Data Package Metadata   View Summary

Effects of Nutrient Supply, Herbivory, and Host Community on Fungal Endophyte Diversity, Kentucky, Iowa, Kansas, Minnesota, USA, 2014

General Information
Data Package:
Local Identifier:edi.390.1
Title:Effects of Nutrient Supply, Herbivory, and Host Community on Fungal Endophyte Diversity, Kentucky, Iowa, Kansas, Minnesota, USA, 2014
Abstract:

The microbes contained within free-living organisms can alter host growth, reproduction, and interactions with the environment. In turn, processes occurring at larger scales determine the local biotic and abiotic environment of each host that may affect the diversity and composition of the microbiome community. Here, we examine variation in the diversity and composition of the foliar fungal microbiome in the grass host, Andropogon gerardii, across four mesic prairies in the central USA. Composition of fungal endophyte communities differed among sites and among individuals within a site, but was not consistently affected by experimental manipulation of nutrient supply to hosts (A. gerardii) or herbivore reduction via fencing. In contrast, mean fungal diversity was similar among sites but was limited by total plant biomass at the plot scale. Our work also demonstrates distributed experiments motivated by ecological theory are a powerful tool to unravel the multi-scale processes governing microbial community composition and diversity.

Publication Date:2019-06-13

Time Period
Begin:
2014-08-01
End:
2014-08-31

People and Organizations
Contact:Seabloom, Eric W (Department of Ecology, Evolution, and Behavior, University of Minnesota) [  email ]
Contact:Borer, Elizabeth T  
Creator:Seabloom, Eric W (Department of Ecology, Evolution, and Behavior, University of Minnesota)
Creator:Condon, Bradford (Department of Ecology, Evolution, and Behavior, University of Minnesota)
Creator:Kinkel, Linda (Department of Plant Pathology, University of Minnesota)
Creator:Komatsu, Kimberly J (Smithsonian Environmental Research Center)
Creator:Lumibao, Candice Y (Department of Ecology, Evolution, and Behavior, University of Minnesota)
Creator:May, Georgiana (University of Minnesota)
Creator:McCulley, Rebecca L (Department of Plant and Soil Sciences, University of Kentucky)
Creator:Borer, Elizabeth T (Department of Ecology, Evolution, and Behavior, University of Minnesota)

Data Entities
Data Table Name:
OTU taxonomy assignment
Description:
OTU taxonomy assignment
Data Table Name:
Sample parameters
Description:
Sample parameters
Data Table Name:
OTU count values for each sample
Description:
OTU count values for each sample
Detailed Metadata

Data Entities


Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/edi/390/1/c3dc0c733d238405b68fc90b0de29147
Name:OTU taxonomy assignment
Description:OTU taxonomy assignment
Number of Records:1746
Number of Columns:179

Table Structure
Object Name:Fungal_spdata_taxa_assignment.csv
Size:1055130 byte
Authentication:d83a6682cd5ee6d4f9be8809b4ed6303 Calculated By MD5
Text Format:
Number of Header Lines:1
Record Delimiter:\r\n
Orientation:column
Simple Delimited:
Field Delimiter:,
Quote Character:"

