Acessibilidade / Reportar erro

Is a non-synonymous SNP in the HvAACT1 coding region associated with acidic soil tolerance in barley?

Abstract

The barley HvAACT1 gene codes for a citrate transporter associated with tolerance to acidic soil. In this report, we describe a single nucleotide polymorphism (SNP) in the HvAACT1 coding region that was detected as T-1,198 (in genotypes with lower root growth on acidic soil) or G-1,198 (greater root growth) and resulted in a single amino acid change (L/V-172). Molecular dynamic analysis predicted that HvAACT1 proteins with L or V-172 were stable, although the substitution led to structural changes within the protein. To evaluate the effect of the SNP on tolerance to acidic soil, barley accessions were separated into haplotypes based on the presence of a 1 kb insertion in the HvAACT1 promoter and a 21 bp insertion/deletion. These markers and the SNP-1,198 allowed the identification of five haplotypes. Short-term soil experiments showed no difference in root growth for most of the accessions containing the 21 bp insertion and T or G-1,198. In contrast, genotypes showing both the 21 bp deletion and G-1,198, with one of them having the 1 kb insertion, showed greater root growth. These results indicate that the SNP was not advantageous or deleterious when genotypes from the same haplotype were compared. The occurrence of the SNP was highly correlated with the 21 bp insertion/deletion that, together with the 1 kb insertion, explained most of the barley tolerance to acidic soil.

Keywords:
Aluminium tolerance; citrate transporter; haplotype; Hordeum vulgare; single nucleotide polymorphism

Introduction

The toxic trivalent aluminium cation (Al3+) occurs at higher concentration in acidic soils (pH < 5.0) (Kinraide, 1991Kinraide TB (1991) Identity of the rhizotoxic aluminium species. Plant Soil 134:167-178.). When present in soil, Al3+ affects a number of plant cellular functions through various intra- and extracellular interactions that result in lower root growth (Ryan and Delhaize, 2010Ryan PR and Delhaize E (2010) The convergent evolution of aluminium resistance in plants exploits a convenient currency. Funct Plant Biol 37:275-284.). Plants with shorter roots have a lower uptake of water and nutrients and are more easily affected by stressful conditions such as diseases, drought and heat, all of which can potentially reduce plant development and yield. Different mechanisms have evolved to allow plants to deal with harmful Al3+ concentrations, the most studied of these being the release of organic anions by the root apex. Various plant genes related to organic acid transporters have been isolated (Ryan et al., 2011Ryan PR, Tyerman SD, Sasaki T, Furuichi T, Yamamoto Y, Zhang WH and Delhaize E (2011) The identification of aluminium-resistance genes provides opportunities for enhancing crop production on acid soils. J Exp Bot 62:9-20.), thereby allowing a more detailed study of their function.

