||||||||||
S3 | C1M2 | 9 | 12 | |||||||||||||||||
S3 | C0M3 | 10 | 7 | |||||||||||||||||
S3 | C2M2 | 11 | 4 | |||||||||||||||||
S3 | SEM2 | 12 | 2 | |||||||||||||||||
S4 | CNTL | 1 | ||||||||||||||||||
S4 | C1M0 | 2 | ||||||||||||||||||
S4 | C2M2 | 3 | ||||||||||||||||||
S4 | C1M1 | 4 | 1 | |||||||||||||||||
S4 | C1M2 | 5 | ||||||||||||||||||
S4 | SEM2 | 6 | ||||||||||||||||||
S4 | C2M1 | 7 | ||||||||||||||||||
S4 | SEM1 | 8 | 2 | |||||||||||||||||
S4 | NONE | 9 | 1 | |||||||||||||||||
S4 | C2M0 | 10 | 5 | |||||||||||||||||
S4 | C0M3 | 11 | ||||||||||||||||||
S4 | SEED | 12 | ||||||||||||||||||
S5 | NONE | 1 | ||||||||||||||||||
S5 | C2M0 | 2 | ||||||||||||||||||
S5 | C2M2 | 3 | ||||||||||||||||||
S5 | SEED | 4 | ||||||||||||||||||
S5 | C0M3 | 5 | ||||||||||||||||||
S5 | SEM1 | 6 | ||||||||||||||||||
S5 | C1M1 | 7 | ||||||||||||||||||
S5 | C1M0 | 8 | ||||||||||||||||||
S5 | CNTL | 9 | ||||||||||||||||||
S5 | C1M2 | 10 | ||||||||||||||||||
The density of the seeded sideoats grama in October and November 2022 was the only available data for analysis (Figure 4). After that, the density was too low due to low precipitation. Based on the first two months’ data, column 2 and 4 at site 4 had larger impact on germination rate than either microbial inoculants or pelletization. Meanwhile, uninoculated seeds germinated worse than uninoculated seed pellets (SEED vs. C1M0&C2M0), but this trend was reversed when inoculated with either PGBR or AMF. Bare seeds (SEM1 and SEM2) had higher germination than inoculated seed pellets (C1M1, C1M2, C2M1, C2M2). This might indicate an antagonistic relationship between seed inoculants and pelletization but the mechanisms remain unclear.
Objective 2: Quantify forage production to estimate the short-term economic return of seed pellets
Due to insufficient plant growth in the field experiment, we were unable to assess forage production in the field. However, in the greenhouse experiment, Batch 1 (i.e., no weeds and densely seeded; Table 2) showed that seeds inoculated with plant growth-promoting bacteria (PGPB) yielded the highest biomass compared to the "no inoculant" and "PGPB + AMF" treatments in both April (ANOVA: F = 4.13, p = 0.0251; Figure 5A) and October (ANOVA: F = 5.44, p = 0.00909; Figure 5B). In the April harvesting, the maximum productivity did not differ between the no-inoculation control and PGPB-inoculated groups. This pattern may be influenced by the limited space available in each pot. The higher average biomass in the PGPB group could be attributed to its ability to enhance plant nutrient acquisition, leading to more consistently higher biomass. During the October harvest, the PGPB group also exhibited greater regrowth after the initial harvest. One possible explanation is that PGPB may improve soil fertility, but this effect is more pronounced when soil nutrients become limited.
Table 2. Biomass of densely seeded and weeded sideoats grama in one year.
