Data Package Metadata View Summary

Microbial trait multifunctionality drives soil organic matter formation potential

General Information

Data Package:

Local Identifier:

edi.1644.1

Title:

Microbial trait multifunctionality drives soil organic matter formation potential

Alternate Identifier:

DOI PLACE HOLDER

Abstract:

Soil microbes are a major source of organic residues that accumulate as soil organic matter (SOM), the largest terrestrial reservoir of carbon on Earth. As such, there is growing interest in determining the microbial traits that drive SOM formation and stabilization; however, whether certain microbial traits consistently predict SOM accumulation across different functional pools (e.g., total vs. stable SOM) is unresolved. To address these uncertainties, we incubated individual species of fungi in SOM-free model soils, allowing us to directly relate the physiological, morphological, and biochemical traits of fungi to their SOM formation potentials. We find that the formation of different SOM functional pools is associated with distinct fungal traits, and that ‘multifunctional’ species with intermediate investment across this key grouping of traits (namely, carbon use efficiency, growth rate, turnover rate, and biomass protein and phenol contents) promote SOM formation, functional complexity, and stability. Our results highlight the limitations of categorical trait-based frameworks that describe binary (high/low) trade-offs between microbial traits, instead emphasizing the importance of synergies among microbial traits for the formation of functionally complex SOM.

Publication Date:

2024-05-24

For more information:
Visit:	DOI PLACE HOLDER

Time Period

Begin:

2020

End:

2023

People and Organizations
Contact:	Whalen, Emily [ email ]
Creator:	Whalen, Emily (Past: University of New Hampshire; Current: Critical Ecology Lab)
Creator:	Frey, Serita (University of New Hampshire)
Creator:	Grandy, Stuart (University of New Hampshire)
Creator:	Geyer, Kevin (Young Harris College)
Creator:	Morrison, Eric (University of New Hampshire)

Data Entities
Data Table Name:	Whalen_SOM_pools
Description:	Carbon concentrations (%) of whole/bulk soils, MAOM and POM fractions; proportion of aggregates that were water-stable; proportion of C that was chemically stable or biologically stable (%)
Data Table Name:	Whalen_fungal_traits
Description:	Trait values for individual fungal isolates; trait label abbreviations are as follows: GR_liquid (Optimum growth rate, measured in liquid culture, log-phase growth), CUE_liquid (Optimum CUE, measured in liquid culture, log-phase growth), GR_soil_mass_specific (Fungal growth rates measured in soils, log-phase growth), CUE_soil (Fungal CUE measured in soils, log-phase growth), CUE_soil_18O (Fungal CUE measured at stationary growth using 18-O water incorporation into DNA method), melanin_mg_mg_biomass (Melanin in fungal biomass, mg melanin/mg biomass), Turnover_days (Biomass turnover length, days), BG (Potential activity of betaglucosidase, μmol substrate h-1 g-1 dry soil), CBH (Potential activity of cellobiohydrolase, μmol substrate h-1 g-1 dry soil), NAG (Potential activity of N-acetylglucosaminadase, μmol substrate h-1 g-1 dry soil), PHOS (Potential activity of acid phosphatase, μmol substrate h-1 g-1 dry soil), LAP (Potential activity of leucine aminopeptidase, μmol substrate h-1 g-1 dry soil), ABTS (Potential activity of phenol peroxidase, μmol substrate h-1 g-1 dry soil), TMB (Potential activity of peroxidase, μmol substrate h-1 g-1 dry soil), biomass_aromatic (Relative abundance of aromatic compounds in fungal biomass, %), biomass_lignin (Relative abundance of "lignin" in fungal biomass, %) [NOTE: described as "lignin" by AMDIS database; likely represents fungal melanin], biomass_lipid (Relative abundance of lipids in fungal biomass, %), biomass_polysacc (Relative abundance of polysaccharides in fungal biomass, %), biomass_Nbearing (Relative abundance of N-bearing compounds in fungal biomass, %), biomass_protein (Relative abundance of proteins in fungal biomass, %), biomass_phenol (Relative abundance of phenolic compounds in fungal biomass, %), hyphal_length_m_per_g_drysoil (Hyphal lengths, m/g dry soil), hyphal_surface_area_m2 (Hyphal surface area, m2)
Data Table Name:	Whalen_trait_multifunctionality
Description:	Final calculations of effective trait multifunctionality based on the modified averaging approach using Hill numbers (proposed by Byrnes et al. 2023). Columns C-X include the standardized values for each trait that were used in the averaging calculation. Data are outputs from the ‘multifunc’ package in R. Trait label information is available in/associated with "Whalen_trait_data.csv" file.
Data Table Name:	Whalen_SOM_formation_potential
Description:	Final calculations of SOM formation potential (effective multifunctionality calculated based on fungal contributions to multiple SOM pools), based on the modified averaging approach using Hill numbers (proposed by Byrnes et al. 2023). Columns E-J include the standardized values for each SOM pool that were used in the averaging calculation. Data are outputs from the ‘multifunc’ package in R. Input values can be found in the "Whalen_SOM_pools.csv" file.
Data Table Name:	Whalen_PyGCMS_whole soil_classes
Description:	Relative abundances of chemical compound classes (e.g., aromatics, lipids, etc.) within whole soils characterized by ramped pyrolysis gas chromatography-mass spectrometry (ramped Py-GCMS); temperatures correspond to the stepped temperature of combustion, increasing from 330C to 735C. Compounds that combust at higher temperatures have higher thermal stabilities than those that combust at lower temperatures.
Data Table Name:	Whalen_PyGCMS_MAOM_classes
Description:	Relative abundances of chemical compound classes (e.g., aromatics, lipids, etc.) within mineral-associated organic matter (MAOM) fraction, characterized by pyrolysis gas chromatography-mass spectrometry (Py-GCMS). Samples were pyrolyzed at a single temperature (600C).
Data Table Name:	Whalen_PyGCMS_MAOM_compounds
Description:	Relative abundances of individual compounds measured within the MAOM fraction for each fungal isolate (pyrolyzed at single temperature, 600C). Characterized by pyrolysis gas chromatography-mass spectrometry (Py-GCMS).
Data Table Name:	Whalen_PyGCMS_whole soil_compounds
Description:	Relative abundances of individual compounds within whole soils, characterized by ramped pyrolysis gas chromatography-mass spectrometry (ramped Py-GCMS). "Temp" column corresponds with the temperature at which samples were pyrolyzed, ranging from 330C to 735C. Compounds that combust at higher temperatures have greater thermal stabilities than those that combust at lower temperatures.
Data Table Name:	Whalen_sequential_extraction_data
Description:	Total organic carbon concentrations and total dissolved nitrogen concentrations in water, KCl and sodium pyrophosphate extracts. Soils with SOM formed by different fungal isolates were subjected to a sequential extraction with water first, then KCl and finally sodium pyrophosphate.

Detailed Metadata

Data Entities

Data Table


Data:	https://pasta-s.lternet.edu/package/data/eml/edi/1644/1/d18cc447eca3eadc28303e5ef24611a9
Name:	Whalen_SOM_pools
Description:	Carbon concentrations (%) of whole/bulk soils, MAOM and POM fractions; proportion of aggregates that were water-stable; proportion of C that was chemically stable or biologically stable (%)
Number of Records:	38
Number of Columns:	11

Table Structure

Object Name:

Whalen_SOM_pools.csv

Size:

4083 byte

Authentication:

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Text Format:

Number of Header Lines:

Record Delimiter:

\r\n

Orientation:

column

Simple Delimited:

Field Delimiter:	,
Quote Character:	"

Table Column Descriptions

Sample_ID

Species_ID

Species_name

Phyla

Total_C (%)

MAOM_C (%)

POM_C (%)

ChemStable_C (%)

BioStable_C (%)

WaterStable_Agg (%)

single_agg_stability_%

Column Name:

Sample_ID

Species_ID

Species_name

Phyla

Total_C (%)

MAOM_C (%)

POM_C (%)

ChemStable_C (%)

BioStable_C (%)

WaterStable_Agg (%)

single_agg_stability_%

Definition:

Unique sample identifier

abbreviation representing individual fungal isolates/species

Full fungal species names

Name of fungal phylum

Total carbon concentrations (%) in whole/bulk soil

Carbon concentration of mineral-associated organic matter (MAOM) fraction

Carbon concentration of particulate organic matter (POM) pool

Percent of soil carbon that was chemically stable (i.e., resisted extraction by water, KCl and sodium pyrophosphate)

Proportion of soil carbon that was biologically stable (i.e., resisted decomposition/respiration by active microbial inoculum during 3-month incubation)

Proportion of soil mass that was aggregated and water-stable (>250 microns)

Additional metric of aggregate stability conducted on single aggregate; proportion of initial aggregate mass that was water-stable

Storage Type:

string

float

Measurement Type:

nominal

ratio

Measurement Values Domain:

