Data Package Metadata   View Summary

Effects of freshwater salinization on a salt-naïve planktonic eukaryote community

General Information
Data Package:
Local Identifier:edi.516.2
Title:Effects of freshwater salinization on a salt-naïve planktonic eukaryote community
Alternate Identifier:DOI PLACE HOLDER
Abstract:

Salinization of freshwater ecosystems is a widespread issue, but evidence of ecological effects on aquatic eukaryote communities remains scarce. We experimentally exposed naive planktonic communities of a north-temperate, freshwater lake to a gradient of chloride (Cl-) concentration (0.27-1400 mg Cl-.L-1) with in-situ mesocosms. Following six weeks of exposure, we measured changes in the diversity, composition, and abundance of eukaryotic 18S rRNA gene. Total phytoplankton biomass remained unchanged, but we observed a shift in dominant phytoplankton groups with elevated salt concentration, from Cryptophyta and Chlorophyta that dominated in lower chloride concentrations (<185 mg Cl-.L-1) to Ochrophyta that dominated at higher conductivity (>185 mg Cl-.L-1). Most zooplankton and rotifer taxa were sensitive to the salinity and disappeared at low chloride concentrations (<40 mg Cl-.L-1). While ciliates thrived at low chloride concentrations (<185 mg Cl-.L-1), fungal groups dominated at intermediate chloride concentrations (185 mg Cl-.L-1 to 640 mg Cl-.L-1), and only phytoplankton remained at the highest chloride concentrations (> 640 mg Cl-.L-1).

Publication Date:2021-10-27

Time Period
Begin:
2018-07-23
End:
2018-08-03

People and Organizations
Contact:Derry, Alison (UQAM, PI) [  email ]
Creator:Astorg, Louis  (UQAM, PhD student)
Creator:Gagnon, Jean-Christophe (UQAM, MSc student)
Creator:Lazar, Cassandre (UQAM, PI)
Creator:Derry, Alison (UQAM, PI)
Associate:Lazar, Cassandre (UQAM, PI, DNA extraction and sequencing)

Data Entities
Data Table Name:
Environmental variable
Description:
Set of environmental variables measured in mesocosms
Data Table Name:
Chlorophyll a
Description:
Measures of chlorophyll a in the mesocosms
Data Table Name:
ASV table
Description:
ASV sequence count table
Data Table Name:
ASVs taxonomy
Description:
Taxonomy of the different ASV sequences
Data Table Name:
Conductivity_chloride_relationship
Description:
Provide conductivity chloride concentration realtionship from 21 mesocosms at the start of the experiement
Detailed Metadata

Data Entities


Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/edi/516/2/1b8dc89c064f7099a9493a77b76dd4ac
Name:Environmental variable
Description:Set of environmental variables measured in mesocosms
Number of Records:19
Number of Columns:10

Table Structure
Object Name:env.csv
Size:1082 byte
Authentication:417417fd9b84f0a9305ed8919ef5da31 Calculated By MD5
Text Format:
Number of Header Lines:1
Record Delimiter:\n
Orientation:column
Simple Delimited:
Field Delimiter:,
Quote Character:"

Table Column Descriptions
 mesocosmTemp (C)Cond (SPC)Sal (ppt)pHDO (%)treatmenttimedateTP
Column Name:mesocosm  
Temp (C)  
Conductivity  
Sal (ppt)  
pH  
DO (%)  
treatment  
time  
date  
TP  
Definition:mesocosm nameWater tmperature in celsiusWater conductivity microS.cm-2Water salinityWater pHWater dissolved oxygeneSalt (NaCl) treatment levelSampling time t0 = start, t1=week 3, t2=week6Sampling datesWater Total Phosphorus
Storage Type:string  
string  
float  
float  
float  
float  
string  
string  
dateTime  
float  
Measurement Type:nominalratioratioratioratiorationominalnominaldateTimeratio
Measurement Values Domain:
Definitionmesocosm name
Unitcelsius
Typereal
Unit microS.cm-2
Typereal
Unitpart per trillion
Typereal
Unitno unit
Typereal
Unitpercent
Typereal
Allowed Values and Definitions
Enumerated Domain 
Code Definition
Code0
DefinitionNo NaCl added
Source
Code Definition
Code3
DefinitionLevel of NaCl number 3
Source
Code Definition
Code5
DefinitionLevel of NaCl number 5
Source
Code Definition
Code8
DefinitionLevel of NaCl number 8
Source
Code Definition
Code11
DefinitionLevel of NaCl number 11
Source
Code Definition
Code13
DefinitionLevel of NaCl number 13
Source
Code Definition
Code15
DefinitionLevel of NaCl number 15
Source
Code Definition
Code18
DefinitionLevel of NaCl number 18
Source
Code Definition
Code20
DefinitionLevel of NaCl number 20
Source
Allowed Values and Definitions
Enumerated Domain 
Code Definition
Codet0
DefinitionStart of the experiment
Source
Code Definition
Codet1
DefinitionSampling three weeks after the start of the experiment
Source
Code Definition
Codet2
DefinitionSampling six weeks after the start of the experiment
Source
FormatDD-MM-YYYY
Precision
UnitmicrogramPerLiter
Typereal
Missing Value Code:                    
Accuracy Report:                    
Accuracy Assessment:                    
Coverage:                    
Methods:                    

Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/edi/516/2/c304212ddea8800e84aa7c496f73920b
Name:Chlorophyll a
Description:Measures of chlorophyll a in the mesocosms
Number of Records:19
Number of Columns:5

Table Structure
Object Name:Chla_18S.csv
Size:446 byte
Authentication:59a99863ae6284d4e2ac25de3c226a12 Calculated By MD5
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Field Delimiter:,
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Table Column Descriptions
 nomChla WEEK CONC conductivity
Column Name:nom  
Chla  
WEEK  
CONC  
conductivity  
Definition:Mesocosm name Water chlorophyll a concentration Sampling week, Lac = lac reference Salt (NaCl) treatment levelWater conductivity
Storage Type:string  
float  
string  
float  
float  
Measurement Type:nominalrationominalnominalratio
Measurement Values Domain:
DefinitionMesocosm name
UnitmicrogramPerLiter
Typereal
Allowed Values and Definitions
Enumerated Domain 
Code Definition
Code3
DefinitionSampling three weeks after the start of the experiment
Source
Code Definition
Code6
DefinitionSampling six weeks after the start of the experiment
Source
Code Definition
CodeLac
DefinitionStart of the experiment
Source
Allowed Values and Definitions
Enumerated Domain 
Code Definition
Code0
DefinitionNo NaCl added
Source
Code Definition
Code3
DefinitionLevel of NaCl number 3
Source
Code Definition
Code5
DefinitionLevel of NaCl number 5
Source
Code Definition
Code8
DefinitionLevel of NaCl number 8
Source
Code Definition
Code11
DefinitionLevel of NaCl number 11
Source
Code Definition
Code13
DefinitionLevel of NaCl number 13
Source
Code Definition
Code15
DefinitionLevel of NaCl number 15
Source
Code Definition
Code18
DefinitionLevel of NaCl number 18
Source
Code Definition
Code20
DefinitionLevel of NaCl number 20
Source
UnitmicroS.cm-2
Typereal
Missing Value Code:          
Accuracy Report:          
Accuracy Assessment:          
Coverage:          
Methods:          

Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/edi/516/2/a7107503dd56e0cc2fed45833a051c8b
Name:ASV table
Description:ASV sequence count table
Number of Records:920
Number of Columns:20

Table Structure
Object Name:ASV_counts.csv
Size:44698 byte
Authentication:80fdaed45dfbc57528b8017d0b93c850 Calculated By MD5
Text Format:
Number of Header Lines:1
Record Delimiter:\n
Orientation:column
Simple Delimited:
Field Delimiter:,
Quote Character:"

Table Column Descriptions
 ASVT0MeseucT3S0T3S11T3S13T3S15T3S18T3S20T3S3T3S5T3S8T6S0eucT6S11T6S13T6S15T6S18T6S20T6S3T6S5T6S8
Column Name:ASV  
T0Meseuc  
T3S0  
T3S11  
T3S13  
T3S15  
T3S18  
T3S20  
T3S3  
T3S5  
T3S8  
T6S0euc  
T6S11  
T6S13  
T6S15  
T6S18  
T6S20  
T6S3  
T6S5  
T6S8  
Definition:ASV numberASV sequence number in mesocosm of salt treatment 0 at the start of the experiementASV sequence number in mesocosm T3S0ASV sequence number in mesocosm T3S11ASV sequence number in mesocosm T3S13ASV sequence number in mesocosm T3S15ASV sequence number in mesocosm T3S18ASV sequence number in mesocosm T3S20ASV sequence number in mesocosm T3S3ASV sequence number in mesocosm T3S5ASV sequence number in mesocosm T3S8ASV sequence number in mesocosm T6S0ASV sequence number in mesocosm T6S11ASV sequence number in mesocosm T6S13ASV sequence number in mesocosm T6S15ASV sequence number in mesocosm T6S18ASV sequence number in mesocosm T6S20ASV sequence number in mesocosm T6S3ASV sequence number in mesocosm T6S5ASV sequence number in mesocosm T6S8
Storage Type:string  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
Measurement Type:nominalratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratio
Measurement Values Domain:
DefinitionASV number
Unitnumber
Typereal
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Unitnumber
Typeinteger
Missing Value Code:                                        
Accuracy Report:                                        
Accuracy Assessment:                                        
Coverage:                                        
Methods:                                        

Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/edi/516/2/f53f0eda82ad8f5f4f451303a86f3967
Name:ASVs taxonomy
Description:Taxonomy of the different ASV sequences
Number of Records:920
Number of Columns:8

Table Structure
Object Name:ASVs_taxonomy.csv
Size:45301 byte
Authentication:5dde3fb45162d1b04652cfea31e2df3b Calculated By MD5
Text Format:
Number of Header Lines:1
Record Delimiter:\n
Orientation:column
Simple Delimited:
Field Delimiter:,
Quote Character:"

Table Column Descriptions
 ASVdomainphylumclassorderfamilygenusspecies
Column Name:ASV  
domain  
phylum  
class  
order  
family  
genus  
species  
Definition:ASV numberTaxonomic domain of ASVTaxonomic phylum of ASVTaxonomic class of ASVTaxonomic order of ASVTaxonomic family of ASVTaxonomic genus of ASVTaxonomic species of ASV
Storage Type:string  
string  
string  
string  
string  
string  
string  
string  
Measurement Type:nominalnominalnominalnominalnominalnominalnominalnominal
Measurement Values Domain:
DefinitionASV number
DefinitionTaxonomic domain of ASV
DefinitionTaxonomic phylum of ASV
DefinitionTaxonomic class of ASV
DefinitionTaxonomic order of ASV
DefinitionTaxonomic family of ASV
DefinitionTaxonomic genus of ASV
DefinitionTaxonomic species of ASV
Missing Value Code:  
CodeNA
ExplNot known
CodeNA
ExplNot known
CodeNA
ExplNot known
CodeNA
ExplNot known
CodeNA
ExplNot known
CodeNA
ExplNot known
CodeNA
ExplNot known
Accuracy Report:                
Accuracy Assessment:                
Coverage:                
Methods:                

Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/edi/516/2/24958aa7d587e9915d6907e2c119dd6a
Name:Conductivity_chloride_relationship
Description:Provide conductivity chloride concentration realtionship from 21 mesocosms at the start of the experiement
Number of Records:21
Number of Columns:4

Table Structure
Object Name:Conductivity_chloride_relationship.csv
Size:575 byte
Authentication:26658f3e0b4412f19b438480d0ce6979 Calculated By MD5
Text Format:
Number of Header Lines:1
Record Delimiter:\n
Orientation:column
Simple Delimited:
Field Delimiter:,
Quote Character:"

Table Column Descriptions
 BagCond (SPC)dateCl (mg/L)
Column Name:Bag  
Cond (SPC)  
date  
Cl (mg/L)  
Definition:Bag salt level treatmentSpecific water conductivitySampling dateChloride concentration
Storage Type:float  
float  
dateTime  
float  
Measurement Type:ratioratiodateTimeratio
Measurement Values Domain:
Unitnumber
Typeinteger
UnitmicroS.cm-2
Typereal
FormatDD-MM-YYYY
Precision
UnitmilligramPerLiter
Typereal
Missing Value Code:        
Accuracy Report:        
Accuracy Assessment:        
Coverage:        
Methods:        

Data Package Usage Rights

This data package is released to the "public domain" under Creative Commons CC0 1.0 "No Rights Reserved" (see: https://creativecommons.org/publicdomain/zero/1.0/). It is considered professional etiquette to provide attribution of the original work if this data package is shared in whole or by individual components. A generic citation is provided for this data package on the website https://portal.edirepository.org (herein "website") in the summary metadata page. Communication (and collaboration) with the creators of this data package is recommended to prevent duplicate research or publication. This data package (and its components) is made available "as is" and with no warranty of accuracy or fitness for use. The creators of this data package and the website shall not be liable for any damages resulting from misinterpretation or misuse of the data package or its components. Periodic updates of this data package may be available from the website. Thank you.