Pot |
TIME |
MICROB |
biomass_1 |
biomass_2 |
COLLECT DATE 1 |
COLLECT DATE 2 |
G101 |
0 |
2 |
7.7718 |
4.0041 |
14-Apr-23 |
12-Oct-23 |
G102 |
0 |
1 |
10.2328 |
6.7730 |
14-Apr-23 |
12-Oct-23 |
G103 |
0 |
0 |
3.8618 |
5.2159 |
14-Apr-23 |
12-Oct-23 |
G104 |
0 |
0 |
8.6274 |
6.0457 |
14-Apr-23 |
12-Oct-23 |
G105 |
0 |
2 |
7.8967 |
3.4442 |
14-Apr-23 |
12-Oct-23 |
G106 |
0 |
1 |
12.2036 |
7.1322 |
14-Apr-23 |
12-Oct-23 |
G107 |
0 |
1 |
14.9552 |
9.5206 |
14-Apr-23 |
12-Oct-23 |
G108 |
0 |
0 |
10.3588 |
4.0272 |
14-Apr-23 |
12-Oct-23 |
G109 |
0 |
2 |
11.9505 |
11.5203 |
14-Apr-23 |
12-Oct-23 |
G201 |
1 |
0 |
2.4042 |
3.5316 |
21-Apr-23 |
19-Oct-23 |
G202 |
1 |
1 |
15.4207 |
7.8939 |
21-Apr-23 |
19-Oct-23 |
G203 |
1 |
0 |
12.5918 |
2.8864 |
21-Apr-23 |
19-Oct-23 |
G204 |
1 |
1 |
2.2197 |
4.0435 |
21-Apr-23 |
19-Oct-23 |
G205 |
1 |
2 |
10.8629 |
6.2657 |
21-Apr-23 |
19-Oct-23 |
G206 |
1 |
1 |
12.9257 |
6.5312 |
21-Apr-23 |
19-Oct-23 |
G207 |
1 |
0 |
13.5257 |
7.3798 |
21-Apr-23 |
19-Oct-23 |
G208 |
1 |
2 |
8.7730 |
6.6693 |
21-Apr-23 |
19-Oct-23 |
G209 |
1 |
2 |
10.0423 |
6.1051 |
21-Apr-23 |
19-Oct-23 |
G301 |
2 |
2 |
10.0751 |
9.1741 |
28-Apr-23 |
26-Oct-23 |
G302 |
2 |
2 |
11.5576 |
10.2380 |
28-Apr-23 |
26-Oct-23 |
G303 |
2 |
0 |
9.1435 |
5.1507 |
28-Apr-23 |
26-Oct-23 |
G304 |
2 |
2 |
8.5787 |
3.0577 |
28-Apr-23 |
26-Oct-23 |
G305 |
2 |
1 |
13.0568 |
9.8486 |
28-Apr-23 |
26-Oct-23 |
G306 |
2 |
1 |
13.5399 |
13.8263 |
28-Apr-23 |
26-Oct-23 |
G307 |
2 |
0 |
6.0472 |
6.8527 |
28-Apr-23 |
26-Oct-23 |
G308 |
2 |
0 |
6.0725 |
6.5862 |
28-Apr-23 |
26-Oct-23 |
G309 |
2 |
1 |
12.6162 |
12.7365 |
28-Apr-23 |
26-Oct-23 |
G401 |
3 |
1 |
15.4108 |
5.8419 |
5-May-23 |
4-Nov-23 |
G402 |
3 |
0 |
9.3371 |
6.3517 |
5-May-23 |
4-Nov-23 |
G403 |
3 |
2 |
4.0086 |
5.4944 |
5-May-23 |
4-Nov-23 |
G404 |
3 |
2 |
8.7172 |
7.4003 |
5-May-23 |
4-Nov-23 |
G405 |
3 |
1 |
9.2968 |
6.3201 |
5-May-23 |
4-Nov-23 |
G406 |
3 |
0 |
4.4467 |
4.3415 |
5-May-23 |
4-Nov-23 |
G407 |
3 |
0 |
15.3337 |
3.5574 |
5-May-23 |
4-Nov-23 |
G408 |
3 |
2 |
8.5767 |
6.9891 |
5-May-23 |
4-Nov-23 |
G409 |
3 |
1 |
14.1302 |
10.6672 |
5-May-23 |
4-Nov-23 |
In Batch 2 (i.e., lightly seeded without weed control; Table 3), the biomass of Sideoats grama followed a similar pattern to Batch 1, but there were no significant differences between microbial inoculants (ANOVA: F = 1.02, p = 0.327; Figure 6A). Additionally, the biomass of weeds (i.e., plants other than Sideoats grama) and total biomass in each pot also showed no significant differences between microbial inoculants (ANOVA: F = 2.37, p = 0.109 for weeds, Figure 6B; ANOVA: F = 1.02, p = 0.607 for total biomass, Figure 7A). Nonetheless, a strong negative correlation was observed between the biomass of weeds and Sideoats grama (Figure 7B).