Definition

text

Definition

text

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Control
Definition	Control samples included only model soils and substrate (no fungal inoculum)
Source

Code Definition

Code	Cylindrium elongatum
Definition	Isolate of Cylindrium elongatum
Source

Code Definition

Code	Gymnopus sp.
Definition	Isolate of Gymnopus sp. (no species-level identification available)
Source

Code Definition

Code	Hypocrea minutispora
Definition	Isolate of H. minutispora
Source

Code Definition

Code	Mucor abundans
Definition	Isolate of M. abundans
Source

Code Definition

Code	Mucor mucedo
Definition	Isolate of M. mucedo
Source

Code Definition

Code	Panellus stipticus
Definition	Isolate of P. stipticus
Source

Code Definition

Code	Phacidium lacerum
Definition	Isolate of P. lacerum
Source

Code Definition

Code	Trichoderma koningii
Definition	Isolate of T. koningii
Source

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Ascomycota
Definition	Fungal phylum
Source

Code Definition

Code	Basidiomycota
Definition	Fungal phylum
Source

Code Definition

Code	Control
Definition	Control samples (no fungal inoculum; only model soil + substrate)
Source

Code Definition

Code	Mucoromycotina
Definition	Fungal sub-phylum
Source

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Missing Value Code:

Accuracy Report:

Accuracy Assessment:

Coverage:

Methods:

Data Table


Data:	https://pasta-s.lternet.edu/package/data/eml/edi/1644/1/d43580e80427f5274d49593107a07450
Name:	Whalen_fungal_traits
Description:	Trait values for individual fungal isolates; trait label abbreviations are as follows: GR_liquid (Optimum growth rate, measured in liquid culture, log-phase growth), CUE_liquid (Optimum CUE, measured in liquid culture, log-phase growth), GR_soil_mass_specific (Fungal growth rates measured in soils, log-phase growth), CUE_soil (Fungal CUE measured in soils, log-phase growth), CUE_soil_18O (Fungal CUE measured at stationary growth using 18-O water incorporation into DNA method), melanin_mg_mg_biomass (Melanin in fungal biomass, mg melanin/mg biomass), Turnover_days (Biomass turnover length, days), BG (Potential activity of betaglucosidase, μmol substrate h-1 g-1 dry soil), CBH (Potential activity of cellobiohydrolase, μmol substrate h-1 g-1 dry soil), NAG (Potential activity of N-acetylglucosaminadase, μmol substrate h-1 g-1 dry soil), PHOS (Potential activity of acid phosphatase, μmol substrate h-1 g-1 dry soil), LAP (Potential activity of leucine aminopeptidase, μmol substrate h-1 g-1 dry soil), ABTS (Potential activity of phenol peroxidase, μmol substrate h-1 g-1 dry soil), TMB (Potential activity of peroxidase, μmol substrate h-1 g-1 dry soil), biomass_aromatic (Relative abundance of aromatic compounds in fungal biomass, %), biomass_lignin (Relative abundance of "lignin" in fungal biomass, %) [NOTE: described as "lignin" by AMDIS database; likely represents fungal melanin], biomass_lipid (Relative abundance of lipids in fungal biomass, %), biomass_polysacc (Relative abundance of polysaccharides in fungal biomass, %), biomass_Nbearing (Relative abundance of N-bearing compounds in fungal biomass, %), biomass_protein (Relative abundance of proteins in fungal biomass, %), biomass_phenol (Relative abundance of phenolic compounds in fungal biomass, %), hyphal_length_m_per_g_drysoil (Hyphal lengths, m/g dry soil), hyphal_surface_area_m2 (Hyphal surface area, m2)
Number of Records:	27
Number of Columns:	26

Table Structure

Object Name:

Whalen_fungal_traits.csv

Size:

6346 byte

Authentication:

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Text Format:

Number of Header Lines:

Record Delimiter:

\r\n

Orientation:

column

Simple Delimited:

Field Delimiter:	,
Quote Character:	"

Table Column Descriptions

SampleID

Species_ID

Phyla

GR_liquid

CUE_liquid

GR_soil_mass_specific

CUE_soil

CUE_soil_18O

melanin_mg_mg_biomass

Turnover_days

CBH

NAG

PHOS

LAP

ABTS

TMB

biomass_aromatic

biomass_lignin

biomass_lipid

biomass_polysacc

biomass_Nbearing

biomass_protein

biomass_phenol

hyphal_length_m_per_g_drysoil

hyphal_surface_area_m2

Column Name:

SampleID

Species_ID

Phyla

GR_liquid

CUE_liquid

GR_soil_mass_specific

CUE_soil

CUE_soil_18O

melanin_mg_mg_biomass

Turnover_days

CBH

NAG

PHOS

LAP

ABTS

TMB

biomass_aromatic

biomass_lignin

biomass_lipid

biomass_polysacc

biomass_Nbearing

biomass_protein

biomass_phenol

hyphal_length_m_per_g_drysoil

hyphal_surface_area_m2

Definition:

Unique sample identifier

Fungal isolate/species name abbreviation

Fungal phylum name

Optimum growth rate measured in liquid culture during log-phase growth

Optimum carbon use efficiency, measured during log-phase growth

Growth rate measured in soils

Carbon use efficiency measured in soils during log-phase growth

Carbon use efficiency measured during stationary growth using 18O-water incorporation into DNA method

Melanin concentration in fungal biomass

Biomass turnover length

Potential activity of beta-glucosidase enzyme

Potential activity of cellobiohydrolase enzyme

Potential activity of N-acetyl-glucosaminadase enzyme

Potential activity of acid phosphatase enzyme

Potential activity of leucine aminopepsidase enzyme

Potential activity of phenol oxidase

Potential activity of peroxidase

Relative abundance of aromatic compounds in fungal biomass

Relative abundance of "lignin" in fungal biomass (likely melanin; misidentified by AMDIS software)

Relative abundance of lipids in fungal biomass

Relative abundance of polysaccharides in fungal biomass

Relative abundance of N-bearing compounds in fungal biomass

Relative abundance of proteins in fungal biomass

Relative abundance of phenolic compounds in fungal biomass

Fungal hyphal lengths

Fungal hyphal surface areas

Storage Type:

string

float

Measurement Type:

nominal

ratio

Measurement Values Domain:

Definition

text

Definition

text

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Ascomycota
Definition	Fungal phylum
Source

Code Definition

Code	Basidiomycota
Definition	Fungal phylum
Source

Code Definition

Code	Mucoromycotina
Definition	Fungal phylum
Source

Unit	micrograms biomass-C produced/biomass-C/hour
Type	real

Unit	Units of carbon (ratio)
Type	real

Unit	micrograms biomass-C produced/biomass-C/hour
Type	real

Unit	Units of carbon
Type	real

Unit	Units of carbon
Type	real

Unit	mg melanin/mg biomass
Type	real

Unit	Days
Type	real

Unit	micromoles substrate/hour/gram dry soil
Type	real

Unit	micromoles substrate/hour/gram dry soil
Type	real

Unit	micromoles substrate/hour/gram dry soil
Type	real

Unit	micromoles substrate/hour/gram dry soil
Type	real

Unit	micromoles substrate/hour/gram dry soil
Type	real

Unit	micromoles substrate/hour/gram dry soil
Type	real

Unit	micromoles substrate/hour/gram dry soil
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	meters hyphae/gram dry soil
Type	real

Unit	m^2 hyphae/gram dry soil
Type	real

Missing Value Code:

Accuracy Report:

Accuracy Assessment:

Coverage:

Methods:

Data Table


Data:	https://pasta-s.lternet.edu/package/data/eml/edi/1644/1/98e72eb9ce8b60fdebf85f449eceb02d
Name:	Whalen_trait_multifunctionality
Description:	Final calculations of effective trait multifunctionality based on the modified averaging approach using Hill numbers (proposed by Byrnes et al. 2023). Columns C-X include the standardized values for each trait that were used in the averaging calculation. Data are outputs from the ‘multifunc’ package in R. Trait label information is available in/associated with "Whalen_trait_data.csv" file.
Number of Records:	27
Number of Columns:	26

Table Structure

Object Name:

Whalen_trait_multifunctionality.csv

Size:

7714 byte

Authentication:

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Text Format:

Number of Header Lines:

Record Delimiter:

\r\n

Orientation:

column

Simple Delimited:

Field Delimiter:	,
Quote Character:	"

Table Column Descriptions

SampleID

Species

GR_liquid.std

CUE_liquid.std

GR_soil_mass_specific.std

CUE_soil.std

CUE_soil_18O.std

melanin_mg_mg_biomass.std

Turnover_days_norm2.std

BG.std

CBH.std

NAG.std

PHOS.std

LAP.std

ABTS.std

TMB.std

biomass_aromatic.std

biomass_lipid.std

biomass_polysacc.std

biomass_Nbearing.std

biomass_protein.std

biomass_phenol.std

hyphal_length_m_per_g_drysoil.std

hyphal_surface_area_m2.std

meanFunction

effective_trait_multifunctionality

Column Name:

SampleID

Species

GR_liquid.std

CUE_liquid.std

GR_soil_mass_specific.std

CUE_soil.std

CUE_soil_18O.std

melanin_mg_mg_biomass.std

Turnover_days_norm2.std

BG.std

CBH.std

NAG.std

PHOS.std

LAP.std

ABTS.std

TMB.std

biomass_aromatic.std

biomass_lipid.std

biomass_polysacc.std

biomass_Nbearing.std

biomass_protein.std

biomass_phenol.std

hyphal_length_m_per_g_drysoil.std

hyphal_surface_area_m2.std

meanFunction

effective_trait_multifunctionality

Definition:

Unique sample identifier

Species label

Standardized value for optimum growth rate, output from R 'multifunc' package

Standardized value for optimum CUE, output from R 'multifunc' package

Standardized values for growth rate measured in soils, output from 'multifunc' package in R

Standardized values for carbon use efficiency measured in soils, output from 'multifunc' package in R

Standardized values for carbon use efficiency, measured in soils at stationary growth

Standardized values for biomass melanin, output from 'multifunc' package in R

Standardized values for turnover, output from multifunc package in R

Standardized values for beta-glucosidase activity

Standardized values for cellobiohydrolase activity

Standardized values for N-acetyl-glucosaminadase activity

Standardized values for acid phosphatase activity

Standardized values for leucine aminopeptidase activity

Standardized values for phenol oxidase activity

Standardized values for peroxidase activity

Standardized values for relative abundance of aromatics in fungal biomass

Standardized values for relative abundance of lipids in fungal biomass

Standardized values for relative abundance of polysaccharides in fungal biomass

Standardized values for relative abundance of N-bearing compounds in fungal biomass

Standardized values for relative abundance of proteins in fungal biomass

Standardized values for relative abundance of phenols in fungal biomass

Standardized values for hyphal lengths in soil

Standardized values for hyphal surface area in soils

Average trait multifunctionality scores, calculated with 'multifunc' package in R

Effective trait multifunctionality scores; calculated using 'multifunc' package in R

Storage Type:

string

float

Measurement Type:

nominal

ratio

Measurement Values Domain:

Definition

text

Definition

text

Unit	micrograms biomass-C produced/biomass-C/hour
Type	real

Unit	Units of carbon (ratio)
Type	real

Unit	micrograms biomass-C produced biomass-C-1 hr-1
Type	real

Unit	Units of carbon (ratio)
Type	real

Unit	Units of carbon (ratio)
Type	real

Unit	mg melanin/mg biomass
Type	real

Unit	Days
Type	real

Unit	micromoles substrate h-1 g-1 dry soil
Type	real

Unit	micromoles substrate h-1 g-1 dry soil
Type	real

Unit	micromoles substrate h-1 g-1 dry soil
Type	real

Unit	micromoles substrate h-1 g-1 dry soil
Type	real

Unit	micromoles substrate h-1 g-1 dry soil
Type	real

Unit	micromoles substrate h-1 g-1 dry soil
Type	real

Unit	micromoles substrate h-1 g-1 dry soil
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	meters hyphae/g dry soil
Type	real

Unit	m2 hyphae/gram dry soil
Type	real

Unit	N/A
Type	real

Unit	N/A
Type	real

Missing Value Code:

Accuracy Report:

Accuracy Assessment:

Coverage:

Methods:

Data Table


Data:	https://pasta-s.lternet.edu/package/data/eml/edi/1644/1/6d3e7212b30ae81dee4172ce7807f84a
Name:	Whalen_SOM_formation_potential
Description:	Final calculations of SOM formation potential (effective multifunctionality calculated based on fungal contributions to multiple SOM pools), based on the modified averaging approach using Hill numbers (proposed by Byrnes et al. 2023). Columns E-J include the standardized values for each SOM pool that were used in the averaging calculation. Data are outputs from the ‘multifunc’ package in R. Input values can be found in the "Whalen_SOM_pools.csv" file.
Number of Records:	27
Number of Columns:	12

Table Structure

Object Name:

Whalen_SOM_formation_potential.csv

Size:

3777 byte

Authentication:

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Text Format:

Number of Header Lines:

Record Delimiter:

\r\n

Orientation:

column

Simple Delimited:

Field Delimiter:	,
Quote Character:	"

Table Column Descriptions

SampleID

Species2

Species_name

Phyla

Total_C.std

MAOM_C.std

ChemStable_C.std

BioStable_C.std

WaterStable_Agg.std

POM_C.std

meanFunction

effective_SOM_multifunctionality

Column Name:

SampleID

Species2

Species_name

Phyla

Total_C.std

MAOM_C.std

ChemStable_C.std

BioStable_C.std

WaterStable_Agg.std

POM_C.std

meanFunction

effective_SOM_multifunctionality

Definition:

Unique sample identifier

Species label/abbreviation

Full species name

Fungal phylum name

Standardized values for total soil carbon concentrations

Standardized values for carbon concentration of mineral-associated organic matter (MAOM) fraction

Standardized value for proportion of SOM-C that was chemically stable

Standardized value for proportion of SOM-C that was biologically stable (i.e., resisted decomposition by active microbial community during 3 month incubation)

Standardized value for water-stable aggregates; proportion of soil mass that was aggregated and water-stable

Standardized value for carbon concentration of particulate organic matter (POM) fraction

Average SOM multifunctionality score (i.e., SOM formation potential); calculated using multifunc package in R

Effective SOM multifunctionality (i.e., SOM formation potential); calculated using multifunc package in R

Storage Type:

string

float

Measurement Type:

nominal

ratio

Measurement Values Domain:

Definition

text

Definition

text

Definition

text

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Ascomycota
Definition	Name of fungal phylum
Source

Code Definition

Code	Basidiomycota
Definition	Name of fungal phylum
Source

Code Definition

Code	Mucoromycotina
Definition	Name of fungal phylum
Source

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	N/A
Type	real

Unit	N/A
Type	real

Missing Value Code:

Accuracy Report:

Accuracy Assessment:

Coverage:

Methods:

Data Table


Data:	https://pasta-s.lternet.edu/package/data/eml/edi/1644/1/d9ae5cef5c71b8edf4a2d80094c0bd70
Name:	Whalen_PyGCMS_whole soil_classes
Description:	Relative abundances of chemical compound classes (e.g., aromatics, lipids, etc.) within whole soils characterized by ramped pyrolysis gas chromatography-mass spectrometry (ramped Py-GCMS); temperatures correspond to the stepped temperature of combustion, increasing from 330C to 735C. Compounds that combust at higher temperatures have higher thermal stabilities than those that combust at lower temperatures.
Number of Records:	234
Number of Columns:	12

Table Structure

Object Name:

Whalen_PyGCMS_whole soil_classes.csv

Size:

29674 byte

Authentication:

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Text Format:

Number of Header Lines:

Record Delimiter:

\r\n

Orientation:

column

Simple Delimited:

Field Delimiter:	,
Quote Character:	"

Table Column Descriptions

SampleID

Species

Phyla

Temp

Aromatic

Lignin

Lipid

Polysaccharide

N-Bearing

Protein

Phenol

Unknown Origin

Column Name:

ShortName

Species

Phyla

Temp

Aromatic

Lignin

Lipid

Polysaccharide

N-Bearing

Protein

Phenol

Unknown Origin

Definition:

unique sample identifier

Species name/abbreviation

Fungal phyla (names)

Pyrolysis temperature

Relative abundance of aromatic compounds

Relative abundance of lignin (misclassified; likely fungal melanin)

Relative abundance of lipids

Relative abundance of polysaccharides

Relative abundance of N-bearing compounds

Relative abundance of proteins

Relative abundance of phenols

Relative abundance of unknown origin compounds

Storage Type:

string

float

Measurement Type:

nominal

ratio

Measurement Values Domain:

Definition

text

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Ceu
Definition	Phacidium lacerum
Source

Code Definition

Code	Control
Definition	Control (model soils and substrate only; no fungal inoculum)
Source

Code Definition

Code	Csp
Definition	Cylindrium elongatum
Source

Code Definition

Code	Hm_ANA
Definition	Hypocrea minutispora (non-sporulating)
Source

Code Definition

Code	Hm_TEL
Definition	Hypocrea minutispora (sporulating)
Source

Code Definition

Code	Mm
Definition	Mucor mucedo
Source

Code Definition

Code	Mr
Definition	Mucor abundans
Source

Code Definition

Code	Ps
Definition	Panellus stipticus
Source

Code Definition

Code	Rt
Definition	Gymnopus sp.
Source

Code Definition

Code	Tk
Definition	Trichoderma koningii
Source

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Ascomycota
Definition	Name of fungal phylum
Source

Code Definition

Code	Basidiomycota
Definition	Name of fungal phylum
Source

Code Definition

Code	Control
Definition	Control samples (no fungal inoculum; only model soil and substrate)
Source

