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            <gco:CharacterString>Cite this dataset as: Bartley, M. M., Fiore, C. L., Apprill, A., Easson, C. G., Reigel, A. M., Crump, N. (2024) Surface water and N.digitalis inhalent/exhalent water sample nutrient and bacterioplankton metadata of Looe Key and Wonderland Reef conducted in 10-15 December 2023. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2024-05-02 [if applicable, indicate subset used]. doi:10.26008/1912/bco-dmo.907559.1 [access date]</gco:CharacterString>
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        <gco:CharacterString>Florida Keys - Water Nutrients Dataset Description:  Methods and Sampling: &amp;lt;p&amp;gt;Looe Key Reef, Florida Keys National Marine Sanctuary.&amp;amp;nbsp; Wonderland Reef,&amp;amp;nbsp;Florida Keys National Marine Sanctuary. Various locations and depths are included in the metadata set.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Inhalant/exhalant water samples were taken from the sponge N. digitalis, at each reef using a modified version of the vacuSIP (Morganti et al. 2016). Briefly, acid cleaned and combusted bottles were negatively pressurized and sealed. PEEK tubing lines were connected to the pressurized bottles via a needle, and this pulled seawater from the opening of the sponge (“exhalent”) or nearby seawater (“inhalant”) at a slow and steady rate to fill the bottles. Surface seawater samples from Looe Key (n=4) and Wonderland Reef (n=2) were collected from each reef’s surface water (“reef”), 0.5 km from the reef (“mid”), and 1.0 km from the reef seaward (“away”). Nutrient data from the seawater samples were compiled and organized by reef, and by distance from the reef in an Excel file. All surface and inhalant/exhalant water samples were filtered through 0.2 µm Teflon Omnipore filters. Filtrate was then saved for nutrients and the rest was acidified and saved for organic nutrient analysis. From this filtrate, inorganic nutrient, fluorescent Dissolved Organic Matter (fDOM), and targeted and untargeted metabolomics data were collected. Flow cytometry of phytoplankton and bacteria data was collected from pre-filtered seawater and preserved in 0.5% paraformaldehyde final concentration. Seawater for total organic carbon (TOC) was also collected prior to filtration and was acidified to ~pH 2 using concentrated HCl. Metabolomics and TOC analysis were performed at Woods Hole Oceanographic Institution at the Mass Spectrometry Facility. Dissolved Organic Matter Extraction: Filtered seawater was processed using PPL solid phase extraction following the protocol by Dittmar et al. 2008. Extracts were dried to nearly completeness, leaving a small viscous drop in the vial. These extracts were then shipped to WHOI for metabolomics analysis.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Targeted Metabolite Analysis by UPLC-MS:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;DOM extracts were reconstituted in 200 μl MilliQ water with 50 ng/ml isotopically-labeled injection standards d 2&amp;amp;nbsp; biotin, d 6&amp;amp;nbsp; succinic acid, d 4&amp;amp;nbsp; cholic acid, and d 7&amp;amp;nbsp; indole 3 acetic acid. We used ultra-performance liquid chromatography (Accela Open Autosampler and Accela 1250 Pump, Thermo Scientific) coupled to a heated electrospray ionization source (H-ESI) and a triple quadrupole mass spectrometer (TSQ Vantage, Thermo Scientific) operated under selected reaction monitoring (SRM) mode. We performed chromatographic separation with a Waters Acquity HSS T3 column (2.1 × 100 mm, 1.8 μm) equipped with a Vanguard pre-column and maintained at 40°C. We eluted the metabolites from the column with (A) 0.1% formic acid in water and (B) 0.1% formic acid in acetonitrile at a flow rate of 0.5 mL min -1 , according to the gradient: 0 min, 1% B; 1 min, 1%B; 3 min, 15%B; 6 min, 50%B; 9 min, 95%B; 10 min, 95%B; 10.2 min, 1%B; 12 min, 1%B (total run time = 12 min). Settings for source gases were 55 (sheath), 20 (auxiliary) and 0 (sweep), and these settings are presented in arbitrary units. The heated capillary temperature was 375 °C and the vaporizer temperature was 400 °C. For positive and negative modes, we performed separate autosampler injections of 5 μL each.