The HvAACT1 gene (Furukawa et al., 2007Furukawa J, Yamaji N, Wang H, Mitani N, Murata Y, Sato K, Katsuhara M, Takeda K and Ma JF (2007) An aluminum-activated citrate transporter in barley. Plant Cell Physiol 48:1081-1091.), also known as HvMATE (Wang et al., 2007Wang J, Raman H, Zhou M, Ryan PR, Delhaize E, Hebb DM, Coombes N and Mendham N (2007) High-resolution mapping of the Alp locus and identification of a candidate gene HvMATE controlling aluminium tolerance in barley (Hordeum vulgare L.). Theor Appl Genet 115:265-276.), codes for a membrane transporter that is a member of the multidrug and toxic compound family responsible for citrate efflux in barley. When released by the root apex into soil, citrate forms a complex with Al3+, thereby reducing the toxicity of this metal and allowing greater root growth (Ryan and Delhaize, 2010Ryan PR and Delhaize E (2010) The convergent evolution of aluminium resistance in plants exploits a convenient currency. Funct Plant Biol 37:275-284.). The release of citrate by root apices is therefore one mechanism of Al3+ tolerance in barley. The level and location of HvAACT1 expression is highly correlated with Al3+ tolerance. For instance, the transgenic expression of HvAACT1 using a strong and constitutive promoter increases barley Al3+ tolerance (Zhou et al., 2013Zhou G, Delhaize E, Zhou M and Ryan PR (2013) The barley MATE gene, HvAACT1, increases citrate efflux and Al3+ tolerance when expressed in wheat and barley. Ann Bot 112:603-612.). In addition, when a 1 kb insertion is detected upstream of the HvAACT1 coding region, not only is the expression enhanced but it also switches to the root apex, thereby altering the primary function of this gene, which is the release of citrate to the xylem to facilitate iron translocation (Fujii et al., 2012Fujii M, Yokosho K, Yamaji N, Saisho D, Yamane M, Takahashi H, Sato K, Nakazono M and Ma JF (2012) Acquisition of aluminium tolerance by modification of a single gene in barley. Nat Commun 3:1-9.). This 1 kb insertion occurs only in Al3+-tolerant genotypes of cultivated barley (Hordeum vulgare spp. vulgare) from East Asia where acidic soils are prevalent (Fujii et al., 2012Fujii M, Yokosho K, Yamaji N, Saisho D, Yamane M, Takahashi H, Sato K, Nakazono M and Ma JF (2012) Acquisition of aluminium tolerance by modification of a single gene in barley. Nat Commun 3:1-9.). The higher expression of the HvAACT1 gene in the root apex is correlated with the amount of citrate released by the barley root tip which is, ultimately, correlated with the Al3+ tolerance (Zhao et al., 2003Zhao Z, Ma JF, Sato K and Takeda K (2003) Differential Al resistance and citrate secretion in barley (Hordeum vulgare L.). Planta 217:794-800.; Wang et al., 2007Wang J, Raman H, Zhou M, Ryan PR, Delhaize E, Hebb DM, Coombes N and Mendham N (2007) High-resolution mapping of the Alp locus and identification of a candidate gene HvMATE controlling aluminium tolerance in barley (Hordeum vulgare L.). Theor Appl Genet 115:265-276.; Fujii et al., 2012Fujii M, Yokosho K, Yamaji N, Saisho D, Yamane M, Takahashi H, Sato K, Nakazono M and Ma JF (2012) Acquisition of aluminium tolerance by modification of a single gene in barley. Nat Commun 3:1-9.). Another important variation, not found in the HvAACT1 coding region, is a 21 bp insertion/deletion detected by the marker HvMATE-21indel (Bian et al., 2013Bian M, Waters I, Broughton S, Zhang XQ, Zhou M, Lance R, Sun D and Li C (2013) Development of gene-specific markers for acid soil/aluminium tolerance in barley (Hordeum vulgare L.). Mol Breeding 32:155-164.). This marker is located in the 3’ non-translated region of the HvAACT1 gene and the 21 bp deletion is associated with Al3+ tolerance. The HvMATE-21indel marker reportedly explains from 66.9% to 71% of the variation for the acidic soil tolerance in barley (Bian et al., 2013Bian M, Waters I, Broughton S, Zhang XQ, Zhou M, Lance R, Sun D and Li C (2013) Development of gene-specific markers for acid soil/aluminium tolerance in barley (Hordeum vulgare L.). Mol Breeding 32:155-164.; Ma et al., 2016Ma Y, Li C, Ryan PR, Shabala S, You J, Liu J, Liu C and Zhou M (2016) A new allele for aluminium tolerance gene in barley (Hordeum vulgare L.). BMC Genomics 17:186.). Both the 1 kb insertion at the HvAACT1 promoter and the HvMATE-21indel marker can be easily detected by PCR, thus allowing the characterization of barley accessions.

