3.1 Molecular Screening to Identify Sub1QTL
The initial phase in discovering new QTL for submergence tolerance involves identifying novel germplasm accessions that exhibit the same level of submergence tolerance as the Sub1 line, yet do not carry the FR13A-derived Sub1QTL allele. In Bangladesh, there is a scarcity of molecular-level information regarding submergence-tolerant germplasm. Molecular markers can highlight variations among accessions at the DNA level, serving as a more direct, dependable, and efficient instrument for crop enhancement in plant breeding. This research was conducted to pinpoint new sources of submergence-tolerant donors by characterizing the Sub1 region utilizing the Sub1C173 DNA marker genotype across a selection of newly characterized submergence-tolerant accessions from Bangladesh. The findings of this study are anticipated to facilitate the discovery of new submergence tolerance QTL linked to Sub1, which can be utilized to breed for enhanced levels of submergence tolerance. Molecular screening of submergence-tolerant landraces indicated that FR13A is comparable to the submergence-tolerant high-yield variety (HYV) BRRI dhan52 and possesses Sub1QTL. Local cultivars such as Suman swarna, Ranjit swarna, Rangina swarna, Mamun swarna, Sada Guti swarna, Guti swarna, Nepali swarna, along with HYVs like BRRI dhan49, Binadhan-7, and Binadhan-17 do not contain Sub1QTL and are dissimilar to BRRI dhan52, which served as a submergence-susceptible check variety, as Sub1C173 was not amplified (Figure S1).
3.2 Marker specificity and gene diversity
A total of 350 microsatellite or simple sequence repeat (SSR) primers were utilized for the parental survey [41-43]. All data regarding SSR primers were obtained from the Gramene database (www.gramene.org). A polymorphism survey was conducted using 350 microsatellite markers, including RM286, SSR1, RM495, RM1178, RM126, RM316, RM153, RM23770, RM23668, RM5799, RM1115, RM296, RM2367, ERF3, Sub1C173, RM8300, RM23901, RM231, RM518, RM587, RM234, RM5799, RM5708, RM4112, RM313, RM296, RM3609, SC36, RM23778, RM23679, RM23805, RM23843, RM23902, RM23915, RM219, RM23917, RM23958, RM23843, and RM23915. For the primer survey, the DNA bands of all genotypes, such as FR13A, BRRI dhan52, Guti swarana, Mamun swarna, Rongina swarna, Bilati swarna, Suman swarna, Nepali swarna, Sadaguti swarna, Ronjit swarna, Binadhan-17, and Binadhan-7, were scored based on their molecular weight using polyacrylamide gel electrophoresis. Bands produced by primers that amplified across multiple levels were classified as polymorphic markers, while primers yielding bands at the same level were designated as monomorphic markers. Conversely, primers that did not yield any bands were categorized as non-amplified. The polymorphic flanking markers of Sub1QTL, namely SC32/RM23668, RM495, RM1115, and RM153, located on chromosomes 1, 5, and 9, were employed to assess the F1 generation between the recipient and donor parent BRRI dhan52 by amplifying the DNA sequence associated with submergence tolerance. A total of 139 alleles were identified from 16 primers across 16 genotypes. The number of alleles per locus varied from 7 to 11, with an average of 8.688 alleles per locus. RM316, RM153, and ERF3 exhibited the highest allele count (11), while SC11/RM23770 and RM1115 produced the lowest (7). The average allele frequency (%) was 0.118, and gene diversity values ranged from 0.766 (SSR1) to 0.891 (RM316). The polymorphism information content (PIC) values differed among loci, ranging from 0.735 to 0.881, with an overall average of 0.830 across all primers (Table S3).
