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Tolerância à deficiência hídrica em arroz de terras altas: identificação de genótipos e características agronômicas

Drought tolerance in upland rice: identification of genotypes and agronomic characteristics

RESUMO

O objetivo do trabalho foi identificar a tolerância à deficiência hídrica de cultivares e linhagens elites de arroz de terras altas e as características agronômicas relacionadas com essa tolerância. Avaliaram-se 41 genótipos no delineamento de blocos ao acaso, com três repetições, em experimentos com e sem deficiência hídrica, na Estação Experimental da Emater em Porangatu, Goiás, em 2011 e 2012. O primeiro foi irrigado adequadamente durante todo o desenvolvimento das plantas e o outro apenas até aos 40 dias após a emergência, quando foi aplicada a deficiência hídrica. Aplicou-se a análise multivariada e pelo método de Ward classificaram-se os genótipos em seis e sete grupos, considerando-se os valores médios das produtividades nos dois anos de condução dos experimentos, com e sem deficiência hídrica, respectivamente. O grupo mais produtivo sob condições de deficiência hídrica foi composto pelos genótipos AB062041, Douradão, Guarani, BRS Aimoré e Tangará. Os quatro primeiros genótipos desse grupo foram também classificados no segundo grupo mais produtivo sob condições de irrigação adequada. Na seleção para tolerância à deficiência hídrica deve-se priorizar genótipos que apresentem, sob essa condição, precocidade e panículas menos densas, porém com baixa esterilidade e com maior massa de 100 grãos.

Palavras-chave:
Oryza sativa L; esterilidade de espiguetas; precocidade; massa dos grãos

ABSTRACT

This study aimed to identify upland rice cultivars and elite lines that are tolerant to drought and the agronomic traits associated with this tolerance. Forty-one genotypes were evaluated in a randomized block design with three replications in experiments with and without water stress at the Experimental Station of Emater, in Porangatu, Goiás State, in 2011 and 2012. The first experiment was well-irrigated throughout plant development and the second experiment was irrigated only up to 40 days after emergence, after which water stress was imposed. A multivariate analysis using Ward's method was applied, and the genotypes with and without water stress were classified into six and seven clusters, respectively, based on the average yield in the two years of experimentation. The most productive cluster under water stress comprised the genotypes AB062041, Douradão, Guarani, BRS Aimoré, and Tangará. The first four genotypes of this cluster were also ranked in the second most productive cluster under well-irrigated conditions. In the selection for drought tolerance, the genotypes that exhibit precocity, less dense panicles, low sterility and greater 100-grain weight under water stress should be prioritized.

Keywords:
Oryza sativa L; spikelet sterility; earliness; grain weight

Introduction

Rice (Oryza sativa L.) is one of the most-produced and consumed grains worldwide (Walter, Marchezan, & Avila, 2008)Walter, M., Marchezan, E., & Avila, L. A. (2008). Arroz: composição e características nutricionais. Ciência Rural38(4), 1184-1192.. It is a part of the basic diet of the population in many regions and is the staple food of poor farm families in several Asian countries (Kamoshita, Babu, Boopathi, & Fukai, 2008Kamoshita, A., Babu, R. C., Boopathi, N. M., & Fukai, S. (2008). Phenotypic and genotypic analysis of drought-resistance traits for development of rice cultivars adapted to rainfed environments. Field Crops Research 109(1-3), 1-23.). It is also a product of great economic importance in many developing countries, such as Brazil. Additionally, it presents broad adaptation to

different soil conditions and climate (Parent, Suard, Serraj, & Tardieu, 2010Parent, B., Suard, B., Serraj, R., & Tardieu, F. (2010). Rice leaf growth and water potential are resilient to evaporative demand and soil water deficit once the effects of root system are neutralized. Plant, Cell and Environment 33(8), 1256-1267.).

Rice ecosystems are generally classified into four types: irrigated, rain-fed lowland, deep-water and rain-fed upland. Upland rice ecosystems constitute 12% of the global rice production area and have a proportionally greater importance in Africa and Latin America, where they account for approximately 40 and 45% of the rice-growing areas, respectively (Bernier, Atlin, Serraj, Kumar, & Spaner, 2008Bernier, J., Atlin, G. N., Serraj, R., Kumar, A., & Spaner, D. (2008). Breeding upland rice for drought resistance. Journal of the Science of Food and Agriculture88(6), 927-939.).