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Flow Cytometry:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Samples were shipped them to the Center for Aquatic Cytometry where they were stored at -80 C until analysis. Picophytoplankton (less than 3 µm) and nanophytoplankton (3-20 µm) were analyzed using a slight modification of the method described in Lomas et al., 2010. Immediately after thawing at room temperature, 300-400 µl of sample was prescreened through 70 µm mesh and run at a flow rate of 1 µl sec -1 . Particles were excited with a 488 nm blue laser and data acquisition was triggered on red fluorescence. Signals were recorded from detectors with bandpass filters for forward scatter (FSC), right angle light scatter (SSC) and fluorescence emission in red (692/80 nm) indicative of chlorophyll a, and orange (593/52 nm) for phycoerythrin. Data files were analyzed from logarithmic dot plots based on fluorescence and characteristic light scattering properties (DuRand &amp;amp;amp;amp; Olson, 1996) using FlowJo 10.6 software (Becton Dickinson &amp;amp;amp;amp; Company, San Jose, CA, USA). Total pico and nano phytoplankton populations were identified based upon cell size and red fluorescence. Phycoerythrin containing cell populations were determined by orange fluorescence. Based upon these gating criteria, the number of cells in each identified population was enumerated and converted to cell abundances using the processed sample volume and adjusted for dilution by preservative.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;For total bacteria analysis, samples were thawed, diluted 1:10 with Tris EDTA (TE) Buffer pH 8.0 and stained using a 10x working stock of SYBR Green I Nucleic Acid Stain (Thermofisher Scientific, USA) at room temperature in the dark for 15 min using the protocol of Marie et al. (2005). At a flow rate of 0.5 µl sec -1 , 180 µl of the diluted sample was run. Particles were excited with a 488 nm blue laser and data acquisition was triggered on green fluorescence. Signals were recorded from detectors with bandpass filters for forward scatter (FSC), right angle light scatter (SSC) and fluorescence emission in green (525/35nm). Data files were analyzed from two logarithmic scatter plots based on fluorescence and characteristic light scattering properties. Total bacteria counts were identified based on size and presence of green fluorescence and counts were converted to cell abundances using the volume of sample processed including adjustments for preservation, dilution and staining.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Inorganic nutrients included phosphate, nitrate+nitrite, nitrite, ammonia, and silicic acid.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;The phosphate method is a&amp;amp;nbsp; modification of the molybdenum blue procedure of Bernhardt and Wilhelms (1967), in which phosphate is determined as reduced phosphomolybdic acid employing hydrazine as the reductant. The nitrate + nitrite analysis uses the basic method of Armstrong et al. (1967), with modifications to improve the precision and ease of operation. Sulfanilamide and N-(1-Napthyl)ethylenediamine dihydrochloride react with nitrite to form a colored diazo compound. For the nitrate + nitrite analysis, nitrate is first reduced to nitrite using an OTCR and imidazole buffer as described by Patton (1983). Nitrite analysis is performed on a separate channel, omitting the cadmium reductor and the buffer. The method is based on that of Armstrong et al. (1967) as adapted by Atlas et al. (1971). Addition of an acidic molybdate reagent forms silicomolybdic acid which is then reduced by stannous chloride. This indophenol blue method is modified from ALPKEM RFA methodology which references Methods for Chemical Analysis of Water and Wastes, March 1984, EPA-600/4-79-020, &amp;amp;amp;quot;Nitrogen Ammonia&amp;amp;amp;quot;, Method 350.1 (Colorimetric, Automated Phenate) A detailed description of the continuous segmented flow procedures used can be found in Gordon et. al. (1994).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Samples for TOC analysis were stored at 4°C until analysis with a Shimadzu TOC-V&amp;lt;sub&amp;gt;CSH&amp;lt;/sub&amp;gt;&amp;amp;nbsp;total organic carbon analyzer (Longnecker&amp;amp;nbsp;&amp;lt;em&amp;gt;et al&amp;lt;/em&amp;gt;., 2015).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;amp;nbsp;&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/822467.rdf" xlink:title="OCE-1924540" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-1924540 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=1924540</gmx:Anchor>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/822471.rdf" xlink:title="OCE-1923962" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-1923962 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=1923962</gmx:Anchor>
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                            <gco:CharacterString>&lt;p&gt;&lt;em&gt;NSF Award Abstract:&lt;/em&gt;&lt;br /&gt;
