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            <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/dataset/839925.rdf" xlink:actuate="onRequest">Data on laboratory cultures and statistical analysis code associated with the paper &quot;Co-culture with Synechococcus facilitates the growth of Prochlorococcus under ocean acidification conditions&quot; published in Environmental Microbiology</gmx:Anchor>
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                <gmx:Anchor xlink:href="http://orcid.org/0000-0001-9079-0082" xlink:title="ORCID" xlink:actuate="onRequest">James Jeffrey Morris</gmx:Anchor>
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            <gco:CharacterString>Cite this dataset as: Morris, J. J. (2021) Data on laboratory cultures and statistical analysis code associated with the paper &amp;quot;Co-culture with Synechococcus facilitates the growth of Prochlorococcus under ocean acidification conditions&amp;quot; published in Environmental Microbiology. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2021-02-05 [if applicable, indicate subset used]. doi:10.26008/1912/bco-dmo.839925.1 [access date]</gco:CharacterString>
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        <gco:CharacterString>Syn-Pro Co-cultures Dataset Description: &amp;lt;p&amp;gt;The data and code in this package allow one to re-run all the analyses performed in the paper &amp;quot;Co-culture with Synechococcus facilitates Prochlorococcus growth under ocean acidification conditions&amp;quot;, published in Environmental Microbiology (doi:&amp;lt;a href=&amp;quot;http://dx.doi.org/10.1111/1462-2920.15277&amp;quot; target=&amp;quot;_blank&amp;quot;&amp;gt;10.1111/1462-2920.15277&amp;lt;/a&amp;gt;). Each file is provided separately and all files are packaged into the file Syn-Pro_Co-cultures.zip.&amp;amp;nbsp;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;To re-run the analyses, place all the files in one directory, set that directory to the working directory in R, and copy-and-paste the entire contents of the file KnightDataAnalysis.txt into the R window and hit &amp;quot;enter&amp;quot;. You may need to install the plyr, lme4, and emmeans packages beforehand. A description of each file is in the ReadMe.txt file.&amp;amp;nbsp;&amp;lt;/p&amp;gt; Methods and Sampling: &amp;lt;p&amp;gt;All data from this study are based on growth rate measurements from laboratory cultures of cyanobacteria acclimated to either 400 ppm or 800 ppm pCO2. Full details are included in Knight &amp;amp;amp; Morris (2020). Brief summaries of the two experiments and their analyses are reported below.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;1. Survey of &amp;lt;em&amp;gt;Prochlorococcus&amp;lt;/em&amp;gt; and &amp;lt;em&amp;gt;Synechococcus&amp;lt;/em&amp;gt; culture responses to year 2100 pCO2.&amp;lt;/strong&amp;gt; We tested the growth rate response of several different strains of each genus, representing the most globally abundant ecotype varieties, to 800 ppm pCO2, similar to what is expected to exist by the end of the century. Cultures were acclimated for 3 cycles of semi-continuous culture at the target pCO2, and then growth curves were collected by flow cytometry for 3 further transfer cycles. Cultures were diluted into fresh media while still in exponential growth phase. Both exponential growth rates (slope of cell density vs. time during logarithmic growth) and Malthusian growth rates (based only on starting and ending cell densities, and the elapsed time of the culture) were calculated. Growth rate responses were expressed as the ratio of growth rate at 800 ppm over 400 ppm, and were compared to values reported previously in the literature for other marine cyanobacteria.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;2. Head-to-head &amp;lt;em&amp;gt;Prochlorococcus&amp;lt;/em&amp;gt; vs. &amp;lt;em&amp;gt;Synechococcus&amp;lt;/em&amp;gt; experiments.&amp;lt;/strong&amp;gt; We chose one strain of each genus from Experiment 1 to compete in co-culture with each other. Strains were chosen to have opposite growth rate responses, such that &amp;lt;em&amp;gt;Prochlorococcus &amp;lt;/em&amp;gt;was predicted to be outcompeted at 800 ppm pCO2. Growth of each competitor was measured by flow cytometry, where the two genera have easily distinguishable fluorescence signatures. Relative fitness of &amp;lt;em&amp;gt;Prochlorococcus&amp;lt;/em&amp;gt; was expressed as the difference in growth rate between &amp;lt;em&amp;gt;Prochlorococcus&amp;lt;/em&amp;gt; and &amp;lt;em&amp;gt;Synechococcus&amp;lt;/em&amp;gt;. Linear models were used to analyze the effects of cell density and relative frequency on competition outcomes.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Media preparation: All experiments were conducted in media with an artificial seawater base. Carbonate parameters were carefully measured using titration to determine alkalinity and either potentiometric or colorimetric assays to determine pH. pCO2 was manipulated by addition of calibrated doses of HCl or NaOH, along with NaHCO3 to preserve alkalinity if necessary, in hermetically sealed test tubes with approximately no headspace. Culture growth was assessed every two days by removing a 100 uL aliquot for flow cytometric analysis.&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/554172.rdf" xlink:title="OCE-1540158" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-1540158 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=1540158</gmx:Anchor>
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NSF 12-500, FY 2012
NSF 12-600, FY 2013
NSF 13-586, FY 2014
NSF 13-586 was the final solicitation that will be released for this program.
