Grant Information
| Knowledge Area | Subject of Investigation | Field of Science | Percent |
|---|---|---|---|
| 206 - Basic Plant Biology | 2499 - Plant research, general | 1060 - Biology (whole systems) | 100% |
The microbial community (or microbiome) associated with plants affect how plants grow, use nutrients, and respond to pollution. Plants communicate to their microbiome through exudates, or small organic chemicals released by the plant. Duckweed is a small, floating aquatic plant that thrives in aquatic ecosystems that are polluted with agricultural and urban runoff water. Duckweed has been used to remove excess nutrients and other organic pollutants from these systems and is being investigated as a sustainable source for biofuels and feed. Our long-term goal is to optimizeduckweed for pollutant removal and food or fuel production by manipulating the duckweed microbiome. To achieve this goal, we will first determine the relationships between duckweed exudates, its microbiome, and the chemical pollutants ammonium and antibiotics. Once we establish these fundamental relationships, we will determine how duckweed microbiomes affect the uptake and metabolism of ammonium and antibiotics by duckweed. Subsequently, we will inoculate duckweed with engineered microbiomes to develop duckweeds with enhancedpollutant remediation potential. In doing so, we will characterize what happens to ammonium and antibiotics in aquatic ecosystems dominated by duckweeds.
To sustainably meet future food demands while protecting natural resources, it will be critical to capitalize on knowledge of plant microbiomes. Plant microbiomes affect plant growth and health, nutrient utilization, and plants' responses to environmental stressors and pollutants. It is well established that plant exudates affect the microbiome, spurring growth of specific microorganisms and prompting shifts at the community level, however, details as to the relationships between plants and their microbiomes are largely limited to terrestrial plants, especially Arabidopsis and legumes. Advances in genomic sequencing and metabolomics analysis allow us to systematically study the interactions between plants, exudates, and microbiomes and to fill gaps in our understanding of how microbiomes beneficially and antagonistically interact with plants as they take up nutrients and respond to chemical pollutants. As a standardized model plant, duckweeds (floating macrophytes of Lemnoideae) present an excellent system to study microbiomes and the molecular communications that shape the composition and metabolic potential of the plant and its microbiome. Globally distributed, duckweeds play a voluntary, yet critical, role in the removal of nutrients and pollutants in drainage ditches and farm ponds, thereby serving as a critical actor in pollutant cycling in the buffers between agricultural activities and natural resources. Duckweeds also have great potential as a source for food and biofuels. The goals of our research are to, 1) develop duckweeds colonized with microbiomes optimized for site-specific remediation of agricultural runoff, and 2) to manipulate microbiomes to alter the metabolic activity of host duckweeds in order to improve the composition of their biomass for as a stock for food or fuel. We have defined two hypotheses based on the project goals:Hypothesis 1) Exudates produced by duckweeds link chemical stressors, such as ammonium and antibiotics, with the microbiome, thereby impacting attenuation of stressors and fitness of the duckweed.Hypothesis 2) Duckweed microbiomes can be tailored to enhance plant health and improve treatment of nutrients and antibiotics by conservation practices where duckweeds grow
In these objectives, we will measure the degradation of antibiotics by the duckweed-microbiome system relative to the uptake and phytometabolism of antibiotics by duckweed. This is significant, as current research indicates that phytometabolites of organic pollutants are a potential source of bioactive compounds in the environment and our food products.
Methods:Collection and analysis of exudates: Culture media for treatments will be collected and analyzed. Media will be concentrated with SPE using Oasis HLB (Hydrophilic-Lipophilic-Balanced) cartridges (Waters, USA). Concentrated samples will be analyzed on an Acquity Ultra Performance Liquid Chromatography (UPLC) system coupled with a Xevo G2-XS QTOF mass spectrometer(Waters, Milford, USA). Chromatographic separation will use an Acquity BEH C18 column (100 x 2.1 mm, 1.7 µm) at temperature of 40oC and elution gradient of (A) 0.1% formic acid and (B) acetonitrile and flow rate of 0.3 mL/min. Analyses will be carried out with an electrospray ionization (ESI) source operated in both negative and positive mode within a mass range of 50 - 1500 m/z. Data will be collected in centroid mode with two scan functions using MSE acquisition: function 1 with low collision energy (0 eV) and function 2 with high collision energy (dynamic ramp of collision energy of 20-80eV). This method was developed by researchers in Dr. Reinhold's group, with consultation by experts from the MSU Mass Spectrometry and Metabolomics core facility and has been used to analyze both exudates (see preliminary results) and metabolic products of antibiotics in plants.Data analysis for exudates: The centroided MSraw data obtained under low collision energy will be processed using Progenesis QI 2.1 software (for alignment, normalization and peak picking) (Waters). The results are then introduced to EZinfo 3.0 software (Umetrics, Sweden) for principal component analysis (PCA) and orthogonal projection to latent structures-discriminant analysis (OPLS-DA), to explore the variables that contribute significantly to the observed differences between experimental groups. Each treatment will be compared to a composite of the other treatments for each variable. For example, in Trial 1, Lemna minor's exudate profile will be compared to a composite analysis of the other three species, and so on (yielding 4 comparisons for 4 species).Key chemical differences between profiles will be identified using MassLynx 4.1 software (Waters) to generate possible chemical formula for the metabolite candidates with the mass accuracy error
Target Audience
Data from this project have been presented in a poster format at the Ecological Society of America (ESA) Meeting in Portland, Oregon and the American Society of Microbiology (ASM Microbe) meeting in Houston, TX.