In Brazil, most of the rice grown in upland ecosystems is grown in the Cerrado region, where the soils are characterized by a low water storage capacity, low natural fertility and elevated acidity, factors that limit yield (Crusciol, Soratto, Arf, & Mateus, 2006Crusciol, C. A. C., Soratto, R. P., Arf, O., & Mateus, G. P. (2006). Yield of upland rice cultivars in rainfed and sprinkler-irrigated systems in the Cerrado region of Brazil. Australian Journal of Experimental Agriculture46(11), 1515-1520.). This region presents a mostly irregular rainfall distribution, with the occurrence of dry spells, which are periods lacking rainfall during the rainy season (Guimarães, Stone, Oliveira, Rangel, & Rodrigues, 2011Guimarães, C. M., Stone, L. F., Oliveira, J. P., Rangel, P. H., & Rodrigues, C. A. P. (2011). Sistema radicular do arroz de terras altas sob deficiência hídrica. Pesquisa Agropecuária Tropical41(1), 126-134.).

According to Pinheiro (2003Pinheiro, B. S. (2003). Integrating selection for drought tolerance into a breeding program: the Brazilian experience. In K. S. Fisher, R. Lafitte, S. Fukai, G. Atlin, & B. Hardy (Eds.) Breeding rice for drought-prone environments (p. 75-83). Los Baños, PH: IRRI. ), during these periods a negative water balance in the soil occurs, which causes plant water stress and therefore compromises growth, transpiration, photosynthesis, carbohydrate translocation and grain yield in rice. These dry spells are unpredictable; thus, the drought tolerance in rice genotypes should be treated as an aggregate parameter. Therefore, a deep root system with higher root density is likely to be useful if the growing conditions permit root development at depth (Kamoshita et al., 2008Kamoshita, A., Babu, R. C., Boopathi, N. M., & Fukai, S. (2008). Phenotypic and genotypic analysis of drought-resistance traits for development of rice cultivars adapted to rainfed environments. Field Crops Research 109(1-3), 1-23.).

The scenario of the water deficit due to irregular rainfall distribution may be aggravated by climate change. Increasing temperatures and the worsening distribution of rainfall is a great possibility, thus further restricting the areas with potential for planting if measures are not taken to moderate its effects. The development of drought-tolerant cultivars can be a solution.

According to Lafitte et al. (2006)Lafitte, H. R., Li, Z. K., Vijayakumar, C. H. M., Gao, Y. M., Shi, Y., Xua, J. L., ...Mackill, D. (2006). Improvement of rice drought tolerance through backcross breeding: Evaluation of donors and selection in drought nurseries. Field Crops Research 97(1), 77-86., the challenge for breeders is to combine the high-yield potential of modern cultivars with strong drought tolerance. Jongdee, Pantuwan, Fukai, and Fischer (2006Jongdee, B., Pantuwan, G., Fukai, S., & Fischer, K. (2006). Improving drought tolerance in rainfed lowland rice: an example from Thailand. Agricultural Water Management80(1-3), 225-240.) stated that rice varieties that respond well to favorably watered conditions can be developed for improved yield under drought stress if there is early selection for yield under both drought and well-watered conditions. This statement is feasible for mild water stress, when the reduction in productivity is less than 50%.

Plant breeders rely on direct selection for grain yield as the main criterion for selection. That process might be made more efficient by the use of indirect traits associated with drought (Jongdee et al., 2006Jongdee, B., Pantuwan, G., Fukai, S., & Fischer, K. (2006). Improving drought tolerance in rainfed lowland rice: an example from Thailand. Agricultural Water Management80(1-3), 225-240.). Thus, the objective of this work is to identify upland rice cultivars and elite lines tolerant to drought and also identify the agronomic traits associated with this tolerance.

