Figure 1.
Meteorological variables (Tmax = month average of daily maximum temperature, Tavg = month average of daily mean temperature, Tmin = month average of daily minimum temperature, ETO = month sum of daily reference evapotranspiration according to (Crop Evapotranspiration-Guidelines for Computing Crop Water Requirements-FAO), Precipitation = monthly precipitation) from January 2019 to December 2020 at the experimental site (Catania, 37°24′ N., 15°03′ E., 10 m a.s.l.).
Figure 1.
Meteorological variables (Tmax = month average of daily maximum temperature, Tavg = month average of daily mean temperature, Tmin = month average of daily minimum temperature, ETO = month sum of daily reference evapotranspiration according to (Crop Evapotranspiration-Guidelines for Computing Crop Water Requirements-FAO), Precipitation = monthly precipitation) from January 2019 to December 2020 at the experimental site (Catania, 37°24′ N., 15°03′ E., 10 m a.s.l.).
Figure 2.
Correlation (f = y0 + a·x) between net assimilation rate (µmol m−2 s−1) and AGB yield (Mg ha−1) across six genotypes (ARCT, ARMO, GNT10, GNT9, M×G, SAC) under three irrigation regimes (I0, I50, I100).
Figure 2.
Correlation (f = y0 + a·x) between net assimilation rate (µmol m−2 s−1) and AGB yield (Mg ha−1) across six genotypes (ARCT, ARMO, GNT10, GNT9, M×G, SAC) under three irrigation regimes (I0, I50, I100).
Figure 3.
Correlation (f = y0 + a·x) between transpiration rate (mmol m−2 s−1) and AGB yield (Mg ha−1) across six genotypes (ARCT, ARMO, GNT10, GNT9, M×G, SAC) under three irrigation regimes (I0, I50, I100).
Figure 3.
Correlation (f = y0 + a·x) between transpiration rate (mmol m−2 s−1) and AGB yield (Mg ha−1) across six genotypes (ARCT, ARMO, GNT10, GNT9, M×G, SAC) under three irrigation regimes (I0, I50, I100).
Figure 4.
Correlation (f = y0 + a·x) between AGB yield (Mg ha−1) and instant water use efficiency (µmol CO2 mmol−1 H2O) across different genotypes (ARCT, ARMO, GNT10, GNT9, M×G, SAC) and irrigation treatments (I0, I50, I100).
Figure 4.
Correlation (f = y0 + a·x) between AGB yield (Mg ha−1) and instant water use efficiency (µmol CO2 mmol−1 H2O) across different genotypes (ARCT, ARMO, GNT10, GNT9, M×G, SAC) and irrigation treatments (I0, I50, I100).
Figure 5.
Correlation curve (f(x) = α·(1−e−bx)) between stomatal conductance (gs, mol m−2 s−1) and net assimilation rate (A, µmol m−2 s−1) for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G.
Figure 5.
Correlation curve (f(x) = α·(1−e−bx)) between stomatal conductance (gs, mol m−2 s−1) and net assimilation rate (A, µmol m−2 s−1) for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G.
Figure 6.
Correlation curve (f(x) = α·(1 − e−bx)) between stomatal conductance (gs, mol m−2 s−1) and transpiration (E, mmol m−2 s−1) for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G.
Figure 6.
Correlation curve (f(x) = α·(1 − e−bx)) between stomatal conductance (gs, mol m−2 s−1) and transpiration (E, mmol m−2 s−1) for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G.
Figure 7.
Correlation curve (f(x) = α·(1 − e−bx)) between net assimilation rate (A, µmol m−2 s−1) and transpiration (E, mmol m−2 s−1) (f(x) = α·(1 − e−bx)) for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G.
Figure 7.
Correlation curve (f(x) = α·(1 − e−bx)) between net assimilation rate (A, µmol m−2 s−1) and transpiration (E, mmol m−2 s−1) (f(x) = α·(1 − e−bx)) for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G.
Figure 8.
Correlation (f(x) = y0 + a·x) between vapor pressure deficit (VPD, kPA) and transpiration (E, mmol m−2 s−1) in six genotypes (ARCT, ARMO, SAC, GNT10, GNT9, M×G) grown under three different water regimes (different symbols). The regression lines represent the response trend of each treatment.
