| Contributors | Affiliation | Role |
|---|---|---|
| Duhamel, Solange | University of Arizona (UA) | Principal Investigator |
| Diaz, Julia | University of California-San Diego Scripps (UCSD-SIO) | Co-Principal Investigator |
| Filella, Alba | University of Arizona (UA) | Scientist |
| Mickle, Audrey | Woods Hole Oceanographic Institution (WHOI BCO-DMO) | BCO-DMO Data Manager |
Synechococcus sp. WH8102 was grown in exponentially fed batch (EFB) continuous cultures under controlled laboratory conditions to maintain near steady-state physiology. Cultures were maintained at 26 °C on a 12:12 h light:dark cycle (250 µE m⁻² s⁻¹) in SN medium with three phosphorus treatments: High-P (36 µM), Mid-P (5 µM), and Low-P (1 µM). Continuous dilution rates were adjusted (0.35, 0.25, and 0.12 d⁻¹, respectively) to match growth rates and maintain stable biomass.
Samples were collected daily and processed immediately. Cell abundance was measured using a Coulter Counter, and growth rates were calculated from changes in in vivo fluorescence (measured by fluorometry), corrected for dilution. Subsamples were filtered onto 0.2 µm polycarbonate or GF/F filters for intracellular phosphorus analyses and stored at −80 °C or extracted immediately, depending on the assay.
Intracellular phosphorus pools were quantified across major macromolecular fractions, including ATP, DNA, RNA, phospholipids, and polyphosphate, using established biochemical and fluorometric methods. ATP was measured via bioluminescence, nucleic acids via fluorometric assays, polyphosphate via dye-based fluorometry, and phospholipid-associated P following extraction and colorimetric phosphate determination. Dissolved and particulate phosphorus fractions, including soluble reactive phosphorus (SRP), total particulate phosphorus (TPP), and intracellular inorganic phosphate (Pi), were measured using standard colorimetric methods. Intracellular phosphorus pools, including ATP, DNA, RNA, phospholipid-associated phosphorus (P_lipid), free inorganic phosphate (free_Pi), and polyphosphate (PolyP), as well as TPP, are reported as bulk concentrations in the culture (µM), phosphorus quotas per cell (fmol cell⁻¹), and phosphorus normalized to cell biovolume (fmol µm⁻³).
Together, these approaches enabled quantification of cellular phosphorus allocation and nutrient dynamics under controlled phosphorus supply conditions.
All statistical analyses were conducted in R (v4.3.3; R Core Team, Vienna, Austria). Data were tested for normality using the Shapiro–Wilk test and for homogeneity of variances using Levene’s test. When assumptions of normality and homoscedasticity were met, differences among treatments were assessed using one-way ANOVA followed by Tukey’s post hoc tests for pairwise comparisons. When assumptions were violated, non-parametric Kruskal–Wallis tests were applied, followed by pairwise Wilcoxon rank-sum tests with multiple-testing correction. Effect sizes for ANOVA were quantified using eta squared (η²). Within-treatment variability was assessed using coefficients of variation (CV). A significance threshold of α = 0.05 was applied throughout.
Because not all intracellular P pools were quantified at the same sampling events, fractional P allocation was evaluated at the treatment level rather than per replicate. Mean concentrations of each P-containing pool were calculated from all available steady-state replicates within each treatment and summed to construct a treatment-level intracellular P budget. The relative contributions of individual pools were then expressed as fractions of this calculated budget. Statistical analyses were performed on absolute pool sizes, whereas proportional allocations are reported descriptively. Relative treatment responses were quantified by calculating fold changes for each pool or metric relative to the high-P condition. Fold change was computed as the ratio of the mean value in the low-P or mid-P treatment to the mean value in the high-P treatment.
