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            <gco:CharacterString>Cite this dataset as: Katz, L. A. (2025) Single-cell transcriptomic data from ciliates isolated in New England waters between 2019 and 2023. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2025-11-04 [if applicable, indicate subset used]. http://lod.bco-dmo.org/id/dataset/988253 [access date]</gco:CharacterString>
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        <gco:CharacterString>Dataset Description: &amp;lt;p&amp;gt;See the &amp;quot;Related Datasets&amp;quot; section for methods and data from additional datasets from this study (CTD profile data and&amp;amp;nbsp;marine metabarcoding data).&amp;lt;/p&amp;gt; Methods and Sampling: &amp;lt;p&amp;gt;Data were collected near UConn Avery Point and on a research cruise. Data were&amp;amp;nbsp;deposited by George McManus.&amp;lt;br /&amp;gt;
&amp;lt;br /&amp;gt;
Sample type:&amp;lt;br /&amp;gt;
Transcriptomes:&amp;amp;nbsp; single-cell amplification of polyA transcripts as described in Shazib et al. (2025, doi: 10.1016/j.ympev.2024.108239).&amp;lt;br /&amp;gt;
&amp;lt;br /&amp;gt;
Single-cell transcriptomes were based on poly-A selected gene sequences from individual ciliates that had been washed after isolation.&amp;amp;nbsp;&amp;lt;br /&amp;gt;
&amp;lt;br /&amp;gt;
Raw sequences are available in the Sequence Read Archive (SRA) at the National Center for Biotechnology Information (NCBI) under two BioProjects:&amp;lt;br /&amp;gt;
&amp;lt;br /&amp;gt;
&amp;lt;strong&amp;gt;https://www.ncbi.nlm.nih.gov/bioproject/PRJNA1026950&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
&amp;lt;strong&amp;gt;* BioProject Title:&amp;lt;/strong&amp;gt; &amp;quot;Phylogenomic pipeline for uncultivable microbial eukaryotes using single cell RNA sequencing data - A case study with planktonic ciliates (Protista, Ciliophora, Oligotrichea).&amp;quot;&amp;lt;br /&amp;gt;
&amp;lt;strong&amp;gt;* BioProject Description: &amp;lt;/strong&amp;gt;&amp;quot;We collected marine planktonic ciliates from a dock located in Groton, Connecticut, USA. The collection was made on multiple dates from July 2020 to January 2022. After isolating the single cell, we performed single-cell RNA sequencing. We created a phylogenomic pipeline relying on PhyloTol to construct single gene trees from the transcriptomic data. Our pipeline produced well-curated data, which we used to estimate species trees. Overall this project provides a guideline to infer species tree of uncultivable microbial eukaryotes using single cell RNA sequencing data.&amp;quot;&amp;lt;br /&amp;gt;
&amp;lt;br /&amp;gt;
&amp;lt;strong&amp;gt;https://www.ncbi.nlm.nih.gov/bioproject/PRJNA1223830&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
* &amp;lt;strong&amp;gt;BioProject Title:&amp;amp;nbsp;&amp;lt;/strong&amp;gt;Whole transcriptome and genome data from several marine ciliates&amp;lt;br /&amp;gt;
* &amp;lt;strong&amp;gt;BioProject Description:&amp;amp;nbsp;&amp;lt;/strong&amp;gt;Single-cell whole transcriptome amplification and whole genome amplification; and subseqeunt Illumina NovaSeq 6000 reads from three marine ciliates species (Helicostemella sp., Stenosemella sp., and Tintinnopsis cylindrica), sampled in the northern US coast (from Maine to Connecticut); including one conjugating Tintinnopsis cylindrica.&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/988275.rdf" xlink:title="DEB-1651908" xlink:actuate="onRequest">Funding provided by NSF Division of Environmental Biology (NSF DEB) Award Number: DEB-1651908 Award URL: https://www.nsf.gov/awardsearch/show-award/?AWD_ID=1651908</gmx:Anchor>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/988277.rdf" xlink:title="DEB-1541511" xlink:actuate="onRequest">Funding provided by NSF Division of Environmental Biology (NSF DEB) Award Number: DEB-1541511 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=1541511</gmx:Anchor>
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&amp;lt;strong&amp;gt;* BioProject Description: &amp;lt;/strong&amp;gt;&amp;quot;We collected marine planktonic ciliates from a dock located in Groton, Connecticut, USA. The collection was made on multiple dates from July 2020 to January 2022. After isolating the single cell, we performed single-cell RNA sequencing. We created a phylogenomic pipeline relying on PhyloTol to construct single gene trees from the transcriptomic data. Our pipeline produced well-curated data, which we used to estimate species trees. Overall this project provides a guideline to infer species tree of uncultivable microbial eukaryotes using single cell RNA sequencing data.&amp;quot;&amp;lt;br /&amp;gt;
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Missing Data Identifiers:
* In the BCO-DMO data system missing data identifiers are displayed according to the format of data you access. For example, in csv files it will be blank (null) values. In Matlab .mat files it will be NaN values. When viewing data online at BCO-DMO, the missing value will be shown as blank (null) values.

* Column names adjusted to conform to BCO-DMO naming conventions designed to support broad re-use by a variety of research tools and scripting languages. [Only numbers, letters, and underscores.  Can not start with a number]

* Additional data at NCBI (PRJNA1223830) was made public after Katz_transcriptomes.xlsx was submitted to BCO-DMO so the new accession identifiers for the SRA, BioProject, and BioSample holdings were merged into this dataset using the SRA_Run as the join key to data extracted from the NCBI Run Selector (run 2025-11-04).

* NCBI Run Selector data were also extracted from the other BioProject PRJNA1026950 since the submitter indicated the Organism column had been updated there.  The &amp;quot;Organism&amp;quot; column from the NCBI metadata were added to this dataset as column Organism_NCBI.  
* The &amp;quot;Organism&amp;quot; column from the provided file Katz_transcriptomes.xlsx was also kept but renamed &amp;quot;Organism_label&amp;quot; since it included other information (example &amp;quot;Tintinnopsis sp_LIS-Tintinnina-11&amp;quot;).
* SRA_sample for BioProject PRJNA1223830 was not included in the SRA run selector metadata so this column was not included here.  The BioSample is included and sample information can be found from that.

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** Note: &amp;quot;Stenosemella steini&amp;quot; (ncbi_txid:1594485) was a phonetic (not exact) match to the currently accepted name &amp;quot;Stenosemella steinii&amp;quot; LSID (urn:lsid:marinespecies.org:taxname:178827).

* Column lat_lon separated into Lat,Lon columns in decimal degrees.  Some lacked a negative for lon to be W so that was corrected. 

* Instrument column in the dataset updated. The model number was sequentially increasing each row in the original excel file. Corrected so all models for Illumina HiSeq say &amp;quot;Illumina HiSeq 2500&amp;quot;</gco:CharacterString>
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