There is variation in the HvAACT1 gene sequence among barley genotypes (Furukawa et al., 2007Furukawa J, Yamaji N, Wang H, Mitani N, Murata Y, Sato K, Katsuhara M, Takeda K and Ma JF (2007) An aluminum-activated citrate transporter in barley. Plant Cell Physiol 48:1081-1091.; Bian et al., 2015Bian M, Jin X, Broughton S, Zhang XQ, Zhou G, Zhou M, Zhang G, Sun D and Li C (2015) A new allele of acid soil tolerance gene from a malting barley variety. BMC Genet 16:92.), with one single nucleotide polymorphism (SNP) occurring per 29 bp of this gene (Bian et al., 2015Bian M, Jin X, Broughton S, Zhang XQ, Zhou G, Zhou M, Zhang G, Sun D and Li C (2015) A new allele of acid soil tolerance gene from a malting barley variety. BMC Genet 16:92.). This frequency is higher than that of one SNP per 240 bp reported for barley in general (Duran et al., 2009Duran C, Appleby N, Vardy M, Imelfort M, Edwards D and Batley J (2009) Single nucleotide polymorphism discovery in barley using autoSNPdb. Plant Biotechnol J 7:326-333.). SNPs also occur in organic acid transporter genes from wheat (Sasaki et al., 2004Sasaki T, Yamamoto Y, Ezaki B, Katsuhara M, Ahn SJ, Ryan PR, Delhaize E and Matsumoto H (2004) A wheat gene encoding an aluminum-activated malate transporter. Plant J 37:645-653.; Tovkach et al., 2013Tovkach A, Ryan PR, Richardson AE, Lewis DC, Rathjen TM, Ramesh S, Tyerman SD and Delhaize E (2013) Transposon-mediated alteration of TaMATE1B expression in wheat confers constitutive citrate efflux from root apices. Plant Physiol 161:880-892.), with one of them that is present in the TaMATE1B promoter being responsible for a two-fold increase in gene expression (Tovkach et al., 2013Tovkach A, Ryan PR, Richardson AE, Lewis DC, Rathjen TM, Ramesh S, Tyerman SD and Delhaize E (2013) Transposon-mediated alteration of TaMATE1B expression in wheat confers constitutive citrate efflux from root apices. Plant Physiol 161:880-892.). SNPs can result in important phenotypic alterations, especially when they occur in regulatory and coding regions, where the SNP can lead to an amino acid change (non-synonymous SNP). In barley, non-synonymous SNPs have been correlated with the uzu phenotype (Chono et al., 2003Chono M, Honda I, Zeniya H, Yoneyama K, Saisho D, Takeda K, Takatsuto S, Hoshino T and Watanabe Y (2003) A semidwarf phenotype of barley uzu results from a nucleotide substitution in the gene encoding a putative brassinosteroid receptor. Plant Physiol 133:1209-1219.) and have also been identified in the Isa gene (Bundock and Henry, 2004Bundock PC and Henry RJ (2004) Single nucleotide polymorphism, haplotype diversity and recombination in the Isa gene of barley. Theor Appl Genet 109:543-551.). In addition, SNPs have been detected in the Bmy1 gene coding for β-amylase (Zhang et al., 2007Zhang WS, Li X and Liu JB (2007) Genetic variation of Bmy1 alleles in barley (Hordeum vulgare L.) investigated by CAPS analysis. Theor Appl Genet 114:1039-1050.), in the Rrs2 gene that confers resistance to leaf scald (Hanemann et al., 2009Hanemann A, Schweizer GF, Cossu R, Wicker T and Röder MS (2009) Fine mapping, physical mapping and development of diagnostic markers for the Rrs2 scald resistance gene in barley. Theor Appl Genet 119:1507-1522.) and in the sdw1/denso gene that controls plant height, yield and quality (Jia et al., 2009Jia Q, Zhang J, Westcott S, Zhang XQ, Bellgard M and Lance R, Li C (2009) GA-20 oxidase as a candidate for the semidwarf gene sdw1/denso in barley. Funct Integr Genomics 9:255-262.). Indeed, SNPs within individual barley genes appear to be more frequent than previously reported and the level of useful SNP-derived markers in barley is estimated to be greater than in wheat (Shavrukov, 2016Shavrukov Y (2016) Comparison of SNP and CAPS markers application in genetic research in wheat and barley. BMC Plant Biol 16:11.).

