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Performance of grain sorghum hybrids in soils with low and high aluminum saturation1

Desempenho de híbridos de sorgo granífero em solos com baixa e alta saturação por alumínio

ABSTRACT

The presence of aluminum (Al3+) in acidic soils is one of the main causes of low crop yield, since it inhibits the root growth, thus affecting the nutrients and water uptake by plants. An approach to grow crops in areas with high Al3+ saturation is the use of tolerant cultivars. This study aimed to evaluate commercial sorghum hybrids in soils with low and high aluminum saturation, in order to select cultivars with high grain yield, even when exposed to abiotic stress. Twenty hybrids were evaluated for characteristics such as plant flowering, plant height and grain yield. All three traits were significantly affected by Al3+, being grain yield the most affected one. Despite the significant genotypes x environments interaction for grain yield, it was possible to select hybrids with yield above the national average in both environments. The hybrids BRS373, 50A50, AS4639, DKB540, AS4625, A9721R, 1167092, DKB550, 1G282 and AG1040 showed a high yield under low and high Al-saturation conditions.

KEYWORDS:
Sorghum bicolor; abiotic stress; aluminum tolerance; plant breeding

RESUMO

A presença de alumínio (Al3+) em solos ácidos é uma das principais causas da baixa produtividade das culturas, pois inibe o crescimento das raízes, afetando a absorção de nutrientes e água pela planta. Uma abordagem para o cultivo em áreas com alta saturação por Al3+ é a utilização de cultivares tolerantes. Objetivou-se avaliar híbridos comerciais de sorgo granífero em solos com baixa e alta saturação por Al3+, a fim de selecionar cultivares com alta produtividade de grãos, mesmo quando expostas a estresse abiótico. Avaliaram-se 20 híbridos, quanto às características de florescimento, altura de plantas e produtividade de grãos. As três características foram prejudicadas pelo Al3+, sendo a produtividade de grãos a mais afetada. Apesar de a interação genótipos x ambientes ser significativa para produtividade de grãos, foi possível selecionar híbridos com produtividade acima da média em ambos os ambientes. Os híbridos BRS373, 50A50, AS4639, DKB540, AS4625, A9721R, 1167092, DKB550, 1G282 e AG1040 apresentaram alta produtividade nas condições de baixa e alta saturação por Al3+.

PALAVRAS-CHAVE:
Sorghum bicolor; estresse abiótico; tolerância a alumínio; melhoramento de plantas

INTRODUCTION

Sorghum [Sorghum bicolor (L.) Moench] is the fifth most produced cereal in the world, after maize, wheat, rice and barley. In 2013, sorghum had an estimated world production of 61.4 million tons, in 42.1 million hectares (FAO 2015FOOD AND AGRICULTURE ORGANIZATION OF THE UNITED NATIONS(FAO). FAOSTAT production crops. 2015. Available at: <http://faostat.fao.org/site/567/DesktopDefault.aspx?PageID=567#ancor>. Access on: 28 Oct. 2015.
http://faostat.fao.org/site/567/DesktopD...
).

In Brazil, the acreage of grain sorghum is quite expressive, reaching a crop production of 2.1 million tons in an area of 722,000 hectares (Conab 2015COMPANHIA NACIONAL DE ABASTECIMENTO (Conab). Acompanhamento de safra brasileira: grãos, décimo segundo levantamento, Setembro. Brasília, DF: Conab, 2015.). The consolidation of the sorghum crop in the country is due basically to the increased per capita consumption of animal protein, especially from swine, poultry and cattle; seed companies investment in developing hybrids adapted to the off-season; expansion of the no-tillage planting system; and effective actions of sorghum management by research and production agencies.