Code Definition

Code	Mucoromycotina
Definition	Name of fungal phylum
Source

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	330
Definition	Pyrolysis thermal fraction, combustion temperature 330C
Source

Code Definition

Code	396
Definition	Pyrolysis thermal fraction, combustion temperature 396C
Source

Code Definition

Code	444
Definition	Pyrolysis thermal fraction, combustion temperature 444C
Source

Code Definition

Code	503
Definition	Pyrolysis thermal fraction, combustion temperature 503C
Source

Code Definition

Code	600
Definition	Pyrolysis thermal fraction, combustion temperature 600C
Source

Code Definition

Code	735
Definition	Pyrolysis thermal fraction, combustion temperature 735C
Source

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Missing Value Code:

Accuracy Report:

Accuracy Assessment:

Coverage:

Methods:

Data Table


Data:	https://pasta-s.lternet.edu/package/data/eml/edi/1644/1/28fb79cd345d9c04222c835975f0abf4
Name:	Whalen_PyGCMS_MAOM_classes
Description:	Relative abundances of chemical compound classes (e.g., aromatics, lipids, etc.) within mineral-associated organic matter (MAOM) fraction, characterized by pyrolysis gas chromatography-mass spectrometry (Py-GCMS). Samples were pyrolyzed at a single temperature (600C).
Number of Records:	39
Number of Columns:	10

Table Structure

Object Name:

Whalen_PyGCMS_MAOM_classes.csv

Size:

4265 byte

Authentication:

a9a085e9f2a31e2559d9dba53a9971f6 Calculated By MD5

Text Format:

Number of Header Lines:

Record Delimiter:

\r\n

Orientation:

column

Simple Delimited:

Field Delimiter:	,
Quote Character:	"

Table Column Descriptions

Sample_ID

Species_ID

Aromatic

Phenol

Lipid

Polysaccharide

N-Bearing

Protein

Lignin

Unknown Origin

Column Name:

Sample_ID

Species_ID

Aromatic

Phenol

Lipid

Polysaccharide

N-Bearing

Protein

Lignin

Unknown Origin

Definition:

Unique sample identifier

Species label/abbreviation

Relative abundance of aromatic compounds

Relative abundance of phenols

Relative abundance of lipids

Relative abundance of polysaccharides

Relative abundance of N-bearing compounds

Relative abundance of proteins

Relative abundance of "lignin" (misclassified; likely fungal melanin)

Relative abundance of compounds with unknown origin

Storage Type:

string

float

Measurement Type:

nominal

ratio

Measurement Values Domain:

Definition

text

Definition

text

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Missing Value Code:

Accuracy Report:

Accuracy Assessment:

Coverage:

Methods:

Data Table


Data:	https://pasta-s.lternet.edu/package/data/eml/edi/1644/1/173f194e3387103d800fe13bc59d3b3e
Name:	Whalen_PyGCMS_MAOM_compounds
Description:	Relative abundances of individual compounds measured within the MAOM fraction for each fungal isolate (pyrolyzed at single temperature, 600C). Characterized by pyrolysis gas chromatography-mass spectrometry (Py-GCMS).
Number of Records:	39
Number of Columns:	153

Table Structure

Object Name:

Whalen_PyGCMS_MAOM_compounds.csv

Size:

40485 byte

Authentication:

9f9a78f2a15c33dbbe7470af54b47aef Calculated By MD5

Text Format:

Number of Header Lines:

Record Delimiter:

\r\n

Orientation:

column

Simple Delimited:

Field Delimiter:	,
Quote Character:	"

Table Column Descriptions

SampleID

Species

Phyla

(E)-1,3-Butadien-1-ol

1 H-Pyrrole, 2-ethyl-

1,3,5,7-Cyclooctatetraene

1,3,5-Cycloheptatriene

1,3,5-Cyclooctatriene

1,3-Butadiene

1-Butyne, 3,3-dimethyl-

1-Heptene

1-Hexene, 3-methyl-

1H-Inden-1-one, 2,3-dihydro-

1H-Indene, 2,3-dihydro-1,1,3-trimethyl-3-phenyl-

1H-Pyrrole,1-methyl-

1H-Pyrrole,2-methyl-

1H-Pyrrole,3-methyl-

1H-Pyrrole-2-carboxaldehyde

1H-Pyrrole-2-carboxaldehyde,1-methyl-

1-Pentene, 3-ethyl-2-methyl-

1-Propene, 3-azido-

1-Undecanol

2(3H)-Benzofuranone, 3-methyl-

2(3H)-Furanone, 5-methyl-

2(5H)-Furanone

2(5H)-Furanone,5-methyl-

2,3,5-Trimethylnaphthalene

2,3,6-Trimethylnaphthalene

2,5-Furandione, 3-methyl-

2-Acetylfuran

2-Cyclopenten-1-one,2,3-dimethyl-

2-Cyclopenten-1-one,2-hydroxy-3-methyl-

2-Cyclopenten-1-one,2-methyl-

2-Cyclopenten-1-one,3-methyl-

2-Furanmethanol

2H-1-Benzopyran-2-one

2H-Pyran-2-one

2-Methylthiophene

2-Pentanone

2-Propen-1-ol

2-Propenenitrile, 2-methyl-

2-Propenoic acid,anhydride

2-Propenoic acid,ethenyl ester

2-Pyridinealdehyde

2-Pyridinecarbonitrile

3-Acetamidofuran

3-Decene

3-Methylindole

3-Methylthiophene

3-Phenylpyridine

3-Pyridinecarbonitrile

4H-Pyran-4-one, 3-hydroxy-2-methyl-

4-Pyridinamine

4-Pyridinecarbonitrile

4-Pyridinecarboxaldehyde

5-Dimethylaminopyrimidine

5-Ethyl-2-furaldehyde

5H-1-Pyrindine

7-Tetradecene

Acenaphthene

Acenaphthylene

Acetamide, N-(2,4-dihydroxyphenyl)-

Acetic acid, cyano-, ethyl ester

Acetophenone

Aniline

Anthracene

Benzaldehyde

Benzene

Benzene2

Benzene,(1,3-dimethylbutyl)-

Benzene,(1-methylethyl)-

Benzene,1,2,3,4-tetramethyl-

Benzene,1,2,3-trimethyl-

Benzene,1,2-diethyl-

Benzene,1-ethenyl-3-methyl-

Benzene,1-ethenyl-4-methoxy-

Benzene,1-methoxy-4-methyl-

Benzene,butyl-

Benzene,heptyl-

Benzene,hexyl-

Benzene,pentyl-

Benzene,propyl-

Benzenepropanenitrile

Benzofuran

Benzofuran,2,3-dihydro-

Benzofuran,2-methyl-

Benzoic acid, 4-hydroxy-3-methoxy-Vanillic acid)

Benzonitrile

Benzyl nitrile

Biphenyl

Butanal, 2-methyl-

C14_alkene_3

C8_H16

C9_H8

Cyanamide, dimethyl-

Cyclopent-2-ene-1-one, 2,3,4-trimethyl-

Cyclopentanone

Dimethylbenzofuran

Disulfide, dimethyl

Ethylphenol

Fluoranthene

Fluorene

Furan,2,3,5-trimethyl-

Furan,2,5-dimethyl-

Furan,2-ethyl-

Furan,2-ethyl-5-methyl-

Furan,3-methyl-

Furfural

Hex-2-yn-4-one, 2-methyl-

Hexadecanoic acid, methyl ester (Palmitic acid-C16)

Hexanedinitrile

Hydroquinone

Indane

Indole

Methanesulfonic acid, methyl ester

Monobenzone

m-xylene

Naphthalene

Naphthalene,1,2-dihydro-4-methyl-

n-Heptadecane

n-Hexadecane

Nicotinyl Alcohol

n-Octane

n-Pentadecane

n-Triacontane (C30)

n-Tridecane

n-Undecane

Oxirane, ethenyl-

p-Aminotoluene

Phenanthrene

Phenol,2,4-bis(1,1-dimethylethyl)-

Phenol,2-methoxy- (Guaiacol)

Phenol,3,4-dimethyl-

Phenol,3-methyl-

Phenol,4-methyl-

Phosphonic acid, (p-hydroxyphenyl)-

Piperidine-2,5-dione

Propane, 2-nitro-

Propanenitrile

p-Xylene

Pyrazolo[5,1-c][1,2,4]benzotriazin-8-ol

Pyridine

Pyridine2

Pyridine 2-methyl

Pyridine 3-methyl

Pyridine, 2-ethyl

Pyridine, 3,5-dimethyl-

Pyrimidine

Pyrrole

Thiophene

Toluene

Trimethylphenol

Vinylfuran

Column Name:

SampleID

Species

Phyla

(E)-1,3-Butadien-1-ol

1 H-Pyrrole, 2-ethyl-

1,3,5,7-Cyclooctatetraene

1,3,5-Cycloheptatriene

1,3,5-Cyclooctatriene

1,3-Butadiene

1-Butyne, 3,3-dimethyl-

1-Heptene

1-Hexene, 3-methyl-

1H-Inden-1-one, 2,3-dihydro-

1H-Indene, 2,3-dihydro-1,1,3-trimethyl-3-phenyl-

1H-Pyrrole,1-methyl-

1H-Pyrrole,2-methyl-

1H-Pyrrole,3-methyl-

1H-Pyrrole-2-carboxaldehyde

1H-Pyrrole-2-carboxaldehyde,1-methyl-

1-Pentene, 3-ethyl-2-methyl-

1-Propene, 3-azido-

1-Undecanol

2(3H)-Benzofuranone, 3-methyl-

2(3H)-Furanone, 5-methyl-

2(5H)-Furanone

2(5H)-Furanone,5-methyl-

2,3,5-Trimethylnaphthalene

2,3,6-Trimethylnaphthalene

2,5-Furandione, 3-methyl-

2-Acetylfuran

2-Cyclopenten-1-one,2,3-dimethyl-

2-Cyclopenten-1-one,2-hydroxy-3-methyl-

2-Cyclopenten-1-one,2-methyl-

2-Cyclopenten-1-one,3-methyl-

2-Furanmethanol

2H-1-Benzopyran-2-one

2H-Pyran-2-one

2-Methylthiophene

2-Pentanone

2-Propen-1-ol

2-Propenenitrile, 2-methyl-

2-Propenoic acid,anhydride

2-Propenoic acid,ethenyl ester

2-Pyridinealdehyde

2-Pyridinecarbonitrile

3-Acetamidofuran

3-Decene

3-Methylindole

3-Methylthiophene

3-Phenylpyridine

3-Pyridinecarbonitrile

4H-Pyran-4-one, 3-hydroxy-2-methyl-

4-Pyridinamine

4-Pyridinecarbonitrile

4-Pyridinecarboxaldehyde

5-Dimethylaminopyrimidine

5-Ethyl-2-furaldehyde

5H-1-Pyrindine

7-Tetradecene

Acenaphthene

Acenaphthylene

Acetamide, N-(2,4-dihydroxyphenyl)-

Acetic acid, cyano-, ethyl ester

Acetophenone

Aniline

Anthracene

Benzaldehyde

Benzene

Benzene2

Benzene,(1,3-dimethylbutyl)-

Benzene,(1-methylethyl)-

Benzene,1,2,3,4-tetramethyl-

Benzene,1,2,3-trimethyl-

Benzene,1,2-diethyl-

Benzene,1-ethenyl-3-methyl-

Benzene,1-ethenyl-4-methoxy-

Benzene,1-methoxy-4-methyl-

Benzene,butyl-

Benzene,heptyl-

Benzene,hexyl-

Benzene,pentyl-

Benzene,propyl-

Benzenepropanenitrile

Benzofuran

Benzofuran,2,3-dihydro-

Benzofuran,2-methyl-

Benzoic acid, 4-hydroxy-3-methoxy-Vanillic acid)

Benzonitrile

Benzyl nitrile

Biphenyl

Butanal, 2-methyl-

C14_alkene_3

C8_H16

C9_H8

Cyanamide, dimethyl-

Cyclopent-2-ene-1-one, 2,3,4-trimethyl-

Cyclopentanone

Dimethylbenzofuran

Disulfide, dimethyl

Ethylphenol

Fluoranthene

Fluorene

Furan,2,3,5-trimethyl-

Furan,2,5-dimethyl-

Furan,2-ethyl-

Furan,2-ethyl-5-methyl-

Furan,3-methyl-

Furfural

Hex-2-yn-4-one, 2-methyl-

Hexadecanoic acid, methyl ester (Palmitic acid-C16)

Hexanedinitrile

Hydroquinone

Indane

Indole

Methanesulfonic acid, methyl ester

Monobenzone

m-xylene

Naphthalene

Naphthalene,1,2-dihydro-4-methyl-

n-Heptadecane

n-Hexadecane

Nicotinyl Alcohol

n-Octane

n-Pentadecane

n-Triacontane (C30)

n-Tridecane

n-Undecane

Oxirane, ethenyl-

p-Aminotoluene

Phenanthrene

Phenol,2,4-bis(1,1-dimethylethyl)-

Phenol,2-methoxy- (Guaiacol)

Phenol,3,4-dimethyl-

Phenol,3-methyl-

Phenol,4-methyl-

Phosphonic acid, (p-hydroxyphenyl)-

Piperidine-2,5-dione

Propane, 2-nitro-

Propanenitrile

p-Xylene

Pyrazolo[5,1-c][1,2,4]benzotriazin-8-ol

Pyridine

Pyridine2

Pyridine 2-methyl

Pyridine 3-methyl

Pyridine, 2-ethyl

Pyridine, 3,5-dimethyl-

Pyrimidine

Pyrrole

Thiophene

Toluene

Trimethylphenol

Vinylfuran

Definition:

Unique sample identifier

Species name

Fungal phylum (name)

Chemical compound name

Storage Type:

string

float

Measurement Type:

nominal

ratio

Measurement Values Domain:

Definition

text

Definition

text

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Ascomycota
Definition	Fungal phylum (name)
Source

Code Definition

Code	Basidiomycota
Definition	Fungal phylum (name)
Source

Code Definition

Code	Control
Definition	Control (no fungal inoculum; model soil and substrate only)
Source

Code Definition

Code	Mucoromycotina
Definition	Fungal phylum (name)
Source

Unit	percent
Type	real

Unit	percent
Type	real

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Missing Value Code:

Accuracy Report:

Accuracy Assessment:

Coverage:

Methods:

Data Table


Data:	https://pasta-s.lternet.edu/package/data/eml/edi/1644/1/4b262a6bdc2e2537e384a9149d96af18
Name:	Whalen_PyGCMS_whole soil_compounds
Description:	Relative abundances of individual compounds within whole soils, characterized by ramped pyrolysis gas chromatography-mass spectrometry (ramped Py-GCMS). "Temp" column corresponds with the temperature at which samples were pyrolyzed, ranging from 330C to 735C. Compounds that combust at higher temperatures have greater thermal stabilities than those that combust at lower temperatures.
Number of Records:	234
Number of Columns:	202

Table Structure

Object Name:

Whalen_PyGCMS_whole soil_compounds.csv

Size:

213739 byte

Authentication:

dcd89fb29239cb2a90037dc4ee2485a3 Calculated By MD5

Text Format:

Number of Header Lines:

Record Delimiter:

\r\n

Orientation:

column

Simple Delimited:

Field Delimiter:	,
Quote Character:	"

