Data Package Metadata   View Summary

Biogeochemical and 13C NMR data from NEON surface mineral soils

General Information
Data Package:
Local Identifier:edi.575.1
Title:Biogeochemical and 13C NMR data from NEON surface mineral soils
Alternate Identifier:DOI PLACE HOLDER
Abstract:

To understand controls on soil organic matter chemical composition across North America, we collected 13C NMR spectra and conducted and synthesized additional biogeochemical measurements from NEON Megapit soil samples as well as additional samples (total n = 42). This dataset supports the findings described in the associated manuscript by Hall, Ye et al. (2020).

Publication Date:2020-07-21

Time Period
Begin:
2018-09-01
End:
2019-12-31

People and Organizations
Contact:Hall, Steven J (Iowa State University) [  email ]
Creator:Hall, Steven J (Iowa State University)
Creator:Ye, Chenglong (Iowa State University)
Creator:Weintraub, Samantha R (NEON/Battelle)
Creator:Hockaday, William C (Baylor University)

Data Entities
Data Table Name:
soil biogeochemistry data
Description:
soil sample location, biogeochemistry, biomass
Data Table Name:
NMR spectra
Description:
NMR spectra
Other Name:
NEON_NMR_overview_1.R
Description:
Run this script first to explore NMR data
Other Name:
NEON_NMR_boxplots_fig1_and_figED4.R
Description:
Make Fig 1 and Extended Data Fig 4
Other Name:
NEON_NMR_ordination_fig2.R
Description:
Make Fig 2
Other Name:
NEON_NMR_heatmap_fig3.R
Description:
Make Fig 3
Other Name:
NEON_NMR_boxplot_figED2.R
Description:
Make Extended Data Fig 2
Other Name:
NEON_NMR_stats_RC1.R
Description:
Regression analysis of RC1
Other Name:
NEON_NMR_stats_RC2.R
Description:
Regression analysis of RC2
Other Name:
NEON_NMR_stats_RC3.R
Description:
Regression analysis of RC3
Other Name:
NEON_NMR_SEM.R
Description:
Structural equation models of RCs
Other Name:
NEON_NMR_map_figED1.R
Description:
Map of sampling locations (Extended Data Fig 1)
Other Name:
NEON_NMR_heatmap_figED5.R
Description:
Make Extended Data Fig 5
Other Name:
NEON_NMR_heatmap_figED8.R
Description:
Make Extended Data Fig 8
Detailed Metadata

Data Entities


Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/edi/575/1/890ae8520d0a9c295037f5df6261bb63
Name:soil biogeochemistry data
Description:soil sample location, biogeochemistry, biomass
Number of Records:42
Number of Columns:104