3.3 Wide compatibility and hybrid potency
Analyzing the success rate of F1 seeds resulting from crosses between various varieties of two ecotypes and assessing the compatibility of these combinations. Notable differences were noted in the success rates of F1 seed production across different cross combinations. The combination of Binadhan-7 and BRRI dhan52 demonstrated a comparatively higher success rate of 78.26% than the other combinations. Among the three combinations, all exhibited negative heterosis, with the mid-parent combination of Bandhan-17 and BRRI dhan52 (F2) showing a significant negative heterosis of -7.06%, while Binadhan-7 and BRRI dhan52 (F2) recorded the least negative heterosis at -4.62% from mid-parent to maturity day. All crosses with negative heterosis were observed to be better than their respective parents. The heterobeltiosis ranged from -17.33% to -5.33%. Notably, the cross of Binadhan-7 and BRRI dhan52 (F2) displayed a higher negative heterosis of -17.33% compared to the better parent (heterobeltiosis). When considering mid-parent heterosis and heterobeltiosis, excellent heterotic combinations for grain yield per plant were identified. All combinations, with the exception of the Guti Swarna and BRRI dhan52 (F2) cross, exhibited positive heterosis relative to the mid-parent. Consequently, the highest positive heterosis was recorded in 45.71% of all crosses, while significantly positive heterotic combinations accounted for 37.29% of the total combinations. In terms of heterobeltiosis, heterosis varied from -21.43% to 35.71% in comparison to the better parent. The most significant positive value of 35.71% was noted in the Binadhan-7 and BRRI dhan52 (F2) cross, followed by the Binadhan-17 and BRRI dhan52 (F2) cross at 28.31% (Table 1).
3.4 Genotypic confirmation of F1 by locus SC32/ RM23668 on the top of chromosome 9
The development of the population Binadhan-7, Binadhan-17, and Guti Swarna served as susceptible parents in the cross, while BRRI dhan52 was utilized as a donor due to its possession of Sub1QTL. This led to the confirmation that F1 plants were cultivated and self-pollinated to produce BC1F1 and F2 populations for marker-assisted selection (MAS). The F1 plants exhibiting heterozygous bands for SC32/RM23668 were validated as true F1s. Gel images indicated that the heterozygous bands included bands from both parental lines, confirming the authenticity of the F1s. Leaf samples from F1 plants (1–15) and their respective parents were collected for DNA extraction and marker assay. The confirmation of the F1 population from the cross of Binadhan-7 and BRRI dhan52 (F1) was achieved using the polymorphic primers SC32/RM23668. Plant numbers 1, 8, 10, and 14 did not exhibit heterozygous bands, whereas plant numbers 2, 3, 4, 5, 6, 7, 9, 11, 12, 13, and 15 displayed heterozygous bands, confirming their status as F1s and were selected (Figure S2). In the case of the Binadhan-17 and BRRI dhan52 cross, the confirmed F1 population included plant numbers 2, 3, 4, 5, 6, 7, 10, 11, 12, 13, and 15, while BC1F1 and F2 seeds were produced from the selected plants, with plant numbers 1, 8, 9, and 14 being excluded. Furthermore, for the Guti Swarna and BRRI dhan52 cross, the F1 population confirmed plant numbers 2, 4, 5, 7, 9, 10, 13, and 14, while plant numbers 1, 3, 6, 8, 11, 12, and 15 did not exhibit heterozygosity. The estimated genotypes at the SC32/RM23668 locus on chromosome 9 were determined using various banding scores, with P1 representing the female parent (homozygous band = 1), P2 as the donor parent (homozygous band = 1), heterozygous plants (3), and no band = 0, respectively. The amplicon sizes for all genotypes concerning the RM23668 marker allele were measured and are presented in Table S2.