The seawater around coral reefs is typically low in nutrients, yet coral reefs are teeming with life and are often compared to oases in a desert. Life exists in these 'marine deserts' in large part, due to symbiotic associations between single-celled microbes and invertebrates such as corals and sponges. The concentration and type of dissolved organic matter (DOM), a complex pool of organic nutrients such as amino acids, vitamins, and other diverse compounds, also affects the health of coral reefs. The composition of DOM on coral reefs is linked to both the composition of free-living microbes in the seawater and to the nutrition of filter-feeding organisms, such as corals and sponges. However, the factors that influence the composition of DOM on coral reefs and the consequences of how it changes are not well understood. Recent work suggests that sponges could have a significant impact on the composition of reef dissolved organic nutrients, depending on sponge species due to differences in filtration capacity and in their symbiotic microbial communities. This project characterizes how diverse sponge species process DOM on coral reefs and determines the impacts of this processing on the free-living microbial community. Seawater is collected from sponges (pre- and post- sponge filtration) on coral reefs in the relatively pristine region of Curacao, and incubation experiments measure the impact of sponge filtration on the growth of the free-living microbial community. The organic nutrients of seawater samples are analyzed using cutting-edge techniques to distinguish the types of nutrients that are processed by sponges. The incubation experiments, using free-living microbes collected from the coral reef, quantify the impact of sponge filtration on the growth and composition of this community. This project provides fundamental understanding of how sponges contribute to the base of the coral reef food web. As the human-driven impacts continue to alter the composition of organisms on reefs, this understanding is necessary to predict changes to reef microbial food webs and is thus essential for scientists, reef managers, and policy decision makers. This project trains undergraduate students and a postdoctoral scholar and contributes to undergraduate and K-12 education through development of sponge-centric lessons that focus on local U.S. east coast aquatic environments as well as coral reef ecosystems.&lt;/p&gt;
&lt;p&gt;Sponges vary in their capacity to filter seawater and in their associated microbial communities, leading to diverse metabolic strategies that often coexist in one habitat. While it is well-established that sponges are important in processing dissolved organic matter (DOM), an important reservoir of reduced carbon compounds, and transferring this energy to benthic food webs, there has been limited work to understand the consequences of sponge processing on the composition of coral reef DOM and on pelagic food webs. Specifically, while studies have shown that exudates of corals and algae select for specific groups of picoplankton (autotrophic and heterotrophic, respectively), similar data for sponges are required to understand the multiple factors that shape the composition of DOM and of the picoplankton community on coral reefs. Thus, this project is aimed at addressing a major knowledge gap of the role of sponge-derived DOM (sponge exometabolome) in coral reef biogeochemistry. An in situ sampling design targeting prominent Caribbean sponges and picoplankton incubation experiments is coupled to address both the composition of sponge exometabolomes and delineate shifts in the picoplankton community derived from sponge exometabolomes. Molecular-level changes to seawater DOM by sponge processing and the impact of these changes on the overall coral reef DOM profile is assessed with two DOM analysis techniques: a commonly used fluorometry technique (fDOM analysis) and with high-resolution mass spectrometry (LC-MS/MS). Additionally, microbiome and functional gene profiling, growth metrics, and nutrient analyses are employed to assess changes in the picoplankton community in response to sponge exometabolomes. Advanced data analysis techniques then synthesize data generated by each approach to provide novel insight on a poorly uncharacterized biogeochemical pathway on coral reefs. The work outlined here represents entirely novel information on the impact of sponge metabolism on the composition of DOM, sheds light on biologically important molecules involved in benthic-pelagic coupling, and importantly, generates data using standardized methods, thus facilitating comparison to previous and future DOM datasets.&lt;/p&gt;
&lt;p&gt;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.&lt;/p&gt;</gco:CharacterString>
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	Units: micromolar per liter (uM/L)
	Description: &lt;p&gt;concentration of nitrite per liter of surface water sample&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908911.rdf
	Name: NH4
	Units: micromolar per liter (uM/L)
	Description: &lt;p&gt;concentration of ammonium per liter of surface water sample&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908912.rdf
	Name: NH4_N_N
	Units: micromolar per liter (uM/L)
	Description: &lt;p&gt;concentration of total nitrogen (nitrate, nitrite, and ammonium) per liter of surface water sample&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908913.rdf
	Name: UVHumicLike