Table Column Descriptions

SampleID

Species

Phyla

Temp

(E)-1,3-Butadien-1-ol

1 H-Pyrrole, 2-ethyl-

1,2,3-Benzenetriol

1,2-Benzenediol, 3-methoxy-

1,3,5,7-Cyclooctatetraene

1,3,5-Cycloheptatriene

1,3,5-Cyclooctatriene

1,3-Butadiene

1,3-Octadiene

1-Heptene

1-Hexadecene

1-Hexene, 3-methyl-

1H-Inden-1-one, 2,3-dihydro-

1H-Indene, 2,3-dihydro-1,1,3-trimethyl-3-phenyl-

1H-Pyrrole, 1-methyl-

1H-Pyrrole, 2-methyl-

1H-Pyrrole, 3-methyl-

1H-Pyrrole-2-carboxaldehyde

1H-Pyrrole-2-carboxaldehyde, 1-methyl-

1H-Tetrazole, 1-methyl-

1-Propene, 3-azido-

1-Undecanol

2(3H)-Benzofuranone, 3-methyl-

2(3H)-Furanone, 5-methyl-

2(5H)-Furanone

2(5H)-Furanone, 5-methyl-

2,3,5-Trimethylnaphthalene

2,3,6-Trimethylnaphthalene

2,5-Furandione, 3-methyl-

2,6-Di-tert-butylbenzoquinone

2-Acetylfuran

2-Amino-4-methylpyrimidine

2-Butanone, 3,3-dimethyl-

2-Butenedioic acid, 2-methyl-, (E)-

2-Cyclohexen-1-one

2-Cyclopenten-1-one, 2,3-dimethyl-

2-Cyclopenten-1-one, 2-hydroxy-3-methyl-

2-Cyclopenten-1-one, 2-methyl-

2-Cyclopenten-1-one, 3-methyl-

2-Furanmethanol

2H-1-Benzopyran-2-one

2H-Pyran-2-one

2-Methylthiophene

2-Naphthalenol, 3-methoxy-

2-Propen-1-ol

2-Propenenitrile, 2-methyl-

2-Propenoic acid, anhydride

2-Propyn-1-amine

2-Pyridinealdehyde

2-Pyridinecarbonitrile

2-Pyrimidinamine

3-Acetamidofuran

3-Decene

3-Furaldehyde

3-Methylindole

3-Methylpyridazine

3-Methylthiophene

3-Methylthiophene-2-carbonitrile

3-Penten-2-one, (E)-

3-Phenylpyridine

3-Pyridinecarbonitrile

3-Pyridinol

4(1H)-Pyridinone, 2,3-dihydro-1-methyl-

4H-Pyran-4-one, 3-hydroxy-2-methyl-

4-Hydroxy-2-methylacetophenone

4-Pyridinamine

4-Pyridinecarbonitrile

4-Pyridinecarboxaldehyde

5-Dimethylaminopyrimidine

5-Ethyl-2-furaldehyde

5H-1-Pyrindine

6-Methyl-1,2,3,4-tetrahydroquinoline

7-Methylindan-1-one

7-Tetradecene

Acenaphthene

Acenaphthylene

Acetamide, N-(2,4-dihydroxyphenyl)-

Acetophenone

Aniline

Anthracene

Benzaldehyde

Benzaldehyde, 4-methoxy-

Benzene

Benzene2

Benzene, (1,3-dimethylbutyl)-

Benzene, (1-methylethyl)-

Benzene, 1,2,3,4-tetramethyl-

Benzene, 1,2,3-trimethyl-

Benzene, 1,2-diethyl-

Benzene, 1,3-bis(1,1-dimethylethyl)-

Benzene, 1-ethenyl-3-methyl-

Benzene, 1-ethenyl-4-methoxy-

Benzene, 1-ethyl-4-methoxy-

Benzene, 1-methoxy-4-methyl-

Benzene, 2,4-diisocyanato-1-methyl-

Benzene, butyl-

Benzene, heptyl-

Benzene, hexyl-

Benzene, pentyl-

Benzene, propyl-

Benzenepropanenitrile

Benzo[a]anthracene

Benzofuran

Benzofuran, 2,3-dihydro-

Benzofuran, 2-methyl-

Benzoic acid, 4-hydroxy-3-methoxy-Vanillic acid)

Benzonitrile

Benzyl nitrile

Biphenyl

Butanal, 2-methyl-

C11_H12

C14_alkene_3

C8_H16

C9_H8

Cyanamide, dimethyl-

Cyclopent-2-ene-1-one, 2,3,4-trimethyl-

Cyclopentanone

Diethyltoluamide (DEET)

Dimethyl trisulfide

Dimethylbenzofuran

Dimethylpyrrole (2,5 or 2,4)

D-Limonene

Ethanone, 1-(1-methyl-1H-pyrrol-2-yl)-

Ethylbenzene

Ethylphenol

Fluoranthene

Fluorene

Furan, 2,3,5-trimethyl-

Furan, 2,4-dimethyl-

Furan, 2,5-dimethyl-

Furan, 2-ethyl-

Furan, 2-ethyl-5-methyl-

Furan, 3-methyl-

Furfural

Furfural, 5-methyl-

Hex-2-yn-4-one, 2-methyl-

Hydroquinone

Indane

Indole

Levoglucosan

Levoglucosenone

Mequinol

Methanesulfonic acid, methyl ester

Monobenzone

m-xylene

Naphthalene

Naphthalene, 1,2-dihydro-4-methyl-

N-Butyl-tert-butylamine

n-Decane

n-Hentriacontane (C31)

n-Heptacosane (C27)

n-Heptadecane

n-Heptane

n-Hexacosane (C26)

n-Hexadecane

Nicotinyl Alcohol

n-Nonacosane (C29)

n-Nonane

n-Octane

n-Pentacosane (C25)

n-Pentadecane

n-Tetracosane

n-Triacontane (C30)

n-Tricosane (C23)

n-Tridecane

Oxirane, ethenyl-

p-Aminotoluene

Pentadecane, 7-methyl

Pentadecanoic acid, 14-methyl-, methyl ester

Phenol

Phenol, 2,4-bis(1,1-dimethylethyl)-

Phenol, 2-methoxy- (Guaiacol)

Phenol, 2-methoxy-4-methyl- (4-Methylguaiacol)

Phenol, 2-Methoxy-4-vinyl- (Vinylguaiacol)

Phenol, 3,4-dimethyl-

Phenol, 3-methyl-

Phenol, 4-ethyl-2,6-dimethoxy- (Ethylsyringol)

Phenol, 4-ethyl-2-methoxy- (Ethylguaiacol)

Phenol, 4-methyl-

Phosphonic acid, (p-hydroxyphenyl)-

Piperidine-2,5-dione

Propanenitrile

p-Xylene

Pyrazolo[5,1-c][1,2,4]benzotriazin-8-ol

Pyridine

Pyridine2

Pyridine 3-methyl

Pyridine, 2-ethyl

Pyridine, 3,5-dimethyl-

Pyrimidine

Pyrrole

Pyrrolidine, 1-nitroso

Resorcinol (Dihydroxybenzene)

Styrene

Thiophene

Toluene

Trimethylphenol

Vinylfuran

Column Name:

SampleID

Species

Phyla

Temp

(E)-1,3-Butadien-1-ol

1 H-Pyrrole, 2-ethyl-

1,2,3-Benzenetriol

1,2-Benzenediol, 3-methoxy-

1,3,5,7-Cyclooctatetraene

1,3,5-Cycloheptatriene

1,3,5-Cyclooctatriene

1,3-Butadiene

1,3-Octadiene

1-Heptene

1-Hexadecene

1-Hexene, 3-methyl-

1H-Inden-1-one, 2,3-dihydro-

1H-Indene, 2,3-dihydro-1,1,3-trimethyl-3-phenyl-

1H-Pyrrole, 1-methyl-

1H-Pyrrole, 2-methyl-

1H-Pyrrole, 3-methyl-

1H-Pyrrole-2-carboxaldehyde

1H-Pyrrole-2-carboxaldehyde, 1-methyl-

1H-Tetrazole, 1-methyl-

1-Propene, 3-azido-

1-Undecanol

2(3H)-Benzofuranone, 3-methyl-

2(3H)-Furanone, 5-methyl-

2(5H)-Furanone

2(5H)-Furanone, 5-methyl-

2,3,5-Trimethylnaphthalene

2,3,6-Trimethylnaphthalene

2,5-Furandione, 3-methyl-

2,6-Di-tert-butylbenzoquinone

2-Acetylfuran

2-Amino-4-methylpyrimidine

2-Butanone, 3,3-dimethyl-

2-Butenedioic acid, 2-methyl-, (E)-

2-Cyclohexen-1-one

2-Cyclopenten-1-one, 2,3-dimethyl-

2-Cyclopenten-1-one, 2-hydroxy-3-methyl-

2-Cyclopenten-1-one, 2-methyl-

2-Cyclopenten-1-one, 3-methyl-

2-Furanmethanol

2H-1-Benzopyran-2-one

2H-Pyran-2-one

2-Methylthiophene

2-Naphthalenol, 3-methoxy-

2-Propen-1-ol

2-Propenenitrile, 2-methyl-

2-Propenoic acid, anhydride

2-Propyn-1-amine

2-Pyridinealdehyde

2-Pyridinecarbonitrile

2-Pyrimidinamine

3-Acetamidofuran

3-Decene

3-Furaldehyde

3-Methylindole

3-Methylpyridazine

3-Methylthiophene

3-Methylthiophene-2-carbonitrile

3-Penten-2-one, (E)-

3-Phenylpyridine

3-Pyridinecarbonitrile

3-Pyridinol

4(1H)-Pyridinone, 2,3-dihydro-1-methyl-

4H-Pyran-4-one, 3-hydroxy-2-methyl-

4-Hydroxy-2-methylacetophenone

4-Pyridinamine

4-Pyridinecarbonitrile

4-Pyridinecarboxaldehyde

5-Dimethylaminopyrimidine

5-Ethyl-2-furaldehyde

5H-1-Pyrindine

6-Methyl-1,2,3,4-tetrahydroquinoline

7-Methylindan-1-one

7-Tetradecene

Acenaphthene

Acenaphthylene

Acetamide, N-(2,4-dihydroxyphenyl)-

Acetophenone

Aniline

Anthracene

Benzaldehyde

Benzaldehyde, 4-methoxy-

Benzene

Benzene2

Benzene, (1,3-dimethylbutyl)-

Benzene, (1-methylethyl)-

Benzene, 1,2,3,4-tetramethyl-

Benzene, 1,2,3-trimethyl-

Benzene, 1,2-diethyl-

Benzene, 1,3-bis(1,1-dimethylethyl)-

Benzene, 1-ethenyl-3-methyl-

Benzene, 1-ethenyl-4-methoxy-

Benzene, 1-ethyl-4-methoxy-

Benzene, 1-methoxy-4-methyl-

Benzene, 2,4-diisocyanato-1-methyl-

Benzene, butyl-

Benzene, heptyl-

Benzene, hexyl-

Benzene, pentyl-

Benzene, propyl-

Benzenepropanenitrile

Benzo[a]anthracene

Benzofuran

Benzofuran, 2,3-dihydro-

Benzofuran, 2-methyl-

Benzoic acid, 4-hydroxy-3-methoxy-Vanillic acid)