Table 3. Biomass of lightly seeded and nonweeded sideoats grama (biomass_G1) and weeds (biomass_other) in one year.
TIME |
MICROB |
biomass_G1 |
biomass_other |
COLLECT DATE 1 |
Burmuda grass |
pigweed |
Other |
note |
|
G501 |
0 |
0 |
6.3088 |
1.5536 |
12-Oct-23 |
1.5536 |
0 |
||
G502 |
0 |
0 |
9.9931 |
0 |
12-Oct-23 |
0 |
0 |
||
G503 |
0 |
0 |
4.9446 |
9.8473 |
12-Oct-23 |
9.8473 |
0 |
||
G504 |
0 |
1 |
11.8586 |
0 |
12-Oct-23 |
0 |
0 |
||
G505 |
0 |
1 |
3.5874 |
7.854 |
12-Oct-23 |
7.854 |
0 |
||
G506 |
0 |
1 |
5.7197 |
1.4729 |
12-Oct-23 |
0 |
1.4729 |
||
G507 |
0 |
2 |
9.1215 |
0 |
12-Oct-23 |
0 |
0 |
||
G508 |
0 |
2 |
3.4108 |
14.7039 |
12-Oct-23 |
13.9813 |
0.7226 |
||
G509 |
0 |
2 |
3.7435 |
9.5691 |
12-Oct-23 |
9.5691 |
0 |
||
G601 |
1 |
0 |
16.0686 |
0 |
19-Oct-23 |
0 |
0 |
||
G602 |
1 |
0 |
4.8150 |
0.907 |
19-Oct-23 |
0.907 |
0 |
||
G603 |
1 |
0 |
8.5319 |
0 |
19-Oct-23 |
0 |
0 |
||
G604 |
1 |
1 |
15.3393 |
1.32 |
19-Oct-23 |
0 |
0 |
1.32 |
cholla |
G605 |
1 |
1 |
11.8389 |
0.1503 |
19-Oct-23 |
0 |
0 |
0.1503 |
unknowgrass fine seed |
G606 |
1 |
1 |
7.0497 |
0 |
19-Oct-23 |
0 |
0 |
||
G607 |
1 |
2 |
6.9861 |
0 |
19-Oct-23 |
0 |
0 |
||
G608 |
1 |
2 |
5.8189 |
3.5325 |
19-Oct-23 |
1.6422 |
0.6281 |
1.2622 |
brassica |
G609 |
1 |
2 |
9.4157 |
0.6412 |
19-Oct-23 |
0.6412 |
0 |
||
G701 |
2 |
0 |
2.2488 |
12.0413 |
26-Oct-23 |
12.0413 |
0 |
||
G702 |
2 |
0 |
4.9412 |
17.4037 |
26-Oct-23 |
17.4037 |
0 |
||
G703 |
2 |
0 |
6.6786 |
9.4141 |
26-Oct-23 |
9.4141 |
0 |
||
G704 |
2 |
1 |
11.6626 |
0 |
26-Oct-23 |
0 |
0 |
||
G705 |
2 |
1 |
12.5266 |
0 |
26-Oct-23 |
0 |
0 |
||
G706 |
2 |
1 |
10.3973 |
0.1429 |
26-Oct-23 |
0 |
0.1429 |
||
G707 |
2 |
2 |
7.9481 |
0.2672 |
26-Oct-23 |
0 |
0.2672 |
||
G708 |
2 |
2 |
5.3606 |
11.1501 |
26-Oct-23 |
11.1501 |
0 |
||
G709 |
2 |
2 |
26.8937 |
0 |
26-Oct-23 |
0 |
0 |
||
G801 |
3 |
0 |
2.8152 |
18.389 |
4-Nov-23 |
18.389 |
0 |
||
G802 |
3 |
0 |
3.6993 |
6.8485 |
4-Nov-23 |
6.8485 |
0 |
||
G803 |
3 |
0 |
6.6118 |
7.1797 |
4-Nov-23 |
7.1797 |
0 |
||
G804 |
3 |
1 |
3.9477 |
12.7398 |
4-Nov-23 |
12.7398 |
0 |
||
G805 |
3 |
1 |
7.8856 |
2.6187 |
4-Nov-23 |
2.6187 |
0 |
||
G806 |
3 |
1 |
7.5530 |
1.8625 |
4-Nov-23 |
0 |
0 |
1.8625 |
unknown grass |
G807 |
3 |
2 |
6.6492 |
0 |
4-Nov-23 |
0 |
0 |
||
G808 |
3 |
2 |
12.5946 |
1.2221 |
4-Nov-23 |
0 |
0 |
1.2221 |
unknown grass |
G809 |
3 |
2 |
4.4675 |
1.1996 |
4-Nov-23 |
0 |
1.1996 |