Table Column Descriptions
 
Column Name:sh  
taxonomy  
OTU_ID  
Phylum  
Class  
Order  
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Genus  
Species  
CC78  
KZ16  
KZ22  
KZ40  
KZ48  
CC81  
CC63  
HP6  
KZ39  
KZ12  
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KZ26  
HP20  
KZ27  
KZ1  
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KZ34  
KZ24  
KZ46  
KZ25  
CC203  
KZ13  
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HP38  
IA18  
CC45  
KZ30  
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KZ11  
KZ23  
KZ7  
KZ28  
KZ32  
CC273  
KZ41  
KZ3  
IA17  
KZ33  
IA20  
KZ45  
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HP39  
CC47  
HP7  
HP9  
CC80  
KZ44  
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CC73  
CC75  
CC74  
CC84  
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IA10  
IA1  
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IA4  
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CC6  
CC58  
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CC270  
HP10  
CC85  
HP8  
IA5  
CC79  
HP22  
HP3  
KZ18  
IA14  
CC193  
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CC272  
CC197  
CC51  
CC195  
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IA2  
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IA7  
CC194  
CC3  
IA19  
IA11  
HP24  
CC82  
IA9  
HP15  
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CC7  
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Definition:sample IDComplete taxonomic identification as assigned by BLAST and the UNITE fungal database v 7.0Operational taxonomic unit unique identifierPhylum of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0Class of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0Order of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0Family of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0Genus of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0Species of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0results for taxonomic groupresults for taxonomic groupresults for taxonomic groupresults for taxonomic groupresults for taxonomic groupresults for taxonomic groupresults for taxonomic groupresults for taxonomic groupresults for taxonomic groupresults for taxonomic groupresults for taxonomic groupresults for taxonomic 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Measurement Type:nominalnominalnominalnominalnominalnominalnominalnominalnominalratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratio
Measurement Values Domain:
Definitionsample ID
DefinitionComplete taxonomic identification as assigned by BLAST and the UNITE fungal database v 7.0
DefinitionOperational taxonomic unit unique identifier
DefinitionPhylum of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0
DefinitionClass of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0
DefinitionOrder of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0
DefinitionFamily of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0
DefinitionGenus of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0
DefinitionSpecies of corresponding OUT.ID as assigned by BLAST and the UNITE fungal database v 7.0
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Accuracy Report:                                                                                                                                                                                                                                                                                                                                                                      
Accuracy Assessment:                                                                                                                                                                                                                                                                                                                                                                      
Coverage:                                                                                                                                                                                                                                                                                                                                                                      
Methods:                                                                                                                                                                                                                                                                                                                                                                      

Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/edi/390/1/88e5e60fa806be56c98eed7ac0efc8ff
Name:Sample parameters
Description:Sample parameters
Number of Records:170
Number of Columns:15

Table Structure
Object Name:msb-diversity-samples.csv
Size:19065 byte
Authentication:f7a96a3fa910cb53e5962166dad6af23 Calculated By MD5
Text Format:
Number of Header Lines:1
Record Delimiter:\r\n
Orientation:column
Simple Delimited:
Field Delimiter:,
Quote Character:"

Table Column Descriptions
 
Column Name:sample_id  
State  
site_name  
Site  
Block  
plot  
Plant  
fert  
exclose  
ens_pie_lg  
ens_plant_lg  
total_mass_lg  
prop_live  
prop_grass  
andger_cover  
Definition:Unique ID for each leaf collected for sequencingState in which site occursName of the site where data are collectedCode for the site where data are collectedExperimental blockIdentifier for 5x5 m experimental unitPlant that was sampled (nested) in each plot  Fertilized or unfertilizedFenced or unfencedFungal effective number of species based on Simpson Diversity, log10 transformedPlant effective number of species based on Simpson Diversity, log10 transformedTotal aboveground plant mass, log10 transformedProportion of total mass composed of live plantsProportion of total mass composed of live grassPercent cover of Andropogon gerardii , the focal host plant
Storage Type:string  
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string  
string  
string  
float  
float  
float  
float  
float  
float  
Measurement Type:nominalnominalnominalnominalnominalnominalnominalnominalnominalratioratioratioratioratioratio
Measurement Values Domain:
DefinitionUnique ID for each leaf collected for sequencing
Allowed Values and Definitions
Enumerated Domain 
Code Definition
CodeMinnesota
DefinitionMinnesota
Source
Code Definition
CodeKentucky
DefinitionKentucky
Source
Code Definition
CodeIowa
DefinitionIowa
Source
Code Definition
CodeKansas
DefinitionKansas
Source
Allowed Values and Definitions
Enumerated Domain 
Code Definition
CodeCedar Creek LTER
DefinitionCedar Creek LTER
Source
Code Definition
CodeHall's Prairie
DefinitionHall's Prairie
Source
Code Definition
CodeChichaqua Bottoms
DefinitionChichaqua Bottoms
Source
Code Definition
CodeKonza LTER
DefinitionKonza LTER
Source
Allowed Values and Definitions
Enumerated Domain 
Code Definition
CodeCC
DefinitionCedar Creek LTER
Source
Code Definition
CodeHP
DefinitionHall's Prairie
Source
Code Definition
CodeIA
DefinitionChichaqua Bottoms
Source
Code Definition
CodeKZ
DefinitionKonza LTER
Source
DefinitionExperimental block
DefinitionIdentifier for 5x5 m experimental unit
DefinitionPlant that was sampled (nested) in each plot  
Allowed Values and Definitions
Enumerated Domain 
Code Definition
Code1
Definitionplot receives all nutrients
Source
Code Definition
Code0
Definitioncontrol
Source
Allowed Values and Definitions
Enumerated Domain 
Code Definition
Code1
Definitionfenced
Source
Code Definition
Code0
Definitioncontrol
Source
Unitnumber
Typereal
Min0.02 
Max1.52 
Unitdimensionless
Typereal
Min
Max0.8 
UnitgramsPerSquareMeter
Typereal
Min2.01 
Max3.3 
Unitdimensionless
Typereal
Min0.11 
Max
Unitdimensionless
Typereal
Min
Max
Unitdimensionless
Typereal
Min0.5 
Max100 
Missing Value Code:                              
Accuracy Report:                              
Accuracy Assessment:                              
Coverage:                              
Methods:                              

Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/edi/390/1/a12541d3e5c83e957ca7ba4b882f767d
Name:OTU count values for each sample
Description:OTU count values for each sample
Number of Records:470730
Number of Columns:3

Table Structure
Object Name:msb-diversity-OTU-counts.csv
Size:13460418 byte
Authentication:3ed70427ccc32a997ba0f94d29f27909 Calculated By MD5
Text Format:
Number of Header Lines:1
Record Delimiter:\r\n
Orientation:column
Simple Delimited:
Field Delimiter:,
Quote Character:"

Table Column Descriptions
 
Column Name:sample_id  
OTU  
number  
Definition:Unique ID for each leaf collected for sequencing. Links to table msb-diversity-samples.csvspecific taxonomic groupNumber of reads of a specific OTU XXX
Storage Type:string  
string  
float  
Measurement Type:nominalnominalratio
Measurement Values Domain:
DefinitionUnique ID for each leaf collected for sequencing. Links to table msb-diversity-samples.csv
Definitionspecific taxonomic group
Unitnumber
Typewhole
Min
Max193393 
Missing Value Code:      
Accuracy Report:      
Accuracy Assessment:      
Coverage:      
Methods:      

Data Package Usage Rights

This information is released under the Creative Commons license - Attribution - CC BY (https://creativecommons.org/licenses/by/4.0/). The consumer of these data ("Data User" herein) is required to cite it appropriately in any publication that results from its use. The Data User should realize that these data may be actively used by others for ongoing research and that coordination may be necessary to prevent duplicate publication. The Data User is urged to contact the authors of these data if any questions about methodology or results occur. Where appropriate, the Data User is encouraged to consider collaboration or co-authorship with the authors. The Data User should realize that misinterpretation of data may occur if used out of context of the original study. While substantial efforts are made to ensure the accuracy of data and associated documentation, complete accuracy of data sets cannot be guaranteed. All data are made available "as is." The Data User should be aware, however, that data are updated periodically and it is the responsibility of the Data User to check for new versions of the data. The data authors and the repository where these data were obtained shall not be liable for damages resulting from any use or misinterpretation of the data. Thank you.

Keywords

By Thesaurus:
(No thesaurus)Biodiversity, community ecology, microbiome, Nutrient Network
LTER Controlled Vocabularygrasslands

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:

Data was obtained using a full factorial combination of nutrient treatments (control or fertilized) and vertebrate consumer density (control or fenced) for a total of four treatments. Replicates were obtained from three blocks in Kentucky and Kansas, five in Minnesota, and six in Iowa. The nutrient-addition treatment was an annual addition of 10 g N x m-2 x yr-1 as time-release urea, 10 g P x m-2 x yr-1 as triple super phosphate, 10 g K x m-2 x yr-1 as potassium sulfate, and 100 g x m-2 of a micronutrient mix (6% Ca, 3% Mg, 12% S, 0.1% B, 1% Cu, 17% Fe, 2.5% Mn, 0.05% Mo, and 1% Zn). N, P, and K were applied annually, and the micronutrient mix was applied once at the start of the study to avoid toxicity of largely immobile micronutrients. The fences were 2.1 m tall and excluded aboveground, nonclimbing mammalian herbivores. The lower 0.9 m was composed of 1-cm woven wire mesh with a 0.3 m outward-facing flange stapled to the ground to exclude digging animals. The top 1.2 m was composed of five equally spaced rows of woven wire to prohibit large animals from entering the plots.