Table Structure
Object Name:Hall_Ye_etal_NEON_NMR_biogeo.csv
Size:28200 bytes
Authentication:0a9a61b40625ce406d1d48d8c1d9362b 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:siteID  
Latitude_degrees  
Longitude_degrees  
Soil_order  
Soil_greatgroup  
NLCD_class  
forest_vs_non  
Grazing_present  
Prescribed_fire  
horizonName  
carbonTot_g_kg  
nitrogenTot_g_kg  
estimatedOC_g_kg  
OC_N_ratio  
carbon_after_HF_g_kg  
Nitrogen_after_HF_g_kg  
DithioniteFe_g_kg  
OxalateFe_g_kg  
Oxalate_Al_mg_g_ICP  
Oxalate_Fe_mg_g_ICP  
Ca_Na2SO4_mg_g  
Mg_Na2SO4_mg_g  
Ca_Na2SO4_umol_g  
Mg_Na2SO4_umol_g  
Ca_plus_Mg_umol_g  
phCacl2  
phH2o  
Carbohydrate_fraction  
Protein_fraction  
Lignin_fraction  
Lipid_fraction  
Carbonyl_fraction  
Char_fraction  
Carbohydrate_mg_g  
Protein_mg_g  
Lignin_mg_g  
Lipid_mg_g  
Carbonyl_mg_g  
Char_mg_g  
Alkyl_fraction  
N_Alkyl_Methoxyl_fraction  
O_Alkyl_fraction  
Di_O_Alkyl_fraction  
Aromatic_fraction  
Phenolic_fraction  
Amide_Carboxyl_fraction  
Alkyl_mg_g  
N-Alkyl/Methoxyl_mg_g  
O-Alkyl_mg_g  
Di-O-Alkyl_mg_g  
Aromatic_mg_g  
Phenolic_mg_g  
Amide_Carboxyl_mg_g  
MAP_mm  
MAT_C  
Elevation_m  
sandTotal_percent  
siltTotal_percent  
clayTotal_percent  
Potential_Evapotranspiration_mm  
Actual_Evapotranspiration_mm  
MAP_minus_PET_mm  
horizonTopDepth  
horizonBottomDepth  
soilSeries  
soilFamily  
bulkDensExclCoarseFrag  
pitNamedLocation  
dead_root_lessthan_4mm_approx_mg_cm3  
live_root_lessthan_4mm_approx_mg_cm3  
dead_total_roots_mg_cm3  
live_total_roots_mg_cm3  
wgt_dead_root_lessthan_4mm_CN_ratio_0_30cm  
wgt_live_root_lessthan_4mm_CN_ratio_0_30cm  
dead_root_lessthan_4mm_approx_g_m2_0_30cm  
live_root_lessthan_4mm_approx_g_m2_0_30cm  
dead_total_root_g_m2_0_30cm  
live_total_root_g_m2_0_30cm  
alMjelm_mg_kg  
caMjelm_mg_kg  
feMjelm_mg_kg  
kMjelm_mg_kg  
mgMjelm_mg_kg  
mnMjelm_mg_kg  
naMjelm_mg_kg  
pMjelm_mg_kg  
siMjelm_mg_kg  
srMjelm_mg_kg  
tiMjelm_mg_kg  
zrMjelm_mg_kg  
bacteria_and_archaea_meanCopyNumber_16S  
fungi_meanCopyNumber_ITS  
fung_bact_ratio  
litter_carbonPercent  
litter_nitrogenPercent  
litter_CtoN  
litter_ligninPercent  
foliage_carbonPercent  
foliage_nitrogenPercent  
foliage_CtoN  
foliage_ligninPercent  
RC1  
RC2  
RC3  
Definition:Four letter NEON site code. Upper-case letters denote NEON sites; lower case letters denote additional soils collected for this studyLatitudeLongitudeSoil order in the USDA taxonomySoil great group in the USDA taxonomyNational Land Cover Database classificationBinary variable indicating forested or non-forested ecosystemsBinary variable indicating presence or absence of anthropogenically managed grazingBinary variable indicating presence or absence of prescribed fireSoil horizon abbreviation in USDA taxonomyTotal carbonTotal nitrogenEstimated organic carbonOrganic carbon to nitrogen mass ratioCarbon after HF treatmentNitrogen after HF treatmentIron extracted by sodium dithioniteIron extracted by ammonium oxalate, measured colorimetricallyAluminum extracted by ammonium oxalate, measured by ICPIron extracted by ammonium oxalate, measured by ICPCalcium extracted by sodium sulfate following waterMagnesium extracted by sodium sulfate following waterCalcium extracted by sodium sulfate following waterMagnesium extracted by sodium sulfate following waterSum of calcium and magnesium extracted by sodium sulfate following waterSoil pH measured in CaCl2Soil pH measured in waterFraction of C in carbohydrateFraction of C in proteinFraction of C in ligninFraction of C in lipidFraction of C in carbonylFraction of C in charCarbohydrate CProtein CLignin CLipid CCarbonyl CChar CFraction alkyl CFraction N alkyl or methoxyl CFraction O alkyl CFraction di O alkyl CFraction aromatic CFraction phenolic CFraction amide or carboxyl CAlkyl CN alkyl or methoxyl CO alkyl CDi O alkyl CAromatic CPhenolic CAmide or carboxyl CMean annual precipitationMean annual temperatureElevationSand contentSilt contentClay contentPotential evapotranspirationActual evapotranspirationMean annual precipitation minus potential evapotranspirationTop depth of horizonBottom