Material and methods

The experiments were conducted on soil classified as Oxisol at the Experimental Station of Emater in Porangatu, Goiás State, located at 13º 18' 31" S latitude and 49º 06' 47" W longitude and at an altitude of 391 m. This area has an Aw climate and is classified as a megathermic tropical savanna according to the Köppen's classification. The rainfall data and maximum and minimum temperatures are shown in Figure 1. The rainfall was minimal during the experimental period.

Figure 1
Rainfall, maximum (Tmax) and minimum (Tmin) temperature obtained during the experimental period in the years 2011 and 2012 at the Experimental Station of Emater, Porangatu, Goiás State.

Sowing was performed on 5/17/2011 and 5/12/2012 in plots of four rows, 4 m long and 0.4 m spaced. The seeding rate was 70 seeds per meter. It was applied 16, 120, and 64 kg ha-1 of N, P2O5, and K2O, respectively. The topdressing fertilization was performed with 40 kg ha-1 of N 45 days after emergence in the form of ammonium sulfate. The weed control was implemented with oxadiazon at a dose of 1,000 g a.i. ha-1 during early post-emergence. Forty-one genotypes of upland rice were evaluated in a randomized block design with three replications. Two experiments were conducted each year; the first was well irrigated throughout plant development, and the other was irrigated only up to 40 days after emergence, after which water stress was imposed. Irrigation was performed in the first experiment and during the phase prior to the water deficit in the second experiment to maintain the soil water potential at a 0.15 m depth above -0.025 MPa (Pinheiro, Castro, & Guimarães, 2006Pinheiro, B. S., Castro, E. M., & Guimarães, C. M. (2006). Sustainability and profitability of aerobic rice production in Brazil. Field Crops Research 97(1), 34-42.). During the water deficit, irrigation was applied when the soil water potential reached -0.06 MPa. The irrigation control was performed by tensiometer sets. The grain yield, spikelet sterility, number of grains per panicle, plant height, number of days to flowering, and 100-grain weight were evaluated by conventional methods. The genotypes were clustered in each experiment by multivariate analysis according to Ward's method (Ward Jr., 1963Ward Jr., J. H. (1963). Hierarchical clustering to optimize an objective function. Journal of the American Statistical Association58(301), 236-244.) based on the grain yield in the two years. The clusters were subjected to an analysis of variance, and the means were compared by a t-test at 5%. Additionally, a correlation analysis among the variables was performed for genotypes in G1 and G2 clusters.

Results and discussion

The genotypes were classified using Ward's method (Ward Jr., 1963Ward Jr., J. H. (1963). Hierarchical clustering to optimize an objective function. Journal of the American Statistical Association58(301), 236-244.) based on the average yield observed in the two years of experimentation into six clusters under water stress (Table 1) and seven clusters without water stress (Table 2). The mean yield of the clusters differed significantly in both water treatments (Table 3). Lafitte et al. (2006) Lafitte, H. R., Li, Z. K., Vijayakumar, C. H. M., Gao, Y. M., Shi, Y., Xua, J. L., ...Mackill, D. (2006). Improvement of rice drought tolerance through backcross breeding: Evaluation of donors and selection in drought nurseries. Field Crops Research 97(1), 77-86.and Guimarães, Stone, Rangel, and Silva (2013Guimarães, C. M., Stone, L. F., Rangel, P. H. N., & Silva, A. C. L. (2013). Tolerance of upland rice genotypes to water deficit. Revista Brasileira de Engenharia Agrícola e Ambiental 17(8), 805-810.) also observed variability in the grain yield of the rice genotypes subjected to water stress.

The mean yield of the two years were 1,618 and 2,915 kg ha-1 for the experiments with and without water stress, respectively. Thus, the genotypes experienced an average reduction of 44.5% in yield due to the water stress (Tables 1 and 2).

Under conditions of water stress, the six clusters of genotypes yielded an average of 2556, 2248, 1842, 1,484, 1,155; and 845 kg ha-1 (Table 1). G1, the most productive, comprised the genotypes AB062041, Douradão, Guarani, BRS Aimoré, and Tangará. Under these same conditions, the least productive cluster, G6, comprised the genotypes AB062008, Maravilha, BRS Soberana, and Carreon.