At peak biomass, the cover of all plant species was estimated visually in a 1 x 1 m permanent quadrat located randomly in each plot. Cover estimates included our focal host, A. gerardii. At the same time (i.e., at peak biomass), all aboveground plant biomass (live and dead) was collected in two 0.1 x 1 m strips, sorted to separate live (current year's growth) and dead (growth from past years), dried to a constant mass, and weighed to the nearest 0.01 g. A single mature leaf from three or four individual A. gerardii plants was collected in 2–4 blocks at each site in August of 2014, for a total of 170 samples (KY = 44, KS = 45, IA = 32, MN = 49) with 8–15 plants sampled per treatment at each site. The collected leaf was the second leaf above the uppermost senescent leaf. Leaves were stored in a cooler (about 4degC) until they were surface-sterilized in the lab by immersing them for 1 min each in water, 75% ethanol, 0.4125% sodium hypochlorite (bleach solution), 75% ethanol, and sterile distilled water. Following surface sterilization, samples were stored at -80degC.

Leaves were ground in liquid nitrogen with a mortar and pestle, total genomic DNA was extracted using the Qiagen Plant Mini Extraction Kit (Qiagen N.V., Venlo, the Netherlands), and standardized to 20 ng/lL. Fungal genomic libraries were made by amplifying the ITS region as in Nguyen et al. (2015). Each sample was barcoded with unique 7 base-pair (bp) sequences and the ITS1 region was amplified with the standard primers ITS1f (50- AATGATACGGCACCACCGAGATCTA-CAC-GG-CTTGGTCATTTAGAGGAAGTAA-30) and ITS2 (50-CAAGCAGAAGACGGCATACGAGAT-barcode-CG-GCTGCGTTCTTCATCGATGC-30). The ITS1 primer includes an Illumina Nextera adaptor, linker sequence, and a bar code. Polymerase chain reaction (PCR) was done in triplicate using Roche FastStart High Fidelity Taq (Roche, Indianapolis, Indiana, USA) with annealing temperatures at 51deg, 53deg and 55degC. PCRs with no visible bands were repeated once. Two negative controls (distilled water instead of DNA) were included in every PCR set. Amplicons from the triplicate PCR reactions were pooled for each sample, purified using the QIAQuick Purification Kit (Qiagen N.V., Venlo, the Netherlands), and quantified using the Quant-iT dsDNA HS Assay kit in a Qubit Fluorometer (ThermoFisher, Waltham, Massachusetts, USA). Equal amounts of these purified libraries (25 ng) were pooled and sequenced in Illumina MiSeq at the University of Minnesota Genomics Center (UMGC). Sequence data from the MiSeq runs were combined and analyzed using an analytical pipeline adapted from Nguyen et al. (2015). Adapter and distal priming sites were removed using cutadapt v1.7.1 (Martin 2011) and Trimmomatic v 0.32 (Bolger et al. 2014). Short sequences, homopolymers, and sequences containing ambiguous bases were removed using Mothur v.1.34.4 (Schloss et al. 2009). The clean sequences were then dereplicated and clustered into operational taxonomic units (OTUs) at a 97% cutoff, with chimera sequences removed using USEARCH (Edgar 2010) 5 followed by additional re-clustering using UCLUST (Edgar 2010) implemented in Qiime (Caporaso et al. 2010). Nguyen et al. (2015) found that combining clustering algorithms (i.e., chain-picking) was more stringent and more accurately recovered the fungal taxa in a constructed mock community than using a single clustering method. After removing singleton OTUs, a representative sequence for each OTU was selected and assigned a taxonomy using BLAST (Basic Local Alignment Search Tool) against the UNITE fungal database v 7.0 with BLAST v 2.2.28+ (Camacho et al. 2009). Only annotations greater than 80% identity and greater than 80% alignment length were retained. The pooled OTU counts from the distilled water negative controls were subtracted from each sample. The 748 reads from the distilled water controls represented a fraction of the total number of reads (less than 0.0001) and were clustered into 27 OTUs with a median abundance of 4.5 reads per sample. Seventy-two percent of the negative control reads were classified as a single OTU matching Phoma calidophila (Ascomycota, Dothideomycetes, Pleosporales). Four samples with less than 1,000 reads were removed from the analyses. OTUs that could not be assigned matches against the UNITE database were excluded from the taxonomy report, but included in statistical analyses.