	Units: Raman units of water (RU)
	Description: &lt;p&gt;Coble Peak A (Ultra Violet Humic-like)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908914.rdf
	Name: MarineHumicLike
	Units: Raman units of water (RU)
	Description: &lt;p&gt;Coble Peak M (Marine Humic-like)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908915.rdf
	Name: VisibleHumicLike
	Units: Raman units of water (RU)
	Description: &lt;p&gt;Coble Peak C (Visible Humic-like)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908916.rdf
	Name: TryptophanLike
	Units: Raman units of water (RU)
	Description: &lt;p&gt;Coble Peak T (Tryptophan-like)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908917.rdf
	Name: TyrosineLike
	Units: Raman units of water (RU)
	Description: &lt;p&gt;Coble Peak B (Tyrosine-like)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908918.rdf
	Name: PhenylalanineLike
	Units: Raman units of water (RU)
	Description: &lt;p&gt;Coble Peak F (Phenylalanine-like)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908919.rdf
	Name: FulvicAcidLike
	Units: Raman units of water (RU)
	Description: &lt;p&gt;Peak D (Stedmon, 2003)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908920.rdf
	Name: TOC
	Units: micromolar per liter (uM)/L
	Description: &lt;p&gt;Concentration of dissolved organic carbon&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908921.rdf
	Name: TN
	Units: micromolar per liter (uM)/L
	Description: &lt;p&gt;Total Nitrogen&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908922.rdf
	Name: anthranilate
	Units: picograms (pg)
	Description: &lt;p&gt;anthranilate metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908923.rdf
	Name: phenylalanine
	Units: picograms (pg)
	Description: &lt;p&gt;phenylalanine metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908924.rdf
	Name: inosine
	Units: picograms (pg)
	Description: &lt;p&gt;inosine metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908925.rdf
	Name: adenosine
	Units: picograms (pg)
	Description: &lt;p&gt;adenosine metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908926.rdf
	Name: 4_aminobenzoic_acid
	Units: picograms (pg)
	Description: &lt;p&gt;4-aminobenzoic acid metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908927.rdf
	Name: tyrosine
	Units: picograms (pg)
	Description: &lt;p&gt;tyrosine metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908928.rdf
	Name: 4_methyl_2_oxopentanoic_acid
	Units: picograms (pg)
	Description: &lt;p&gt;4-methyl-2-oxopentanoic acid metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908929.rdf
	Name: S_5_adenosyl__L_homocysteine
	Units: picograms (pg)
	Description: &lt;p&gt;S-(5&amp;#039;-adenosyl)-L-homocysteine metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908930.rdf
	Name: desthiobiotin
	Units: picograms (pg)
	Description: &lt;p&gt;desthiobiotin metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908931.rdf
	Name: taurocholic_acid
	Units: picograms (pg)
	Description: &lt;p&gt;taurocholic acid metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908932.rdf
	Name: glutathione_oxidized
	Units: picograms (pg)
	Description: &lt;p&gt;glutathione oxidized metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908933.rdf
	Name: pantothenic_acid
	Units: picograms (pg)
	Description: &lt;p&gt;pantothenic acid metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908934.rdf
	Name: tryptophan
	Units: picograms (pg)
	Description: &lt;p&gt;tryptophan metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908935.rdf
	Name: n_acetyl_muramic_acid
	Units: picograms (pg)
	Description: &lt;p&gt;n-acetyl muramic acid metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908936.rdf
	Name: 4_hydroxybenzoic_acid
	Units: picograms (pg)
	Description: &lt;p&gt;4-hydroxybenzoic acid metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908937.rdf
	Name: riboflavin
	Units: picograms (pg)
	Description: &lt;p&gt;riboflavin metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908938.rdf
	Name: chorismate
	Units: picograms (pg)
	Description: &lt;p&gt;chorismate metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908939.rdf
	Name: 3_3_dimethyl_2oxobutanoic_acid
	Units: picograms (pg)
	Description: &lt;p&gt;3,3-dimethyl-2oxobutanoic acid metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908940.rdf
	Name: 5_hydroxy_L_tryptophan
	Units: picograms (pg)
	Description: &lt;p&gt;5-hydroxy-L-tryptophan metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908941.rdf
	Name: tryptamine
	Units: picograms (pg)
	Description: &lt;p&gt;tryptamine metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908942.rdf
	Name: 4_Methyl_5_Thiazoleethanol
	Units: picograms (pg)
	Description: &lt;p&gt;4-Methyl-5-Thiazoleethanol metabolite concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908943.rdf
	Name: TotPhytoCount
	Units: count
	Description: &lt;p&gt;total phytoplankton count&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908944.rdf
