Physiological fingerprints
The results of ANOVA for the NC, PC and KC showed an interaction between rice cultivars and the crop rotation systems. The GM 8 cultivar in the M-M-R crop rotation system manifested the highest NC value of 1.93%, but this result was not significantly different from that of the GM 8 cultivar in the V-V-R crop rotation system (1.75%). Inpari 33 cultivar in the R-R-R crop rotation system revealed the lowest NC of 1.16% (Fig 1a).
The GM 8 cultivar in the M-M-R crop rotation system exhibited the highest PC value of 0.26%, but it was not significantly different from those of the Mutant Lampung Kuning and Mutant Rojolele 30 Tinggi cultivars in the M-M-R crop rotation system and GM 8 in the V-V-R crop rotation system, with values of 0.22%, 0.22% and 0.23%, respectively. The lowest PC (0.09%) was observed in Inpari 30 Ciherang Sub 1 in the V-V-R crop rotation system (Fig 1b). The GM 8 cultivar in the M-M-R crop rotation system showed the highest KC at 0.72%. By comparison, the lowest KC was 0.19%, which was observed in Inpari 30 Ciherang Sub 1 in the V-V-R crop rotation system (Fig 1c).
The difference in NC, PC and KC values is due to variations in genetic factors for each rice cultivar and crop rotation system. The continuous R-R-R had low NC, PC and KC values. Thus, the GM 8 cultivar can potentially become a cultivar with more optimal nitrogen/phosphorus/potassium absorption capability than other cultivars.
Lu et al., (2018) informed that the short-term (4 years) and long-term (30 years) nitrogen content of the tissue in the rice-rice-fallow crop rotation system is lower than that in the rice-rice-rapeseed crop rotation system.
The ANOVA results showed no interaction between rice cultivars and the crop rotation system in terms of CA, CB, TC and NRA (Table 1). The rice cultivars and crop rotation systems did not show significant differences in terms of CA, CB, TC and NRA. The CA values in rice cultivars ranged from 0.37 g g leaf
-1 to 0.42 g g leaf
-1 and those of CB ranged from 0.33 g g leaf
-1 to 0.46 g g leaf
-1. The TC and NRA values in rice cultivars were between 0.62-0.88 g g leaf
-1 and 2.23-3.39 µmol NO
2- g
-1 h
-1, respectively. The CA and CB values in the crop rotation system were in the range of 0.38-0.43 and 0.39-0.40 g g leaf
-1, respectively. The TC and NRA values were in the range of 0.74-0.79 g g leaf
-1 and 2.61-3.25 NO
2- g
-1 h
-1, respectively.
Morphological fingerprint
The ANOVA result on LAI and NAR showed no interaction between rice cultivars and crop rotation systems (Table 2). The Mutant Lakatesan cultivar had the highest LAI value of 0.89, which was significantly different from those of cultivars V11, GM 28, GM 2 and GM 8 (0.49, 0.49, 0.50 and 0.53, respectively). The M-M-R crop rotation system was not significantly different from that of V-V-R. However, both were significantly different from the R-R-R crop rotation system. The LAI values of M-M-R and V-V-R were 0.64 and 0.75, respectively. The NAR values for rice cultivars and crop rotation systems did not differ significantly. The NAR values for rice cultivar ranged from 0.37 g cm
-2 week
-1 to 0.56 g cm
-2 week
-1 and it was between 0.38-0.42 g cm
-2 week
-1 in the crop rotation systems.
The ANOVA result on the CGR, TDW, EG and GWC showed an interaction between the rice cultivars and crop rotation systems (Fig 2). The GM 8 cultivar in the M-M-R crop rotation system showed the highest value of 61.73 g g
-1 week
-1 and the lowest was that of the Inpari 30 Ciherang Sub 1 cultivar in the R-R-R crop rotation system (34.68 g g
-1 week
-1) (Fig 2a). V11, GM 28, GM 2, GM 8, Mutant Lampung Kuning, Mutant Rojolele 30 Pendek and Mutant Rojolele 30 Tinggi cultivars in the M-M-R and V-V-R crop rotation systems generally showed the highest TDW (Fig 2b).
The GM 28 cultivar in R-R-R crop rotation system showed the highest EG of 30.41% and the lowest was observed on the GM 8 cultivar in the M-M-R crop rotation system (3%) (Fig 2c). The GM 8 cultivar in the M-M-R crop rotation system had the highest GWC of 133.90 g clump
-1 and the lowest values were observed in GM 8 and Inpari 30 Ciherang Sub 1 cultivars in the R-R-R crop rotation system (34.49 and 35.40 g clump
-1, respectively) (Fig 2d). Cropping system berbasis jagung.
In the study rice-rice rotation showed low mean values for all parameters, resulting in decreased soil fertility and an uninterrupted cycle of pests and plant diseases
(Ashworth et al., 2017). Suprihatin et al., (2020) stated that R-R-R crop rotation showed the lowest rice productivity compared with rice-rice-maize and rice-rice-soybean crop rotations. This is due to multi-nutrient deficiencies
(Baishya et al., 2017).
Fig 3a shows the results of the correlation analysis. The closer to the red color, higher is the positive correlation. GWC was significantly positively correlated with TDW, NC, PC and KC, with correlation values of 0.9**, 0.8**, 0.7** and 0.7**, respectively. The cluster analysis provided information on the proximity of rice cultivar characteristics in the various crop rotation systems (Fig 3b). Three clusters formed and each group had similar characteristics. The first cluster consisted of Mutant Lakatesan, Inpari 33 and Inpari 30 Ciherang Sub 1 cultivars. The second cluster included GM 2, Mutant Lampung Kuning, Mutant Rojolele 30 Pendek and GM 8 cultivars and the third cluster comprised V12T, Mutant Rojolele 30 Tinggi, V11, GM 28 and Mutant Mayangsari cultivars.
The relatively long harvesting age (127 days after planting) resulted in a higher EG in the GM 28 cultivar compared with other cultivars. This finding can lead to high yield losses due to global climate changes, which cause El-Nino and La-Nina
(FAO, 2015).
Aristya et al., (2021b) provided information that GM 2, GM 8 and GM 28 cultivars are relatively resistant to brown planthopper (
Nilaparvata lugens), leaf blast (
Pyricularia oryzae) and bacterial leaf blight (
Xanthomonas oryzae PV. oryzae). (
Neupan et al., 2021) stated that continuous maize cultivation resulted in higher bacterial and fungal contents in the soil than continuously planted rice and beans.