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            <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/dataset/849153.rdf" xlink:actuate="onRequest">Direct measure of phytoplankton cell quotas from field populations sampled from multiple cruises cruises between 2010 and 2016</gmx:Anchor>
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            <gco:CharacterString>Cite this dataset as: Lomas, M. W., Martiny, A. (2021) Direct measure of phytoplankton cell quotas from field populations sampled from multiple cruises cruises between 2010 and 2016. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2021-06-02 [if applicable, indicate subset used]. doi:10.26008/1912/bco-dmo.849153.1 [access date]</gco:CharacterString>
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        <gco:CharacterString>Sorted Cell Quotas Dataset Description:  Methods and Sampling: &amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Phytoplankton sample collection and preparation. &amp;lt;/em&amp;gt;Samples for taxon-specific elemental content were collected using 12 liter (L) Niskin bottles, usually from two depths at each station (see supplemental file for map of stations from which samples were collected and cell-sorted to quantify cellular macronutrient content; one within the upper mixed layer (10-20 meters) and one near the deep chlorophyll maximum. Due to timing of the cruises, samples were collected from a seasonal window limited to summer and early fall. Samples were prepared for sorting by concentrating cells from the ambient sample under darkened conditions using a Memteq High Volume Cell Trap (0.2 micrometer pore size), and then flushed from the Cell Trap using 0.2 micrometer (µm) filtered seawater and a luer lock syringe; roughly 3-4 liters (L) of ambient seawater was concentrated down to ~5 milliliters (mls). Samples were either gravity filtered through the Cell Trap directly from the Niskin bottle or pushed through the cell trap using a peristaltic pump at &amp;amp;lt;50 milliliter per minute (ml min&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;). Samples were then kept cool at 4 degrees C if they were going to be sorted live and immediately after collection or fixed with freshly filtered paraformaldehyde (0.5% v/v final concentration) if they were going to be stored for later sorting. Samples were allowed to fix at 4&amp;lt;sup&amp;gt; &amp;lt;/sup&amp;gt;degrees C for 1-2 hours and then flash frozen in liquid nitrogen and then moved to -80&amp;lt;sup&amp;gt; &amp;lt;/sup&amp;gt;degrees C for longer term storage.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Cell sorting and elemental analysis. &amp;lt;/em&amp;gt;The cell counting and sorting protocols used follow that of Baer et al. (2017). Cell counts and sorts were performed on either a Becton Dickinson Influx or FACSJazz flow cytometer, each utilizing a 200 milliwatt (mW) 488 namometer (nm) laser, with detectors for forward scatter, side scatter, 692 namometer (nm), and 530 namometer (nm), and operated with 8 grams of NaCL kg&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; solution for sheath fluid, which was filtered inline using a 0.22 micrometer (µm) Millipore Sterivex&amp;lt;sup&amp;gt;TM&amp;lt;/sup&amp;gt; filter. Instrument alignment was performed with 3.0 micrometer (μm) 6-peak rainbow beads, while roughly hourly checks on forward scatter response were performed with 0.53 micrometer (μm) Nile Red beads (Spherotech). &amp;lt;em&amp;gt;Prochlorococcus&amp;lt;/em&amp;gt; populations were discriminated based on forward scatter and red fluorescence, and a gate in orange (530 nm) discriminated for &amp;lt;em&amp;gt;Synechococcus&amp;lt;/em&amp;gt;. Eukaryotes were all larger autofluorescing cells that did not fit the cyanobacterial gating scheme. For sorting, sort control software was set to &amp;quot;1.0 drop pure&amp;quot; sort mode. In excess of 17 million, 8 million, and 500,000 cells for &amp;lt;em&amp;gt;Prochlorococcus, Synechococcus, &amp;lt;/em&amp;gt;and eukaryotes were sorted for chemical analysis, respectively. Not all phytoplankton groups were sufficiently abundant at each station/depth for practical sorting and subsequent analysis. Post-sort purity tests were run with subsamples of each sorted population; sort purity always exceeded 94%. Sorted populations were collected in polystyrene Falcon tubes (BD Biosciences Inc.) and subsequently filtered on pre-combusted (450 degrees C for 4 hours) GF-75 filters (Ahlstrom; nominal pore size = 0.3 micrometer). To ensure complete capture of all of the cells, the Falcon tubes were rinsed multiple times with 0.2 micrometer (μm) filtered sheath fluid. Filter and sheath fluid blanks were produced each day samples were sorted for subsequent subtraction from the mass of each unknown sample. Following filtration, filters were placed in acid-washed cryovials and frozen (-20 degrees C) until analysis as described below. Average cellular elemental content was determined by dividing the elemental content of the sample (see next section) by the number of sorted cells as determined in a direct post-sort count analysis of the sorted sample.