Over 90 % of the national area of grain sorghum is located in the Brazilian Savannah region, as a succession crop after soybean, in the off-season. The remnants of the Brazilian Savannah vegetation developed on very old soils and are always associated with high acidity. Those soils are characterized by a high acidity, high Al3+ saturation and low availability of nitrogen (N), phosphorus (P), potassium (K+), calcium (Ca2+), magnesium (Mg2+), zinc (Zn), boron (B) and copper (Cu). Additionally, most Brazilian Savannah soils have reduced water-holding capacity (Silva & Malavolta 2000SILVA, A. R.; MALAVOLTA, E. A conquista do Cerrado. In: PATERNIANI, E. (Org.). Agricultura brasileira e pesquisa agropecuária. Brasília, DF: Embrapa, 2000. p. 31-44.).

Aluminum is one of the most abundant metals in the Earth's crust, being released into the soil solution under acidic conditions, taking over phytotoxic forms, like Al3+. The toxicity caused by Al3+ affects the development of plants and, in particular, inhibits the root growth, making the roots short and coarse. The root tip is the primary target of Al3+ (Kochian et al. 2004KOCHIAN, L. V.; HOEKENGA, O. A.; PINEROS, M. A. How do crop plants tolerate acid soils?: mechanisms of aluminum tolerance and phosphorous efficiency. Annual Review of Plant Biology, v. 55, n. 1, p. 459-493, 2004.).

Besides being harmful to the growth of the root system, Al3+ interferes with the uptake of P, Ca and Mg by plants, also contributing to the adsorption of P in the soil. High levels of Al3+ in soil with water deficiency reduce yield drastically, making cultivation impractical in areas of high acidity (Kochian et at. 2015KOCHIAN, L. V. et al. Plant adaptation to acid soils: the molecular basis for crop aluminum resistance. Annual Reviews of Plant Biology, v. 66, n. 1, p. 571-598, 2015.).

An approach to the cultivation in areas with high Al3+ saturation is the use of tolerant cultivars. Plant breeding enables the increase of yield without the expansion of the area, resulting in economic and environmental benefits. The selection of sorghum hybrids with this characteristic would be an efficient alternative to facilitate the exploitation of areas with high Al3+ saturation (Caniato et al. 2007CANIATO, F. F. et al. Genetic diversity for aluminum tolerance in sorghum. Theoretical and Applied Genetics, v. 114, n. 5, p. 863-876, 2007. and 2014CANIATO, F. F. et al. Association mapping provides insights into the origin and the fine structure of the sorghum aluminum tolerance locus, AltSB. PLoS One, v. 9, n. 1, p. 1-12, 2014.).

There are already Al3+ tolerant hybrids in the market, but further studies continue to be developed to search for new sources of tolerance and better understand the effect of these genes in grain yield under Al3+ stress. Thus, this study aimed to evaluate commercial hybrids of grain sorghum in soils with low and high Al3+ saturation, in order to identify those with high grain yield, even when exposed to Al3+ stress. The selected genotypes have no previous information about Al3+ tolerance.

MATERIAL AND METHODS

The trials were carried out at the aluminum-phenotyping site of the Embrapa Milho e Sorgo, in Sete Lagoas, Minas Gerais state, Brazil, being sown on 23 March 2015 and harvested on 15 August 2015. The site is located at 767 m above the sea level and has an average annual rainfall of 1,400 mm, as well as temperatures ranging from 17 ºC to 25 ºC.

Nineteen commercial hybrids of grain sorghum (BRS 373, BRS 330, BRS 332, 1G 100, 1G 282, 50A50, 50A70, AG 1040, AG 1060, AS 4625, AS 4639, DKB 540, DKB 550, Jade, 80G80, BM 737, Buster, FOX and A 9721R) and one experimental hybrid (1167092) were grown under two aluminum (Al3+) saturation conditions (0 % and 40 %). BRS 330 was used as the control.

The experimental design was a randomized complete block, in a 2 x 20 factorial scheme (Al+3 saturation x hybrids), with three replications. Plots consisted of 4 rows of 5 m, with 0.5 m between rows. Plots were thinned to 12 cm between plants (180,000 plants ha-1).