3.5 Phenotypic and Genotypic variation of F2
The F2 progeny resulting from the crosses of Binadhan-7 x BRRI dhan52, Binadhan-17 x BRRI dhan52, and Guti Swarna x BRRI dhan52 exhibited significantly lower tolerance compared to the tolerant parent, BRRI dhan52. Furthermore, the F2 plants derived from Guti Swarna x BRRI dhan52 demonstrated less tolerance than those from the other two cross combinations involving Sub1. It was also observed that the breeding line of Guti Swarna x BRRI dhan52, which contained a heterozygous Sub1 locus, showed reduced tolerance to submergence stress. A tolerated version of Guti Swarna x BRRI dhan52 was developed using a method similar to that employed for Binadhan-17 x BRRI dhan52. Among the 45 total F2 plants genotyped from the three crosses, line #29 was selected. These initial studies indicated that for maintaining a high level of tolerance in hybrids, the tolerant allele of Sub1 must be present in both parental lines. Conversely, the phenotypic performance of the Binadhan-7 x BRRI dhan52 (F2) cross was superior, yielding 38.00 g, compared to the Guti Swarna x BRRI dhan52 (F2) cross combination, which yielded 22.00 g. The Binadhan-7 x BRRI dhan52 (F2) cross exhibited the highest grain yield per plant at 38.00 g, significantly surpassing both parental lines. Other high-yielding cross combinations, such as Binadhan-17 x BRRI dhan52 (F2), yielded 31.00 g, which was also significantly higher than their respective parents. Therefore, the high-yielding cross combination of Binadhan-7 x BRRI dhan52 (F2) achieved the desired grain yield per plant. Both the Binadhan-7 x BRRI dhan52 (F2) and Binadhan-17 x BRRI dhan52 (F2) cross combinations were early maturing, taking 124 days and 125 days, respectively. In the initial applications of Marker-Assisted Breeding (MAB) to develop submergence-tolerant cultivars, the diagnostic marker RM8300 was utilized. However, in certain instances, RM8300 failed to distinguish between tolerant and non-tolerant varieties within the F2 population. Nevertheless, a moderate tolerance for heterozygous hybrids can prove advantageous in certain circumstances where a blend of moderate submergence tolerance and moderate elongation capacity is sought. This is particularly relevant in scenarios where prolonged stagnant partial flooding is anticipated either prior to or following inundation.
3.6 Performance of heterozygous Sub1 plants
The submergence tolerance of F1 hybrids from three cross combinations was assessed in comparison to their parent plants. The heterozygous individuals carrying the tolerant allele exhibited significantly lower tolerance than those that were homozygous for the same allele. Furthermore, the expression of the Sub1 allele in heterozygotes was found to be less than that in homozygotes. These findings suggest that the Sub1 locus does not demonstrate dominance and that tolerance is closely associated with the expression levels of the Sub1 allele. The evaluation included BRRI dhan52, Binadhan-7, Binadhan-17, and Guti Swarna, along with 29 F2 lines, to determine their survival scores. This evaluation facilitates improved recombination for the submergence response within the population. A considerable variation in survival percentage was noted among the populations under flooded conditions, ranging from 0.00% to 69.50%. The results of the evaluation are presented in Table 2. A broad variation in survival percentage (31.50% to 67.50%) was observed under flooded conditions. Among the 11 F2 plants derived from the Binadhan-7 x BRRI dhan52 cross, the survival percentage in response to flooding was recorded at 67.50% for the F2-7 plants. The lowest survival percentage of 32.75% was noted for the F2-6 plant, while the highest survival percentage of 68.25% was observed in the F2-12 plant from the Binadhan-17 x BRRI dhan52 cross. This indicates a favorable recombination for plant submergence within the populations. However, in the case of the Guti Swarna x BRRI dhan52 cross combination, the highest survival percentage was 63.25% for the F2-2 plant.
3.7 Seedling performance and submergence screening
The screening and performance of seedlings from local germplasm under complete submergence were conducted for all swarna varieties, including Suman Swarna, Ranjit Swarna, Rangina Swarna, Mamun Swarna, Sada Guti Swarna, Guti Swarna, Nepali Swarna, as well as high-yielding varieties (HYV) such as BRRI dhan52, Binadhan-7, and Binadhan-17, in an artificial tank. The height of the seedlings increased, and the seedling height of various rice cultivars was influenced by complete submergence (Table 6). Among all swarna varieties, HYV, and three F2 crosses, Rongina Swarna exhibited the tallest plant height at 47.00 cm, while Binadhan-7 recorded the shortest at 25.00 cm. Across all levels of submergence, the maximum final seedling height of 75.23 cm was observed in the cross Binadhan-17 x BRRI dhan52 (F2), surpassing both parent varieties. The final seedling height increased with higher levels of submergence from both parent varieties. The highest percentage of elongation (40.83%) was noted in Binadhan-17 x BRRI dhan52 (F2), whereas the lowest was recorded from its parent varieties at 5.66% and 6.63% for Binadhan-7 and Binadhan-17, respectively. The weight and strength of seedlings from different rice