Figure 8.
Correlation (f(x) = y0 + a·x) between vapor pressure deficit (VPD, kPA) and transpiration (E, mmol m−2 s−1) in six genotypes (ARCT, ARMO, SAC, GNT10, GNT9, M×G) grown under three different water regimes (different symbols). The regression lines represent the response trend of each treatment.
Table 1.
Results of analysis of variance (ANOVA) for physiological and production parameters: above-ground biomass (AGB), net assimilation, transpiration, stomatal conductance, and intrinsic water use efficiency (iWUE). Values represent p-values associated with the sources of variation: year, irrigation, genotype, and interaction between irrigation and genotype. Degrees of freedom (df) are given for each source of variation. Significant p-values (<0.05) highlight the significant influence of the variables considered on the parameters analyzed.
Table 1.
Results of analysis of variance (ANOVA) for physiological and production parameters: above-ground biomass (AGB), net assimilation, transpiration, stomatal conductance, and intrinsic water use efficiency (iWUE). Values represent p-values associated with the sources of variation: year, irrigation, genotype, and interaction between irrigation and genotype. Degrees of freedom (df) are given for each source of variation. Significant p-values (<0.05) highlight the significant influence of the variables considered on the parameters analyzed.
Source of Variation | Degrees of Freedom | AGB | Net Assimilation | Transpiration | Stomatal Conductance | iWUE |
---|
Year | 1 | 7.8 × 10−15 | 3.60 × 10−5 | 0.465 | 0.458 | 4.49 × 10−4 |
Irrigation | 2 | <2.2 × 10−16 | 5.86 × 10−11 | <2.2 × 10−16 | 4.45 × 10−6 | 8.63 × 10−6 |
Genotype | 5 | <2.2 × 10−16 | 2.64 × 10−5 | <2.2 × 10−16 | <2.2 × 10−16 | 1.64 × 10−11 |
Irrigation × Genotypes | 10 | <2.2 × 10−16 | 0.225 | 0.535 | 0.963 | 0.856 |
Residuals | 87 | | | | | |
Table 2.
Mean values of stomatal conductance (mol m−2 s−1) for each genotype (ARCT, ARMO, SAC, GNT9, GNT10, M×G) in response to different levels of irrigation (I0 = no irrigation, I50 = 50% irrigation, I100 = 100% irrigation). Mean values are reported for each treatment and for each genotype. Different letters (a, b, c) indicate statistically significant differences (p < 0.05) between genotypes or irrigation levels, determined by post-hoc analysis.
Table 2.
Mean values of stomatal conductance (mol m−2 s−1) for each genotype (ARCT, ARMO, SAC, GNT9, GNT10, M×G) in response to different levels of irrigation (I0 = no irrigation, I50 = 50% irrigation, I100 = 100% irrigation). Mean values are reported for each treatment and for each genotype. Different letters (a, b, c) indicate statistically significant differences (p < 0.05) between genotypes or irrigation levels, determined by post-hoc analysis.
Genotypes | I0 | I50 | I100 | Average |
---|
ARCT | 0.189 | 0.212 | 0.234 | 0.212 a |
ARMO | 0.202 | 0.229 | 0.222 | 0.217 a |
SAC | 0.091 | 0.127 | 0.135 | 0.117 b |
GNT9 | 0.062 | 0.163 | 0.131 | 0.118 bc |
GNT10 | 0.060 | 0.087 | 0.105 | 0.084 c |
M×G | 0.085 | 0.111 | 0.129 | 0.108 bc |
Average | 0.115 b | 0.155 a | 0.159 a | 0.143 |
Table 3.
Mean values of net photosynthesis (µmol m−2 s−1) for each genotype (ARCT, ARMO, SAC, GNT9, GNT10, M×G) in response to different levels of irrigation (I0 = no irrigation, I50 = 50% irrigation, I100 = 100% irrigation). Mean values are reported for each treatment and for each genotype. Different letters (a, b, c) indicate statistically significant differences (p < 0.05) between genotypes or irrigation levels, determined by post-hoc analysis.
Table 3.
