Source: Aerodyne Research, Inc. submitted to NRP
SPATIAL AND TEMPORAL MAPPING OF DISSOLVED ORGANIC MATTER TRANSFORMATIONS IN THE RHIZOSPHERE USING SUBSURFACE GAS AND AQUEOUS PHASE PROBE NETWORKS
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
ACTIVE
Funding Source
Reporting Frequency
Annual
Accession No.
1029625
Grant No.
2023-67019-38827
Cumulative Award Amt.
$1,199,956.00
Proposal No.
2022-08697
Multistate No.
(N/A)
Project Start Date
Jun 1, 2023
Project End Date
May 31, 2026
Grant Year
2023
Program Code
[A1401]- Foundational Program: Soil Health
Recipient Organization
Aerodyne Research, Inc.
45 Manning Road
Billerica,MA 01821
Performing Department
(N/A)
Non Technical Summary
The biological, chemical and physical properties of soil immediately surrounding roots differ substantially from bulk soil and play a critical role in globally significant ecological processes including soil formation, nitrogen cycling and carbon cycling. Despite its small spatial extent, this root zone (the rhizosphere) is responsible for a disproportionately large percentage of transformations of chemical species that control soil organic carbon accrual and loss. A better understanding of nutrient transformations within the rhizosphere would inform agricultural and ecological decision-making to improve plant productivity, ecological resilience,and agricultural sustainability.The overall objective of this project is to explore the complex interactions between roots, microbial communities, and organic matter in the rhizosphere under natural conditions using a novel integrated measurement system that quantifies dissolved species, soil gases, and their transformations with high spatial and temporal resolution. An automated, non-destructive, in-situ, soil liquid sampling system with high spatial (millimeter), temporal (minute) and molecular resolution will be developed to observe low molecular weight dissolved organic matter transformations at previously inaccessible spatiotemporal scales. Arrays of these microdialysis-based probes will be combined with existing gas probes and with metagenomic/metatranscriptomic microbial characterization to inform and challenge rhizosphere reactive transport models.A comprehensive understanding of the dynamic processes occurring in the rhizosphere resulting from root growth, exudation, respiration, water/nutrient uptake and microbial activity requires an interdisciplinary approach that combines high-fidelity measurements of rhizosphere chemical transformations, microbial characterization, and reactive transport modelling. This project will address a set of research questions aimed at exploring resource utilization in the rhizosphere at spatial and temporal scales that have been previously inaccessible. The resulting data will inform and challenge sophisticated reactive transport models to develop predictive capacity addressing factors driving soil organic matter decomposition in the rhizosphere, the fate of decomposition products and the impact of environmental factors and symbiotic relationships. This research will produce new datasets that help ecologyand agronomyresearchers better understand the relationship between soil nutrients and root uptake, and how the root-soil interface impacts plant growth, agricultural sustainability, and resistance to global change. The project team is uniquely suited to this challenge with expertise in trace gas sensing, subsurface probe development and deployment, soil biogeochemistry, microbial ecology and reactive transport modeling.
