Author Contributions
Conceptualization, F.S., G.V., and A.G.; Methodology, F.S. and A.G.; Software, S.D. and G.P.; Validation, F.S., G.V., and A.G.; Formal Analysis, S.D. and G.P.; Investigation, G.P. and S.D.; Resources, F.S. and M.P.; Data Curation, F.S., G.V., and A.G.; Writing-Original Draft Preparation, A.G., S.D., F.S., and G.V.; Writing-Review & Editing, M.P.; Visualization, F.S., G.V., S.D., G.P., and A.G.; Supervision, M.P.
Figure 1.
Monthly rainfall (bars) and monthly average temperatures (dots) as registered during the whole durum wheat crop cycle in the two different growing seasons, 2015–2016 (A) and 2016–2017 (B) at the experimental area.
Figure 1.
Monthly rainfall (bars) and monthly average temperatures (dots) as registered during the whole durum wheat crop cycle in the two different growing seasons, 2015–2016 (A) and 2016–2017 (B) at the experimental area.
Figure 2.
Dynamic of dry weight (DW, g plant−1) of leaves, steam and ear against thermal time after anthesis (°C) of durum wheat in 2016 (A, C and E, respectively) and 2017 (B, D and F, respectively) affected by soil tillage practice and crop sequence (○ CT + WW; ● CT + WF; ◊ ZT + WW; ♦ ZT + WF). Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation. Data are averages ± standard errors of n = 3 independent replicates.
Figure 2.
Dynamic of dry weight (DW, g plant−1) of leaves, steam and ear against thermal time after anthesis (°C) of durum wheat in 2016 (A, C and E, respectively) and 2017 (B, D and F, respectively) affected by soil tillage practice and crop sequence (○ CT + WW; ● CT + WF; ◊ ZT + WW; ♦ ZT + WF). Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation. Data are averages ± standard errors of n = 3 independent replicates.
Figure 3.
N concentration (g kg−1) in leaves, stems and ears at DC71 and DC91 phenological stages of durum wheat in 2016 (A and C, respectively) and 2017 (B and D, respectively) cropping seasons. Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation. Data are averages ± standard errors of n = 3 independent replicates.
Figure 3.
N concentration (g kg−1) in leaves, stems and ears at DC71 and DC91 phenological stages of durum wheat in 2016 (A and C, respectively) and 2017 (B and D, respectively) cropping seasons. Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation. Data are averages ± standard errors of n = 3 independent replicates.
Figure 4.
N content (g m−2) in the leaves, stems, and ears at the DC71 and DC91 phenological stages of durum wheat in 2016 (A and C, respectively) and 2017 (B and D, respectively) cropping seasons. Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation. Data are averages ± standard errors of n = 3 independent replicates.
Figure 4.
N content (g m−2) in the leaves, stems, and ears at the DC71 and DC91 phenological stages of durum wheat in 2016 (A and C, respectively) and 2017 (B and D, respectively) cropping seasons. Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation. Data are averages ± standard errors of n = 3 independent replicates.
Figure 5.
Grain protein content (GPC, %) as recorded for durum wheat at harvest in the 2016 (A) and 2017 (B) cropping seasons. Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation. Data are averages ± standard errors of n = 3 independent replicates.
Figure 5.
Grain protein content (GPC, %) as recorded for durum wheat at harvest in the 2016 (A) and 2017 (B) cropping seasons. Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation. Data are averages ± standard errors of n = 3 independent replicates.
Figure 6.
Relative abundances (%) obtained by the densitometric analysis of Glia (A), HMW-GS, and LMW-GS (B) sub-units of durum wheat in 2017. Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation. Data are averages ± standard errors of n = 3 independent replicates.
Figure 6.
Relative abundances (%) obtained by the densitometric analysis of Glia (A), HMW-GS, and LMW-GS (B) sub-units of durum wheat in 2017. Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation. Data are averages ± standard errors of n = 3 independent replicates.
Table 1.
Thickness (cm), amount (t ha−1), nitrogen (N, %), hemicellulose (%), cellulose (%), and lignin (%) contents of durum wheat and faba bean residues under zero tillage (ZT) treatments (durum wheat residues: ZT + wheat monocropping (ZT + WW); faba bean residues: ZT + wheat-faba bean rotation (ZT+WF)). Means ± standard errors (over growing seasons) are reported.
Table 1.
Thickness (cm), amount (t ha−1), nitrogen (N, %), hemicellulose (%), cellulose (%), and lignin (%) contents of durum wheat and faba bean residues under zero tillage (ZT) treatments (durum wheat residues: ZT + wheat monocropping (ZT + WW); faba bean residues: ZT + wheat-faba bean rotation (ZT+WF)). Means ± standard errors (over growing seasons) are reported.