Mean values of net photosynthesis (µmol m−2 s−1) for each genotype (ARCT, ARMO, SAC, GNT9, GNT10, M×G) in response to different levels of irrigation (I0 = no irrigation, I50 = 50% irrigation, I100 = 100% irrigation). Mean values are reported for each treatment and for each genotype. Different letters (a, b, c) indicate statistically significant differences (p < 0.05) between genotypes or irrigation levels, determined by post-hoc analysis.
Genotype | I0 | I50 | I100 | Average |
---|
ARCT | 18.77 | 20.73 | 21.27 | 20.26 ab |
ARMO | 19.27 | 21.41 | 22.08 | 20.92 a |
SAC | 17.58 | 20.00 | 21.66 | 19.75 ab |
GNT9 | 11.64 | 17.59 | 20.32 | 16.52 c |
GNT10 | 11.13 | 15.84 | 18.22 | 15.06 c |
M×G | 16.11 | 17.49 | 19.31 | 17.64 bc |
Average | 15.75 c | 18.84 b | 20.48 b | 18.36 |
Table 4.
Mean values of transpiration rate (mmol m−2 s−1) for each genotype (ARCT, ARMO, SAC, GNT9, GNT10, M×G) in response to different levels of irrigation (I0 = no irrigation, I50 = 50% irrigation, I100 = 100% irrigation). Mean values are reported for each treatment and for each genotype. Different letters (a, b, c) indicate statistically significant differences (p < 0.05) between genotypes or irrigation levels, determined by post-hoc analysis.
Table 4.
Mean values of transpiration rate (mmol m−2 s−1) for each genotype (ARCT, ARMO, SAC, GNT9, GNT10, M×G) in response to different levels of irrigation (I0 = no irrigation, I50 = 50% irrigation, I100 = 100% irrigation). Mean values are reported for each treatment and for each genotype. Different letters (a, b, c) indicate statistically significant differences (p < 0.05) between genotypes or irrigation levels, determined by post-hoc analysis.
Genotype | I0 | I50 | I100 | Average |
---|
ARCT | 4.27 | 4.95 | 5.21 | 4.81 a |
ARMO | 4.13 | 5.00 | 5.29 | 4.81 a |
SAC | 2.69 | 3.83 | 4.04 | 3.52 b |
GNT9 | 2.10 | 3.66 | 4.02 | 3.26 bc |
GNT10 | 1.96 | 3.19 | 3.60 | 2.92 c |
M×G | 2.76 | 3.28 | 3.89 | 3.31 bc |
Average | 2.99 c | 3.99 b | 4.34 a | 3.77 |
Table 5.
Mean values of instant water use efficiency (iWUE, µmol CO2 mmol−1 H2O) for each genotype (ARCT, ARMO, SAC, GNT9, GNT10, M×G) in response to different levels of irrigation (I0 = no irrigation, I50 = 50% irrigation, I100 = 100% irrigation). Mean values are reported for each treatment and for each genotype. Different letters (a, b) indicate statistically significant differences (p < 0.05) between genotypes or irrigation levels, determined by post-hoc analysis.
Table 5.
Mean values of instant water use efficiency (iWUE, µmol CO2 mmol−1 H2O) for each genotype (ARCT, ARMO, SAC, GNT9, GNT10, M×G) in response to different levels of irrigation (I0 = no irrigation, I50 = 50% irrigation, I100 = 100% irrigation). Mean values are reported for each treatment and for each genotype. Different letters (a, b) indicate statistically significant differences (p < 0.05) between genotypes or irrigation levels, determined by post-hoc analysis.
Genotype | I0 | I50 | I100 | Average |
---|
ARCT | 4.44 | 4.19 | 4.10 | 4.25 b |
ARMO | 4.70 | 4.29 | 4.16 | 4.38 b |
SAC | 6.47 | 5.25 | 5.37 | 5.70 a |
GNT9 | 5.65 | 5.25 | 5.06 | 5.32 a |
GNT10 | 5.85 | 4.98 | 5.07 | 5.30 a |
M×G | 5.85 | 5.39 | 4.97 | 5.40 a |
Average | 5.49 a | 4.89 b | 4.79 b | 5.06 |
Table 6.
Aboveground biomass yield (AGB, Mg ha−1) for six genotypes ARCT, ARMO, SAC, GNT10, GNT9, and M×G under three water restoration levels (I0, I50, I100). Different letters (a, b, c, d, e) indicate statistically significant differences (p < 0.05) between genotypes or irrigation levels, determined by post-hoc analysis.