The search for variations of the HvAACT1 gene is particularly important because potentially new markers, mechanisms and/or ways of regulation can be found. For instance, two new HvAACT1 alleles were recently reported, although the mechanism of Al3+ tolerance was similar to that previously described (Bian et al., 2015Bian M, Jin X, Broughton S, Zhang XQ, Zhou G, Zhou M, Zhang G, Sun D and Li C (2015) A new allele of acid soil tolerance gene from a malting barley variety. BMC Genet 16:92.; Ma et al., 2016Ma Y, Li C, Ryan PR, Shabala S, You J, Liu J, Liu C and Zhou M (2016) A new allele for aluminium tolerance gene in barley (Hordeum vulgare L.). BMC Genomics 17:186.). The importance of analyzing this gene is related to the fact that barley is one of the most Al3+-sensitive plant species among the common cereals. In addition, the domestication of cultivated barley led to a genetic bottleneck with a less polymorphic genetic pool when compared to wild barley (Hordeum vulgare ssp. spontaneum) (Kilian et al., 2006Kilian B, Özkan H, Kohl J, von Haeseler A, Barale F, Deusch O, Brandolini A, Yucel C, Martin W and Salamini F (2006) Haplotype structure at seven barley genes: Relevance to gene pool bottlenecks, phylogeny of ear type and site of barley domestication. Mol Genet Genomics 276:230-241.) and barley breeding programs have experienced loss of genetic diversity in modern cultivars (Ferreira et al., 2016Ferreira JR, Pereira JF, Turchetto C, Minella E, Consoli L and Delatorre CA (2016) Assessment of genetic diversity in Brazilian barley using SSR markers. Genet Mol Biol 39:86-96.). This can contribute to lower polymorphism for an important trait such as Al3+ tolerance. The potential for improving barley Al3+ tolerance through recombination of genotypes, the tolerance of which is controlled by the same gene, is very low and different gene sources should be evaluated (Minella and Sorrells, 2002Minella E and Sorrells ME (2002) Genetic analysis of aluminum tolerance in Brazilian barleys. Pesq Agropec Bras 37:1099-1103.). These limitations mean that there is a need to search for new gene variations to overcome the low variability for some traits in barley and enhance the tolerance to stress.

In this context, the aim of this study was to examine the relationship between genetic variation in the HvAACT1 gene and barley root growth on acidic soil. Initially, we identified a non-synonymous SNP that resulted in one amino acid change and was correlated with larger root growth on acidic soil. We then used molecular dynamics to investigate the effect of this change on the HvAACT1 protein. Based on two markers linked to the HvAACT1 gene, we separated different genotypes into haplotypes and representatives of the haplotypes were investigated in a short-term soil experiment. This haplotype-based phenotyping excluded the influence of other regions, thereby allowing us to evaluate only the impact of the SNP on barley root growth on acidic soil.

Material and Methods

Genotypes

In this study, we evaluated the 76 barley (Hordeum vulgare ssp. vulgare) genotypes listed in Table 1. All seeds were provided by the Embrapa Trigo active germplasm bank.

Table 1
HvAACT1 haplotypes identified in 76 cultivated barley genotypes based on two markers linked in the HvAACT1 gene and SNP-1,198.

Evaluation of root growth in a short-term soil experiment

The root length after seven days of growth on acidic and limed soil was used to evaluate the Al3+ tolerance of barley. Acidic soil (pH 4.2 measured in water) in which the exchangeable aluminium represented 78.9% of the effective cation exchange capacity, was collected at a depth of 0-20 cm from the Embrapa Trigo experimental area (28,216979S, 52,408428W). Preliminary tests showed that barley genotypes known to differ in Al3+ tolerance could not be clearly discriminated after growing in that soil. In this way, two concentrations of CaCO3 were used to lime the soil increasing the pH to 4.7 and 5.9; this in turn reduced the soluble Al3+ to 48.3% and 1.5%, respectively. These two soils were used as acidic (pH 4.7) and limed (pH 5.9) soil in the short-term experiments. The acidic and limed soil (450 g each) were distributed in pots (5 cm in diameter and 25 cm height) and irrigated to achieve 90% of the field capacity. The experiment was done in duplicate biological samples, each of which consisted of 4-5 germinated seeds with a root length between 0.5 and 1.0 cm for each genotype. The germinated seeds were transferred to pots containing limed soil (control plants) or acidic soil (treated plants) and incubated in a glasshouse at 16°C/22°C (night-day) with natural light. The pots were watered every two days to maintain the same level of field capacity. After seven days, the roots were carefully removed from the soil and the length of the longest root was measured. The relative root length (RRL) was estimated as (root length on acidic soil/root length on limed soil) x 100. Errors associated with deriving the RRL were calculated as SERRL= RRL [(SEx/x)2+ (SEy/y)2]1/2 where x represents the mean root length on limed soil and y the mean root length on acidic soil.