	Name: SynCount
	Units: count
	Description: &lt;p&gt;total Synechococcus count&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908945.rdf
	Name: ProCount
	Units: count
	Description: &lt;p&gt;total Prochlorococcus count&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908946.rdf
	Name: TotPhyto_Conc
	Units: cells per millliliter (mL-1)
	Description: &lt;p&gt;total phytoplankton concentration&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908947.rdf
	Name: Syn_Conc
	Units: cells per millliliter (mL-1)
	Description: &lt;p&gt;Synechococcus concentration (mL-1)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908948.rdf
	Name: Pro_Conc
	Units: cells per millliliter (mL-1)
	Description: &lt;p&gt;Prochlorococcus concentration (mL-1)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908949.rdf
	Name: TotBact_Count
	Units: count
	Description: &lt;p&gt;Total Bacteria count&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/908950.rdf
	Name: TotBact_Conc
	Units: cells per millliliter (mL-1)
	Description: &lt;p&gt;Total Bacteria concentration (mL-1)&lt;/p&gt; 
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                <gco:CharacterString>&amp;lt;p&amp;gt;Looe Key Reef, Florida Keys National Marine Sanctuary.&amp;amp;nbsp; Wonderland Reef,&amp;amp;nbsp;Florida Keys National Marine Sanctuary. Various locations and depths are included in the metadata set.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Inhalant/exhalant water samples were taken from the sponge N. digitalis, at each reef using a modified version of the vacuSIP (Morganti et al. 2016). Briefly, acid cleaned and combusted bottles were negatively pressurized and sealed. PEEK tubing lines were connected to the pressurized bottles via a needle, and this pulled seawater from the opening of the sponge (“exhalent”) or nearby seawater (“inhalant”) at a slow and steady rate to fill the bottles. Surface seawater samples from Looe Key (n=4) and Wonderland Reef (n=2) were collected from each reef’s surface water (“reef”), 0.5 km from the reef (“mid”), and 1.0 km from the reef seaward (“away”). Nutrient data from the seawater samples were compiled and organized by reef, and by distance from the reef in an Excel file. All surface and inhalant/exhalant water samples were filtered through 0.2 µm Teflon Omnipore filters. Filtrate was then saved for nutrients and the rest was acidified and saved for organic nutrient analysis. From this filtrate, inorganic nutrient, fluorescent Dissolved Organic Matter (fDOM), and targeted and untargeted metabolomics data were collected. Flow cytometry of phytoplankton and bacteria data was collected from pre-filtered seawater and preserved in 0.5% paraformaldehyde final concentration. Seawater for total organic carbon (TOC) was also collected prior to filtration and was acidified to ~pH 2 using concentrated HCl. Metabolomics and TOC analysis were performed at Woods Hole Oceanographic Institution at the Mass Spectrometry Facility. Dissolved Organic Matter Extraction: Filtered seawater was processed using PPL solid phase extraction following the protocol by Dittmar et al. 2008. Extracts were dried to nearly completeness, leaving a small viscous drop in the vial. These extracts were then shipped to WHOI for metabolomics analysis.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Targeted Metabolite Analysis by UPLC-MS:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;DOM extracts were reconstituted in 200 μl MilliQ water with 50 ng/ml isotopically-labeled injection standards d 2&amp;amp;nbsp; biotin, d 6&amp;amp;nbsp; succinic acid, d 4&amp;amp;nbsp; cholic acid, and d 7&amp;amp;nbsp; indole 3 acetic acid. We used ultra-performance liquid chromatography (Accela Open Autosampler and Accela 1250 Pump, Thermo Scientific) coupled to a heated electrospray ionization source (H-ESI) and a triple quadrupole mass spectrometer (TSQ Vantage, Thermo Scientific) operated under selected reaction monitoring (SRM) mode. We performed chromatographic separation with a Waters Acquity HSS T3 column (2.1 × 100 mm, 1.8 μm) equipped with a Vanguard pre-column and maintained at 40°C. We eluted the metabolites from the column with (A) 0.1% formic acid in water and (B) 0.1% formic acid in acetonitrile at a flow rate of 0.5 mL min -1 , according to the gradient: 0 min, 1% B; 1 min, 1%B; 3 min, 15%B; 6 min, 50%B; 9 min, 95%B; 10 min, 95%B; 10.2 min, 1%B; 12 min, 1%B (total run time = 12 min). Settings for source gases were 55 (sheath), 20 (auxiliary) and 0 (sweep), and these settings are presented in arbitrary units. The heated capillary temperature was 375 °C and the vaporizer temperature was 400 °C. For positive and negative modes, we performed separate autosampler injections of 5 μL each.