Table 6.
Aboveground biomass yield (AGB, Mg ha−1) for six genotypes ARCT, ARMO, SAC, GNT10, GNT9, and M×G under three water restoration levels (I0, I50, I100). Different letters (a, b, c, d, e) indicate statistically significant differences (p < 0.05) between genotypes or irrigation levels, determined by post-hoc analysis.
| 2019 | 2020 | Average |
---|
Genotype | I0 | I50 | I100 | Average | I0 | I50 | I100 | Average | I0 | I50 | I100 | Average |
---|
ARCT | 15.6 | 24.5 | 31.1 | 23.7 b | 21.9 | 29.7 | 33.2 | 28.3 b | 18.8 | 27.1 | 32.2 | 26.0 b |
ARMO | 16.2 | 27.6 | 35.1 | 26.3 a | 23.0 | 32.7 | 36.8 | 30.8 a | 19.6 | 30.2 | 36.0 | 28.6 a |
SAC | 16.4 | 25.2 | 31.5 | 24.4 b | 23.4 | 28.6 | 34.0 | 28.7 b | 19.9 | 26.9 | 32.8 | 26.5 b |
GNT10 | 8.3 | 14.1 | 18.5 | 13.6 c | 10.6 | 17.0 | 19.5 | 15.7 c | 9.5 | 15.6 | 19.0 | 14.7 c |
GNT9 | 6.8 | 11.8 | 15.1 | 11.2 d | 8.3 | 13.2 | 17.2 | 12.9 d | 7.6 | 12.5 | 16.2 | 12.1 d |
M×G | 4.6 | 7.8 | 11.7 | 8.0 e | 6.8 | 10.1 | 14.1 | 10.3 e | 5.7 | 9.0 | 12.9 | 9.2 e |
Average | 11.3 c | 18.5 b | 23.8 a | 17.9 | 15.7 c | 21.9 b | 25.8 a | 21.1 | 13.5 c | 20.2 b | 24.8 a | 19.5 |
Table 7.
Correlation curve (f = y0 + a·x) coefficients between yield and net assimilation rate for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Table 7.
Correlation curve (f = y0 + a·x) coefficients between yield and net assimilation rate for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Genotype | y0 | a | R | R2 |
---|
ARCT | −29.24 | 2.72 | 0.74 | 0.55 |
ARMO | −16.86 | 2.17 | 0.73 | 0.53 |
SAC | −0.07 | 1.37 | 0.78 | 0.61 |
GNT10 | −2.97 | 1.17 | 0.87 | 0.75 |
GNT9 | −2.49 | 0.88 | 0.90 | 0.82 |
M×G | −22.68 | 1.82 | 0.94 | 0.88 |
Table 8.
Correlation curve (f = y0 + a·x) coefficients between AGB yield and transpiration for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Table 8.
Correlation curve (f = y0 + a·x) coefficients between AGB yield and transpiration for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Genotype | y0 | a | R | R2 |
---|
ARCT | −27.68 | 11.15 | 0.80 | 0.63 |
ARMO | −35.01 | 13.23 | 0.96 | 0.92 |
SAC | 0.95 | 7.42 | 0.88 | 0.78 |
GNT10 | 0.06 | 5.03 | 0.87 | 0.76 |
GNT9 | −0.20 | 3.75 | 0.85 | 0.72 |
M×G | 7.64 | 5.14 | 0.79 | 0.63 |
Table 9.
Correlation curve (f = y0 + a·x) coefficients between AGB yield and instant water use efficiency for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Table 9.
Correlation curve (f = y0 + a·x) coefficients between AGB yield and instant water use efficiency for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Genotype | y0 | a | R | R2 |
---|
ARCT | 37.52 | −2.73 | −0.14 | 0.02 |
ARMO | 49.95 | −4.88 | −0.22 | 0.05 |
SAC | 58.67 | −5.55 | −0.51 | 0.26 |
GNT10 | 54.89 | −7.58 | −0.66 | 0.43 |
GNT9 | 34.66 | −4.37 | −0.39 | 0.15 |
M×G | 17.33 | −1.47 | −0.26 | 0.07 |
Table 10.