- Loaded data from P_pools_cell_srp_fluo.xlsx (Sheet1), using row 1 as header, table named p_pools_cell_srp_fluo; applied Excel floating point error adjustment and preserved cell display formatting on load; set "" and "nd" as missing value indicators
- Overwrote biovolume_µm3 column for every row based on treatment group (value was identified for each treatment group, but were not filled out in all cells of the table), filling in a fixed per-treatment culture property: 0.844 for Low-P, 0.845 for Mid-P, and 0.436 for High-P
- Renamed columns in compliance with BCO-DMO parameter naming guidance: SRP_µM to SRP, FLUO_RFU to FLUO, cell_mL to cell, biovolume_µm3 to biovolume
- Exported file as 1005084_v1_p_pools_cell_srp_fluo
| Parameter | Description | Units |
| treatment | Experimental Phosphorus supply treatment: Low-P, Mid-P, or High-P. | categorical (none) |
| day | Sampling day (time-point) of the experiment | days |
| bottle | Biological replicate/sample container ID (a, b, c) | categorical (none) |
| FLUO | Fluorescence signal (proxy for pigment or cell activity depending on assay) | RFU (relative fluorescence units) |
| cell | Cell abundance concentration in the culture | cells per mL (cells / mL) |
| SRP | Soluble reactive phosphorus (SRP) concentration in the culture | µM (micromoles per liter) |
| biovolume | Average cellular biovolume for each treatment group (0.844 for Low-P, 0.845 for Mid-P, High-P=0.436) | µm3 per cell |
| growth_rates_1_day | Specific growth rate over a one-day interval, calculated from changes in in vivo fluorescence and corrected for culture dilution | per day |
| ATP_value_uM | ATP-associated phosphorus concentration in the culture | µM (micromoles per liter) |
| ATP_value_fmol_um3 | ATP-associated phosphorus quota per cell | fmol P µm⁻³ |
| ATP_value_fmol_cell | ATP-associated phosphorus normalized to cell biovolume | fmol P cell⁻¹ |
| DNA_value_uM | DNA-associated phosphorus concentration in the culture | µM (micromoles per liter) |
| DNA_value_fmol_um3 | DNA-associated phosphorus quota per cell | fmol P µm⁻³ |
| DNA_value_fmol_cell | DNA-associated phosphorus normalized to cell biovolume | fmol P cell⁻¹ |
| RNA_value_uM | RNA-associated phosphorus concentration in the culture | µM (micromoles per liter) |
| RNA_value_fmol_um3 | RNA-associated phosphorus quota per cell | fmol P µm⁻³ |
| RNA_value_fmol_cell | RNA-associated phosphorus normalized to cell biovolume | fmol P cell⁻¹ |
| P_lipid_value_uM | Phospholipid-associated phosphorus concentration in the culture | µM (micromoles per liter) |
| P_lipid_value_fmol_um3 | Phospholipid-associated phosphorus quota per cell | fmol P µm⁻³ |
| P_lipid_value_fmol_cell | Phospholipid-associated phosphorus normalized to cell biovolume | fmol P cell⁻¹ |
| free_Pi_value_uM | Free inorganic phosphate (Pi) concentration in the intracellular phosphorus pool, expressed as a bulk culture concentration | µM (micromoles per liter) |
| free_Pi_value_fmol_um3 | Free inorganic phosphate (Pi) quota per cell | fmol P µm⁻³ |
| free_Pi_value_fmol_cell | Free inorganic phosphate (Pi) normalized to cell biovolume | fmol P cell⁻¹ |
| PolyP_value_uM | Polyphosphate-associated phosphorus concentration in the culture | µM (micromoles per liter) |
| PolyP_value_fmol_um3 | Polyphosphate-associated phosphorus quota per cell | fmol P µm⁻³ |
| PolyP_value_fmol_cell | Polyphosphate-associated phosphorus normalized to cell biovolume | fmol P cell⁻¹ |
| TPP_value_uM | Total particulate phosphorus (TPP) concentration in the culture | µM (micromoles per liter) |
| TPP_value_fmol_um3 | Total particulate phosphorus (TPP) quota per cell | fmol P µm⁻³ |
| TPP_value_fmol_cell | Total particulate phosphorus (TPP) normalized to cell biovolume | fmol P cell⁻¹ |
| Dataset-specific Instrument Name | Coulter Counter Multisizer 4e (Beckman Coulter, Indianapolis, USA) |
| Generic Instrument Name | Coulter Counter |
| Dataset-specific Description | Cell abundance was measured using a Coulter Counter, and growth rates were calculated from changes in in vivo fluorescence (measured by fluorometry), corrected for dilution. |
| Generic Instrument Description | An apparatus for counting and sizing particles suspended in electrolytes. It is used for cells, bacteria, prokaryotic cells and virus particles. A typical Coulter counter has one or more microchannels that separate two chambers containing electrolyte solutions.