Crop Sequence | Thickness (cm) | Amount (t ha−1) | N (%) | Hemicellulose (%) | Cellulose (%) | Lignin (%) |
---|
ZT + WW | 1.40 ± 0.12 | 3.06 ± 0.14 | 0.3 ± 0.02 | 24.4 ± 0.28 | 33.4 ± 0.11 | 15.2 ± 0.01 |
ZT + WF | 0.46 ± 0.08 | 0.95 ± 0.07 | 1.68 ± 0.03 | 15.5 ± 0.34 | 23.4 ± 0.27 | 4.0 ± 0.03 |
Table 2.
Dry weight (DW) remobilization efficiency (DWRemE, % of vegetative DW) and nitrogen (N) remobilization efficiency (NRemE, % of vegetative N) in the 2016 and 2017 cropping seasons. Means followed by different letters (upper case letters: main effects; lower case letters: effects of interaction) significantly differ according to Tukey’s HSD test (p < 0.05). Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation.
Table 2.
Dry weight (DW) remobilization efficiency (DWRemE, % of vegetative DW) and nitrogen (N) remobilization efficiency (NRemE, % of vegetative N) in the 2016 and 2017 cropping seasons. Means followed by different letters (upper case letters: main effects; lower case letters: effects of interaction) significantly differ according to Tukey’s HSD test (p < 0.05). Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation.
Year | Treatments | DWRemE (%) | NRemE (%) |
---|
ZT | CT | CS mean | ZT | CT | CS mean |
---|
2016 | WW | 34.4 | 23.3 | 28.8 | 74.2 | 73.6 | 73.9 |
| WF | 47.9 | 39.3 | 43.6 | 82.4 | 76.6 | 79.5 |
| ST mean | 41.2 | 31.3 | | 78.3 A | 75.1 B | |
2017 | WW | 45.5 | 45.1 | 45.3 | 72.8 | 76.6 | 74.7 |
| WF | 47.1 | 45.9 | 46.5 | 76.1 | 78.8 | 77.4 |
| ST mean | 46.3 | 45.5 | | 74.4 B | 77.7 A | |
2016–2017 | WW | 40.0 | 34.2 | 37.1 | 73.5 | 75.1 | 74.3 |
| WF | 47.5 | 45.6 | 47.0 | 79.2 | 77.7 | 78.4 |
| ST mean | 43.7 | 38.4 | | 76.3 | 76.4 | |
Table 3.
Summary of p-values from the analyses of variance for dry weight remobilization efficiency (DWRemE, % of vegetative DW), nitrogen remobilization efficiency (NRemE, % of vegetative N), yield (g m−2), number of ears per square meter (ears, num m-2), ear length (cm), N concentrations ([N]) in leaves (g kg−1), [N] in stems (g kg−1), and [N] in ears (g kg−1), N content in leaves (g m−2), N content in stems (g m−2), N content in ears (g m−2), grain protein content (GPC, %), gliadins (Glia, mg g−1), high molecular weight glutenins (HMW-GS, mg g−1), low molecular weight glutenins (LMW-GS, mg g−1), normalized vegetation index (NDVI), green normalized difference vegetation index (GNDVI), soil-adjusted vegetation index optimized (OSAVI), water index (WI) and SPAD. Effects: ST, soil tillage; CS, crop sequence. Degrees of freedom: Year, 1; ST, 1; Year × ST, 1; CS, 1; Year × CS, 1; ST × CS, 1; Year × ST × CS, 1; Residual, 8.
Table 3.
Summary of p-values from the analyses of variance for dry weight remobilization efficiency (DWRemE, % of vegetative DW), nitrogen remobilization efficiency (NRemE, % of vegetative N), yield (g m−2), number of ears per square meter (ears, num m-2), ear length (cm), N concentrations ([N]) in leaves (g kg−1), [N] in stems (g kg−1), and [N] in ears (g kg−1), N content in leaves (g m−2), N content in stems (g m−2), N content in ears (g m−2), grain protein content (GPC, %), gliadins (Glia, mg g−1), high molecular weight glutenins (HMW-GS, mg g−1), low molecular weight glutenins (LMW-GS, mg g−1), normalized vegetation index (NDVI), green normalized difference vegetation index (GNDVI), soil-adjusted vegetation index optimized (OSAVI), water index (WI) and SPAD. Effects: ST, soil tillage; CS, crop sequence. Degrees of freedom: Year, 1; ST, 1; Year × ST, 1; CS, 1; Year × CS, 1; ST × CS, 1; Year × ST × CS, 1; Residual, 8.