Keywords

By Thesaurus:
(No thesaurus)Salinization, 18S rRNA metabarcoding, Freshwater, Eukaryote community, Chloride, Plankton

Methods and Protocols

These methods, instrumentation and/or protocols apply to all data in this dataset:

Methods and protocols used in the collection of this data package
Description:

The mesocosm experiment was implemented with water and biological communities from Lake Croche (45°59'17.34" N / 74° 0'20.75" O) (Fig. 1), which is located at the Station de biologie des Laurentides de l’Université de Montréal (Québec, Canada). Lake Croche is a salt-naïve oligo-mesotrophic lake situated in the Laurentian region of Québec, which lies within the Canadian Shield, and has a low ambient chloride concentration of 0.27 mg Cl-.L-1. The experimental design involved 21 mesocosms, from which we focused DNA sampling on 9 mesocosms (Fig. 1). The experiment was conducted for 6 weeks (June 23 to August 3, 2018). Lake water used to fill the mesocosms was sampled and analyzed at the beginning of the experiment (hereafter referred as ‘start’), and each mesocosm was sampled after 3 weeks and after 6 weeks from the start of the experiment. Initial chloride concentrations were measured along with conductivity from water samples collected from the mesocosms following the NaCl addition. Conductivity was subsequently utilized as a proxy of chloride concentration because of a strong relationship between chloride and conductivity in this experiment (R2 = 0.986, p = <2e-16), and further analysis were performed using calculated chloride concentration from conductivity measures.

To detect changes in the diversity, relative abundance, and community composition of planktonic eukaryotes, we analyzed eukaryotic 18S rRNA gene diversity from water samples collected from the mesocosms at the start of the experiment, and at each of weeks 3 and 6 of the experiment in 9 different mesocosms. DNA field sampling methods and laboratory methods for filtration, DNA extraction, PCR amplification and sequencing are provided in Appendix. For bioinformatics of 18S metabarcoding, the DADA2 (Callahan et al. 2016) workflow was used. Pseudo-pooling was used to infer Amplicon Sequence Variants (ASVs). ASVs refer to single DNA sequences recovered from a high-throughput marker gene analysis and are used to classify groups of species based on DNA sequences. We applied a variance stabilizing transformation method to normalize sampling depth in the different samples (McMurdie and Holmes 2014). We investigated the potential positive relationship between sampling depth and ASV diversity in the different samples which was actually found to be negative. Furthermore, we used R 4.0.3 (R Core Team 2020) phyloseq package (McMurdie and Holmes 2013) rarefaction function to analyze rarefied data. We therefore chose to report non-rarefied data in the main sections of the manuscript. Sequences are available at http://www.ncbi.nlm.nih.gov/bioproject/733220.

People and Organizations

Publishers:
Organization:Environmental Data Initiative
Email Address:
info@environmentaldatainitiative.org
Web Address:
https://environmentaldatainitiative.org
Id:https://ror.org/0330j0z60
Creators:
Individual: Louis Astorg
Organization:UQAM
Position:PhD student
Email Address:
louisastorg@msn.com
Individual: Jean-Christophe Gagnon
Organization:UQAM
Position:MSc student
Individual: Cassandre Lazar
Organization:UQAM
Position:PI
Individual: Alison Derry
Organization:UQAM
Position:PI
Contacts:
Individual: Alison Derry
Organization:UQAM
Position:PI
Email Address:
derry.alison@uqam.ca
Associated Parties:
Individual: Cassandre Lazar
Organization:UQAM
Position:PI
Email Address:
lazar.cassandre@uqam.ca
Role:DNA extraction and sequencing
Metadata Providers:
Individual: Louis Astorg
Organization:UQAM
Position:PhD student
Email Address:
louisastorg@msn.com

Temporal, Geographic and Taxonomic Coverage

Temporal, Geographic and/or Taxonomic information that applies to all data in this dataset:

Time Period
Begin:
2018-07-23
End:
2018-08-03
Sampling Site: 
Description:The mesocosm experiment was implemented with water and biological communities from Lake Croche (45°59'17.34" N / 74° 0'20.75" O) (Fig. 1), which is located at the Station de biologie des Laurentides de l’Université de Montréal (Québec, Canada). Lake Croche is a salt-naïve oligo-mesotrophic lake situated in the Laurentian region of Québec, which lies within the Canadian Shield, and has a low ambient chloride concentration of 0.27 mg Cl-.L-1.
Site Coordinates:
Longitude (degree): -74.017093Latitude (degree): 45.976633

Project

Parent Project Information:

Title:Effects of freshwater salinization on a salt-naïve planktonic eukaryote community
Personnel:
Individual: Louis Astorg
Organization:UQAM
Position:PhD student
Email Address:
louisastorg@msn.com
Role:First author
Individual: Alison Derry
Organization:UQAM
Position:PI
Email Address:
derry.alison@uqam.ca
Role:designed the study, conducted field work

Maintenance

Maintenance:
Description:

No maintenance

Frequency:
Other Metadata

Additional Metadata

additionalMetadata
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Additional Metadata

additionalMetadata
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