The experimental area, with different levels of Al3+ saturation, was set according to Menezes et al. (2014)MENEZES, C. B. et al. Combining ability of grain sorghum lines selected for aluminum tolerance. Crop Breeding and Applied Biotechnology, v. 14, n. 1, p. 42-48, 2014.. Dolomite limestone with 33 % of CaO and 14 % of MgO was broadcasted over the entire area and disked to a depth of 20 cm, in order to achieve an exchangeable Al3+ saturation of 0 %. No limestone was needed in the area with 40 % of Al3+ saturation. Two months after liming, the area was divided into rectangular 10 m x 10 m and 5 m x 5 m grids, for the control and Al3+ toxicity site, respectively. A total of 51 and 169 points were sampled in the control and Al3+ toxicity site, respectively. Three subsamples located in a maximum radius of 1.0 m from each sampling grid point were collected and the compound samples were used for the soil analysis. The measurements of soil exchangeable aluminum (Al3+) and exchangeable cations (Ca+2, Mg+2) were performed with KCl 1 mol L-1 as extractor (Donagema et al. 2011DONAGEMA, G. K. et al. Manual de métodos de análise de solo. Rio de Janeiro: Embrapa Solos, 2011.), using inductively-coupled argon plasma (ICP) emission spectrometry. Percent values of Al3+ saturation were calculated as the ratio of exchangeable Al3+ divided by the sum of basic cations plus Al3+. The two areas presented means of Al3+ saturation of 0 % and 40 %. In the area with 0 % of Al3+ saturation, the soil analysis presented pH of 5.7, 23 mg dm-3 of P (Mehlich-1) and 223 mg dm-3 of K (Mehlich-1), while a pH of 4.8, 15 mg dm-3 of P (Mehlich-1) and 51 mg dm-3 of K (Mehlich-1) were observed in the area with 40 % of Al3+ saturation. Starter fertilizers were applied using 400 kg ha-1 of 08-28-16 (N-P2O5-K2O) + Zn. At the sixth-leaf stage, 250 kg ha-1 of urea (44 % of N) were side dressed in all the area.

Weeds were managed with atrazine (2-chloro-4-ethylamine-6-isopropylamine-s-triazine) at 3.0 kg ha-1, and hand hoeing was used as needed, in order to control additional weeds during the study.

The other crop managements were carried out according to recommendations for sorghum crop (Menezes et al. 2015bMENEZES, C. B.; SILVA, A. F.; TARDIN, F. D. Sorgo safrinha. In: PEREIRA FILHO, I. A.; RODRIGUES, J. A. S. (Eds.). Sorgo: o produtor pergunta, a Embrapa responde. Brasília, DF: Embrapa, 2015b. p. 293-308. (Coleção 500 perguntas, 500 respostas).). After the grain filling stage, panicles were protected with polyethylene bags, to prevent bird damage. Harvest was carried out mechanically, after the grains reached physiological maturity.

The following traits were measured: days to flowering (estimated by counting the number of days between sowing and the moment when more than 50 % of the plants achieved anthesis), plant height (obtained by measuring the distance between the ground and the apex of the panicle after the physiological maturity) and grain yield (estimated by weighing the grain mass, corrected to 13 % of moisture, transforming the results to t ha-1).

Data were submitted to the individual variance analysis, considering the effect of the hybrids and Al3+ saturation as fixed. As the ratio between the greatest and the smallest mean square of the individual variance analysis did not exceed the 7:1 ratio, the joint analysis of the trials was performed (Banzatto & Kronka 2006BANZATTO, D. A.; KRONKA, S. N. Experimentação agrícola. 4. ed. Jaboticabal: Funep, 2013.). Statistical analyses were performed using the Genes software (Cruz 2006CRUZ, C. D. Programa Genes: estatística experimental e matrizes. Viçosa: Ed. UFV, 2006.), and the Scott-Knott test (p > 0.05) was used to group the hybrids.