Statistical analysis

The data related to the root growth measurements were expressed as mean RRL ± SERRL. The statistical comparisons were based an overlapping confidence limits approach detailed previously (Zhou et al., 2013Zhou G, Delhaize E, Zhou M and Ryan PR (2013) The barley MATE gene, HvAACT1, increases citrate efflux and Al3+ tolerance when expressed in wheat and barley. Ann Bot 112:603-612.) with p < 0.05 indicating significance.

DNA extraction

Five seeds of each genotype were surface sterilized and pre-germinated in the dark at 23°C for up to two days, after which they were transferred to 50 mL plastic cups containing a mixture of soil, vermiculite and sand (1:1:1) and placed on a laboratory bench under ambient light and irrigated every two days. After one week, the leaves were cut, transferred to a 2 mL Eppendorf tube containing three stainless steel beads (2.3 mm in diameter), frozen in liquid nitrogen and triturated in a Mini-BeadbeaterTM (Biospec Products) for 1 min. Total DNA was extracted using a CTAB-based protocol (Doyle and Doyle, 1987Doyle JJ and Doyle JL (1987) A rapid DNA isolation procedure for small quantities of fresh leaf material. Phytochem Bull 19:11-15.) and quantified on 0.8% agarose gels.

HvAACT1 sequencing and sequence analysis

The cultivars Antarctica 01, FM 404, MN 6021 and Paraí-I were selected for sequence analysis of the HvAACT1 gene. These genotypes differ in root growth on acidic soil, with Antarctica 01 and FM 404 showing greater root growth compared to MN 6021 and Paraí-I (Ferreira, 2015Ferreira JR (2015) Variabilidade Genética da Tolerância ao Alumínio em Cevada (Hordeum vulgare L.). MSc Dissertation, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brasil, http://www.lume.ufrgs.br/handle/10183/128125 (November 24, 2015).
http://www.lume.ufrgs.br/handle/10183/12...
). DNA from these genotypes was amplified using various primers to obtain three overlapping fragments corresponding to 1,254 bp of the beginning of the gene (first fragment), 1,222 bp of the middle of the gene (second fragment) and 1,242 bp of the end of the gene (third fragment) (Figure S1). The primers used to obtain the three fragments were CTCTCATCCCTCCTCTCACG and TTCTCAAGGTCTTGGCTGCT for the first fragment, TCTGTATCTACCCGCTTGTTAGC and GACGCCAGAGTGACACAGAA for the second fragment and TGGCTCTGAAAATGCTCTGTT and TCACTTCCGGAGGAAAACCCA for the third fragment. The amplification reaction contained 1 x PCR buffer, 0.25 mM of each dNTP, 1 x Q solution, 10 μM of each primer, 1 unit of Taq DNA polymerase (Qiagen) and 150 ng of total DNA. The amplification program consisted of 40 cycles at 94 °C for 30 s, 55 °C for 30 s and 72 °C for 1.5 min followed by a final step of 72 °C for 10 min. PCR fragments were cloned in the pGEM-T Easy vector (Promega). After transforming E. coli, the plasmids were extracted using the Wizard Plus SV Minipreps DNA purification system (Promega). Plasmid quantification was done using Nanodrop (Thermo Scientific). The plasmids were sequenced using primers T7 promoter (TAATACGACTCACTATAGGG), SP6 (ATTTAGGTGACACTATAG), HvMATE3 (GGTTGGATGGTCGTGAGATT), HvMATE5 (GATCCCCTGGCTTCCTTG), HvMATE6 (TGTCAGCAAAGGTGAAAAATTC) and HvMATE7 (GTATCGGTCGCTTGATTTGG) for the first fragment, T7, SP6, HvMATE10 (ATGTTTCACACCCATGATGC), HvMATE11 (CTAGTTCAGGCCGTGTTCCT), HvMATE12 (CCATGTGGCAGACAAACATC) and HvMATE13 (CCTTACAATTTCTTTTGCAGTGG) for the second fragment, and T7, SP6, HvMATE16 (GCAAAGAGAAAGAGGTCACCA), HvMATE17 (TCTCGTGTTCTGCAGGTTTG), HvMATE18 (CTCGGGACAAGTTTCAGAGC) and HvMATE19 (CATCAACTTCGGAGCACAAG) for the third fragment. Sequencing reactions were done using 200-500 ng of each plasmid, 3.2 μM of primer, sequencing buffer and Big Dye Terminator version 3.1. The thermocycling conditions were 96 °C for 1 min, followed by 35 cycles at 96 °C for 20 s, 56 °C for 20 s and 60 °C for 2 min and 45 s. After amplification, the reactions were precipitated, resupended in Hi-Di formamide, denaturated and run on an ABI 3130xl sequence analyzer. Sequencing Analysis Software version 5.1.1 and the Staden sequencing analysis package (Staden, 1996Staden R (1996) The Staden sequence analysis package. Mol Biotechnol 5:233-241.) were used to analyze the sequences. The four sequences obtained here were deposited in GenBank with the following accession numbers: KX278713 (Antarctica 01), KX278714 (FM404), KX278715 (MN 6021) and KX278716 (Paraí-I). Alignments of the HvAACT1 gene and protein sequences were done with the ClustalW program (Thompson et al., 1994Thompson JD, Higgins DG and Gibson TJ (1994) CLUSTAL W: Improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice. Nucleic Acids Res 22:4673-4680.).