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Flow Cytometry:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Samples were shipped them to the Center for Aquatic Cytometry where they were stored at -80 C until analysis. Picophytoplankton (less than 3 µm) and nanophytoplankton (3-20 µm) were analyzed using a slight modification of the method described in Lomas et al., 2010. Immediately after thawing at room temperature, 300-400 µl of sample was prescreened through 70 µm mesh and run at a flow rate of 1 µl sec -1 . Particles were excited with a 488 nm blue laser and data acquisition was triggered on red fluorescence. Signals were recorded from detectors with bandpass filters for forward scatter (FSC), right angle light scatter (SSC) and fluorescence emission in red (692/80 nm) indicative of chlorophyll a, and orange (593/52 nm) for phycoerythrin. Data files were analyzed from logarithmic dot plots based on fluorescence and characteristic light scattering properties (DuRand &amp;amp;amp;amp; Olson, 1996) using FlowJo 10.6 software (Becton Dickinson &amp;amp;amp;amp; Company, San Jose, CA, USA). Total pico and nano phytoplankton populations were identified based upon cell size and red fluorescence. Phycoerythrin containing cell populations were determined by orange fluorescence. Based upon these gating criteria, the number of cells in each identified population was enumerated and converted to cell abundances using the processed sample volume and adjusted for dilution by preservative.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;For total bacteria analysis, samples were thawed, diluted 1:10 with Tris EDTA (TE) Buffer pH 8.0 and stained using a 10x working stock of SYBR Green I Nucleic Acid Stain (Thermofisher Scientific, USA) at room temperature in the dark for 15 min using the protocol of Marie et al. (2005). At a flow rate of 0.5 µl sec -1 , 180 µl of the diluted sample was run. Particles were excited with a 488 nm blue laser and data acquisition was triggered on green fluorescence. Signals were recorded from detectors with bandpass filters for forward scatter (FSC), right angle light scatter (SSC) and fluorescence emission in green (525/35nm). Data files were analyzed from two logarithmic scatter plots based on fluorescence and characteristic light scattering properties. Total bacteria counts were identified based on size and presence of green fluorescence and counts were converted to cell abundances using the volume of sample processed including adjustments for preservation, dilution and staining.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Inorganic nutrients included phosphate, nitrate+nitrite, nitrite, ammonia, and silicic acid.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;The phosphate method is a&amp;amp;nbsp; modification of the molybdenum blue procedure of Bernhardt and Wilhelms (1967), in which phosphate is determined as reduced phosphomolybdic acid employing hydrazine as the reductant. The nitrate + nitrite analysis uses the basic method of Armstrong et al. (1967), with modifications to improve the precision and ease of operation. Sulfanilamide and N-(1-Napthyl)ethylenediamine dihydrochloride react with nitrite to form a colored diazo compound. For the nitrate + nitrite analysis, nitrate is first reduced to nitrite using an OTCR and imidazole buffer as described by Patton (1983). Nitrite analysis is performed on a separate channel, omitting the cadmium reductor and the buffer. The method is based on that of Armstrong et al. (1967) as adapted by Atlas et al. (1971). Addition of an acidic molybdate reagent forms silicomolybdic acid which is then reduced by stannous chloride. This indophenol blue method is modified from ALPKEM RFA methodology which references Methods for Chemical Analysis of Water and Wastes, March 1984, EPA-600/4-79-020, &amp;amp;amp;quot;Nitrogen Ammonia&amp;amp;amp;quot;, Method 350.1 (Colorimetric, Automated Phenate) A detailed description of the continuous segmented flow procedures used can be found in Gordon et. al. (1994).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Samples for TOC analysis were stored at 4°C until analysis with a Shimadzu TOC-V&amp;lt;sub&amp;gt;CSH&amp;lt;/sub&amp;gt;&amp;amp;nbsp;total organic carbon analyzer (Longnecker&amp;amp;nbsp;&amp;lt;em&amp;gt;et al&amp;lt;/em&amp;gt;., 2015).&amp;lt;/p&amp;gt;