The average yields of the seven clusters of genotypes under well-irrigated conditions were 4,479; 3,804; 3,458; 2,840; 2,407; 1,722; and 844 kg ha-1 (Table 2). The G1, the most productive, comprised the genotypes BRS Colosso and BRA 01600, and the least productive cluster comprised the genotypes Acrefino and Maravilha.

For the conditions of a climate with irregular rainfall distribution, such as the Cerrado region, tolerance to drought must be an aggregate characteristic of the cultivars because in most cases adequate rainfall is available. In this sense, the grain yield under both water conditions, with and without water stress, should be considered in the selection.

Table 1
Yield, spikelet sterility (SpiSte), number of grains per panicle (GrPan), plant height (Hght) and flowering date (Flower) of the rice genotypes and cluster mean according to Ward's method, considering grain yield under water stress1.

According to Jongdee et al. (2006Jongdee, B., Pantuwan, G., Fukai, S., & Fischer, K. (2006). Improving drought tolerance in rainfed lowland rice: an example from Thailand. Agricultural Water Management80(1-3), 225-240.), cultivars with a high grain yield that respond well to favorable soil moisture can be developed under conditions of water stress provided they are evaluated under both environments. In this study, four of the five most productive genotypes under water stress, AB062041, Douradão, Guarani, and BRS Aimoré, were also classified in the second-most productive cluster under well-irrigated conditions. These genotypes yielded an average of 3,825 kg ha-1 when well irrigated and 2,570 kg ha-1 under water stress. A reduction in yield of 32.8% under water stress was observed, but compared with the average yield of all well-irrigated genotypes, the reduction in yield was 11.8% (Table 1 and 2).

Table 2
Yield, spikelet sterility (SpiSte), number of grains per panicle (GrPan), plant height (Hght) and flowering date (Flower) of the rice genotypes and cluster mean according to Ward's method, considering grain yield under well-irrigated conditions1.
Table 3
Summary of analysis of variance of clusters established according to Ward's method based on the mean values of grain yield observed in conditions with and without water stress.

In addition, among the genotypes classified in the two most productive clusters under water stress, G1 and G2, the flowering date exhibited negative correlation with grain yield (Table 4). AB062041, Douradão, Guarani, BRS Aimoré, and Tangará, all classified in G1, the most productive cluster, showed flowering prior to 70 days after sowing (DAS) (Table 1). Moreover, under well-irrigated conditions, among the genotypes classified in the cluster G1 and G2 the flowering date showed positive correlation, although without significance, with the grain yield; the opposite effect was observed under water-stressed conditions (Table 4).

Table 4
Correlation coefficient (r) among grain yield (Yield), spikelet sterility (SpiSte), number of grains per panicle (GrPan), plant height (Hght), flowering date (Flower) and 100-grain weight (100G) of rice genotypes without (above the diagonal line) and with (below the diagonal line) water stress.