| ST | Year × ST | CS | Year × CS | ST × CS | Year × ST × CS |
---|
DWRemE | 0.446 | 0.133 | 0.449 | 0.057 | 0.669 | 0.800 |
NRemE | 0.994 | 0.013 | 0.210 | 0.354 | 0.370 | 0.495 |
Yield (g m−2) | 0.204 | 0.146 | 0.002 | 0.986 | 0.192 | 0.420 |
Ears (num m−2) | 0.038 | 0.813 | 0.515 | 0.095 | 0.171 | 0.117 |
Ear length (cm) | 0.734 | 0.001 | 0.129 | 0.125 | 0.706 | 0.005 |
[N] Leaves | | | | | | |
DC71a | 0.880 | 0.033 | 0.449 | 0.012 | 0.428 | 0.165 |
DC91a | 0.716 | 0.081 | 0.749 | 0.057 | 0.119 | 0.588 |
[N] Stems | | | | | | |
DC71 | 0.846 | 0.150 | 0.020 | 0.915 | 0.178 | 0.569 |
DC91 | 0.777 | 0.137 | 0.455 | 0.521 | 0.406 | 0.310 |
[N] Ears | | | | | | |
DC71 | 0.133 | 0.899 | 0.222 | 0.248 | 0.193 | 0.481 |
DC91 | 0.620 | 0.037 | 0.664 | 0.001 | 0.249 | 0.626 |
N content leaves | | | | | | |
DC71 | 0.230 | 0.141 | 0.628 | 0.040 | 0.528 | 0.423 |
DC91 | 0.651 | 0.022 | 0.006 | 0.989 | 0.295 | 0.367 |
N content stems | | | | | | |
DC71 | 0.267 | 0.164 | 0.230 | 0.325 | 0.538 | 0.512 |
DC91 | 0.411 | 0.023 | 0.195 | 0.741 | 0.179 | 0.629 |
N content ears | | | | | | |
DC71 | 0.249 | 0.088 | 0.208 | 0.234 | 0.976 | 0.024 |
DC91 | 0.007 | 0.928 | 0.347 | 0.500 | 0.646 | 0.727 |
GPC | 0.004 | 0.892 | 0.035 | 0.583 | 0.347 | 0.055 |
Glia | 0.396 | 0.005 | 0.016 | 0.887 | 0.670 | 0.004 |
HMW-GS | 0.050 | 0.019 | 0.442 | <0.001 | 0.479 | <0.001 |
LMW-GS | 0.083 | 0.004 | 0.590 | <0.001 | 0.904 | <0.001 |
GS/GLIA | 0.019 | 0.264 | 0.743 | <0.001 | 0.516 | <0.001 |
HMW-G /LMW-GS | 0.402 | 0.002 | 0.204 | 0.650 | 0.251 | 0.014 |
NDVI | 0.870 | <0.001 | 0.982 | 0.158 | 0.937 | 0.231 |
GNDVI | 0.895 | <0.001 | 0.838 | 0.007 | 0.666 | 0.012 |
OSAVI | 0.969 | <0.001 | 0.894 | 0.163 | 0.907 | 0.132 |
WI | 0.338 | <0.001 | 0.678 | 0.156 | 0.301 | 0.008 |
SPAD | 0.801 | 0.004 | 0.168 | 0.056 | 0.720 | 0.001 |
Table 4.
Yield (g m−2), number of ears per square meter (ears, num m−2), and ear length (cm) as recorded at harvest in the 2016 and 2017 cropping seasons. Means followed by different letters (upper case letters: main effects; lower case letters: effects of interaction) significantly differ according to Tukey’s HSD test (p < 0.05). Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation.
Table 4.
Yield (g m−2), number of ears per square meter (ears, num m−2), and ear length (cm) as recorded at harvest in the 2016 and 2017 cropping seasons. Means followed by different letters (upper case letters: main effects; lower case letters: effects of interaction) significantly differ according to Tukey’s HSD test (p < 0.05). Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation.