Changes / Problems
Nothing Reported
Training & Professional Development
Work on this project has involved one graduate student, three undergraduate students, two high school students, and a laboratory assistant. The students involved in this work have had the opportunity to learn new sequencing techniques and data analysis pipelines. The graduate student on the project has been able to present her work locally at CUNY or Brooklyn College-based research symposia, as well as at regional and national meetings. The undergraduate students have presented work at the Brooklyn College Science Day.
Dissemination Streams
Results have been disseminated as poster presentations at local, regional, and national meetings, as mentioned above.
Next Reporting Steps
We expect to continue making progress on the goals for this project. We are submitting abstracts for the national ESA meeting and the national ASM Microbe meetings in 2024. We are continuing to collaborate closely with our coPI, Dr. Dechand as MSU, and are sharing results and expertise in order to better understand the relationship between duckweed microbiomes, duckweed exudates, and the potential to optimize duckweed microbiomes for bioremediation of polluted waters.
Target Audience
Data from this project have been presented in a poster format at the Ecological Society of America (ESA) Meeting in Montreal, Canada.
Changes / Problems
Nothing Reported
Training & Professional Development
Work on this project has involved one graduate student, four undergraduate students, two high school students, and a laboratory technician. The students involved in this work have had the opportunity to learn new sequencing techniques and data analysis pipelines. The graduate student on the project has been able to present her work locally at CUNY or Brooklyn College-based research symposia, as well as at regional and national meetings. The undergraduate students have presented work at the Brooklyn College Science Day as well as at the ESA Mid-Atlantic regional meeting in Delaware.
Dissemination Streams
Results have been disseminated as poster presentations at local, regional, and national meetings, as mentioned above.
Next Reporting Steps
We expect to continue makingprogress on the goals for this project. We are submitting abstracts for the national ESA meeting and the national ASM Microbe meeting. We are continuing to collaborate closely with our coPI, Dr. Dechand as MSU, and are sharing results and expertise in order to better understand the realtionship between duckweed microbiomes, duckweed exudates, and the potential to optimize duckweed microbiomes for bioremediation of polluted waters. <br><br>
<br>What was accomplished under these goals? In 2015 the first Oxford Nanopore Technologies (ONT) palm-sized MinION nanopore DNA sequencer became commercially available. Over the last several years significant reductions in the sequencing error rates, and increased flexibility in the DNA library preparation reagents, have made MinION nanopore sequencing a promising option for many research labs. We tested the MinION nanopore sequencer to analyze duckweed microbiome DNA samples. The initial pilot runs in our lab were successful and we are in the process of switching to carrying out much of our duckweed microbiome sequencing using the MinION sequencer. Sequencing microbiome DNA at commercial labs using Illumina instruments costs $50-$75 per sample and takes 3-5 weeks to receive the sequence data. By switching to the MinION system, we can reduce the cost to $10 per sample and have the microbiome sequence data within 48 hours. The MinION system produces long DNA reads, and in our application, we can generate 1,600 bp 16S gene reads, as opposed to the 250 bp 16S reads using Illumina. The greater length in reads will allow us to better characterize the bacterial complexity in our samples. The MinION system will allow us to analyze 5x more microbiome samples for the same cost, and will speed our research progress. Because all the work is done in our lab, using the MinION nanopore sequencer gives us the ability to customize all steps in the process, from DNA library preparation to data output, in a way that is best suited to our work with duckweed microbiomes. In our initial MinION runs we used the ONT 16S-barcoding kit to generate the duckweed microbiome DNA libraries for sequencing. In this protocol 16S universal PCR primers containing nanopore adapter sequences are used to amplify the 16S gene from the duckweed microbiome template DNA. While the libraries we generated worked and we generated ~100K high quality 16S amplicon DNA reads (~10K reads per barcoded sample), some barcoding reactions failed. Using the 16S-barcoding kit, the barcodes are added during the PCR amplification step, and if the PCR amplification fails and produces little or no amplicon DNA, the barcodes are wasted. Since the barcoded primers are the limiting reagent in the ONT 16S-barcoding kits, this translates into fewer samples that can be analyzed. To avoid this problem, developed a protocol using the ONT native, ligation-mediated, barcoding kit. The native barcoding kit uses an enzymatic ligation step, as