| Literature DB >> 27478400 |
A S Gregory1, J A J Dungait2, C W Watts1, R Bol3, E R Dixon2, R P White4, A P Whitmore1.
Abstract
Soil organic carbon (SOC) andEntities:
Year: 2016 PMID: 27478400 PMCID: PMC4950136 DOI: 10.1111/ejss.12359
Source DB: PubMed Journal: Eur J Soil Sci ISSN: 1351-0754 Impact factor: 4.949
Figure 1Plan of the field site showing the location of the ley‐arable and bare fallow experiments. Plots under long‐term grass (G) and arable (1949–; A) treatments in blocks 1–3 of the ley‐arable experiment, and the division of the long‐term bare fallow treatments (1959–) into three blocks are indicated.
An original profile description from 1945 of the soil at Highfield under long‐term grass prior to the establishment of the ley‐arable experiment (Avery & Catt, 1995)
| Sand 2000 to 63 µm | Silt 63 to 2 µm | Clay <2 µm | Soil organic matter | |||
|---|---|---|---|---|---|---|
| Depth / m | Horizon | / % (g 100 g−1 soil) | pH (H2O) / −log (g [H+] L−1) | |||
| 0.00–0.18 | Ah | 15 | 59 | 26 | 8.2 | 4.8 |
| 0.18–0.30 | Eb | 15 | 56 | 29 | 6.0 | 4.9 |
| 0.30–0.60+ | 2Bt(g) | 5 | 32 | 63 | 4.5 | 5.6 |
The residual maximum likelihood (REML) table for soil organic carbon (SOC) (g 100 g−1; %) under long‐term grass, arable (1949–) or fallow (1959–) treatments in 2008 with the REML structure for splines outlined in models (4), (5), (6)
| Fixed term | Wald statistic | n.d.f. |
| d.d.f. |
|
|---|---|---|---|---|---|
| Experiment | 153.1 | 1 | 153.1 | 29.2 | < 0.001 |
| Depthv | 545.2 | 1 | 545.2 | 29.1 | < 0.001 |
| Experiment × Treatment | 137.8 | 1 | 137.8 | 29.0 | < 0.001 |
| Experiment × Depthv | 100.5 | 1 | 100.5 | 29.1 | < 0.001 |
| Experiment × Treatment × Depthv | 129.0 | 1 | 129.0 | 29.0 | < 0.001 |
The table gives the degrees of freedom (d.f.) associated with the numerator (n) and denominator (d), the Wald statistic, the variance ratio (F) statistic and the probability level associated with F (P) to assess experiment and treatment factors, the depth variate (v) and their interactions. Note that the Wald statistic is identical to the F statistic because the numerator d.f. was 1. SOC is shown in Figure 2(a).
Figure 2(a) Soil organic carbon (C), (b) nitrogen (N) and (c) organic C:N ratio under long‐term grass (black circles, solid line), arable (1949–; grey triangles, long‐dashed line) and fallow (1959–; white squares, short‐dashed line) treatments in 2008. The data points show the treatment mean and standard error of the mean (n = 3) and the lines derive from residual maximum likelihood (REML) analysis with spline or linear models where appropriate (models (4), (5), (6)). The separate bar shows the average standard error of a difference of means (SED) for the model (see Tables 2 and 3 for statistical analysis).