depth of horizonSoil series name in USDA taxonomySoil family name in USDA taxonomyBulk densityNEON ID for pairing these data with other measurements available for the same sampleFine dead root biomassFine live root biomassTotal dead root biomassTotal live root biomassMass weighted C to N ratio of dead fine roots in 0 to 30 cm soilMass weighted C to N ratio of live fine roots in 0 to 30 cm soilMass of dead fine roots in 0 to 30 cm soilMass of live fine roots in 0 to 30 cm soilMass of dead roots in 0 to 30 cm soilMass of live roots in 0 to 30 cm soilTotal aluminumTotal calciumTotal ironTotal potassiumTotal magnesiumTotal manganeseTotal sodiumTotal phosphorusTotal siliconTotal strontiumTotal titaniumTotal zirconiumMean 16S gene copy numberMean ITS gene copy numberRatio of ITS to 16S gene copy numbersLitter carbonLitter nitrogenLitter carbon to nitrogen ratioLitter ligninFoliage carbonFoliage nitrogenFoliage carbon to nitrogen ratioFoliage ligninFirst rotated PCA component score of carbon molecule correlation matrixSecond rotated PCA component score of carbon molecule correlation matrixThird rotated PCA component score of carbon molecule correlation matrix
Storage Type:string  
float  
float  
string  
string  
string  
string  
string  
string  
string  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
string  
string  
float  
string  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
float  
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float  
Measurement Type:nominalratiorationominalnominalnominalnominalnominalnominalnominalratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratiorationominalnominalrationominalratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratioratio
Measurement Values Domain:
DefinitionFour letter NEON site code. Upper-case letters denote NEON sites; lower case letters denote additional soils collected for this study
Unitdegree
Typereal
Min17.97 
Max68.66 
Unitdegree
Typereal
Min-149.37 
Max-65.79 
DefinitionSoil order in the USDA taxonomy
DefinitionSoil great group in the USDA taxonomy
DefinitionNational Land Cover Database classification
Allowed Values and Definitions
Enumerated Domain 
Code Definition
Code1
Definitionforest
Source
Code Definition
Code0
Definitionno forest
Source
Allowed Values and Definitions
Enumerated Domain 
Code Definition
Code0
Definitionno grazing
Source
Code Definition
Code1
Definitiongrazing
Source
Allowed Values and Definitions
Enumerated Domain 
Code Definition
Code0
Definitionno prescribed fire
Source
Code Definition
Code1
Definitionprescribed fire
Source
DefinitionSoil horizon abbreviation in USDA taxonomy
UnitgramsPerKilogram
Typereal
Min2.3 
Max191.5 
UnitgramsPerKilogram
Typereal
Min0.1 
Max9.5 
UnitgramsPerKilogram
Typereal
Min
Max192 
UnitgramsPerKilogram
Typereal
Min7.14 
Max50 
UnitgramsPerKilogram
Typereal
Min11.8 
Max512.82 
UnitgramsPerKilogram
Typereal
Min1.34 
Max32.36 
UnitgramsPerKilogram
Typereal
Min0.12 
Max50.81 
UnitgramsPerKilogram
Typereal
Min0.08 
Max15.06 
UnitmilligramsPerGram
Typereal
Min0.31 
Max15 
UnitmilligramsPerGram
Typereal
Min0.07 
Max17.04 
UnitmilligramsPerGram
Typereal
Min0.01 
Max11.03 
UnitmilligramsPerGram
Typereal
Min0.01 
Max2.24 
UnitmicromolesPerGram
Typereal
Min0.249376559 
Max275.0623441 
UnitmicromolesPerGram
Typereal
Min0.411522634 
Max92.18106996 
UnitmicromolesPerGram
Typereal
Min0.660899192 
Max300.1652248 
Unitdimensionless
Typereal
Min3.6 
Max7.7 
Unitdimensionless
Typereal
Min4.08 
Max8.1 
Unitdimensionless
Typereal
Min0.093 
Max0.344 
Unitdimensionless
Typereal
Min
Max0.456 
Unitdimensionless
Typereal
Min
Max0.334 
Unitdimensionless
Typereal
Min0.061 
Max0.591 
Unitdimensionless
Typereal
Min
Max0.093 
Unitdimensionless
Typereal
Min0.063 
Max0.379 
UnitmilligramsPerGram
Typereal
Min0.39 
Max44.83 
UnitmilligramsPerGram
Typereal
Min
Max17.67 
UnitmilligramsPerGram
Typereal
Min
Max62.33 
UnitmilligramsPerGram
Typereal
Min0.17 
Max40.19 
UnitmilligramsPerGram
Typereal
Min
Max12.05 
UnitmilligramsPerGram
Typereal
Min0.37 
Max31.31 
Unitdimensionless
Typereal
Min0.142 
Max0.477 
Unitdimensionless
Typereal
Min0.046 