These results suggest a potential beneficial effect of PGPB inoculants on the growth of Sideoats grama. However, it is surprising that the "PGPB + AMF" treatment did not yield better results, showing an insignificant effect compared to no inoculation. This could be due to differences in the formulation of the two products. The PGPB product (BioGenesis III Seed Treatment) is specifically formulated for seed application, which aligns better with our seed pelletization, whereas the "PGPB + AMF" product (Spectrum + Myco) is designed for surface application.
Another possibility for the less effective performance of the "PGPB + AMF" treatment could be that Sideoats grama may not be an arbuscular mycorrhizal fungi (AMF) species. Among the limited microscopy analyses we performed, no AMF colonization was found. Instead, dark septate fungi were observed (Figure 8). While there is limited information available on dark septate fungi, they have been reported to enhance plant survival under drought conditions (Ndinga-Muniania et al. 2021). It is possible that the addition of AMF negatively affected the performance of Sideoats grama by competing with dark septate fungi.
Due to low field germination and establishment, soil samples were collected and stored, but the physiochemical properties and microbial communities were not measured as originally proposed. Since a key mechanism by which microbial inoculants improve soil health is through the spread of beneficial microorganisms, it is unlikely that we would observe positive effects of these inoculants on soil health without successful plant establishment.
To answer the initial question if inoculating soil can impact soil physiochemical properties and microbial communities and consequently affect ecosystem functions, we extend the experiment that was initiated in 2021 at Point Reyes National Seashore which focus on how soil transfer can affect decomposition by assessing the chemical properties and microbial community compositions before and after soil inoculation. Briefly, soil in this experiment was collected from nearby intact sites and inoculated at four different levels and the amount of soil added to the recipient sites was higher than the initial proposed experiment (Figure 9). Given that plus the less harsh environment at Point Reyes National Seashore compared to Altar Valley, we would expect soil inoculation has better protection and introduce larger quantity of the microbes harbored in soil and thus the effect of soil inoculation would be more significant than initial proposed seed pellets. In other words, if soil inoculation fail to improve soil health and microbial communities, we would not expect seed pellets have any effect even if plants were established.