RESULTS AND DISCUSSION

The effects of hybrids and environments were significant for all three traits evaluated, indicating a differential performance of the hybrids in both conditions of low and high Al3+ saturation (Table 1). The effect of Al3+ (environments) is expected, since the Al3+ saturation changes the plant physiology, affecting the root development (Kochian et al. 2004KOCHIAN, L. V.; HOEKENGA, O. A.; PINEROS, M. A. How do crop plants tolerate acid soils?: mechanisms of aluminum tolerance and phosphorous efficiency. Annual Review of Plant Biology, v. 55, n. 1, p. 459-493, 2004.) and, consequently, grain yield. The hybrids x environments interaction was non-significant, what implies that the relative performance of the genotypes is not affected by Al+3. Therefore, genotypes selected under low Al3+ saturation also have a superior performance under high Al3+.

Table 1
Summary of the joint variance analysis (Anova) for days to flowering, plant height and grain yield of twenty sorghum hybrids evaluated under low and high aluminum saturation.

The coefficients of variation were low for days to flowering (3.7 %) and plant height (5.4 %), and intermediate for grain yield (19.3 %). This last trait, due to its polygenic control, is more influenced by environment and usually presents higher coefficients of variation. Despite this, the value is within the range recommended for plant breeding trials.

The average of days to flowering were 67 and 69, respectively under 0 % and 40 % of Al3+ saturation. Even though this difference was low, it was significant. The flowering of the hybrids ranged from 60 to 72 days after sowing under low Al3+ saturation, and from 61 to 78 under high saturation (Table 2). Most of the hybrids reached flowering earlier than 70 days, which is an intermediate cycle. The characteristic days to flowering neither drops nor selects the hybrid, because it is important that the grower has cultivars with different cycles, in order to allow the scheduling of sowing and harvesting, thus optimizing his machinery and labor. However, hybrids with flowering later than 75 days must be avoided. In general, it is recommended that the grower starts sowing late maturity hybrids in the beginning of the season and finalize planting those earlier ones. The former have a higher yield potential and the latter, even yielding less, are indicated to finish the season, once they will spend less time in the field and suffer less risk of water stress, a recurrent fact at the end of the off-season (Menezes et al. 2015aMENEZES, C. B. et al. Evaluation of grain yield in sorghum hybrids under water stress. Genetics and Molecular Research, v. 14, n. 4, p. 12675-12683, 2015a.).

Table 2
Averages of days to flowering of twenty hybrids of grain sorghum evaluated under low and high Al3+ saturation.

Despite the significant hybrids x environments interaction for days to flowering, the earliest hybrids were common in both environments (Table 2). The average grouping test ranked the hybrids in three and four flowering groups, respectively under low and high Al3+ saturation. The hybrids FOX, Buster and 1G100 were the earliest ones, with flowering up to 62 days, in both conditions. BRS373 was also among the earliest in high Al3+ saturation. Only three hybrids showed differences for flowering between the two Al3+ saturations: the hybrid 1G282 was earlier under low Al3+ saturation, while DKB550 and 80G80 were earlier under high Al3+ saturation.

Plants under low Al3+ saturation were taller than under high Al3+ saturation. The mean grouping test divided the hybrids into three and four groups, with plants varying 99.2-142.5 cm and 87.5-130 cm tall, respectively under low and high Al3+ saturation (Table 3). All the hybrids presented plant height within the limits recommended for grain sorghum. Plant height is positively correlated with grain yield in sorghum. Nevertheless, the seed market demands a plant between 100 cm and 150 cm tall, because harvest is done using the same machine for soybean, which performs between these ranges. In addition, plants taller than 150 cm are more susceptible to lodging, causing losses in grain quality, besides increasing labor to harvest and time waste (Santos et al. 2005SANTOS, F. G.; CASELA, C. R.; WAQUIL, J. M. Melhoramento do sorgo. In: BORÉM, A. Melhoramento das espécies cultivadas. 2. ed. Viçosa: Ed. UFV, 2005. p. 605-812.). Some hybrids presented shorter plants under the stress condition, but, in general, almost all stayed within the standard accepted by the national market.

Table 3
Average plant height of twenty hybrids of grain sorghum evaluated under low and high Al3+ saturation.