Max0.107 
Unitdimensionless
Typereal
Min0.127 
Max0.333 
Unitdimensionless
Typereal
Min0.04 
Max0.088 
Unitdimensionless
Typereal
Min0.115 
Max0.333 
Unitdimensionless
Typereal
Min0.039 
Max0.109 
Unitdimensionless
Typereal
Min0.082 
Max0.181 
UnitmilligramsPerGram
Typereal
Min0.47 
Max34.15 
UnitmilligramsPerGram
Typereal
Min0.21 
Max13.19 
UnitmilligramsPerGram
Typereal
Min0.39 
Max48.4 
UnitmilligramsPerGram
Typereal
Min0.08 
Max15.65 
UnitmilligramsPerGram
Typereal
Min0.39 
Max43.69 
UnitmilligramsPerGram
Typereal
Min0.12 
Max16.76 
UnitmilligramsPerGram
Typereal
Min0.34 
Max21.5 
Unitmillimeter
Typereal
Min262 
Max4500 
Unitcelsius
Typereal
Min-9 
Max25 
Unitmeter
Typenatural
Min10 
Max3513 
Unitpercent
Typereal
Min5.3 
Max97 
Unitpercent
Typereal
Min
Max63 
Unitpercent
Typereal
Min0.7 
Max61 
Unitmillimeter
Typenatural
Min363 
Max2341 
Unitmillimeter
Typenatural
Min100 
Max1589 
Unitmillimeter
Typereal
Min-2069.77 
Max2535 
Unitcentimeter
Typewhole
Min
Max31 
Unitcentimeter
Typenatural
Min
Max50 
DefinitionSoil series name in USDA taxonomy
DefinitionSoil family name in USDA taxonomy
UnitgramsPerCubicCentimeter
Typereal
Min0.39 
Max1.59 
DefinitionNEON ID for pairing these data with other measurements available for the same sample
UnitmilligramsPerCubicCentimeter
Typereal
Min
Max1.848 
UnitmilligramsPerCubicCentimeter
Typereal
Min0.477 
Max12.639 
UnitmilligramsPerCubicCentimeter
Typereal
Min
Max3.199 
UnitmilligramsPerCubicCentimeter
Typereal
Min0.587 
Max16.16 
Unitdimensionless
Typereal
Min29.1 
Max183 
Unitdimensionless
Typereal
Min23.4 
Max74.8 
UnitgramsPerSquareMeter
Typereal
Min
Max554.32 
UnitgramsPerSquareMeter
Typenatural
Min143 
Max3792 
UnitgramsPerSquareMeter
Typewhole
Min
Max960 
UnitgramsPerSquareMeter
Typenatural
Min176 
Max4848 
UnitmilligramsPerKilogram
Typereal
Min4034 
Max91764.6 
UnitmilligramsPerKilogram
Typereal
Min149 
Max237292 
UnitmilligramsPerKilogram
Typereal
Min1248 
Max111888 
UnitmilligramsPerKilogram
Typereal
Min135 
Max31448 
UnitmilligramsPerKilogram
Typereal
Min86 
Max13222 
UnitmilligramsPerKilogram
Typereal
Min13 
Max1960 
UnitmilligramsPerKilogram
Typereal
Min26 
Max23442 
UnitmilligramsPerKilogram
Typereal
Min47 
Max1540 
UnitmilligramsPerKilogram
Typenatural
Min79479 
Max412640 
UnitmilligramsPerKilogram
Typewhole
Min
Max302 
UnitmilligramsPerKilogram
Typenatural
Min934 
Max21375 
UnitmilligramsPerKilogram
Typenatural
Min19 
Max213 
Unitdimensionless
Typenatural
Min11938 
Max112472 
Unitdimensionless
Typenatural
Min
Max189 
Unitdimensionless
Typereal
Min0.000274358 
Max0.007393303 
Unitpercent
Typereal
Min45.238 
Max53.502 
Unitpercent
Typereal
Min0.429769017 
Max1.313034516 
Unitdimensionless
Typereal
Min39.073 
Max160.5552258 
Unitpercent
Typereal
Min12.58791372 
Max32.665 
Unitpercent
Typereal
Min39.955 
Max50.55805556 
Unitpercent
Typereal
Min0.958636364 
Max2.86 
Unitdimensionless
Typereal
Min15.90559441 
Max51.53324343 
Unitpercent
Typereal
Min3.482272727 
Max14.49 
Unitdimensionless
Typereal
Min-2.644521641 
Max1.752135256 
Unitdimensionless
Typereal
Min-2.911273546 
Max2.21128713 
Unitdimensionless
Typereal
Min-3.831641038 
Max1.266195901 
Missing Value Code:  
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Accuracy Report:                                                                                                                                                                                                                
Accuracy Assessment:                                                                                                                                                                                                                
Coverage:                                                                                                                                                                                                                
Methods:                                                                                                                                                                                                                