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Particulate nutrients. &amp;lt;/em&amp;gt;Particulate organic P (POP) was analyzed using the ash-hydrolysis method, with oxidation efficiency and standard recovery tested with each sample run using an ATP standard solution and a certified phosphate standard (OSIL Phosphate Nutrient Standard Solution). Method precision is 1-2% at 5 nanomoles per kilogram (nmol kg&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;). Samples for POC and PON were acid fumed in a desiccator over concentrated HCl prior to analysis. After acid fuming, POC and PON were determined on a Costech 4010 elemental analyzer or a Control Equipment 440 elemental analyzer, depending on the samples. L-glutamic acid (USGS40) was used for standard curve generation and as a check standard (tolerance of &amp;amp;lt;0.1 microgram) approximately every ten samples and at the end of every instrument run. Empty tin capsules (Costech Analytical Technologies) were cleaned with acetone and dried and run as instrument blanks.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Additional methodological details can be found in Lomas et al. 2021 (currently in revision).&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/54939.rdf" xlink:title="OCE-1045966" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-1045966 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=1045966</gmx:Anchor>
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                            <gco:CharacterString>&lt;p&gt;One of the fundamental patterns of ocean biogeochemistry is the Redfield ratio, linking the stoichiometry of surface plankton with the chemistry of the deep ocean. There is no obvious mechanism for the globally consistent C:N:P ratio of 106:16:1 (Redfield ratio), especially as there is substantial elemental variation among plankton communities in different ocean regions. Thus, knowing how biodiversity regulates the elemental composition of the ocean is important for understanding the ocean and climate as a whole -- now and in the future.&lt;/p&gt;
&lt;p&gt;The conceptual hypotheses for this study are as follows: 1. The C:N:P ratio of a cell is constrained by its broad taxonomic group, which determines, for example, whether it has an outer shell, its size, functional metabolism, membrane lipid composition. 2. Within a taxon, there is high genetic diversity. Some of this genetic diversity is potentially laterally transferred, or can be lost within taxa, and confers various functional abilities (organic phosphate assimilation, nitrate assimilation, photoheterotrophy, etc.). Functional diversity provides the cell with further flexibility, such as the ability to respond to varying nutrient supply rates/ratios, and affects a cell's C:N:P ratio within the range specified by the taxon. 3. Given these taxonomic and genetic constraints, a cell is physiologically plastic and modifies how it allocates cellular resources in response to nutrient supply rates/ratios in the environment. 4. The microbial diversity (taxonomic, genetic, and functional) of the surface ocean varies over time and space, driven by many factors in addition to nutrients. The sum of this mixture composes the ecosystem C:N:P, the ratio that Redfield described.&lt;/p&gt;
&lt;p&gt;Based on this framework, the CoPIs will make field observations of taxon-specific stoichiometry and growth rates, genomic analyses, and conduct laboratory chemostat experiments to improve understanding of how ocean taxonomic, genetic, and functional biodiversity control the stoichiometry of the surface ocean plankton. Their analyses of these data would lead to a mechanistic understanding of variations in the Redfield ratio, both spatially and temporally.&lt;/p&gt;
&lt;p&gt;This study will greatly expand knowledge of the genomic diversity among ocean microbes and how this diversity affects biogeochemistry. The stoichiometry of the ocean's microbes is a parameter that nearly every chemical or biological oceanographer uses, from converting measurements made in one element to another, to estimating regional and global nitrogen budgets. The research also has important implications for the global carbon budget and any changes that might result from climate change.&lt;/p&gt;