According to Blum (2005Blum, A. (2005). Drought resistance, water-use efficiency, and yield potential-are they compatible, dissonant, or mutually exclusive? Australian Journal of Agricultural Research56(11), 1159-1168.), the successful and effective selection of plants under water stress conditions is likely to involve genetic changes to prevent plant dehydration. Additionally, Blum (2011) Blum, A. (2011). Drought resistance - is it really a complex trait? Functional Plant Biology38(10), 753-757.adds that it can be correctly assumed, unless the options are proven otherwise, that among the hundreds and thousands of dehydration-responsive genes identified by the genomics, only a very small proportion actually have any real significance towards drought response and drought resistance in terms of whole-plant growth and productivity. The genotypes that prevent dehydration present plants with higher water potential and can present earliness in flowering, lower height, lower leaf area or lower tillering. All these characteristics may be related to a lower yield potential. Additionally, Fukai, Pantuwan, Jongdee, and Cooper (1999Fukai, S., Pantuwan, G., Jongdee, B., & Cooper, M. (1999). Screening for drought resistance in rainfed lowland rice. Field Crops Research64(1-2), 61-74.) stated that the maintenance of a high water potential in the plant during pre-flowering is associated with a higher panicle water potential, reducing the delay in flowering and lowered spikelet sterility, which contribute to higher yield. On the other hand, Yang, Zhang, Liu, Wang, and Liu (2007Yang, J., Zhang, J., Liu, K., Wang, Z., & Liu, L. (2007). Abscisic acid and ethylene interact in rice spikelets in response to water stress during meiosis. Journal of Plant Growth Regulation26(4), 318-328.) observed that the panicle water potential remained constant during the water-stress treatment despite the great reduction in leaf water potential. Therefore, spikelet sterility in rice induced by water stress at the meiosis stage is not attributed to the panicle water status. For these authors, overproduced ethylene under water stress plays a role in inducing spikelet sterility. Barnabás, Jäger, and Fehér (2008Barnabás, B., Jäger, K., & Fehér, A. (2008). The effect of drought and heat stress on reproductive processes in cereals. Plant, Cell and Environment31(1), 11-38. ) stated that panicle exsertion and anther dehiscence are among the events known to be drought-sensitive at flowering. The failure of panicle exsertion alone accounts for approximately 25 - 30% of spikelet sterility because the unexserted spikelets cannot complete anthesis and shed pollen even when development is otherwise normal. As a consequence of water deficiency, the spikelets may dry out or fail to open at anthesis. The anthers may shrivel, rendering insufficient pollen to be available for fertilization.

The spikelet sterility showed a tendency of negative correlation with grain yield among the most productive genotypes, G1 and G2, when they were subjected to water stress (Table 4). Similar results were described by Yue et al. (2006Yue, B., Xue, W., Xiong, L., Yu, X., Luo, L., ... Cui, K., Zhang, Q. (2006). Genetic basis of drought resistance at reproductive stage in rice: separation of drought tolerance from drought avoidance. Genetics172(2), 1213-1228.) and Guimarães et al. (2010Guimarães, C. M., Stone, L. F., Lorieux, M., Oliveira, J. P., Alencar, G. C. O., & Dias, R. A. A. (2010). Infrared thermometry for drought phenotyping of inter and intra specific upland rice lines. Revista Brasileira de Engenharia Agrícola e Ambiental4(2), 148-154.). These authors stated that the spikelet fertility under water stress is not only a highly informative indicator for the severity of water stress but also the most important determinant of yield under water stress conditions. In the well-irrigated treatment the variability of spikelet sterility caused no effect on the rice yield (Table 4). According to Barnabás et al. (2008Barnabás, B., Jäger, K., & Fehér, A. (2008). The effect of drought and heat stress on reproductive processes in cereals. Plant, Cell and Environment31(1), 11-38. ), water stress during flowering may reduce yield drastically, largely as a result of a reduction in grain set. It was observed that under conditions of water stress, the Guarani cultivar had the lowest spikelet sterility at 15.5%, followed by the genotype AB062041 at 25.5%. The genotypes IRRI 33 and IRRI 2 of the indica subspecies showed the highest spikelet sterilities, 56.2 and 61.3%, respectively (Table 1).

Additionally, the precocity of the most productive genotypes under water stress conditions was associated with lower spikelet sterility because the correlation coefficient between these variables was 0.799 (p < 0.01); in other words, the later the flowering, the greater the spikelet sterility. Among the most productive genotype clusters, under water stress, G1 and G2, those flowering after 100 DAS, Rio Paranaíba, IRRI 2, IRRI 33, and Rio Paraguai showed high spikelet sterility at 47.8; 61.3; 56.2, and 49.4%, respectively, and were significantly less productive compared with the genotypes classified in the cluster G1 (Table 1).

A positive correlation was found between the number of grains per panicle and the grain yield of the upland rice genotypes classified in the two most productive clusters under well-irrigated conditions. Moreover, the influence of the variability of the number of grains per panicle on the grain yield of these genotypes under water stress was negative (Table 4).