Data Table

Data:https://pasta-s.lternet.edu/package/data/eml/edi/575/1/803e52fe39b099de3bc664b7535fc2f5
Name:NMR spectra
Description:NMR spectra
Number of Records:52224
Number of Columns:3

Table Structure
Object Name:NMR_spectra_long.csv
Size:1290198 bytes
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Number of Header Lines:1
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Simple Delimited:
Field Delimiter:,
Quote Character:"

Table Column Descriptions
 
Column Name:chemical_shift_ppm  
site  
signal_intensity  
Definition:Chemical shiftFour letter site code. Upper-case letters denote NEON sites; lower case letters denote additional soils collected for this study13C NMR signal intensity
Storage Type:float  
string  
float  
Measurement Type:rationominalratio
Measurement Values Domain:
UnitpartsPerMillion
Typereal
Min-206.292 
Max406.567 
DefinitionFour letter site code. Upper-case letters denote NEON sites; lower case letters denote additional soils collected for this study
Unitdimensionless
Typereal
Min-8.48133 
Max100 
Missing Value Code:
CodeNA
Explnot available
 
CodeNA
Explnot available
Accuracy Report:      
Accuracy Assessment:      
Coverage:      
Methods:      

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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)Macrosystems Biology, NEON, Nuclear Magnetic Resonance, NMR, Soil, Soil Organic Matter, Biogeochemistry, Soil Horizon, Soil Carbon, Lignin, Black carbon, Char, Protein, Carbohydrate, Lipid, Fungi, Bacteria

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:

We analyzed the molecular SOC composition of surface mineral soil samples spanning 32 sites in the NEON Megapit archive, along with 10 additional soils which were selected to encompass additional diversity in biogeochemical characteristics (Supplemental Table 1). This table and additional tables referenced below are reported in the manuscript associated with this dataset (Hall, Ye, et al., Accepted, Nature Geoscience). Briefly, in the dominant soil and vegetation type at each NEON terrestrial site, a soil profile was characterized and sampled by horizon with the help of US Department of Agriculture Natural Resource Conservation (NRCS) staff and archived by NEON 1-3. We requested subsamples of A horizon material from each site in the Megapit archive that was available in September 2019. The Gellisols had extensive organic (O) horizons, such that we requested material from the mineral horizon closest to the surface (described as Bg/Oajj, A/Cjj, and Bg at BONA, HEAL, and TOOL, respectively; Supplemental Table 1). The 10 non-NEON samples analyzed here were each collected from 0–10 cm depth with a clean shovel after removing any litter or O horizon material. All soils were air dried to constant mass and sieved to 2 mm. Visible root fragments were removed with tweezers and soils were finely ground with a mortar and pestle prior to subsequent analyses.

13C CPMAS NMR analyses and sample preparation All 42 samples were prepared for NMR analyses, allowing a comparative characterization of organic C molecular composition. In order to increase the NMR sensitivity and remove paramagnetic materials, soils were pre-treated with hydrochloric acid (HCl, 10% wt.) and hydrofluoric acid (HF, 10%, wt.) to remove any calcium carbonate and mineral phases, respectively. Briefly, 2–3 g of finely ground soil was weighed into a 50 mL sealed polyethylene centrifugation tube, saturated with 30 mL HCl, and allowed to settle for 30 min. After centrifugation and discarding HCl, the remaining slurry was then shaken with 40 ml of mixed HF (10% wt.) and HCl (10% wt.) for 8 h, and subsequently centrifuged. The supernatant was removed and discarded appropriately. After repeating the procedure four times, each sample was washed with distilled water three times and dried at 50 oC under a stream of dinitrogen gas.

Solid-state 13C CP-MAS and 13C DP-MAS NMR spectra were recorded at room temperature (23 degreeC) using a 300 MHz Bruker AVANCE III NMR spectrometer equipped with a 4 mm magic angle spinning (MAS) probe (Bruker BioSpin, Billerica, MA) at Baylor University (Waco, TX). The 60–130 mg HF-treated sample was placed in a zirconium rotor with a diameter of 4 mm and Kel-F caps to maximize the C mass and signal intensity. A MAS rate of 12 kHz was used for all NMR measurements. Cross polarization (CP) experiments used a ramped-amplitude (50% to 100%) contact pulse and rotor synchronized Hahn echo 4. The contact time and recycle delay were set to 2 ms and 1.2 s, respectively, and composite pulse proton decoupling was applied during signal acquisition. Direct polarization (DP) 13C spectra were acquired with a 90-degree excitation pulse and rotor-synchronized Hahn echo 5, with a recycle delay of 180 s. Glycine was used as an external standard for setting pulse angles, chemical shift and Hartman-Hahn matching conditions. DPMAS spectra were obtained for 11 HF-treated soil samples as a means against which to assess relative quantitation bias in CPMAS NMR data 6. These samples were selected to span a broad range of biogeochemical diversity (nine soil orders; Supplemental Table 1) and contained sufficient SOC ( greater than 2.9% C in the original samples) to enable timely analysis by DPMAS.