Year | Treatments | Yield (g m−2) | Ears (num m−2) | Ear Length (cm) |
---|
ZT | CT | CS Mean | ZT | CT | CS Mean | ZT | CT | CS Mean |
---|
2016 | WW | 551 | 556 | 554 | 273 | 261 | 267 | 7.25 bc | 7.50 b | 7.37 |
| WF | 617 | 561 | 589 | 316 | 245 | 281 | 7.28 bc | 8.04 a | 7.66 |
| ST mean | 584 | 558 | | 295 | 253 | | 7.27 | 7.73 | |
2017 | WW | 319 | 284 | 302 | 296 | 276 | 286 | 6.62 d | 5.38 f | 6.00 |
| WF | 370 | 303 | 337 | 312 | 259 | 286 | 7.13 c | 5.73 e | 6.43 |
| ST mean | 344 | 294 | | 304 | 267 | | 6.88 | 5.56 | |
2016–2017 | WW | 435 | 420 | 428 B | 285 | 269 | 277 | 6.93 | 6.44 | 6.69 |
| WF | 494 | 432 | 463 A | 314 | 252 | 283 | 7.20 | 6.88 | 7.04 |
| ST mean | 464 | 426 | | 299 A | 261 B | | 7.06 | 6.66 | |
Table 5.
Gluten fractions (mg g−1 flour) (Glia: gliadins; HMW-GS: high molecular weight glutenins; LMW-GS: low molecular weight glutenins; Total GS-: HMW-GS + LMW-GS) and their ratios as recorded at harvest in the 2016 and 2017 cropping seasons. Means followed by different letters (upper case letters: main effects; lower case letters: effects of interaction) significantly differ according to Tukey’s HSD test (p < 0.05). Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation.
Table 5.
Gluten fractions (mg g−1 flour) (Glia: gliadins; HMW-GS: high molecular weight glutenins; LMW-GS: low molecular weight glutenins; Total GS-: HMW-GS + LMW-GS) and their ratios as recorded at harvest in the 2016 and 2017 cropping seasons. Means followed by different letters (upper case letters: main effects; lower case letters: effects of interaction) significantly differ according to Tukey’s HSD test (p < 0.05). Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation.
Year | Treatments | Glia | HMW-GS | LMW-GS | Total GS/GLIA | HMW-GS/LMW-GS |
---|
ZT | CT | CS Mean | ZT | CT | CS Mean | ZT | CT | CS Mean | ZT | CT | CS Mean | ZT | CT | CS Mean |
---|
2016 | WW | 9.0 c | 9.4 bc | 9.2 | 1.5 c | 1.3 d | 1.4 | 2.8 c | 2.0 d | 2.4 | 0.48 c | 0.35 d | 0.42 | 0.51 bc | 0.62 a | 0.57 |
| WF | 9.8 bc | 9.8 bc | 9.8 | 2.3 a | 1.1 e | 1.7 | 3.6 a | 2.2 d | 2.9 | 0.60 a | 0.33 de | 0.47 | 0.65 a | 0.50 c | 0.58 |
| ST mean | 9.4 | 9.6 | | 1.9 | 1.5 | | 3.2 | 2.1 | | 0.54 | 0.34 | | 0.58 | 0.56 | |
2017 | WW | 9.7 bc | 10.3 b | 10.0 | 1.9 b | 1.1 e | 1.5 | 3.2 b | 2.1 d | 2.6 | 0.52 b | 0.31 ef | 0.42 | 0.60 ab | 0.51 bc | 0.56 |
| WF | 9.7 bc | 11.5 a | 10.6 | 1.9 b | 1.1e | 1.5 | 2.9 c | 2.3 d | 2.6 | 0.50 bc | 0.29 f | 0.40 | 0.67 a | 0.48 c | 0.57 |
| ST mean | 9.7 | 10.9 | | 1.9 | 1.1 | | 3.0 | 2.2 | | 0.51 | 0.30 | | 0.64 | 0.49 | |
2016–2017 | WW | 9.4 | 9.8 | 9.6 | 1.7 | 1.2 | 1.45 | 3.0 | 2.1 | 2.5 | 0.50 | 0.33 | 0.42 | 0.55 | 0.56 | 0.56 |
| WF | 9.8 | 10.7 | 10.2 | 2.1 | 1.1 | 1.6 | 3.2 | 2.3 | 2.7 | 0.55 | 0.31 | 0.43 | 0.66 | 0.49 | 0.58 |
| ST mean | 9.6 | 10.3 | | 1.9 | 1.1 | | 3.1 | 2.2 | | 0.53 | 0.32 | | 0.61 | 0.53 | |
Table 6.
Summary of p-values from two-way analysis of variance (ANOVA) on the relative abundances (%) of Glia, HMW-GS, and LMW-GS detected sub-units in 2017. Effects: ST, soil tillage; CS, crop sequence. Degrees of freedom: ST, 1; CS, 1; ST × CS, 1; Residual, 4.
Table 6.