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                <gco:CharacterString>&amp;lt;p&amp;gt;Targeted Metabolomics:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Samples were analyzed in random order and injected pooled samples at regular intervals (every 8 samples). We monitored two SRM transitions per compound for quantification and confirmation; these transitions were optimized previously using authentic standards. We generated 8-point external calibration curves based on peak area for each compound. We converted raw data files from proprietary Thermo (.RAW) format to mzML using the msConvert tool (Chambers et al., 2012) prior to processing with El-MAVEN (Agrawal et al., 2019). Metabolite concentrations were provided from WHOI as raw data in ng per ml in the 200 μl extract. Extraction efficiency values in seawater were used from Johnson et al. 2017. For any metabolites with extraction efficiency below 1%, these were removed from the analysis. For any metabolites with extraction efficiency of 30% or higher, the values were corrected based on the extraction efficiency (e.g., if the extraction efficiency was 50% then the value was multiplied by 2). We then converted the ng/ml values into total nanograms by multiplying by 0.2 then divided by the sample volume in liters to produce ng/L concentrations. These concentrations were converted to micromolar concentrations using the formula weight for each metabolite.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Issue with contamination of samples when processing targeted metabolites, positive reading not used in data analysis. – Not needed for targeted dataset&amp;lt;/p&amp;gt;</gco:CharacterString>
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      <gmd:maintenanceAndUpdateFrequency>
        <gmd:MD_MaintenanceFrequencyCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_MaintenanceFrequencyCode" codeListValue="asNeeded" codeSpace="009">asNeeded</gmd:MD_MaintenanceFrequencyCode>
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        <gco:CharacterString>7.x-1.1</gco:CharacterString>
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      <gmd:contact>
        <gmd:CI_ResponsibleParty>
  <gmd:organisationName>
    <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/affiliation/191.rdf" xlink:actuate="onRequest">Biological and Chemical Oceanography Data Management Office (BCO-DMO)</gmx:Anchor>
  </gmd:organisationName>
  <gmd:contactInfo>
    <gmd:CI_Contact>
		  <gmd:phone>
		    <gmd:CI_Telephone>
				  <gmd:voice>
				    <gco:CharacterString>Unavailable</gco:CharacterString>
				  </gmd:voice>
				  <gmd:facsimile>
				    <gco:CharacterString>508-289-2009</gco:CharacterString>
				  </gmd:facsimile>
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		  </gmd:phone>
		  <gmd:address>
		    <gmd:CI_Address>
				  <gmd:deliveryPoint>
				    <gco:CharacterString>WHOI MS#36</gco:CharacterString>
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				  <gmd:city>
				    <gco:CharacterString>Woods Hole</gco:CharacterString>
				  </gmd:city>
				  <gmd:administrativeArea>
				    <gco:CharacterString>MA</gco:CharacterString>
				  </gmd:administrativeArea>
				  <gmd:postalCode>
				    <gco:CharacterString>02543</gco:CharacterString>
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				  <gmd:country>
				    <gco:CharacterString>USA</gco:CharacterString>
				  </gmd:country>
				  <gmd:electronicMailAddress>
				    <gco:CharacterString>info@bco-dmo.org</gco:CharacterString>
				  </gmd:electronicMailAddress>
		    </gmd:CI_Address>
		  </gmd:address>
      <gmd:onlineResource>
          <gmd:CI_OnlineResource>
            <gmd:linkage>
              <gmd:URL>http://www.bco-dmo.org</gmd:URL>
            </gmd:linkage>
          </gmd:CI_OnlineResource>
        </gmd:onlineResource>
		  <gmd:hoursOfService>
        <gco:CharacterString>Monday - Friday 8:00am - 5:00pm</gco:CharacterString>
      </gmd:hoursOfService>
		  <gmd:contactInstructions>
		    <gco:CharacterString>For questions regarding this resource, please contact BCO-DMO via the email address provided.</gco:CharacterString>
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    <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="pointOfContact"  codeSpace="007">pointOfContact</gmd:CI_RoleCode>
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</gmd:CI_ResponsibleParty>
      </gmd:contact>
    </gmd:MD_MaintenanceInformation>
  </gmd:metadataMaintenance>
  <gmi:acquisitionInformation>
    <gmi:MI_AcquisitionInformation>
    <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/660.rdf" xlink:title="Flow Cytometer" xlink:actuate="onRequest">Bio-Rad ZE5</gmx:Anchor>
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            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>Bio-Rad ZE5</gco:CharacterString>
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          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: Bio-Rad ZE5 PI Supplied Instrument Description:Preserved samples were analyzed using a Bio-Rad ZE5 with 405 nm, 488 nm, and 640 nm lasers activated. Instrument Name: Flow Cytometer Instrument Short Name:Flow Cytometer   Instrument Description: Flow cytometers (FC or FCM) are automated instruments that quantitate properties of single cells, one cell at a time. They can measure cell size, cell granularity, the amounts of cell components such as total DNA, newly synthesized DNA, gene expression as the amount messenger RNA for a particular gene, amounts of specific surface receptors, amounts of intracellular proteins, or transient signalling events in living cells.