In the Point Reyes experiment, we found soil inoculation increased microbial richness (Figure 10), homogenize microbial community composition across different sites (Figure 11), but fail to affect soil chemical properties nor accelerate litter decomposition (Figure 12). Thus, even we did observe a plant establishment at Alter Valley, we would not likely to see a pronounced change in soil microbial communities and soil health indicators. These results have been composited into a manuscript Soil inoculation changed soil microbial communities, but did not accelerate the decomposition of European Beachgrass (Ammophila arenaria) in Point Reyes National Seashore submitted and under reviewed at Restoration Ecology list western SARE as funding agency in the acknowledgements section.
Objective 4: Determine the lifespan of two microbial inoculants in seed pellets
We did not observe any effect of lag time on plant biomass in any treatment. This may be attributed to the special formulation of the seed treatment (Tainio BioGenesis III), which successfully extends the lifespan of microbial inoculants. Alternatively, the mycorrhizal fungi inoculants may not have been functioning effectively, resulting in minimal lag effects.
Research Outcomes
Our greenhouse experiment demonstrated that commercial microbial inoculants can enhance overall plant biomass. However, determining the specific mechanisms behind this requires further study of soil physiochemical properties and microbial communities. While inoculants have the potential to improve plant growth, their efficacy depends on factors such as formulation techniques, soil conditions, and plant species. For example, sideoats grama, a species likely not dependent on mycorrhizal fungi, did not benefit from mycorrhizal inoculation, despite this symbiosis being common in other grass species.
One concern for sustainable agricultural production is the potential unintended benefits of microbial inoculants for unwanted weeds. Although our study did not observe significant effects of inoculants on weed biomass, this may be due to the uncontrolled seed bank of weeds, making it difficult to assess the impact on different weed species. Additionally, we observed a negative correlation between weed biomass and sideoats grama biomass, suggesting that if certain weeds benefit from microbial inoculants, they could reduce the effectiveness of these treatments for forage grasses.
Our field experiment in Altar Valley indicated that microbial inoculants alone are not sufficient to overcome harsh abiotic conditions. In such environments, the effectiveness of inoculants relies on the successful establishment of plants first. Therefore, in areas where plant establishment is difficult, efforts should prioritize environmental improvements, such as soil amelioration or water management, before applying microbial inoculants.
Similarly, our field experiment at Point Reyes National Seashore showed that low levels of inoculants did not alter microbial communities, and even high levels of inoculation did not necessarily lead to significant changes in ecosystem function or soil properties in the short term.
Based on these results, while microbial inoculants have potential for enhancing forage grass productivity in rangelands of the Southwestern U.S., their benefits are not universal and should be tested on a case-by-case basis. The key factor limiting plant establishment and growth in these environments appears to be water availability, not necessarily the absence of beneficial microbial symbiosis.
Recommendations for Future Implementation and Studies
- Water Management: Given the critical role of water availability, ranchers and land managers should prioritize strategies that enhance precipitation capture, soil water retention, and crop water use efficiency. These approaches may provide a more significant impact on plant establishment, which is essential to the effectiveness of microbial inoculants.
- Field Trials for Site-Specific Testing: Before applying microbial inoculants on a large scale, we recommend site-specific trials to assess their effectiveness under varying soil, climate, and plant conditions.
- Weed Management: Future studies should explore the potential effects of microbial inoculants on weed species to prevent unintended increases in weed competitiveness, which could reduce the overall effectiveness of inoculants for desired forage species.
- Long-term Monitoring of Ecosystem Effects: Short-term experiments may not capture the full range of ecosystem impacts from microbial inoculants. Long-term studies are needed to assess changes in microbial communities, ecosystem function, and soil health over time.
Our project, though ultimately unsuccessful, marked the first attempt by our group to apply previously accumulated theoretical knowledge about soil microbial communities to practical applications. The experiences gained from this grant have fostered further collaboration with Lorraine Parsons, Vegetation/Wetland Biologist and Chief of Natural Resources at the National Park Service, on a project aimed at controlling beachgrass invasion at Point Reyes National Seashore. Additionally, the insights we gathered are informing multiple subsequent grants that focus on the role and potential of manipulating soil microbial communities in natural resource management.