The trait most affected by high Al3+ saturation was grain yield, with a reduction of 26 %, when comparing the environment of high and low Al3+ saturation (Figure 1). The grain yield averages were 3.9 t ha-1 and 2.9 t ha-1, respectively in the environments with low and high Al3+ saturation (Figure 1 and Table 4). That reduction corroborates previous studies carried out under field conditions. Menezes et al. (2014)MENEZES, C. B. et al. Combining ability of grain sorghum lines selected for aluminum tolerance. Crop Breeding and Applied Biotechnology, v. 14, n. 1, p. 42-48, 2014. observed a reduction of 29.5 % in grain yield, in an environment with 40 % of Al3+ saturation, in relation to another with 0 % of Al3+. Baligar et al. (1989)BALIGAR, V. C. et al. Aluminum effects on growth, grain yield and nutrient use efficiency ratios in sorghum genotypes. Plant and Soil, v. 116, n. 2, p. 257-264, 1989. found a reduction of 24 %, in comparison to environments with low (2 %) and high (41 %) Al3+ saturation.

Figure 1
Box plot of grain yield for twenty sorghum hybrids evaluated under low and high Al3+ saturation. * Minimum outlier.

Table 4
Average grain yield of twenty hybrids of grain sorghum evaluated under low and high Al3+ saturation.

The mean grouping test divided the hybrids into three and two groups, with yield ranging 2.1-5.1 t ha-1 and 1.2-4.0 t ha-1, respectively in the environments with low and high Al3+ saturation (Table 4). Considering the national sorghum yield average of 2.8 t ha-1 (Conab 2015COMPANHIA NACIONAL DE ABASTECIMENTO (Conab). Acompanhamento de safra brasileira: grãos, décimo segundo levantamento, Setembro. Brasília, DF: Conab, 2015.), 94 % of the hybrids under low Al3+ saturation and 64 % of the hybrids under high Al3+ saturation presented yield above the average.

Despite the significant hybrids x environments interaction for grain yield, it was possible to find hybrids with yield above the average in both environments. Grain yield is graphically depicted in Figure 2, in which the x axis shows the yield under low Al3+ saturation and the y axis the yield under high Al3+ saturation. The graphic is divided into four quadrants, according to the methodology proposed by Fageria & Baligar (1993)FAGERIA, N. K.; BALIGAR, V. C. Screening crop genotypes for mineral stresses. In: WORKSHOP ON ADAPTION OF PLANTS TO SOIL STRESSES, 1993, Lincoln. Proceedings.... Lincoln: University of Nebraska, 1993. p. 142-162.. In the upper left quadrant (A) are the tolerant hybrids that are non-responsive to environment improvement; in the upper right quadrant (B) the most promising hybrids, i.e., those that are tolerant and responsive to environment improvement; in the lower left quadrant (C) the susceptible and non-responsive hybrids; and in the lower right quadrant (D) the hybrids susceptible and responsive to the environment.

Figure 2
Dispersion diagram for grain yield of twenty sorghum hybrids evaluated under 0 % (x axis) and 40 % (y axis) of Al3+ saturation. Quadrant A: identifies hybrids that had low yield at 0 % and high yield at 40 % of Al3+ saturation; B: hybrids with high yield at both 0 % and 40 % of Al3+ saturation; C: hybrids with low yield at both 0 % and 40 % of Al3+ saturation; D: hybrids with high yield at 0 % and low yield at 40 % of Al3+ saturation. See number legends in Table 2.

In the quadrant A, two tolerant hybrids non-responsive to the improvement of the environment were found. Six hybrids were classified in the quadrant C as susceptible and non-responsive. In the quadrant D, two hybrids proved to be susceptible and responsive to the environment improvement.