Residual maximum likelihood (REML) analysis of soil organic carbon (SOC), nitrogen (N), C:N ratio, the stable isotope ratios δ 13C and δ 15N, and total odd‐chained n‐alkane concentration (C23–C33) of soil under long‐term grass, arable (1949–) or fallow (1959–) treatments in 2008 to test for effects of the experiment (E) and treatment (T) factors and the depth (Dv) variate
| Property | Spline model |
| SE | Deviance | d.f | Significant improvement with spline? | Significant interaction |
| d.d.f |
| SED |
|---|---|---|---|---|---|---|---|---|---|---|---|
| SOC / % (g 100 g−1) | None | 0.144 | 0.033 | −1.21 | 35 | – | – | – | – | – | – |
| Dv / T | 0.030 | 0.008 | −39.46 | 33 | Yes | E × T × Dv | 128.99 | 29.0 | < 0.001 | 0.135 | |
| N / % (g 100 g−1) | None | 0.0014 | 0.0003 | −178.06 | 35 | – | – | – | – | – | – |
| Dv / T | 0.0003 | 0.0001 | −218.47 | 33 | Yes | E × T × Dv | 153.03 | 23.8 | < 0.001 | 0.013 | |
| C:N ratio | None | 1.092 | 0.250 | 75.80 | 35 | – | E / T | 11.17 | 38.0 | 0.002 | 0.381 |
| Dv / T | 0.866 | 0.208 | 72.46 | 33 | No | – | – | – | – | – | |
|
| None | 0.151 | 0.038 | 9.56 | 35 | – | E × T × Dv | 9.75 | 31.9 | 0.004 | 0.279 |
| Dv / T | 0.118 | 0.032 | 6.31 | 33 | No | – | – | – | – | – | |
|
| None | 0.602 | 0.138 | 53.16 | 35 | – | E × T × Dv | 7.60 | 38.0 | 0.009 | 0.367 |
| Dv / T | 0.560 | 0.151 | 52.63 | 33 | No | – | – | – | – | – | |
|
| None | 1.633 | 0.402 | 97.57 | 36 | – | – | – | – | – | – |
| Dv / T | 0.819 | 0.225 | 84.11 | 34 | Yes | E × T × Dv | 4.07 | 26.6 | 0.054 | 0.790 |
The estimate and standard error (SE) of the residual variance (σ 2), the deviance (−2 × log‐likelihood) and degrees of freedom (d.f.) are given for REML analyses without and with a fitted spline model, and the significance of the change in deviance was checked with reference to the critical χ 2 value. The variance ratio (F) statistic with the denominator d.f. (d.d.f.), the probability level associated with the variance ratio (P) and the average standard error of a difference of means (SED) are given for the interaction of factors and the variate. Note that the Wald statistic is identical to the F statistic because the numerator d.f. was 1. The REML structures are outlined in models (4), (5), (6) and the appropriate models are shown in Figures 2, 3, 4.
Figure 3(a) Soil stable δ 13C and (b) δ 15N under long‐term grass (black circles, solid line), arable (1949–; grey triangles, long‐dashed line) and fallow (1959–; white squares, short‐dashed line) treatments in 2008. The data points show the treatment mean and standard error of the mean (n = 3) and the lines derive from residual maximum likelihood (REML) analysis with linear models (models (4) and (5)). The separate bar shows the average standard error of a difference of means (SED) for the model (see Table 3 for statistical analysis).
Figure 4Concentration of total odd long‐chain n‐alkanes (from C23 to C33) in soil under long‐term grass (black circles, solid line), arable (1949–; grey triangles, long‐dashed line) and fallow (1959–; white squares, short‐dashed line) treatments in 2008. The data points show the treatment mean and standard error of the mean (n = 3) and the lines derive from residual maximum likelihood (REML) analysis with spline models (models (4), (5), (6)). The separate bar shows the average standard error of a difference of means (SED) for the model (see Table 3 for statistical analysis).
Concentration (upper table) and residual maximum likelihood (REML) analysis (lower table) of the long‐chain n‐alkanes C27, C29 and C31 of soil under long‐term grass, arable (1949–) or fallow (1959–) treatments in 2008, where the interaction of experiment (E) and treatment (T) factors and the depth (Dv) variate was significant with a fitted Dv/T spline model
|
| |||||||||
|---|---|---|---|---|---|---|---|---|---|
| C27 | C29 | C31 | |||||||
| Grass | Arable | Fallow | Grass | Arable | Fallow | Grass | Arable | Fallow | |
| Soil depth / m | Concentration (mean; | ||||||||
| 0–0.15 | 1.20 | 0.59 | 0.42 | 2.11 | 0.93 | 0.50 | 2.62 | 1.15 | 0.45 |
| 0.15–0.30 | 0.75 | 0.42 | 0.38 | 1.06 | 0.77 | 0.45 | 1.32 | 0.90 | 0.42 |
| 0.30–0.45 | 0.48 | 0.41 | 0.67 | 0.45 | 0.42 | 0.58 | 0.44 | 0.43 | 0.48 |
| 0.45–0.60 | 0.57 | 0.61 | 0.64 | 0.61 | 0.51 | 0.54 | 0.60 | 0.43 | 0.42 |
| 0.60–0.75 | 0.48 | 0.24 | 0.20 | 0.72 | 0.16 | 0.15 | 0.91 | 0.23 | 0.14 |
The estimate and standard error (SE) of the residual variance (σ 2), the deviance (−2 × log‐likelihood) and degrees of freedom (d.f.) are given with the variance ratio (F) statistic with the denominator d.f. (d.d.f.), the probability level associated with the variance ratio (P), and the average standard error of a difference of means (SED) for the E·T·Dv interaction. Note that the Wald statistic is identical to the F statistic because the numerator d.f. was 1. The REML structures are outlined in models (4), (5), (6).