Correlation curve (f(x) = α·(1−e−bx)) coefficients between stomatal conductance (gs, mol m−2 s−1) and net assimilation rate (A, µmol m−2 s−1) for six genotypes ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Table 10.
Correlation curve (f(x) = α·(1−e−bx)) coefficients between stomatal conductance (gs, mol m−2 s−1) and net assimilation rate (A, µmol m−2 s−1) for six genotypes ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Genotype | α | b | R | R2 |
---|
ARCT | 25.64 | 8.15 | 0.36 | 0.13 |
ARMO | 25.35 | 8.64 | 0.09 | 0.01 |
GNT10 | 25.69 | 12.24 | 0.87 | 0.76 |
GNT9 | 26.52 | 11.49 | 0.99 | 0.98 |
M×G | 27.22 | 11.99 | 0.91 | 0.83 |
SAC | 27.72 | 9.96 | 0.65 | 0.42 |
Table 11.
Correlation curve (f(x) = α·(1 − e−bx)) coefficients between stomatal conductance (gs, mol m−2 s−1) and transpiration (E, mmol m−2 s−1) for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Table 11.
Correlation curve (f(x) = α·(1 − e−bx)) coefficients between stomatal conductance (gs, mol m−2 s−1) and transpiration (E, mmol m−2 s−1) for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Genotype | α | b | R | R2 |
---|
ARCT | 6.81 | 6.41 | 0.84 | 0.70 |
ARMO | 7.42 | 5.28 | 0.55 | 0.30 |
GNT10 | 10.43 | 4.05 | 0.98 | 0.96 |
GNT9 | 8.94 | 4.80 | 0.99 | 0.97 |
M×G | 11.28 | 3.26 | 0.95 | 0.90 |
SAC | 13.23 | 2.57 | 0.97 | 0.94 |
Table 12.
Correlation curve (f(x) = α·(1 − e−bx)) coefficients between net assimilation (A, µmol m−2 s−1) and transpiration (E, mmol m−2 s−1) for six genotypes ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Table 12.
Correlation curve (f(x) = α·(1 − e−bx)) coefficients between net assimilation (A, µmol m−2 s−1) and transpiration (E, mmol m−2 s−1) for six genotypes ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) and the coefficient of determination (R2) are reported.
Genotype | α | b | R | R2 |
---|
ARCT | 21.89 | 0.54 | 0.69 | 0.47 |
ARMO | 23.14 | 0.46 | 0.64 | 0.41 |
GNT10 | 25.03 | 0.34 | 0.86 | 0.73 |
GNT9 | 26.35 | 0.34 | 0.99 | 0.98 |
M×G | 26.34 | 0.34 | 0.96 | 0.93 |
SAC | 25.23 | 0.44 | 0.65 | 0.42 |
Table 13.
Correlation curve (f(x) = y0 + a·x) coefficients between vapor pressure deficit (kPa) and transpiration rate (E, mmol m−2 s−1) for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) is reported.
Table 13.
Correlation curve (f(x) = y0 + a·x) coefficients between vapor pressure deficit (kPa) and transpiration rate (E, mmol m−2 s−1) for six genotypes: ARCT, ARMO, SAC, GNT10, GNT9, and M×G. Pearson correlation coefficient (R) is reported.
| I0 | I50 | I100 |
---|
Genotype | y0 | a | R | y0 | a | R | y0 | a | R |
---|
ARCT | 2.01 | 0.63 | 0.54 | 1.15 | 0.93 | 0.64 | 1.51 | 0.88 | 0.56 |
ARMO | 1.91 | 0.58 | 0.50 | 1.87 | 0.7 | 0.65 | 1.53 | 0.86 | 0.61 |
SAC | 1.87 | 0.23 | 0.16 | 0.65 | 0.69 | 0.55 | −0.35 | 1.01 | 0.71 |
GNT10 | 1.18 | 0.29 | 0.22 | 0.13 | 0.74 | 0.49 | 0.11 | 0.76 | 0.54 |
GNT9 | 1.7 | 0.22 | 0.17 | 0.32 | 0.9 | 0.45 | −0.97 | 1.18 | 0.63 |
M×G | 1.84 | 0.25 | 0.39 | −0.01 | 0.85 | 0.61 | −1.31 | 1.25 | 0.56 |