genotypes were impacted by submergence stress. Among all genotypes, Binadhan-17 x BRRI dhan52 (F2) had the highest weight at 1.75 grams, while Binadhan-7 had the lowest at 0.26 grams. Under tank conditions with prolonged submergence (7 days), the screening results indicated a range of 1.01–4.82 g/cm for seedling strength and 11.00–98.00% for survival across all tested accessions. All local germplasm and three F2 cross combinations (Binadhan-7 x BRRI dhan52 (F2), Binadhan-17 x BRRI dhan52 (F2), Guti Swarna x BRRI dhan52 (F2) demonstrated their performance at the seedling stage, serving as a tolerant check against BRRI dhan52. The survival rate (%) during the recovery stage of the three cross combinations, namely Binadhan-17 x BRRI dhan52 (F2), Binadhan-7 x BRRI dhan52 (F2), and Guti Swarna x BRRI dhan52 (F2), was recorded at 98.00%, 96.00% (indicating very good recovery ability), and 89.00% (indicating good recovery ability), respectively. In comparison, the survival rate (%) of the tolerant check, BRRI dhan52, was 87.00% (considered good). Other germplasm accessions exhibited reasonable performance, albeit with poor recovery ability following de-submergence, and their tolerance levels were not as high as that of BRRI dhan52. The survival rates of these accessions exceeded 50%. This report presents the results of screening and testing for selected tolerant accessions during the Aman season.
3.8 Submergence Screening at Vegetative Stage
During the vegetative phase, the F3 generation from each combination was transplanted as 21-day-old seedlings and submerged in artificial tanks 48 days post-transplanting (DAT). The water level increased swiftly and was sustained at a minimum depth of 88 cm for a standard treatment duration of 21 days. Plant survival was assessed 21 days following de-submergence, and the percentage of survival was computed for QTL analysis. The artificial tank exhibited average turbidity, with water temperatures ranging from 29 to 31°C, a pH level between 7.2 and 7.5, dissolved O2 levels of 2.9 to 3.8 mg/L, and light intensity measured at 400 to 61 μmol/m²/s at the mid-tank level. A significant variation in survival percentage under flooded conditions was noted, with population ranges varying from 55.75% to 94.25%. A broad variation (55.75% - 93.25%) in survival percentage under flooded conditions was also observed among 11 F3 plants of the Binadhan-7 x BRRI dhan52 combination. Among all F3 plants, the highest survival percentage of 93.25% was recorded for the F3-11 plants in response to flooding. The lowest survival percentage (59.25%) was noted in F2-6, while the highest (94.25%) was observed in F3-15 from the Binadhan-17 x BRRI dhan52 combination (Figure S6). This combination demonstrated the highest recombination for plant submergence across populations. Conversely, in the Guti Swarna x BRRI dhan52 cross combination, the highest survival percentage was 84.25% for the F3-10 plant. However, the highest survival rate (%) during the vegetative stage of the F3 generation was achieved from the Binadhan-17 x BRRI dhan52 (F3) combination at 94.50%, surpassing the other cross, Binadhan-7 x BRRI dhan52 (F3) at 93.25%. The Guti Swarna x BRRI dhan52 (F3) combination recorded a survival rate of 85.25% (Table-3).
3.9 Confirmation of Sub1 gene in selected lines of F4 generation
Sub1QTL in three F2 populations exhibited a discrete distribution and co-segregated with DNA markers located in the target region. Segregation regions were identified on chromosome 9, where Sub1QTL were recognized in these common segregation areas across the three populations, namely BPR17, BPR21, and BPR22 in the F2 generation. The SC32/RM23668 marker at the upper end of chromosome 9 in all three populations demonstrated a significant impact on submergence tolerance. The principal Sub1QTL, which had the highest LOD score of 12.17, accounted for a phenotypic variance explained (R2) of approximately 36.12%, enabling tolerance to complete submergence for up to three weeks. The presence of the Sub1 gene in the F4 generation was confirmed using gene-specific primers ERF3 and Sub1C173, located at the top of chromosome 9 (Figure S3). Nine selected lines from the F4 generation (BPRLs) were evaluated for Sub1 gene-specific markers alongside submergence-tolerant Indel markers, which were potential candidate markers for the Sub1 gene. The results indicated that binadhan-17 did not amplify, while the resistant allele of BRRI dhan52 was distinctly amplified (Figure S4). The BPRLs from the three crosses included BPR21 (P7=BPR21-1-S, P9=BPR21-2-S, P11=BPR21-S-S, P12=BPR21-S-M), BPR22 (P12=BPR22-1-S, P13=BPR22-2-S, P15=BPR22-S-S), and BPR17 (P2=BPR17-S-M, P10=BPR17-S-17), which were homozygous and exhibited the same banding pattern as the resistant allele from the donor parent of the Sub1 gene. Ultimately, it was confirmed that all selected plants possessed the Sub1 gene and were classified as submergence-tolerant lines. Nine selected BPRLs were established with additional background markers. No phenotypic or genotypic segregation was observed in these plants when utilizing the additional background markers. The head-to-row process was also implemented on the selected plants to achieve phenotypically homogenous plants for validation in submergence-prone regions of Bangladesh.