CPMAS spectra for HF-treated samples were acquired with more than 6000 scans. To assess potential impacts of HF treatment on SOC composition, 11 untreated samples with relatively high SOC concentration ( greater than 6%) were also selected for NMR analysis (this set differed slightly from the CPMAS/DPMAS comparison given the differing selection criteria). These samples included six soil orders and spanned a broad range of paramagnetic element content (14–58 mg Fe g-1). Spectra for these untreated samples were recorded using the same operation conditions of HF-treated samples and were acquired with more than 44000 scans. After baseline correction, quantification was performed by dividing the spectra into seven chemical shift regions: 0–45 ppm, 45–60 ppm, 60–95 ppm, 95–110 ppm, 110–145 ppm, 145–165 ppm and 165–215 ppm, assigned to alkyl C, N-alkyl + methoxyl C, O-alkyl C, Di-O-alkyl C, aromatic C, phenolic C, amide + carbonyl C, respectively. Subsequently, a molecular mixing model was applied to the seven integrated spectra regions, to estimate the relative abundances of six molecular SOC constituents (carbohydrate, protein, lignin, lipid, carbonyl and char) 7. The elemental concentrations of C and N were measured on the HF-treated samples by combustion/elemental analysis at Baylor University (Costech 4010, Valencia, CA) and were used as additional constraints on the molecular mixing model solutions 7.

Biogeochemical analyses Megapit soil samples and vegetation in proximity to the soil pit were subjected to numerous physical and chemical analyses 8. Here, we utilized measurements of total elemental content and particle size from the Megapit samples. We also used measurements of the copy number of functional genes from bacteria/archaea (16S) and fungi (ITS) calculated by quantitative polymerase chain reaction (qPCR), which were conducted on separate fresh soil samples collected in the vicinity of each sampled Megapit profile 8. Briefly, these soils were flash frozen in the field on dry ice and shipped to an analytical facility for DNA extraction and amplification. Soil samples for qPCR analysis were collected periodically (approximately three times per year) from each site from 0–30 cm depth, and cores were visually separated according to organic and mineral horizons; only samples from mineral soil were used here. We selected samples from plots in proximity to each Megapit (i.e., within several hundred m; denoted as Tower plots in NEON terminology) and averaged the mean 16S and ITS abundance for each site based on the 2016–2018 data. Fine root biomass was measured by depth in three pit profiles within the Megapit and sorted into live/dead classes for fine ( less than 2 mm or less than 4 mm, depending on the site) and coarse diameter classes. Here, we denoted the combined less than 2 mm and less than 4 mm fractions as fine roots for subsequent analyses. Roots were dried, weighed, and combusted for analysis of carbon (C) and nitrogen (N) content. We averaged root data from 0–30 cm depth for use in subsequent analyses. No NEON root data were available from TOOL, so we used previous published data from the same site 9. Samples for foliar and/or litter chemistry were available from a subset of the NEON sites (15 and 16 sites, respectively), as these are collected from each site on a five-year rolling schedule. Foliar samples represented clips of bulk herbaceous samples from the plant community. Litter samples included debris from trees and shrubs. We used measurements of foliar and litter C:N and a proxy for lignin content (acid-unhydrolyzable residue) 8. No root or microbial or litter chemistry data were available from the non-NEON samples from which we collected 13C NMR spectra.

We conducted several additional soil extractions of all samples to quantify reactive metals. Subsamples were extracted in parallel with sodium dithionite (1:150 ratio of soil:solution) to quantify pedogenic iron (denoted Fed) and ammonium oxalate (1:60 ratio of soil:solution) to quantify Fe and aluminum in short-range-ordered phases and organo-metal complexes (termed Feo and Alo). The concentration of crystalline Fe minerals was then calculated as the difference between Fed and Feo (Fed-o). Subsamples were also sequentially extracted with deionized water and sodium sulfate (1:150 ratio of soil:solution). The calcium and magnesium concentration of the sodium sulfate extraction (termed Cas + Mgs), which followed the water extraction, was interpreted as a proxy for Ca and Mg that may have participated in divalent cation bridging between clays and organic matter 10. All metals were analyzed by inductively coupled plasma optical emission spectroscopy at Iowa State University (ICP-OES; Perkin Elmer Optima 5300 DV, Waltham Massachusetts). Mean annual precipitation and temperature data were estimated for each NEON site using previously synthesized data 11. Potential evapotranspiration (PET) data were extracted from a global 1-km resolution mean annual evapotranspiration dataset from 2000-2014 12.