Summary of p-values from two-way analysis of variance (ANOVA) on the relative abundances (%) of Glia, HMW-GS, and LMW-GS detected sub-units in 2017. Effects: ST, soil tillage; CS, crop sequence. Degrees of freedom: ST, 1; CS, 1; ST × CS, 1; Residual, 4.
| ST | CS | ST × CS |
---|
Glia sub-units | | | |
46 KDa | 0.118 | 0.297 | 0.513 |
44 KDa | 0.893 | 0.235 | 0.194 |
41 KDa | 0.009 | 0.879 | 0.015 |
39 KDa | 0.297 | 0.023 | 0.213 |
35 KDa | 0.038 | 0.011 | 0.591 |
28 KDa | 0.043 | 0.019 | 0.008 |
HMW-GS sub-units | | | |
83 KDa | 0.033 | 0.748 | 0.288 |
74 KDa | 0.041 | 0.753 | 0.276 |
LMW-GS sub-units | | | |
42 KDa | 0.023 | 0.027 | 0.067 |
41 KDa | 0.421 | 0.759 | 0.860 |
40 KDa | 0.125 | 0.036 | 0.089 |
37 KDa | 0.050 | 0.002 | 0.142 |
35 KDa | 0.058 | <0.001 | 0.006 |
Table 7.
Vegetation indices (NDVI: normalized vegetation index; GNDVI: green normalized difference vegetation index; OSAVI: soil-adjusted vegetation index optimized; WI: Water index) and SPAD values as recorded for durum wheat at the soft dough kernel stage (DC85) in 2016 and 2017 cropping seasons. Means followed by different letters (upper case letters: main effects; lower case letters: effects of interaction) significantly differ according to Tukey’s HSD test (p < 0.05). Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation.
Table 7.
Vegetation indices (NDVI: normalized vegetation index; GNDVI: green normalized difference vegetation index; OSAVI: soil-adjusted vegetation index optimized; WI: Water index) and SPAD values as recorded for durum wheat at the soft dough kernel stage (DC85) in 2016 and 2017 cropping seasons. Means followed by different letters (upper case letters: main effects; lower case letters: effects of interaction) significantly differ according to Tukey’s HSD test (p < 0.05). Treatments: CT, conventional tillage; ZT, zero tillage; WW, durum wheat monocropping; WF, durum wheat-faba bean rotation.
Year | | NDVI | GNDVI | OSAVI | WI | SPAD |
---|
ZT | CT | CS Mean | ZT | CT | CS Mean | ZT | CT | CS Mean | ZT | CT | CS Mean | ZT | CT | CS Mean |
---|
2016 | | | | | | | | | | | | | | | | |
| WW | 0.933 | 0.886 | 0.906 | 0.819a | 0.763b | 0.791 | 0.798 | 0.726 | 0.762 | 1.216a | 1.032de | 1.124 | 46.4d | 50.1ab | 48.3 |
| WF | 0.935 | 0.900 | 0.918 | 0.829a | 0.783b | 0.806 | 0.798 | 0.747 | 0.773 | 1.224a | 1.074c | 1.149 | 48.1c | 50.7a | 49.4 |
| ST mean | 0.934A | 0.893B | | 0.824 | 0.773 | | 0.798B | 0.736C | | 1.220 | 1.053 | | 47.3 | 50.4 | |
2017 | | | | | | | | | | | | | | | | |
| WW | 0.799 | 0.869 | 0.834 | 0.634d | 0.723c | 0.678 | 0.823 | 0.899 | 0.861 | 1.170b | 1.051cd | 1.105 | 48.4c | 45.3d | 46.85 |
| WF | 0.799 | 0.854 | 0.826 | 0.642d | 0.696c | 0.669 | 0.824 | 0.883 | 0.854 | 1.157b | 1.026e | 1.091 | 48.9bc | 48.9bc | 48.9 |
| ST mean | 0.799C | 0.861B | | 0.638 | 0.710 | | 0.823B | 0.891A | | 1.164 | 1.039 | | 48.7 | 48.7 | |
2016–2017 | | | | | | | | | | | | | | | | |
| WW | 0.866 | 0.877 | 0.871 | 0.726 | 0.743 | 0.734 | 0.810 | 0.813 | 0.812 | 1.124 | 1.111 | 1.175 | 47.4 | 47.7 | 47.55 |
| WF | 0.867 | 0.877 | 0.872 | 0.736 | 0.740 | 0.738 | 0.811 | 0.815 | 0.813 | 1.149 | 1.091 | 1.120 | 48.5 | 49.8 | 49.2 |
| ST mean | 0.866 | 0.877 | | 0.736 | 0.741 | | 0.811 | 0.814 | | 1.137 | 1.101 | | 48.0 | 48.7 | |