Animal Health Component
20%
Research Effort Categories
Basic
40%
Applied
20%
Developmental
40%
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
10201101070100%
Knowledge Area
102 - Soil, Plant, Water, Nutrient Relationships;

Subject Of Investigation
0110 - Soil;

Field Of Science
1070 - Ecology;
Goals / Objectives
The biological, chemical and physical properties of soil immediately surrounding roots differ substantially from bulk soil and play a critical role in globally significant ecological processes including soil formation, nitrogen cycling and carbon cycling. Despite its small spatial extent, this root zone (the rhizosphere) is responsible for a disproportionately large percentage of transformations of chemical species that control soil organic carbon accrual and loss. The overall objective of this project is to explore the complex interactions between roots, microbial communities, and organic matter in the rhizosphere under natural conditions using a novel integrated measurement system that quantifies dissolved species, soil gases, and their transformations with high spatial and temporal resolution. An automated, non-destructive, in-situ, soil liquid sampling system with high spatial (millimeter), temporal (minute) and molecular resolution will be developed to observe low molecular weight dissolved organic matter transformations at previously inaccessible spatiotemporal scales. Arrays of these microdialysis-based probes will be combined with existing gas probes and with metagenomic/metatranscriptomic microbial characterization to inform and challenge rhizosphere reactive transport models.This project will be divided into three phases and experimental goals:1) Characterize the impact of root exudation on dissolved organic matter transformations and transport by combining reactive transport models with results from well-constrained experiments centered on an artificial root:a) Use exudate dosing (sugar, amino acid, organic acid, mixture) toobserve transport of exudate and dissolved organic matter (DOM) transformations including trace gas products and microbial responseb)Homogeneous 13C/ 15N low molecular weight (LMW) DOM dosingwith model root to understand the fate of these species2) Utilize the same probe technology and modeling approach to evaluate a living root in different growth stages to observe the establishment and evolution of the rhizosphere in situ, and quantify rhizosphere responses to environmental stressors.a) Probe the rhizosphere of a real root growing in natural conditions to undertsand real-world exudate composition and gradientsb) Explore these interactions under different plant stressors.3) Scale up to a greenhouse setting where we will investigate the impacts of symbiotic relationships on carbon and nitrogen resource utilization in the rhizosphere.a) Understand the role of mychhorizal interaction in modulating and mediating LMW DOM in the rhizosphere.In addition to these technical goals, we aim to introduce high school, undergraduate, and graduate students to world-class research environments in academic and industrial settings. We will achieve this through collaborations with U. of Arizona and Penn. State are, whose undergraduate and graduate students will participate. In addition, we will utilize local high school interns for laboratory work in the summer, including developing "mini-projects" (e.g. measuring soluble carbon and nitrogen) that are matched to their skill levels.
Project Methods
We will address a range of research questions to provide new insights into biogeochemical interactions and transport within the rhizosphere by developing an integrated measurement system that simultaneously quantifies dissolved species (exudates, low molecular weight dissolved organic matter (LMW DOM)) and soil gases (CO2, O2, N2O, NO, VOCs) with high spatial and temporal resolution. Central to this goal is the development of an automated, non-destructive, in situ, subsurface sampling system for measuring soluble species in soil with high spatial (mm scale) and temporal (minute) resolution, and with molecular specificity. This novel capability will be coupled with our existing subsurface diffusive gas probe system and microbial characterization methods to quantify an collection of relevant parameters to challenge and improve reactive transport models of rhizosphere processes.The unique added component of this project is the use of microdialysis probesarrays to interrogate soluble compounds with high spatial and temporal resolution. When combined with the extreme sensitivity of Aerodyne instrumentation, detection of soluble compunds can occur in <10 uL of sample, an order of magnitude better than existing approaches. Aerodyne specializes in automating these types of sampling systems, so the entire probe array willbe automatically sampled using custom software. Measurements of soluble species will be made using a Vocus proton transfer reaction mass spectrometer, while gas measurements will be with an AerodyneVocus and TILDAS spectroscopic analyzer. Microbial characterization will occur using standard genomic sampling methods (University of Arizona) to understand both gene abundances (DNA) and biological activity (RNA). The reactive transport model will leverage recent advances by Penn State researchers in developing these models across scales.The measurements will be performed in triplicate with controls, in order to account for systemic variations. When plants are used, the plant roots will be controlled using root windows and exclusion meshes.The overall success of the project will be gauged in a milestone approach, where the first milestone will be technical development of the automated microdialysis system, followed by individual experiments. At the end of each experiment, the results will be analyzed and success will be judged based upon data quality, reliability, and reproducibility. The results of each experiment will inform the next experiment, including ways in which we can improve our methodology.