3.10 Biochemical Analysis
Expression of H2O2 and O 2-
The findings indicated a significant overexpression of H2O2 and O2- within the ranges of 1.345 to 3.463 and 1.353 to 4.124, respectively, when compared to the control. This suggests that the concentration of H2O2 and O2- in recovery plants exhibited elevated levels across all rice genotypes in contrast to the control conditions (Figure 10). On average, the variations in H2O2 and O2- were noted to be 2.204-fold and 2.180-fold, irrespective of the genotypes under submerged conditions. Notably, BRRI dhan52 demonstrated a greater tendency for H2O2 accumulation compared to the other genotypes. The increase in H2O2 concentration under submerged conditions ranged from 34.50% to 246.28% for the genotypes GS-M4-P-2 and BRRI dhan52, respectively. Among the other genotypes, H2O2 levels rose by 62.63% in recovery plants under stress conditions compared to their respective controls. Similarly, for O2-, the maximum accumulation was recorded in the Binadhan-7 x BRRI dhan52 (F3) combination among all genotypes. The results indicate that the Binadhan-7 x BRRI dhan52 (F3) combination maintained a higher level of O2- akin to the tolerant genotypes after recovery. The elevated accumulations of O2- in stress-tolerant genotypes suggest a protective mechanism against oxidative damage through better regulation of O2- formation. However, tolerant genotypes such as BPR17-S-M, BPR21-S-M, and BPR22-S-S exhibited significantly higher levels of O2•– generation (98.90%, 312.42%, and 94.07%, respectively) compared to their respective controls. The generation of superoxide anion under submerged conditions showed an upward trend in GS-M4-P-2 (102.16%), MS-M4-P-8 (35.25%), and BRRI dhan52 (65.06%).
Activities of antioxidant enzymes
The rice genotypes exhibited markedly different levels of SOD activity in the control group. As a result of the treatment, submergence led to a significant increase in activity compared to the control. In terms of interaction, when compared to their respective controls, submergence enhanced SOD activity by 20.51% in BPR17-S-M, 22.22% in BPR21-S-M, 18.18% in BPR22-S-S, 20.69% in Binadhan-7, and 32.26% in BRRI dhan52. Furthermore, in terms of interaction, the POD enzyme activity in BPR17-S-M, BPR21-S-M, and BPR22-S-S was elevated under submergence stress. The POD activity saw increases of 111.11%, 196.92%, 123.19%, 21.33%, and 20.59% in BPR17-S-M, BPR21-S-M, BPR22-S-S, Binadhan-7, and BRRI dhan52 respectively. Under conditions of submergence stress, CAT activity rose by 34.82%, 31.30%, 39.42%, 32.65%, and 33.33% in BPR17-S-M, BPR21-S-M, BPR22-S-S, Binadhan-7, and BRRI dhan52 respectively, in comparison to their respective controls. The three lines BPR17-S-M, BPR21-S-M, and BPR22-S-S demonstrated higher activity than the others. APX activity was increased by 27.22%, 11.70%, and 37.37% for the tolerant genotypes BPR17-S-M, BPR21-S-M, and BPR22-S-S respectively. The GPX activity also showed a slight increase in the susceptible genotype Binadhan–7, although it remained comparatively lower than that of the tolerant genotypes (BRRI dhan52). The GPX activity increased by 9.34%, 8.74%, 12.71%, 9.78%, and 15.84% in BPR17-S-M, BPR21-S-M, BPR22-S-S, Binadhan-7, and BRRI dhan52 respectively (Figure 11).