The hybrids of the quadrant B (BRS373, 50A50, AS4639, DKB540, AS4625, A9721R, 1167092, DKB550, 1G282 and AG1040) are the most important ones, due to the fact that they showed yield above the average in both environments, and can be considered as tolerant and responsive to the environment improvement. No hybrid of the quadrant B is among the earliest flowering ones. Only BRS 373 presented flowering earlier than the general average in both Al3+ conditions

Comparing the two Al3+ saturation environments, BRS330 and AS4625 presented a reduction lesser than 10 % (Table 4). On the other hand, Buster and 1G100 presented a reduction above 40 %. The hybrids in quadrant B had less than 25 % of yield reduction, except for AG1040 (32 %). The hybrids BRS330, DKB550 and AG1040 were classified as Al3+ tolerant in a previous study (Menezes et al. 2014MENEZES, C. B. et al. Combining ability of grain sorghum lines selected for aluminum tolerance. Crop Breeding and Applied Biotechnology, v. 14, n. 1, p. 42-48, 2014.), and all hybrids from the quadrant B have a yield statistically similar to it.

In sorghum, the major Al3+ tolerance locus (AltSB) was mapped to the end of sorghum chromosome 3, what explains a large proportion of the phenotypic variation for the Al3+ tolerance assessed in hydroponics (Magalhães et al. 2004MAGALHÃES, J. V. et al. Comparative mapping of a major aluminum tolerance gene in sorghum and other species in the Poaceae. Genetics, v. 167, n. 4, p. 1905-1914, 2004.). AltSB is a major gene of the Multidrug and Toxic Compound Extrusion (MATE) family that confers tolerance to aluminum in sorghum (Magalhães et al. 2007MAGALHÃES, J. V. et al. A gene in the multidrug and toxic compound extrusion (MATE) family confers aluminum tolerance in sorghum. Nature Genetics, v. 39, n. 9, p. 1156-1161, 2007.). Al3+ tolerance involves the release of organic acids as malate and citrate, which form stable and non-toxic complexes with Al3+, thereby providing a means for plants to withstand Al3+ toxicity (Kochian et al. 2004KOCHIAN, L. V.; HOEKENGA, O. A.; PINEROS, M. A. How do crop plants tolerate acid soils?: mechanisms of aluminum tolerance and phosphorous efficiency. Annual Review of Plant Biology, v. 55, n. 1, p. 459-493, 2004.). Studies have confirmed that the AltSB gene in sorghum cultivars used in regions with acid soils or subsoils contributes to the development of better and deeper root systems and promotes a greater and sustainable yield. Carvalho Júnior et al. (2015)CARVALHO JÚNIOR, G. et al. Back to acid soil fields: the citrate transporter SbMATE is a major asset for sustainable grain yield for sorghum cultivated on acid soils. G3 Genes, Genomes, Genetics, v. 6, n. 2, p. 475-484, 2015., evaluating isogenic hybrids, found a stronger effect of AltSB with a yield advantage of 0.5 t ha-1 in hybrids arising from one Al3+ tolerance AltSB allele.

In the present study, comparing the two environments (low and high Al3+ saturation), the reduction in the yield average, considering the hybrids from quadrants A and B, was of 0.72 t ha-1, while, for the hybrids from quadrants C and D, it was of 1.51 t h-1. Therefore, high Al3+ saturation reduces the grain yield in sorghum, but tolerant hybrids have lower losses, when compared to susceptible ones.

CONCLUSION

Ten hybrids (BRS373, 50A50, AS4639, DKB540, AS4625, A9721R, 1167092, DKB550, 1G282 and AG1040) outperformed the check cultivar under low and high aluminum conditions.