&lt;p&gt;To understand mechanistically temporal and spatial variability of the plankton C:N:P ratio, biodiversity must be studied not only at the traditional taxonomic level, but at the genetic and functional levels which dictate organism response to their environment. Data will be integrated into a combined ocean ecological, evolutionary, and biogeochemical model, with flexible stoichiometry, including cellular biochemical allocations. Seeding a coupled physical-biological model of the oceans with multiple competing genotypes enables the exploration of ecological and evolutionary patterns of resource acquisition and C:N:P ratios. Developing a more mechanistic examination of the course of ecology and evolution, in which laboratory and field data define tradeoffs between different growth and nutrient acquisition strategies, would estabblish the framework of adaptive dynamics for determining &quot;evolutionarily convergence&quot;. Finally, model outcomes will be evaluated against field data.&lt;/p&gt;
&lt;p&gt;The field work planned for this project includes several cruises: BV46 (September/October 2011), BV48 (September 2012), a June 2013 cruise from Bermuda to the Labrador Sea, and a cruise from Hawaii to Tahiti (May 2014). Additionally, samples will be be acquired during cruises of opportunity.&lt;/p&gt;</gco:CharacterString>
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&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Cell sorting and elemental analysis. &amp;lt;/em&amp;gt;The cell counting and sorting protocols used follow that of Baer et al. (2017). Cell counts and sorts were performed on either a Becton Dickinson Influx or FACSJazz flow cytometer, each utilizing a 200 milliwatt (mW) 488 namometer (nm) laser, with detectors for forward scatter, side scatter, 692 namometer (nm), and 530 namometer (nm), and operated with 8 grams of NaCL kg&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; solution for sheath fluid, which was filtered inline using a 0.22 micrometer (µm) Millipore Sterivex&amp;lt;sup&amp;gt;TM&amp;lt;/sup&amp;gt; filter. Instrument alignment was performed with 3.0 micrometer (μm) 6-peak rainbow beads, while roughly hourly checks on forward scatter response were performed with 0.53 micrometer (μm) Nile Red beads (Spherotech). &amp;lt;em&amp;gt;Prochlorococcus&amp;lt;/em&amp;gt; populations were discriminated based on forward scatter and red fluorescence, and a gate in orange (530 nm) discriminated for &amp;lt;em&amp;gt;Synechococcus&amp;lt;/em&amp;gt;. Eukaryotes were all larger autofluorescing cells that did not fit the cyanobacterial gating scheme. For sorting, sort control software was set to &amp;quot;1.0 drop pure&amp;quot; sort mode. In excess of 17 million, 8 million, and 500,000 cells for &amp;lt;em&amp;gt;Prochlorococcus, Synechococcus, &amp;lt;/em&amp;gt;and eukaryotes were sorted for chemical analysis, respectively. Not all phytoplankton groups were sufficiently abundant at each station/depth for practical sorting and subsequent analysis. Post-sort purity tests were run with subsamples of each sorted population; sort purity always exceeded 94%. Sorted populations were collected in polystyrene Falcon tubes (BD Biosciences Inc.) and subsequently filtered on pre-combusted (450 degrees C for 4 hours) GF-75 filters (Ahlstrom; nominal pore size = 0.3 micrometer). To ensure complete capture of all of the cells, the Falcon tubes were rinsed multiple times with 0.2 micrometer (μm) filtered sheath fluid. Filter and sheath fluid blanks were produced each day samples were sorted for subsequent subtraction from the mass of each unknown sample. Following filtration, filters were placed in acid-washed cryovials and frozen (-20 degrees C) until analysis as described below. Average cellular elemental content was determined by dividing the elemental content of the sample (see next section) by the number of sorted cells as determined in a direct post-sort count analysis of the sorted sample.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Particulate nutrients. &amp;lt;/em&amp;gt;Particulate organic P (POP) was analyzed using the ash-hydrolysis method, with oxidation efficiency and standard recovery tested with each sample run using an ATP standard solution and a certified phosphate standard (OSIL Phosphate Nutrient Standard Solution). Method precision is 1-2% at 5 nanomoles per kilogram (nmol kg&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;). Samples for POC and PON were acid fumed in a desiccator over concentrated HCl prior to analysis. After acid fuming, POC and PON were determined on a Costech 4010 elemental analyzer or a Control Equipment 440 elemental analyzer, depending on the samples. L-glutamic acid (USGS40) was used for standard curve generation and as a check standard (tolerance of &amp;amp;lt;0.1 microgram) approximately every ten samples and at the end of every instrument run. Empty tin capsules (Costech Analytical Technologies) were cleaned with acetone and dried and run as instrument blanks.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Additional methodological details can be found in Lomas et al. 2021 (currently in revision).&amp;lt;/p&amp;gt;</gco:CharacterString>
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