Benzonitrile

Benzyl nitrile

Biphenyl

Butanal, 2-methyl-

C11_H12

C14_alkene_3

C8_H16

C9_H8

Cyanamide, dimethyl-

Cyclopent-2-ene-1-one, 2,3,4-trimethyl-

Cyclopentanone

Diethyltoluamide (DEET)

Dimethyl trisulfide

Dimethylbenzofuran

Dimethylpyrrole (2,5 or 2,4)

D-Limonene

Ethanone, 1-(1-methyl-1H-pyrrol-2-yl)-

Ethylbenzene

Ethylphenol

Fluoranthene

Fluorene

Furan, 2,3,5-trimethyl-

Furan, 2,4-dimethyl-

Furan, 2,5-dimethyl-

Furan, 2-ethyl-

Furan, 2-ethyl-5-methyl-

Furan, 3-methyl-

Furfural

Furfural, 5-methyl-

Hex-2-yn-4-one, 2-methyl-

Hydroquinone

Indane

Indole

Levoglucosan

Levoglucosenone

Mequinol

Methanesulfonic acid, methyl ester

Monobenzone

m-xylene

Naphthalene

Naphthalene, 1,2-dihydro-4-methyl-

N-Butyl-tert-butylamine

n-Decane

n-Hentriacontane (C31)

n-Heptacosane (C27)

n-Heptadecane

n-Heptane

n-Hexacosane (C26)

n-Hexadecane

Nicotinyl Alcohol

n-Nonacosane (C29)

n-Nonane

n-Octane

n-Pentacosane (C25)

n-Pentadecane

n-Tetracosane

n-Triacontane (C30)

n-Tricosane (C23)

n-Tridecane

Oxirane, ethenyl-

p-Aminotoluene

Pentadecane, 7-methyl

Pentadecanoic acid, 14-methyl-, methyl ester

Phenol

Phenol, 2,4-bis(1,1-dimethylethyl)-

Phenol, 2-methoxy- (Guaiacol)

Phenol, 2-methoxy-4-methyl- (4-Methylguaiacol)

Phenol, 2-Methoxy-4-vinyl- (Vinylguaiacol)

Phenol, 3,4-dimethyl-

Phenol, 3-methyl-

Phenol, 4-ethyl-2,6-dimethoxy- (Ethylsyringol)

Phenol, 4-ethyl-2-methoxy- (Ethylguaiacol)

Phenol, 4-methyl-

Phosphonic acid, (p-hydroxyphenyl)-

Piperidine-2,5-dione

Propanenitrile

p-Xylene

Pyrazolo[5,1-c][1,2,4]benzotriazin-8-ol

Pyridine

Pyridine2

Pyridine 3-methyl

Pyridine, 2-ethyl

Pyridine, 3,5-dimethyl-

Pyrimidine

Pyrrole

Pyrrolidine, 1-nitroso

Resorcinol (Dihydroxybenzene)

Styrene

Thiophene

Toluene

Trimethylphenol

Vinylfuran

Definition:

Unique sample identifier

Species label

Fungal phylum name

Pyrolysis temperature

Chemical compound name

Storage Type:

string

float

Measurement Type:

nominal

ratio

Measurement Values Domain:

Definition

text

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Ceu
Definition	Phacidium lacerum
Source

Code Definition

Code	Control
Definition	Control (no fungal inoculum)
Source

Code Definition

Code	Csp
Definition	Cylindrium elongatum
Source

Code Definition

Code	Hm_ANA
Definition	Hypocrea minutispora (non-sporulating)
Source

Code Definition

Code	Hm_TEL
Definition	Hypocrea minutispora (sporulating)
Source

Code Definition

Code	Mm
Definition	Mucor mucedo
Source

Code Definition

Code	Mr
Definition	Mucor abundans
Source

Code Definition

Code	Ps
Definition	Panellus stipticus
Source

Code Definition

Code	Rt
Definition	Gymnopus sp.
Source

Code Definition

Code	Tk
Definition	Trichoderma koningii
Source

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Ascomycota
Definition	Fungal phylum (name)
Source

Code Definition

Code	Basidiomycota
Definition	Fungal phylum (name)
Source

Code Definition

Code	Control
Definition	Control (no fungal inoculum)
Source

Code Definition

Code	Mucoromycotina
Definition	Fungal phylum (name)
Source

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	330
Definition	Pyrolysis thermal fraction; combustion temperature 330C
Source

Code Definition

Code	396
Definition	Pyrolysis thermal fraction; combustion temperature 396C
Source

Code Definition

Code	444
Definition	Pyrolysis thermal fraction; combustion temperature 444C
Source

Code Definition

Code	503
Definition	Pyrolysis thermal fraction; combustion temperature 503C
Source

Code Definition

Code	600
Definition	Pyrolysis thermal fraction; combustion temperature 600C
Source

Code Definition

Code	735
Definition	Pyrolysis thermal fraction; combustion temperature 735C
Source

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

Unit	percent
Type	real

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Type	real

Missing Value Code:

Accuracy Report:

Accuracy Assessment:

Coverage:

Methods:

Data Table


Data:	https://pasta-s.lternet.edu/package/data/eml/edi/1644/1/0d361415bfdfe662d3f605b3f128a4fc
Name:	Whalen_sequential_extraction_data
Description:	Total organic carbon concentrations and total dissolved nitrogen concentrations in water, KCl and sodium pyrophosphate extracts. Soils with SOM formed by different fungal isolates were subjected to a sequential extraction with water first, then KCl and finally sodium pyrophosphate.
Number of Records:	112
Number of Columns:	6

Table Structure

Object Name:

Whalen_sequential_extraction_data.csv

Size:

6729 byte

Authentication:

f0f8df54d1d032ddee65a065b10005b3 Calculated By MD5

Text Format:

Number of Header Lines:

Record Delimiter:

\r\n

Orientation:

column

Simple Delimited:

Field Delimiter:	,
Quote Character:	"

Table Column Descriptions

SampleID

Extract

Species

Phylum

TOC_mg_L

TDN

Column Name:

SampleID

Extract

Species

Phylum

TOC_mg_L

TDN

Definition:

Unique sample identifier

Extractant type (water, KCl or sodium pyrophosphate)

Species label/abbreviation

Fungal phyla (names)

Total organic carbon in extract

Total dissolved nitrogen in extract

Storage Type:

string

float

Measurement Type:

nominal

ratio

Measurement Values Domain:

Definition

text

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	KCl
Definition	Extractant, sodium chloride
Source

Code Definition

Code	Sodium pyrophosphate
Definition	Extractant
Source

Code Definition

Code	water
Definition	Extractant
Source

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Ceu
Definition	Phacidium lacerum
Source

Code Definition

Code	Control
Definition	Control sample (no fungal inoculum; model soil and substrate only)
Source

Code Definition

Code	Csp
Definition	Cylindrium elongatum
Source

Code Definition

Code	Hm_anamorph
Definition	Hypocrea minutispora (non-sporulating)
Source

Code Definition

Code	Hm_teleomorph
Definition	Hypocrea minutispora (sporulating)
Source

Code Definition

Code	Mm
Definition	Mucor mucedo
Source

Code Definition

Code	Mr
Definition	Mucor abundans
Source

Code Definition

Code	Ps
Definition	Panellus stipticus
Source

Code Definition

Code	Rt
Definition	Gymnopus sp.
Source

Code Definition

Code	Tk
Definition	Trichoderma koningii
Source

Allowed Values and Definitions

Enumerated Domain

Code Definition

Code	Ascomycota
Definition	Fungal phylum
Source

Code Definition

Code	Basidiomycota
Definition	Fungal phylum
Source

Code Definition

Code	Control
Definition	Control samples (no fungal inoculum; model soil and substrate only)
Source

Code Definition

Code	Mucoromycotina
Definition	Fungal phylum
Source

Unit	mg C/L
Type	real

Unit	mg N/L
Type	real

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)	microbial traits, multifunctionality, carbon stabilization
LTER Controlled Vocabulary	soil organic matter, fungi, soil carbon

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:

Fungal isolates were incubated axenically in model soils (mixtures of sand, silt and clay that were treated to be initially organic matter free). Eight different fungal isolates were incubated for between ~3-6 months with glucose as a primary C-supplying substrate, such that any organic matter that formed could be directly attributed to an individual fungal isolate and its associated traits. Separate control samples were established that included only the model soil mixture and substrate (uninoculated; no fungal growth). We characterized a suite of fungal physiological, morphological and biochemical traits for each fungal isolate, and measured their respective contributions to multiple soil organic matter (SOM) pools, including total C, mineral-associated and particulate organic matter, water-stable aggregates and stable sub-fractions of the total SOM pool. We evaluated relationships between fungal traits and relative contributions to SOM pools using a variety of statistical methods. The chemistry of SOM produced by each of the fungal isolates was also characterized by ramped pyrolysis gas chromatography-mass spectrometry (Py-GC/MS), allowing us to assess the chemistry of SOM produced by each isolate and its relative thermal stability. Additional details on methodological approaches are available upon request, and will be available in a forthcoming publication by the same name (Whalen et al., Microbial trait multifunctionality drives soil organic matter formation potential).