It was also observed that the genotypes with fewer grains per panicle had the earliest flowering date. The correlation coefficient between these variables was 0.649 (p < 0.05) under water stress, and 0.919 (p < 0.01), without water stress (Table 4). In other words, the longer the cycle of the genotypes, the greater the number of grains per panicle. Additionally, it was observed that the genotypes with a higher number of grains per panicle had a higher spikelet sterility. Guimarães et al. (2013Guimarães, C. M., Stone, L. F., Rangel, P. H. N., & Silva, A. C. L. (2013). Tolerance of upland rice genotypes to water deficit. Revista Brasileira de Engenharia Agrícola e Ambiental 17(8), 805-810.) also observed that under water stress the panicles with a higher number of spikelets presented higher sterility. This suggests that for the climate and soil conditions where the experiments were conducted, the immobilization of carbohydrates by the genotypes does not adequately meet the demand of the storage sites for carbohydrates.

The grain yield was also found to significantly correlate with the 100-grain weight under water stress conditions (Table 4). The results suggest that the increase in grain weight offset the reduction in the number of grains per panicle in effecting the rice yield in the two most productive clusters, G1 and G2, under water stress conditions. This is confirmed by the negative correlation coefficient between these variables, the number of grains per panicle and the 100-grain weight, - 0.629 (p < 0.05).

The water stress caused a reduction in the number of grains per panicle, consequently causing the reduction in storage sites of carbohydrates in the panicles, which contributed to the accumulation of carbohydrates in the few formed grains.

Water stress during the early formation of panicles can completely inhibit booting and panicle development or even the number of grains per panicle (Yang, Liu, Wang, Du, & Zhang, 2007Yang, J., Liu, K., Wang, Z., Du, Y., & Zhang, J. (2007). Water-saving and high-yielding irrigation for lowland rice by controlling limiting values of soil water potential. Journal of Integrative Plant Biology49(10), 1445-1454. ). The critical points of susceptibility of rice to water deficit occurs in the division of the pollen mother cell (meiosis) and from booting to the early stage of grain formation. The formation of pollen grains is highly vulnerable to water stress (Nguyen & Sutton, 2009Nguyen, G. N., & Sutton, B. G. (2009). Water deficit reduced fertility of young microspores resulting in a decline of viable mature pollen and grain set in rice. Journal of Agronomy and Crop Science195(1), 11-18. ). Water stress at meiosis causes sterility of the pollen, pollination failure and abortion of the zygote, all contributing to a reduction in the number of grains per panicle.

According the observed data, the selection of genotypes for water stress conditions should consider the earliest flowering genotypes having panicles with fewer grains but with low sterility and higher 100-grain weight.

Conclusion

The genotypes AB062041, Douradão, Guarani, BRS Aimoré, and Tangará are the best suited for cultivation in areas with the possibility of periods of water stress. Under these same conditions, the least productive cluster, G6, comprised the genotypes AB062008, Maravilha, BRS Soberana, and Carreon.

In the selection for drought conditions the genotypes showing precocity and less dense panicles but with low sterility and greater 100-grain weight should be prioritized.

Acknowledgements

We thank Franciel Gonçalves dos Reis and Ramatis Justino da Silva for their assistance in conducting this research and the Experimental Station of Emater in Porangatu for the provision of infrastructure