3.11 Adaptability of the Sub1 lines
3.11.1 Non-stress conditions
Genetic variability exists among all genotypes concerning validated traits such as duration, plant height, filled grain, unfilled grain, number of panicles, 1000-grain weight, survival rate, and yield. The grain yield and other yield-contributing characteristics of all introgression lines were significantly greater than those of all parent lines, indicating satisfactory agronomic performance. Under non-stress conditions from three trials at the BINA Mymensingh, the average growth duration of Sub1 lines from the Binadhan-7×BRRI dhan52 (F5) cross combination, namely BPR21-1-S, BPR21-2-S, BPR21-S-S, and BPR21-S-M, was 123, 124, 122, and 123 days, respectively, with average grain yields per plant of 25.64 g, 27.00 g, 40.20 g, and 42.00 g. These yields are significantly higher than that of the recipient parent, Binadhan-7 (25.76 g), and the donor, BRRI dhan52 (30.16 g). Sub1 lines from the Binadhan-17×BRRI dhan52 (F5) cross combination, specifically BPR22-1-S, BPR22-2-S, and BPR22-S-S, exhibited average growth durations of 126, 133, and 131 days, with average grain yields per plant of 37.83 g, 45.53 g, and 42.69 g, respectively, which were significantly higher than the recipient parent, Binadhan-17 (21.80 g), and the donor parent, BRRI dhan52 (30.16 g). Sub1 lines from the Guti Swarna × BRRI dhan52 (F5) cross combination, identified as BPR17-S-M and BPR17-S-17, had average growth durations of 145 and 142 days, with average grain yields per plant of 34.83 g and 36.78 g, respectively, which were significantly higher than the recipient parents of Guti Swarna (29.47 g) and the donor parent, BRRI dhan52 (30.16 g) (Table 4). The average growth durations of mutant lines GS-M5-P-2 and MS-M5-P-8, derived from Guti Swarna and Mamun Swarna, were 145 and 142 days, with average grain yields per plant of 31.46 g and 30.20 g, respectively, which were significantly higher than those of their parent lines.
3.11.2 Stress conditions
A validation test was performed at the three trails in the natural submergence field in the submergence prone areas to evaluate the performance of yield and yield-contributing traits for eleven entries alongside standard checks, specifically BRRI dhan52 in the farmer’s field. A control submergence of twenty-one days was implemented with a water depth of 78 cm using an artificial tank at BINA HQ. The average performance of the breeding lines under flooded conditions in the farmer’s field indicated that the growth duration varied from 137.77 to 160.33 days among all Sub1 lines, whereas it was 161.66 days for the donor parent BRRI dhan52. The shortest growth period recorded was 137.77 days, while the highest average grain yield per plant was achieved by BPR21-S-M (19.33 g) among four Sub1 lines derived from the Binadhan-7 × BRRI dhan52 (F5) cross combination, which was significantly greater than that of the donor parent BRRI dhan52 (12.71 g). The minimum growth duration was 141.66 days, and the highest average grain yield per plant was noted in BPR22-S-S (20.23 g) among the three sub1 lines from the Binadhan-17×BRRI dhan52 (F5) cross combination, which also significantly surpassed the donor parent BRRI dhan52 (12.71 g). The lowest growth duration recorded was 148.33 days, with the highest average grain yield per plant found in BPR17-S-M (15.26 g) among the two Sub1 lines (BPR17-S-M and BPR17-S-17) from the Guti Swarna × BRRI dhan52 cross combination, which was significantly higher than the donor parent BRRI dhan52 (12.71 g) (Table 5). Among the two mutant lines, MS-M5-P-8 exhibited the shortest growth duration and the highest mean grain yield per plant, measuring 158.33 days and 13.41 g, respectively. Furthermore, significant differences were observed between all sub1 lines and BRRI dhan52 across all other parameters, including plant height (cm), panicle/plant, filled grain/panicle, sterility, and thousand grain weight. Notably, three breeding lines, BPR21-S-M (19.33 g), BPR22-S-S (20.23 g), and BPR17-S-M (15.26 g), yielded the highest grain per plant, significantly exceeding the donor parent BRRI dhan52 (12.71 g) and demonstrating values that were 3.00 g to 8.00 g higher than the respective donor parents. The maturity duration for the three lines, namely BPR21-S-M, BPR22-S-S, and BPR17-S-M, is approximately 8 to 13 days shorter than that of their submerged condition and 20 to 25 grams lower than the non-flooded condition (Figure S7). Among the various genotypes, farmers selected these three lines (BPR21-S-M, BPR22-S-S, and BPR17-S-M) due to their tall plant structure and superior yield, as evidenced by the increased average plant height, which provided more straw for livestock and enhanced overall productivity to promote food security. The final result of this research was achieved the highest grain yield per plant at 20.23 g and growth duration 141 days as a short duration a submergence tolerant line for 21 days.