Construction of models and molecular dynamics of HvAACT1 proteins

Based on the primary sequence of the HvAACT1 protein from the Al3+-tolerant genotype Murasakimochi (GenBank BAF75822) and the Al3+-sensitive genotype Haruna Nijo (GenBank BAF75823), two transporters were constructed with MODELLER 9.15 software (Eswar et al., 2006Eswar N, Webb B, Marti-Renom MA, Madhusudhan MS, Eramian D, Shen MY, Pieper U and Sali A (2006) Comparative protein structure modeling using MODELLER. Curr Protoc Bioinformatics, Chapter 5, Unit 56.) using multiple templates extracted from the Protein Data Bank (PDB). The templates used for BLAST alignment were 4MLB, 4LZ6, 3VVN, 3W4T and 3MKT; all of them are ionic transporters belonging to the MATE family. Five models were generated for each transporter and all models presented structural similarity and DOPE (Discrete Optimized Protein Energy) score values less than -5.7 x 10-4 (Shen and Sali, 2006Shen MY and Sali A (2006) Statistical potential for assessment and prediction of protein structures. Protein Sci 15:2507-2524.), which is the tolerance value for use of the model. Of the five models, only the one with the lowest DOPE score was used. The molecular dynamic simulation was done with the GROMACS 5.0.5 package (Abraham et al., 2016Abraham MJ, van der Spoel D, Lindahl E, Hess B and the GROMACS Development Team (2016) GROMACS User Manual version 5.0.5, www.gromacs.org (January 11, 2016).
www.gromacs.org...
) using the force field Amber99SB-ILDN (Lindorff-Larsen et al., 2010Lindorff-Larsen K, Piana S, Palmo K, Maragakis P, Klepeis JL, Dror RO and Shaw DE (2010) Improved side-chain torsion potentials for the Amber ff99SB protein force field. Proteins 78:1950-1958.). The proteins were solvated with TIP3P model for water molecules. To avoid a possible clash of some atoms during construction of the models, the structure was searched for such spurious contacts between atoms that were then eliminated. This process (known as energy minimization) was applied using the method of steeped descent. To equilibrate the minimized system, two restriction dynamics were run: one in the NVT ensemble (where the number of particles, volume and temperature were kept constant) and another in the NPT ensemble (where volume was changed for pressure). The temperature was held at 310 K by a Nosé-Hoover thermostat (Hünenberger, 2005Hünenberger PH (2005) Thermostat algorithms for molecular dynamics simulations. Adv Polym Sci 173:105-149.) and the pressure at 1 atm by a Parrinello-Rahman barostat. Trajectories were produced using the NPT ensemble with 20 ns of simulation and a time step of 0.8 fs for each system.