People and Organizations

Publishers:

Organization:

Environmental Data Initiative

Email Address:

info@edirepository.org

Web Address:

https://edirepository.org

Id:

https://ror.org/0330j0z60

Creators:

Individual:

Emily Whalen

Organization:

Past: University of New Hampshire; Current: Critical Ecology Lab

Email Address:

ewhalen.cel@gmail.com

Id:

https://orcid.org/0000-0001-9269-289X

Individual:

Serita Frey

Organization:

University of New Hampshire

Email Address:

serita.frey@unh.edu

Id:

https://orcid.org/0000-0002-9221-5919

Individual:

Stuart Grandy

Organization:

University of New Hampshire

Email Address:

stuart.grandy@unh.edu

Id:

https://orcid.org/0000-0002-3214-2295

Individual:

Kevin Geyer

Organization:

Young Harris College

Email Address:

kmgeyer@yhc.edu

Id:

https://orcid.org/0000-0002-5218-2745

Individual:

Eric Morrison

Organization:

University of New Hampshire

Email Address:

eric.morrison@unh.edu

Id:

https://orcid.org/0000-0002-9737-9947

Contacts:

Individual:

Emily Whalen

Email Address:

ewhalen.cel@gmail.com

Id:

https://orcid.org/0000-0001-9269-289X

Temporal, Geographic and Taxonomic Coverage

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

Time Period

Begin:

2020

End:

2023

Geographic Region:

Description:

Fungal isolates were collected from soil, litter and wood at the Harvard Forest, LTER in Petersham, MA. All lab work was conducted at the University of New Hampshire main campus in Durham, NH.

Bounding Coordinates:

Northern:	42.553421	Southern:	42.52796
Western:	-72.190697	Eastern:	-72.167098

Project

Parent Project Information:

Title:

Fungal traits associated with the formation of soil organic matter pools

Personnel:

Individual:

Emily Whalen

Organization:

University of New Hampshire

Email Address:

ewhalen.cel@gmail.com

Id:

https://orcid.org/0000-0001-9269-289X

Role:

Conceived of the concept for the study, led laboratory work and sample analysis to produce the associated dataset

Individual:

Serita Frey

Organization:

University of New Hampshire

Email Address:

serita.frey@unh.edu

Role:

Conceived of the study, contributed to experimental design and methodological development, oversaw sample analysis

Individual:

Stuart Grandy

Organization:

University of New Hampshire

Email Address:

stuart.grandy@unh.edu

Role:

Conceived of the study, contributed to experimental design and methodological development, oversaw Py-GC/MS analysis

Individual:

Kevin Geyer

Email Address:

kmgeyer@yhc.edu

Role:

Contributed to experimental design and methodological development, provided guidance on 18O-water incorporation method for CUE analysis

Individual:

Eric Morrison

Email Address:

eric.morrison@unh.edu

Role:

Contributed to experimental design and methodological development, collected optimum growth rate and carbon use efficiency data for fungal isolates, provided guidance on additional growth rate and CUE analyses in soils

Additional Award Information:

Funder:

U.S. Department of Agriculture National Institute of Food and Agriculture

Funder ID:

Hatch NH-00701

Number:

NHAES Scientific Contribution Number 3001

Title:

New Hampshire Agricultural Experiment Station

Other Metadata

Additional Metadata

additionalMetadata
        |___text '\n      '
        |___element 'metadata'
        |     |___text '\n         '
        |     |___element 'unitList'
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'micrograms biomass-C produced/biomass-C/hour'
        |     |     |     |  \___attribute 'name' = 'micrograms biomass-C produced/biomass-C/hour'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |     |___text 'Standardized value following methods outlined by Byrnes et al. (2023); averaging approach for calculating multifunctionality using Hill numbers'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'Units of carbon'
        |     |     |     |  \___attribute 'name' = 'Units of carbon'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'Units of carbon (ratio)'
        |     |     |     |  \___attribute 'name' = 'Units of carbon (ratio)'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |     |___text 'Standardized values (output from \'multifunc\' package in R) from averaging approach to calculate multifunctionality using Hill numbers (sensu Byrnes et al., 2023)'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'mg melanin/mg biomass'
        |     |     |     |  \___attribute 'name' = 'mg melanin/mg biomass'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |     |___text 'Standardized values (output from \'multifunc\' package in R) from averaging approach to calculate multifunctionality using Hill numbers (sensu Byrnes et al., 2023)'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'Days'
        |     |     |     |  \___attribute 'name' = 'Days'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |     |___text 'Standardized values (output from \'multifunc\' package in R) from averaging approach to calculate multifunctionality using Hill numbers (sensu Byrnes et al., 2023)'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'micromoles substrate/hour/gram dry soil'
        |     |     |     |  \___attribute 'name' = 'micromoles substrate/hour/gram dry soil'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'meters hyphae/gram dry soil'
        |     |     |     |  \___attribute 'name' = 'meters hyphae/gram dry soil'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'm^2 hyphae/gram dry soil'
        |     |     |     |  \___attribute 'name' = 'm^2 hyphae/gram dry soil'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'micrograms biomass-C produced biomass-C-1 hr-1'
        |     |     |     |  \___attribute 'name' = 'micrograms biomass-C produced biomass-C-1 hr-1'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |     |___text 'Standardized values (output from \'multifunc\' package in R) from averaging approach to calculate multifunctionality using Hill numbers (sensu Byrnes et al., 2023)'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'micromoles substrate h-1 g-1 dry soil'
        |     |     |     |  \___attribute 'name' = 'micromoles substrate h-1 g-1 dry soil'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |     |___text 'Standardized values (output from \'multifunc\' package in R) from averaging approach to calculate multifunctionality using Hill numbers (sensu Byrnes et al., 2023)'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'meters hyphae/g dry soil'
        |     |     |     |  \___attribute 'name' = 'meters hyphae/g dry soil'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |     |___text 'Standardized values (output from \'multifunc\' package in R) from averaging approach to calculate multifunctionality using Hill numbers (sensu Byrnes et al., 2023)'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'm2 hyphae/gram dry soil'
        |     |     |     |  \___attribute 'name' = 'm2 hyphae/gram dry soil'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |     |___text 'Standardized values (output from \'multifunc\' package in R) from averaging approach to calculate multifunctionality using Hill numbers (sensu Byrnes et al., 2023)'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'N/A'
        |     |     |     |  \___attribute 'name' = 'N/A'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |     |___text 'Effective multifunctionality representing fungal contributions to multiple SOM pools, calculated using averaging approach and Hill numbers proposed by Byrnes et al. (2023); output from multifunc package in R.'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'mg C/L'
        |     |     |     |  \___attribute 'name' = 'mg C/L'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |___text '\n            '
        |     |     |___text '\n            '
        |     |     |___element 'unit'
        |     |     |     |  \___attribute 'id' = 'mg N/L'
        |     |     |     |  \___attribute 'name' = 'mg N/L'
        |     |     |     |___text '\n               '
        |     |     |     |___element 'description'
        |     |     |     |___text '\n            '
        |     |     |___text '\n         '
        |     |___text '\n      '
        |___text '\n   '

Additional Metadata

additionalMetadata
        |___text '\n      '
        |___element 'metadata'
        |     |___text '\n         '
        |     |___element 'emlEditor'
        |     |        \___attribute 'app' = 'ezEML'
        |     |        \___attribute 'release' = '2024.05.22'
        |     |___text '\n      '
        |___text '\n   '

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Data Package Metadata View Summary

Microbial trait multifunctionality drives soil organic matter formation potential

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Data Table

Data Table

Data Table

Data Table

Data Table

Data Table

Data Table

Data Package Usage Rights

Keywords

Methods and Protocols

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

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Recently Added

Recently Updated

Data Package Metadata View Summary

Microbial trait multifunctionality drives soil organic matter formation potential

+/- Data Entities

Data Table

Data Table

Data Table

Data Table

Data Table

Data Table

Data Table

Data Table

Data Table

+/- Data Package Usage Rights

+/- Keywords

+/- Methods and Protocols

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

+/- People and Organizations

+/- Temporal, Geographic and Taxonomic Coverage

+/- Project

Parent Project Information:

+/- Additional Metadata

+/- Additional Metadata

Data Entities

Data Package Usage Rights

Keywords

Methods and Protocols

People and Organizations

Temporal, Geographic and Taxonomic Coverage

Project

Additional Metadata

Additional Metadata