People and Organizations

Creators:
Individual: Eric W Seabloom
Organization:Department of Ecology, Evolution, and Behavior, University of Minnesota
Email Address:
seabloom@umn.edu
Individual: Bradford Condon
Organization:Department of Ecology, Evolution, and Behavior, University of Minnesota
Email Address:
bcondon@utk.edu
Individual: Linda Kinkel
Organization:Department of Plant Pathology, University of Minnesota
Email Address:
kinkel@umn.edu
Individual: Kimberly J Komatsu
Organization:Smithsonian Environmental Research Center
Email Address:
komatsuk@si.edu
Individual: Candice Y Lumibao
Organization:Department of Ecology, Evolution, and Behavior, University of Minnesota
Email Address:
clumibao@alumni.nd.edu
Individual: Georgiana May
Organization:University of Minnesota
Email Address:
gmay@umn.edu
Individual: Rebecca L McCulley
Organization:Department of Plant and Soil Sciences, University of Kentucky
Email Address:
rebecca.mcculley@uky.edu
Individual: Elizabeth T Borer
Organization:Department of Ecology, Evolution, and Behavior, University of Minnesota
Email Address:
borer@umn.edu
Contacts:
Individual: Eric W Seabloom
Organization:Department of Ecology, Evolution, and Behavior, University of Minnesota
Email Address:
seabloom@umn.edu
Individual: Elizabeth T Borer

Temporal, Geographic and Taxonomic Coverage

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

Time Period
Begin:
2014-08-01
End:
2014-08-31
Sampling Site: 
Description:Hall's Prairie: Restored native tallgrass prairie, subset of the Nutrient Network. Auburn, Kentucky.
Site Coordinates:
Longitude (degree): -86.7Latitude (degree): 36.87
Sampling Site: 
Description:Konza LTER: Tallgrass prairie, subset of the Nutrient Network. Manhattan, KS.
Site Coordinates:
Longitude (degree): -96.58Latitude (degree): 39.07
Sampling Site: 
Description:Chichaqua Bottoms: Tallgrass prairie, subset of the Nutrient Network. Maxwell, IA.
Site Coordinates:
Longitude (degree): -93.39Latitude (degree): 41.79
Sampling Site: 
Description:Cedar Creek LTER: Experimental ecological reserve containing oak savannas, prairies, hardwood and pine forests, ash and cedar swamps, acid bogs, marshes, and sedge meadows. Subset of the Nutrient Network. East Bethel, MN.
Site Coordinates:
Longitude (degree): -93.21Latitude (degree): 45.43

Project

Parent Project Information:

Title:Biodiversity, Environmental Change and Ecosystem Functioning at the Prairie-Forest Border
Personnel:
Individual: G. David Tilman
Role:Principal Investigator
Funding: NSF: DEB-0620652
Related Project:
Title:LTER: Biodiversity, Multiple Drivers of Environmental Change and Ecosystem Functioning at the Prairie Forest Border
Personnel:
Individual: Eric Seabloom
Role:Principal Investigator
Funding: NSF: DEB-1234162
Related Project:
Title:RCN: Coordination of the Nutrient Network (NutNet), global manipulations of nutrients and consumers
Personnel:
Individual: Elizabeth Borer
Role:Principal Investigator
Funding: NSF: DEB-1042132
Related Project:
Title:Testing community ecology theory as a framework for predicting co-infection: host resource ratios and viral pathogens
Personnel:
Individual: Eric Seabloom
Role:Principal Investigator
Funding: NSF: DEB-1556649
Related Project:
Title:Collaborative Research: Within-host Microbial Communities: Experimentally Scaling Interaction dynamics Across Sites, Regions, and Continents
Personnel:
Individual: Elizabeth Borer
Role:Principal Investigator
Funding: NSF: DEB-1241895

Maintenance

Maintenance:
Description:completed
Frequency:
Other Metadata

EDI is a collaboration between the University of New Mexico and the University of Wisconsin – Madison, Center for Limnology:

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