REFERENCES

  • BALIGAR, V. C. et al. Aluminum effects on growth, grain yield and nutrient use efficiency ratios in sorghum genotypes. Plant and Soil, v. 116, n. 2, p. 257-264, 1989.
  • BANZATTO, D. A.; KRONKA, S. N. Experimentação agrícola 4. ed. Jaboticabal: Funep, 2013.
  • CANIATO, F. F. et al. Association mapping provides insights into the origin and the fine structure of the sorghum aluminum tolerance locus, AltSB. PLoS One, v. 9, n. 1, p. 1-12, 2014.
  • CANIATO, F. F. et al. Genetic diversity for aluminum tolerance in sorghum. Theoretical and Applied Genetics, v. 114, n. 5, p. 863-876, 2007.
  • CARVALHO JÚNIOR, G. et al. Back to acid soil fields: the citrate transporter SbMATE is a major asset for sustainable grain yield for sorghum cultivated on acid soils. G3 Genes, Genomes, Genetics, v. 6, n. 2, p. 475-484, 2015.
  • COMPANHIA NACIONAL DE ABASTECIMENTO (Conab). Acompanhamento de safra brasileira: grãos, décimo segundo levantamento, Setembro. Brasília, DF: Conab, 2015.
  • CRUZ, C. D. Programa Genes: estatística experimental e matrizes. Viçosa: Ed. UFV, 2006.
  • DONAGEMA, G. K. et al. Manual de métodos de análise de solo Rio de Janeiro: Embrapa Solos, 2011.
  • FAGERIA, N. K.; BALIGAR, V. C. Screening crop genotypes for mineral stresses. In: WORKSHOP ON ADAPTION OF PLANTS TO SOIL STRESSES, 1993, Lincoln. Proceedings... Lincoln: University of Nebraska, 1993. p. 142-162.
  • FOOD AND AGRICULTURE ORGANIZATION OF THE UNITED NATIONS(FAO). FAOSTAT production crops 2015. Available at: <http://faostat.fao.org/site/567/DesktopDefault.aspx?PageID=567#ancor>. Access on: 28 Oct. 2015.
    » http://faostat.fao.org/site/567/DesktopDefault.aspx?PageID=567#ancor
  • KOCHIAN, L. V. et al. Plant adaptation to acid soils: the molecular basis for crop aluminum resistance. Annual Reviews of Plant Biology, v. 66, n. 1, p. 571-598, 2015.
  • KOCHIAN, L. V.; HOEKENGA, O. A.; PINEROS, M. A. How do crop plants tolerate acid soils?: mechanisms of aluminum tolerance and phosphorous efficiency. Annual Review of Plant Biology, v. 55, n. 1, p. 459-493, 2004.
  • MAGALHÃES, J. V. et al. A gene in the multidrug and toxic compound extrusion (MATE) family confers aluminum tolerance in sorghum. Nature Genetics, v. 39, n. 9, p. 1156-1161, 2007.
  • MAGALHÃES, J. V. et al. Comparative mapping of a major aluminum tolerance gene in sorghum and other species in the Poaceae. Genetics, v. 167, n. 4, p. 1905-1914, 2004.
  • MENEZES, C. B. et al. Combining ability of grain sorghum lines selected for aluminum tolerance. Crop Breeding and Applied Biotechnology, v. 14, n. 1, p. 42-48, 2014.
  • MENEZES, C. B. et al. Evaluation of grain yield in sorghum hybrids under water stress. Genetics and Molecular Research, v. 14, n. 4, p. 12675-12683, 2015a.
  • MENEZES, C. B.; SILVA, A. F.; TARDIN, F. D. Sorgo safrinha. In: PEREIRA FILHO, I. A.; RODRIGUES, J. A. S. (Eds.). Sorgo: o produtor pergunta, a Embrapa responde. Brasília, DF: Embrapa, 2015b. p. 293-308. (Coleção 500 perguntas, 500 respostas).
  • SANTOS, F. G.; CASELA, C. R.; WAQUIL, J. M. Melhoramento do sorgo. In: BORÉM, A. Melhoramento das espécies cultivadas 2. ed. Viçosa: Ed. UFV, 2005. p. 605-812.
  • SILVA, A. R.; MALAVOLTA, E. A conquista do Cerrado. In: PATERNIANI, E. (Org.). Agricultura brasileira e pesquisa agropecuária Brasília, DF: Embrapa, 2000. p. 31-44.

Publication Dates

  • Publication in this collection
    Jan-Mar 2018

History

  • Received
    Aug 2017
  • Accepted
    Jan 2018
Escola de Agronomia/UFG Caixa Postal 131 - Campus II, 74001-970 Goiânia-GO / Brasil, 55 62 3521-1552 - Goiânia - GO - Brazil
E-mail: revistapat.agro@ufg.br