Stability analysis
3.12.1 Stability analysis by AMMI model
Biplot analysis is arguably the most effective interpretive tool for AMMI models. There are two fundamental types of AMMI biplots: the AMMI 1 biplot, which plots the main effects and IPCA1 scores for both genotypes and environments against one another. The AMMI 1 biplot demonstrated a model fit of 98.7% (Figure 5). The relative or ordinate axis indicated that a genotype positioned on the right side of the midpoint of this axis yielded more than those on the left side. As a result, among the genotypes, BPR21-S-M, BPR22-S-S, BPR17-S-M, and GS-M5-P-2 displayed high yields with low IPCA scores; however, the genotype GS-M5-P-2 exhibited a positive IPCA1 score near zero, while the genotypes BPR21-S-M, BPR22-S-S, and BPR17-S-M showed negative IPCA1 scores close to zero, suggesting that these genotypes were stable and less affected by environmental factors. Conversely, the remaining genotypes experienced greater G × E interaction effects. The AMMI-2 biplot, which illustrates the interaction of PC1 and PC2, presented the grain yield of the tested genotypes across three environments (Figure 6). In this model of environmental effects, genotypes situated near the origin were less sensitive to environmental interactions, whereas those positioned further from the origin were more sensitive and exhibited significant interactions with the environment. The findings indicated that the first principal component axis accounted for PC1 (98.7%) and the second PC2 (1.3%) variation. Together, the two IPCA axes accounted for 100% of the genotype by environment interaction mean square. This suggests that the interaction of 12 rice genotypes with their environments was effectively predicted by the first two components of IPCA. In this investigation, the genotypes BPR21-S-M, BPR22-S-S, BPR17-S-M, and BPR22-1-S were located close to the origin, indicating they were less interactive with environmental variations and were situated very near the polygon region. Consequently, these three genotypes, BPR21-S-M, BPR22-S-S, and BPR17-S-M, were selected for their high yield across various environments.
3.12.2 GGE biplot, Genotype Ranking and Heatmap
The GGE biplot illustrating the yield of 12 genotypes revealed a significant PC1 score of 91.53% and a minor PC2 score of 8.33%. The values for the first principal component (PC1) and PC2 were calculated to create a GGE biplot graph (Figure 7). This biplot graph facilitated the identification of the best-performing genotypes suited for a specific location or stable genotypes across multiple locations, and it also identified the most representative locations (mega environment) for a genotype. The small diamond represents the average environment, while ideal genotypes are characterized by the longest vector length and minimal G × E, indicated by the center of the bold diamond, which suggests the highest mean yield and stability. In this analysis, the high-yielding genotypes identified were BPR21-S-M, BPR22-S-S, and BPR17-S-M, while the remaining genotypes were classified as low-yielding. Consequently, these three lines were recognized as the most stable and high-yielding genotypes. The genotype ranking biplot (Figure 8) allows for the identification of an ideal genotype in comparison to the other evaluated genotypes. The genotypes BPR21-S-M, BPR22-S-S, and BPR17-S-M are highlighted as the leading genotypes due to their proximity to the circle arrowheads for yield. The first subgroup within the tolerant group consists of BPR21-S-M and BPR22-S-S, which is regarded as the most tolerant subgroup (Figure 9).