Progress 06/01/23 to 05/31/24

Outputs
Target Audience:The target audience of this research will be the soil, ecological, agricultural, and agronomic research communities. These communities iwll be reached by publication in high-profile, peer-reviewed journals, and by presentations at research conferences such at the American Geophysical Union Fall Meeting and the Soil Science Society of America meeting. Further, this work will target graduate, undergraduate, and high school researchers, to expose them to new concepts and capabilties, expand their skillset, and engage them in new research. This will occur through experiential learning opportunities and laboratory instruction. During this reporting period, we attended both of the above meetings and discussed the technology, although we have not yet presented results. One of our target audiences has been young scientists, and we worked toward that goal this period. We hired an intern (high school student attending college in the Fall)work with us during Summer 2024, and some of her efforts have been in service of this project. We intend to re-hire her for Summer work in 2025. We are also looking to potentially bring a U. Arizona graduate or undergraduate to work at Aerodyne for a long period of time. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?There have been several opportunities for training and development during this reporting period. First, we brought on an intern (high school senio/college freshman) that worked with us over the summer 2024, trying out different injection methods. This was her first experience in a lab, so she learned a wide variety of skills, from solution-making to glassware cleaning, to software writing and data analysis. We will also be inviting her to join us next summer. In addition, one scientists on the team, Dr. Guo has recieved extensive trainign on mass spectrometric analysis, allowing us to quickly work up data. Further, we have had several scientists attend scientific conferences. We have not present ed any results from this projectm yet, but we have used the opportunity to build relationships with potential collaborators and informally discuss our work. We anticipate that in the next reporting period we will be presenting work and potentially writing papers. How have the results been disseminated to communities of interest?As discussed above, although we have not yet formally disseminated results (talks, poster, papers), we have had discussions with potential future collaborators and other scientists that have given us insights into potentially interesting science that could happen with the technology we're developing. What do you plan to do during the next reporting period to accomplish the goals?In line with the proposed timeline, in the next year we plan to pursue several interesting research avenues. First, we will use MD probe arrays to explore how soil microbial commuities respond to the exudation of nutrients from a simulated root. This will require building small scale probe arrays and placing them in soil (and sterile sand), mapping out gradients. We will engage our co-PI Li Li (Penn. State) to model the transport of these solutes. We will also take small soil sampled for biological analysis (DNA/RNA) by co-PI Meredith. We will continue development of the rhizobox, which will allow us to steer a root next to an MD probe to allow us to see real root exudation. We expect this accomplishemnt to start near the end of next reporting period.

Impacts
What was accomplished under these goals? The focus of this period of the project was on developing and refining the detection and sampling method. Central to the success of the project is to ensure that we can reliably and quantitatively measure a wide range of solutes using the field-able Vocus chemical ionization mass spectrometer. Detection approach The detection approach builds upon mass spectrometric methods aimed at measuring gaseous organic compounds using chemical ionization (CI). For this project we utilized the Aerodyne Vocus proton transfer reaction mass spectrometer. This time-of-flight instrument is a powerful tool that is capable of measure parts per trillion levels of gas concentration. This type of instrument has very rarely been used for liquid sampling, so a novel liquid sampling unit had to be developed and tested. During this period we designed and built the new inlet, and tested it on a variety of solutes that might be found in soil, including sugars, amino acids, and organic acids. The general design of the inlet relies upon vaporization of a discrete liquid sample, followed by rapid transport to the Vocus inlet. Thermal stability is important in this setup, so the design consisted of a stream of pre-heated nitrogen (avoiding oxygen that could lead to thermal oxidation) passing over a hot sample injection head, then carrying the vaporized solute to the Vocus inlet within 100 milliseconds. During this testing we optimized the vaporization by varying nitrogen and injection head temperature, nitrogen flow rate, injection head and needle material, injection flow rate and volume, transfer tubing material and coatings, Vocus inlet temperature, Vocus inlet flow rate. These parameters were optimized for maximum signal to noise, time response, and ease of cleaning. After optimizing these parameters, we observe nearly linear responses to a wide range of chemical classes. However, we observed a non-linearity in the response of micromolar concentrations of some organic acids such as glutaric and maleic acid. We trace this to a need for alower pH of the solution, allowing for the organic acids to re-neutralize with excess protons in order to vaporize as neutral molecules. This required