opposed to PCR, to add the barcodes and adapter sequences to existing PCR amplicon DNA or genomic DNA. Using this approach, the sequencing barcodes can be added to each 16S amplicon sample after the PCR step, giving us a chance to check the quality of the PCR step before adding the barcodes. In cases where the PCR step does not produce sufficient amplicon DNA, we can repeat the amplification step until it works, or drop that sample from the experiment. This approach eliminates cases where barcodes are wasted on samples lacking high quality amplicon DNA. The native barcode ligation strategy can also be used with any DNA amplicons, not just 16S amplicons, as well as being used on unamplified metagenomic DNA for whole metagenome shotgun sequencing applications. We have isolated as pure cultures, and identified by 16S gene sequencing (long Sanger reads from GeneWiz), 80 bacterial strains from duckweed microbiomes that were collected in and around New York City (primarily from duckweeds found in Prospect Park, Central Park, and Alley Pond Park). Using bacterial genome databases, we have noted a few promising bacterial strains in our collection that are likely to have antibiotic degrading potential. This is based on the presence of predicted degradation pathways within their genomes, or based on their close relatedness to similar bacterial species that have been reported to degrade antibiotics. <br><br><b>Publications</b><br>
Target Audience
Nothing Reported
Changes / Problems
Nothing Reported
Training & Professional Development
I have recruited one full-time (CUNY Graduate Center, Molecular, Cellular and Developmental Biology Porgram) and one shared graduate student (CUNY Graduate Center, Earth and Environmental Sciecnes Program) to the lab. Both graduate students should begin work in the lab by the end of the summer.
Dissemination Streams
Nothing Reported
Next Reporting Steps
We expect to be back to normal lab functioning by the summer of 2022, provided there are no new SARS-CoV-2 variants that require a move back to remote activity. We will continue working toward establishing re-colonized duckweed microbiomes and synthetic duckweed microbiomes for use in analyzing duckweed exudates and how they are impacted by the presence of the microbiome. We have entered into conversation with experts in mass spec analysis at CUNY's Advanced Science Research Center, and we expect to begin exudate analyses on duckweed cultures complementing to the work being carried out by coPI Dechand on exudates at MSU. We have begin to exmine the effect of antibiotic and elevated nitrogen-level stressors on duckweed microbiomes, and we will continue that work in the upcoming year. <br><br>
<br>What was accomplished under these goals? We have made advances in duckweed microbiome analyses using QIIME2 and additional analysis tools available through Microbiome DB. These advances will allow us to characterize and compare duckweed microbiomes with greater efficiency and greater flexibility. Our current data suggest the the duckweed microbiomes that form naturally in duckweeds isolated from NYC, and those that form on sterile duckweeds, colonized from microbiome donor sources (laks and pond water and sediments) are similar to other published duckweed micrbiomes in their bacterial compostion (at the level of class). We have preliminary results showing the antibiotic stressors alter the composition of microbiomes that are able to assemble on duckweeds. The diversity, as measured by Faith's PD, is lower on duckweeds where the microbiomes assembled in the presence of antibiotics in the water. We are in the process of repreating these experiments. <br><br><b>Publications</b><br>
Target Audience
Nothing Reported
Changes / Problems
Nothing Reported
Training & Professional Development
Throughout the pandemic, the PI has held remote laboratory meetings with students (undergraduates and masters) via Zoom. In these meetings, we have continued to follow the duckweed microbiome literature and how we can implement project goals when we are able to return to the lab in person.
Dissemination Streams
Nothing Reported
Next Reporting Steps
We expect to be back close to normal lab functioning by the winter of 2021/2022. We will continue working toward establishing re-colonized duckweed microbiomes and synthetic duckweed microbiomes for use in analyzing duckweed exudates and how they are impacted by the presence of the microbiome. <br><br>
<br>What was accomplished under these goals? Work on manipulating the duckweed microbiome has begun (in the PI's lab at Brooklyn College). The PI has made some progress in colonizing sterile laboratory duckweed from natural microbiome sources. Progress has also been made toward creating a "synthetic" duckweed microbiome from cultured bacterial strains isolated from natural duckweed microbiomes. The COVID-19 pandemic has slowed laboratory research. The PI was able to begin lab research in the spring of 2021, and students have been able to begin working in the lab as of September 2021. However, the density of students that can work in the lab is at the same time is about ~70 capacity. <br><br><b>Publications</b><br>