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2nd U.S. Ocean Acidification PI Meeting(Sept. 18-20, 2013, Washington, DC)
3rd U.S. Ocean Acidification PI Meeting (June 9-11, 2015, Woods Hole, MA – Tentative)
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Press Release 10-186 NSF Awards Grants to Study Effects of Ocean Acidification
Discovery Blue Mussels &quot;Hang On&quot; Along Rocky Shores: For How Long?
Discovery nsf.gov - National Science Foundation (NSF) Discoveries - Trouble in Paradise: Ocean Acidification This Way Comes - US National Science Foundation (NSF)
Press Release 12-179 nsf.gov - National Science Foundation (NSF) News - Ocean Acidification: Finding New Answers Through National Science Foundation Research Grants - US National Science Foundation (NSF)
Press Release 13-102 World Oceans Month Brings Mixed News for Oysters
Press Release 13-108 nsf.gov - National Science Foundation (NSF) News - Natural Underwater Springs Show How Coral Reefs Respond to Ocean Acidification - US National Science Foundation (NSF)
Press Release 13-148 Ocean acidification: Making new discoveries through National Science Foundation research grants
Press Release 13-148 - Video nsf.gov - News - Video - NSF Ocean Sciences Division Director David Conover answers questions about ocean acidification. - US National Science Foundation (NSF)
Press Release 14-010 nsf.gov - National Science Foundation (NSF) News - Palau's coral reefs surprisingly resistant to ocean acidification - US National Science Foundation (NSF)
Press Release 14-116 nsf.gov - National Science Foundation (NSF) News - Ocean Acidification: NSF awards $11.4 million in new grants to study effects on marine ecosystems - US National Science Foundation (NSF)</gco:CharacterString>
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&lt;p&gt;&lt;em&gt;Project Description from NSF Award:&lt;/em&gt;&lt;br /&gt;
Human activities are driving up atmospheric carbon dioxide concentrations at an unprecedented rate, perturbing the ocean's carbonate buffering system, lowering oceanic pH, and changing the concentration and composition of dissolved inorganic carbon. Recent studies have shown that this ocean acidification has many short-term effects on phytoplankton, including changes in carbon fixation among others. These physiological changes could have profound effects on phytoplankton metabolism and community structure, with concomitant effects on Earth's carbon cycle and, hence, global climate. However, extrapolation of present understanding to the field are complicated by the possibility that natural populations might evolve in response to their changing environments, leading to different outcomes than those predicted from short-term studies. Indeed, evolution experiments demonstrate that microbes are often able to rapidly adapt to changes in the environment, and that beneficial mutations are capable of sweeping large populations on time scales relevant to predictions of environmental dynamics in the coming decades. This project addresses two major areas of uncertainty for phytoplankton populations with the following questions:&lt;br /&gt;
1) What adaptive mutations to elevated CO2 are easily accessible to extant species, how often do they arise, and how large are their effects on fitness?&lt;br /&gt;
2) How will physical and ecological interactions affect the expansion of those mutations into standing populations?&lt;/p&gt;
&lt;p&gt;This study will address these questions by coupling experimental evolution with computational modeling of ocean biogeochemical cycles. First, cultured unicellular phytoplankton, representative of major functional groups (e.g. cyanobacteria, diatoms, coccolithophores), will be evolved under simulated year 2100 CO2 concentrations. From these experiments, estimates will be made of a) the rate of beneficial mutations, b) the magnitude of fitness gains conferred by these mutations, and c) secondary phenotypes (i.e., trade-offs) associated with these mutations, assayed using both physiological and genetic approaches. Second, an existing numerical model of the global ocean system will be modified to a) simulate the effects of changing atmospheric CO2 concentrations on ocean chemistry, and b) allow the introduction of CO2-specific adaptive mutants into the extant populations of virtual phytoplankton. The model will be used to explore the ecological and biogeochemical impacts of beneficial mutations in realistic environmental situations (e.g. resource availability, predation, etc.). Initially, the model will be applied to idealized sensitivity studies; then, as experimental results become available, the implications of the specific beneficial mutations observed in our experiments will be explored.&lt;/p&gt;
&lt;p&gt;This interdisciplinary study will provide novel, transformative understanding of the extent to which evolutionary processes influence phytoplankton diversity, physiological ecology, and carbon cycling in the near-future ocean. One of many important outcomes will be the development and testing of nearly-neutral genetic markers useful for competition studies in major phytoplankton functional groups, which has applications well beyond the current proposal.&lt;/p&gt;</gco:CharacterString>
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