us to modify the injection approach such that a small concentration of HCl solution was added into the sample (~1 mM). This provided high linearity of across a wide range the compounds. Sampling Approach Once the vaporization and detection and approach were established, we developed a sampling system that utilized microdialysis (MD) probe arrays. To achieve this we utilized cutting edge technology from VICI Valco in the form of very low-volume multiselector valves, allowing for up to 16 probes to be sampled, and low-flow liquid pumps. The latter have been very valuable as a replacement for syringe pumps, which have a quite limited volume for the flow precision we need. In this setup, clean water is flowed through the MD probe, through a multiselector valve, and into a small (5 uL) sample loop. Once the sample loop is filled it is opened to the injection head and its contents are pushed into the injection head at a fast flow rate to rapidly vaporize and measure the sample. The entire sequence is automated and scheduled, allowing for hands-off, unattended sampling. Multiple aspects of this sampling approach have been tested to maximize collection efficiency of the MD probes and minimize complexity. This work is still ongoing. Central to this is the need to identify the optimal sampling timing and flows. Thus far these parameters have included perfusate flow rate, sample transfer time, sample volume, and tubing material. One extremely important aspect was tubing material. Polyether ether ketone (PEEK) is an industry standard for low-volume sample transfer, as it is relatively inert and tubing with extremely low inner diameter (ID) can be manufactured (<0.25 mm). We found during testing that while the PEEK tubing was inert during rapid sample transfer, if the sample resided in the tubing for more than 2 minutes, it began to degrade the sample. The amino acids (here alanine and glycine) were particularly susceptible to this, but the organic acids were as well. This was especially true in the sample loop itself. Alanine in a PEEK sample loop would degrade quickly. On the contrary, when the PEEK loop was replaced by PTFE, the sample could stay in the loop for over 3 hours without any signs of degradation. As such we are currently exploring suppliers of PTFE tubing with a small ID. As part of this work, we also explored two more aspects of the sample extraction. First, most MD applications push perfusate through the probe and into a collection volume (in our case a sample loop). However, with the fluid pumps it is possible to actively draw flow, rather than push. We have therefore tested the approach where the sample is drawn (not pushed) out of the MD probe and into the sample loop. This is a simpler approach from a flow and control perspective the a perfusate-push approach. Preliminary results indicate that this "pull" mode showed similar recovery rates as in "push" mode. We also tested two approaches to drawing sampling into the sample loop. First, the sample can slowly fill the transfer lines until it reaches the sample loop. While simple, the amount of sample required is dependent not only on the sample loop volume but also on the transfer line volume. For example, over 1 meter of 0.125 mm (0.005") ID transfer tubing is 12 uL, which when including the sample loop then requires 17 uL of sample. Two thirds of the sample is therefore never loaded into the sample loop and flushed out after the measurement. Further, if the perfusate flow rate is 0.5 uL/min, it requires 34 minutes to perform the sample extraction, during which there may be sample losses on the tubing. To address this we developed a plug-flow approach, where the required sample is drawn out of the probe into the transfer tube. When slightly more has been extracted than is required by the sample loop, the flow is increased to quickly transport that volume into the sample loop. We have tested this, drawing 0.5 uL/min from the MD probe, then rapidly transferring it to the loop at 10 uL/min. For a 5 uL sample loop, the entire sequence requires ~10-12 minutes. This has the added advantage that it allows for much longer transfer tubes between the probe and the instrument. Current experimental The measurement system is nearing readiness for true soil water measurements with one month. The detection approach has been demonstrated to be highly reproducible and sensitive. There are several tests yet to run. Most importantly, we will test whether we can use a double-common selector valve to continuously flow a small amount of perfusate through the probe, in order to allow a very slow flow (<<1 uL/min) through the probe while it is not being sampled, to encourage full equilibration through the membrane. In this configuration, in the course of ~2 hours between a given probe measurement, new sample is extremely slowly being pulled into the transfer line, such that when that probe is finally addressed for measurement, the equilibrated sample can be quickly drawn into the sample loop. We are currently testing the viability of this, as it will allow the most equilibrated measurement possible. Our first experiments in soil will make use of a MD probe array that allow for artificial dosing of the soil with realistic quantities of solutes. The solute gradient emanating from the dosing point will be measured with MD probes spaced away from the probe with 1 mm-resolution. We will first be testing this in sand, where we expect no uptake of solutes, then extend into real soil samples. We will sieve the real-world soil in order to ensure a fine texture that is amenable to measurement of mm-scale gradients. This array has entered final design stages and will be ready within several weeks.

Publications