References

1. Ayres, E., et al. NEON Field and Lab Procedure and Protocol: TIS Soil Pit Sampling Protocol. NEON.DOC.001307. https://data.neonscience.org/data-products/DP1.00097.001 (2017).

2. Ayres E., & Durden, D. NEON Field and Lab Procedure and Protocol: TIS Soil Archiving. NEON.DOC.000325. https://data.neonscience.org/data-products/DP1.00097.001 (2017).

3. Ayres, E. NEON procedure and protocol: producing TIS soil archive subsamples for users. NEON.DOC.001306. https://data.neonscience.org/data-products/DP1.00097.001 (2017).

4. Harbison, G. S. et al. High-resolution carbon-13 NMR of retinal derivatives in the solid state. J. Am. Chem. Soc. 107, 4809–4816 (1985).

5. Mao, J.-D. et al. Quantitative characterization of humic substances by solid-state carbon-13 nuclear magnetic resonance. Soil Sci. Soc. Am. J. 64, 873–884 (2000).

6. Longbottom, T. L. & Hockaday, W. C. Molecular and isotopic composition of modern soils derived from kerogen-rich bedrock and implications for the global C cycle. Biogeochemistry 143, 239–255 (2019).

7. Baldock, J. A., Masiello, C. A., Gelinas, Y., & Hedges, J. I. Cycling and composition of organic matter in terrestrial and marine ecosystems. Marine Chemistry, 92(1-4), 39-64 (2004).

8. NEON (National Ecological Observatory Network). DP1.00096.001, DP1.10066.001, DP1.10102.001, DP1.10109.001 (accessed September 1, 2019), DP1.10026.001, DP1.10033.001, DP1.10031.001 (accessed May 15, 2020). http://data.neonscience.org.

9. Sullivan, P. F. et al. Climate and species affect fine root production with long-term fertilization in acidic tussock tundra near Toolik Lake, Alaska. Oecologia 153, 643–652 (2007).

10. Ye, C. et al. Reconciling multiple impacts of nitrogen enrichment on soil carbon: plant, microbial and geochemical controls. Ecol. Lett. 21, 1162–1173 (2018).

11. SanClements, M. et al. Collaborating with NEON. BioScience 70, 107 - 107 (2020).

12. Mu, Q., Zhao, M. & Running, S. W. Improvements to a MODIS global terrestrial evapotranspiration algorithm (MOD16 method). Remote Sens. Environ. 115, 1781–1800 (2011).

People and Organizations

Creators:
Individual: Steven J Hall
Organization:Iowa State University
Email Address:
stevenjh@iastate.edu
Id:https://orcid.org/0000-0002-7841-2019
Individual: Chenglong Ye
Organization:Iowa State University
Email Address:
chenglongye@hotmail.com
Id:https://orcid.org/0000-0002-7157-5034
Individual: Samantha R Weintraub
Organization:NEON/Battelle
Email Address:
sweintraub@battelleecology.org
Id:https://orcid.org/0000-0003-4789-5086
Individual: William C Hockaday
Organization:Baylor University
Email Address:
william_hockaday@baylor.edu
Id:https://orcid.org/0000-0002-0501-0393
Contacts:
Individual: Steven J Hall
Organization:Iowa State University
Email Address:
stevenjh@iastate.edu
Id:https://orcid.org/0000-0002-7841-2019

Temporal, Geographic and Taxonomic Coverage

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

Time Period
Begin:
2018-09-01
End:
2019-12-31
Geographic Region:
Description:North America
Bounding Coordinates:
Northern:  69Southern:  18
Western:  -150Eastern:  -65

Project

Parent Project Information:

Title:Collaborative Research: MSB-ECA: Resolving controls on lignin decomposition at the continental scale to reconcile classical and modern paradigms of soil organic matter
Personnel:
Individual: Steven J Hall
Id:https://orcid.org/0000-0002-7841-2019
Role:Principal Investigator
Funding: NSF DEB 1802745

Maintenance

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

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