(from: http://www.bio.umass.edu/micro/immunology/facs542/facswhat.htm) Community Standard Description: http://vocab.nerc.ac.uk/collection/L05/current/LAB37/</gco:CharacterString>
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        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/508.rdf" xlink:title="Fluorescence Microscope Image Analysis System" xlink:actuate="onRequest">Horiba Aqualog scanning fluorometer</gmx:Anchor>
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          <gmi:type>
            <gco:CharacterString>Horiba Aqualog scanning fluorometer</gco:CharacterString>
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          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: Horiba Aqualog scanning fluorometer PI Supplied Instrument Description:Fluorometer was used to measure fDOM Instrument Name: Fluorescence Microscope Image Analysis System Instrument Short Name:   Instrument Description: A Fluorescence (or Epifluorescence) Microscope Image Analysis System uses semi-automated color image analysis to determine cell abundance, dimensions and biovolumes from an Epifluorescence Microscope. An Epifluorescence Microscope (conventional and inverted) includes a camera system that generates enlarged images of prepared samples. The microscope uses excitation ultraviolet light and the phenomena of fluorescence and phosphorescence instead of, or in addition to, reflection and absorption of visible light. Community Standard Description: http://vocab.nerc.ac.uk/collection/L05/current/LAB06/</gco:CharacterString>
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      <gmi:instrument>
        <gmi:MI_Instrument>
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            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/842793.rdf" xlink:title="Quadrupole Mass Spectrometer" xlink:actuate="onRequest">TSQ Vantage, Thermo Scientific</gmx:Anchor>
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            </gmd:MD_Identifier>
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          <gmi:type>
            <gco:CharacterString>TSQ Vantage, Thermo Scientific</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: TSQ Vantage, Thermo Scientific PI Supplied Instrument Description:Targeted metabolomics were measured using the ultra-performance liquid chromatography (Accela Open Autosampler and Accela 1250 Pump, Thermo Scientific) coupled to a heated electrospray ionization source (H-ESI) and a triple quadrupole mass spectrometer (TSQ Vantage, Thermo Scientific) operated under selected reaction monitoring (SRM) mode at the Woods Hole Oceanographic Institution (WHOI).  Instrument Name: Quadrupole Mass Spectrometer Instrument Short Name:QMS   Instrument Description: A piece of apparatus that consists of an ion source, a mass-to-charge analyser, a detector and a vacuum system and is used to measure mass spectra. The detector is a quadrupole mass-to-charge analyser, which holds the ions in a stable orbit by an electric field generated by four parallel electrodes.

 </gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/473306.rdf" xlink:title="Technicon AutoAnalyzer II" xlink:actuate="onRequest">Technicon AutoAnalyzer II</gmx:Anchor>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>Technicon AutoAnalyzer II</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: Technicon AutoAnalyzer II PI Supplied Instrument Description:Inorganic nutrients measured using Technicon AutoAnalyzer II™ components were used to measure phosphate and ammonium; and Alpkem RFA 300™ components were used for silicic acid, nitrate plus nitrite, and nitrite. Instrument Name: Technicon AutoAnalyzer II Instrument Short Name:   Instrument Description: A rapid flow analyzer that may be used to measure nutrient concentrations in seawater. It is a continuous segmented flow instrument consisting of a sampler, peristaltic pump, analytical cartridge, heating bath, and colorimeter. See more information about this instrument from the manufacturer. Community Standard Description: http://vocab.nerc.ac.uk/collection/L22/current/TOOL0291/</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/867145.rdf" xlink:title="Ultra-high-performance liquid chromatography" xlink:actuate="onRequest">Accela Open Autosampler and Accela 1250 Pump, Thermo Scientific)</gmx:Anchor>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>Accela Open Autosampler and Accela 1250 Pump, Thermo Scientific)</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: Accela Open Autosampler and Accela 1250 Pump, Thermo Scientific) PI Supplied Instrument Description:Targeted metabolomics were measured using the ultra-performance liquid chromatography (Accela Open Autosampler and Accela 1250 Pump, Thermo Scientific) coupled to a heated electrospray ionization source (H-ESI) and a triple quadrupole mass spectrometer (TSQ Vantage, Thermo Scientific) operated under selected reaction monitoring (SRM) mode at the Woods Hole Oceanographic Institution (WHOI).  Instrument Name: Ultra-high-performance liquid chromatography Instrument Short Name:UHPLC   Instrument Description: Ultra high-performance liquid chromatography: Column chromatography where the mobile phase is a liquid, the stationary phase consists of very small (&lt; 2 microm) particles and the inlet pressure is relatively high.</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      </gmi:MI_AcquisitionInformation>
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