from https://en.wikipedia.org/wiki/Coulter_counter |
| Dataset-specific Instrument Name | Fluorometer (AquaFluor, Turner Designs) |
| Generic Instrument Name | Fluorometer |
| Dataset-specific Description | Cell abundance was measured using a Coulter Counter, and growth rates were calculated from changes in in vivo fluorescence (measured by fluorometry), corrected for dilution. |
| Generic Instrument Description | A fluorometer or fluorimeter is a device used to measure parameters of fluorescence: its intensity and wavelength distribution of emission spectrum after excitation by a certain spectrum of light. The instrument is designed to measure the amount of stimulated electromagnetic radiation produced by pulses of electromagnetic radiation emitted into a water sample or in situ. |
| Dataset-specific Instrument Name | Luminometer (Berthold LUMAT LB 9510 l) |
| Generic Instrument Name | Luminometer |
| Dataset-specific Description | ATP was measured via bioluminescence, nucleic acids via fluorometric assays, polyphosphate via dye-based fluorometry, and phospholipid-associated P following extraction and colorimetric phosphate determination. |
| Generic Instrument Description | A luminometer is an instrument that measures light and other optical properties of specimens in chemiluminescent and bioluminescent applications. |
| Dataset-specific Instrument Name | Spectrophotometer (SpectraMax iD5, Molecular Devices, San Jose, USA) |
| Generic Instrument Name | Spectrophotometer |
| Dataset-specific Description | Dissolved and particulate phosphorus fractions, including soluble reactive phosphorus (SRP), total particulate phosphorus (TPP), and intracellular inorganic phosphate (Pi), were measured using standard colorimetric methods. |
| Generic Instrument Description | An instrument used to measure the relative absorption of electromagnetic radiation of different wavelengths in the near infra-red, visible and ultraviolet wavebands by samples. |
NSF Award Abstract:
Phosphorus (P) is a vital nutrient required by all forms of life. In the ocean, which sustains half of global photosynthesis and oxygen supply, P can be scarce enough to constrain biological productivity, carbon dioxide uptake, and therefore climate. Human activity is accelerating the delivery of nutrients like P to the ocean, but rates of nitrogen inputs are even greater. This imbalance may increase levels of P stress in marine ecosystems, placing ocean productivity more and more under the control of P supply. Given the critical role of P in sustaining ocean health and ecosystem services now and into the future, a comprehensive understanding of its utilization and fate in the marine environment is necessary. In this project, the research team investigates marine polyphosphate (polyP), a ubiquitous yet poorly understood form of P made by all living organisms. To close major knowledge gaps on marine polyP, the investigators are overcoming major technical barriers to produce the first quantitative measurements of polyP in marine microorganisms. These measurements are being conducted on laboratory microbial cultures, as well as field samples from environments with high P supply, such as the California Current Ecosystem, or very low P supply, such as the Mediterranean Sea. In addition, the research team is resolving the cellular function of marine polyP across these different organisms and environments in order to clarify its role in biological P nutrition. This work helps advance polyP research across disciplines, including terrestrial science and even cancer research, and has broad application to P bioremediation. This project supports a postdoctoral researcher, a graduate student, and several undergraduate students in the labs of two female scientists. New educational tools to teach the public about marine polyP are being produced and disseminated through this project. A K12 teacher is participating in the work and communicating the findings to their classrooms and to broad audiences online.
PolyP is ubiquitous in marine systems, where it plays critical roles in microbial P nutrition and P mineral formation and sequestration. In these ways, polyP has the potential to shape long- and short-term marine P cycling, primary productivity, microbial ecology, and global climate. However, major knowledge gaps still exist. Due to technical limitations, the scientific community currently lacks a quantitative understanding of marine polyP pools, their chain lengths, and biological origins. Furthermore, given the view of polyP as a P storage molecule, recent observations pointing to the preferential retention of particulate polyP in low phosphate (Pi) environments raise new questions about its ecophysiological functions. To close these knowledge gaps, two research questions are addressed: Q1: What is the total content and chain length distribution of polyP across different microbial groups and environmental conditions? Q2: How do the production of particulate polyP contribute to microbial P demand and stoichiometry across a broad range in Pi availability? The following hypotheses are tested: H1 (Q1): Functionally and environmentally diverse plankton produce a broad range of polyP chain lengths and concentrations. H2 (Q2): The preferential retention of polyP in low Pi environments can be reconciled with its role as a P storage molecule by a combination of taxonomic and physiological factors. These hypotheses are tested in the laboratory using representative cultures of marine plankton and in the field using observational approaches along natural Pi gradients in the Pacific Ocean and Mediterranean Sea. Applying a new P-targeted method using mass spectrometry, the team is resolving an unprecedented level of detail in marine polyP content and speciation. By combining cell sorting with elemental, biochemical, and radiotracer analyses, the team is gaining a mechanistic understanding of polyP physiology and its cycling in the ocean.
This project is supported by the Biological Oceanography and Chemical Oceanography Programs. This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
| Funding Source | Award |
|---|---|
| NSF Division of Ocean Sciences (NSF OCE) |