References

  • Barnabás, B., Jäger, K., & Fehér, A. (2008). The effect of drought and heat stress on reproductive processes in cereals. Plant, Cell and Environment31(1), 11-38.
  • Bernier, J., Atlin, G. N., Serraj, R., Kumar, A., & Spaner, D. (2008). Breeding upland rice for drought resistance. Journal of the Science of Food and Agriculture88(6), 927-939.
  • Blum, A. (2005). Drought resistance, water-use efficiency, and yield potential-are they compatible, dissonant, or mutually exclusive? Australian Journal of Agricultural Research56(11), 1159-1168.
  • Blum, A. (2011). Drought resistance - is it really a complex trait? Functional Plant Biology38(10), 753-757.
  • Crusciol, C. A. C., Soratto, R. P., Arf, O., & Mateus, G. P. (2006). Yield of upland rice cultivars in rainfed and sprinkler-irrigated systems in the Cerrado region of Brazil. Australian Journal of Experimental Agriculture46(11), 1515-1520.
  • Fukai, S., Pantuwan, G., Jongdee, B., & Cooper, M. (1999). Screening for drought resistance in rainfed lowland rice. Field Crops Research64(1-2), 61-74.
  • Guimarães, C. M., Stone, L. F., Lorieux, M., Oliveira, J. P., Alencar, G. C. O., & Dias, R. A. A. (2010). Infrared thermometry for drought phenotyping of inter and intra specific upland rice lines. Revista Brasileira de Engenharia Agrícola e Ambiental4(2), 148-154.
  • Guimarães, C. M., Stone, L. F., Oliveira, J. P., Rangel, P. H., & Rodrigues, C. A. P. (2011). Sistema radicular do arroz de terras altas sob deficiência hídrica. Pesquisa Agropecuária Tropical41(1), 126-134.
  • Guimarães, C. M., Stone, L. F., Rangel, P. H. N., & Silva, A. C. L. (2013). Tolerance of upland rice genotypes to water deficit. Revista Brasileira de Engenharia Agrícola e Ambiental 17(8), 805-810.
  • Jongdee, B., Pantuwan, G., Fukai, S., & Fischer, K. (2006). Improving drought tolerance in rainfed lowland rice: an example from Thailand. Agricultural Water Management80(1-3), 225-240.
  • Kamoshita, A., Babu, R. C., Boopathi, N. M., & Fukai, S. (2008). Phenotypic and genotypic analysis of drought-resistance traits for development of rice cultivars adapted to rainfed environments. Field Crops Research 109(1-3), 1-23.
  • Lafitte, H. R., Li, Z. K., Vijayakumar, C. H. M., Gao, Y. M., Shi, Y., Xua, J. L., ...Mackill, D. (2006). Improvement of rice drought tolerance through backcross breeding: Evaluation of donors and selection in drought nurseries. Field Crops Research 97(1), 77-86.
  • Nguyen, G. N., & Sutton, B. G. (2009). Water deficit reduced fertility of young microspores resulting in a decline of viable mature pollen and grain set in rice. Journal of Agronomy and Crop Science195(1), 11-18.
  • Parent, B., Suard, B., Serraj, R., & Tardieu, F. (2010). Rice leaf growth and water potential are resilient to evaporative demand and soil water deficit once the effects of root system are neutralized. Plant, Cell and Environment 33(8), 1256-1267.
  • Pinheiro, B. S. (2003). Integrating selection for drought tolerance into a breeding program: the Brazilian experience. In K. S. Fisher, R. Lafitte, S. Fukai, G. Atlin, & B. Hardy (Eds.) Breeding rice for drought-prone environments (p. 75-83). Los Baños, PH: IRRI.
  • Pinheiro, B. S., Castro, E. M., & Guimarães, C. M. (2006). Sustainability and profitability of aerobic rice production in Brazil. Field Crops Research 97(1), 34-42.
  • Walter, M., Marchezan, E., & Avila, L. A. (2008). Arroz: composição e características nutricionais. Ciência Rural38(4), 1184-1192.
  • Ward Jr., J. H. (1963). Hierarchical clustering to optimize an objective function. Journal of the American Statistical Association58(301), 236-244.
  • Yang, J., Liu, K., Wang, Z., Du, Y., & Zhang, J. (2007). Water-saving and high-yielding irrigation for lowland rice by controlling limiting values of soil water potential. Journal of Integrative Plant Biology49(10), 1445-1454.
  • Yang, J., Zhang, J., Liu, K., Wang, Z., & Liu, L. (2007). Abscisic acid and ethylene interact in rice spikelets in response to water stress during meiosis. Journal of Plant Growth Regulation26(4), 318-328.
  • Yue, B., Xue, W., Xiong, L., Yu, X., Luo, L., ... Cui, K., Zhang, Q. (2006). Genetic basis of drought resistance at reproductive stage in rice: separation of drought tolerance from drought avoidance. Genetics172(2), 1213-1228.

Datas de Publicação

  • Publicação nesta coleção
    Jun 2016

Histórico

  • Recebido
    30 Mar 2015
  • Aceito
    13 Ago 2015
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