PI and co-PIs |
Title |
Agency |
Amount |
Status |
Ramirez, K Barberán, A Blankinship, J |
Interacting effects of climate change and land-use on microbiomes and carbon storage in dryland systems |
USDA AFRI |
$847,000 |
Current |
Duglosch, K Roche, L Barberán, A |
Microbial community effects on the joint performance of competing rangeland weed and forage species |
USDA AFRI |
$845,800 |
Current |
Barberán A, Gornish, E |
Interactive effects of fire and plant invasion on belowground processes and microbiome functions |
NSF DEB |
$547,000 |
Pending |
Gornish, E Barberán, A Wright, A |
Optimizing low cost soil health technologies to enhance ecosystem service delivery in rangeland systems |
USDA NIFA |
$749,000 |
Pending |
Importantly, this funding enabled Ben Yang to successfully complete his PhD degree, during which he received the William G. McGinnies Graduate Scholarship in Arid Lands Studies for 2024. The experiences from these valuable field experiments inspired Chapter 1 of his dissertation and contributed to a review paper titled From Paper to Practitioner: Strategies for Incorporating Soil Microorganisms into Restoration (In prepration) as well as the Point Reyes soil inoculation experiment Soil inoculation changed soil microbial communities, but did not accelerate the decomposition of European Beachgrass (Ammophila arenaria) in Point Reyes National Seashore (accepted in Restoration Ecology). Dr. Yang is currently a postdoctoral researcher at the University of Arizona, working with Dr. Malak Tfaily to further his research on plant-soil interactions from a metabolomics perspective.
Education and Outreach
Participation Summary:
Due to the unsatisfactory field results, we did not collect data to present at conferences aimed at producers, and most planned educational/outreach activities targeting these groups were not conducted.
However, we successfully held a greenhouse "open house" as scheduled, with participation from around 30 students from the University of Arizona. During the event, we presented the background of our study and demonstrated seed pellet-making techniques. Additionally, we showcased our findings through a poster presentation at the Society of Ecological Restoration Southwest Chapter conference, which attracted attention from researchers, policymakers, ranchers, and restoration practitioners.
We have submitted a manuscript based on our work at Point Reyes National Seashore, which is currently under review at Restoration Ecology. The second manuscipt, the review paper From Paper to Practitioner: Strategies for Incorporating Soil Microorganisms into Restoration that inspired by the experience in this project is currently in prepartation. The results of this project incubate a symposium Belowground microbiome molecular tools to inform interdisciplinary ecosystem restoration in Society of Ecological Restortion International Meeting 2025 in Denvor.
The greenhouse “openhouse” was conducted as scheduled. About 30 students from the University of Arizona participated. Ben Yang presented about the background of this study and demonstrated how to make seed pellets.
Poster was presented at Society of Ecological Restoration Southwest Chapter Conference.
While we did not have the opportunity to survey participants' written feedbacks due to the poster presentation coinciding with dinner, we received numerous positive verbal feedbacks from attendees, including Scotty Johnson, Founding Director of NGO Taproot Collaborative, and Anita Antoninka, Research Professor at Northern Arizona University, as well as from other students.
Our results sparked interest and led Alaric Balibrera, the Director of Large-Scale Ecosystems Restoration at Rainforest Rising, to reach out for a consultation regarding the use of seed pellets with beneficial microorganisms for post-fire restoration at Pepperwood, California.
Our results indicate that the use of microbial inoculants in the field is still in its early stages for broader producers and practitioners. Therefore, instead of immediately engaging with practitioners, we concentrated on educating researchers about the careful application of microbial inoculants. In our manuscript, we intentionally included a section titled "Practitioners' Perspective: An Unrealistic Restoration Method" to highlight the current limitations of microbial inoculants.