Amplification of two markers linked to the HvAACT1 gene

DNA from the 76 barley genotypes was amplified using the 1 kb insertion and HvMATE-21indel as markers. The 1 kb insertion marker (GGTCCAACACTCTACCCT TCCTT and GGTGCGAGTTGCCCCTAGCTATTACA GA) (Fujii et al., 2012Fujii M, Yokosho K, Yamaji N, Saisho D, Yamane M, Takahashi H, Sato K, Nakazono M and Ma JF (2012) Acquisition of aluminium tolerance by modification of a single gene in barley. Nat Commun 3:1-9.) was amplified in reactions with a final volume of 20 μL containing 1 x PCR buffer, 0.25 mM of each dNTP, 1 x Q solution, 10 μM of each primer, 1 unit of Taq DNA polymerase (Qiagen) and 150 ng of total DNA. The reactions were incubated in a PTC-100 thermal cycler (MJ Research) programmed as follows: 94 °C for 3 min, then 45 cycles at 94 °C for 30 s, 60 °C for 30 s and 72 °C for 2 min and a final step at 72 °C for 5 min. The amplicons were separated on 1% agarose gels (Figure S2) with a 1,844 bp fragment corresponding to the presence of a 1 kb insertion in the HvAACT1 promoter and an 821 bp fragment indicating its absence. The HvMATE-21indel marker (GCTAGGGCTTGAAAACTGTTTG and GACGAACTG TACGATGATGATGC) (Bian et al., 2013Bian M, Waters I, Broughton S, Zhang XQ, Zhou M, Lance R, Sun D and Li C (2013) Development of gene-specific markers for acid soil/aluminium tolerance in barley (Hordeum vulgare L.). Mol Breeding 32:155-164.) was amplified in reactions with a final volume of 20 μL containing 1x PCR master mix (Promega), 10 μM of each primer and 100 ng of total DNA. The reactions were run in a PTC-100 thermal cycler (MJ Research) programmed as follows: 94 °C for 3 min, then 40 cycles at 94 °C for 30 s, 55 °C for 30 s and 72 °C for 40 s and a final step at 72 °C for 5 min. The PCR fragments were separated on 2% agarose gels (Figure S2) with a 497 bp amplicon corresponding to the 21 bp deletion and an 518 bp fragment to the 21 bp insertion.

SNP detection

Primers Cit7F (GCAGCCAAGACCTTGAGAAAGC) and Cit7R (GCCTGAACTAGCCCGAGAAATG) (Bian et al., 2015Bian M, Jin X, Broughton S, Zhang XQ, Zhou G, Zhou M, Zhang G, Sun D and Li C (2015) A new allele of acid soil tolerance gene from a malting barley variety. BMC Genet 16:92.) were used to amplify DNA from the barley genotypes. The amplification reaction contained 1 x buffer, 2.5 mM MgCl2, 0.35 mM of each dNTP, 0.2 μM of each primer, 0.75 U of Taq polymerase (RBC Bioscience) and 150 ng of total DNA. The amplification program consisted of one step at 94 °C for 3 min followed by 40 cycles at 94 °C for 30 s, 55 °C for 30 s and 72 °C for 40 s and a final step at 72 °C for 5 min. After thermocycling, the samples were precipitated and checked on a 0.8% agarose gel. Two microliters of the precipitated PCR fragment were used directly in the sequencing reaction with primer Cit7R (3.2 μM), sequencing buffer and Big Dye Terminator version 3.1. Each sample was sequenced twice in the thermocycling conditions described above. SNP-1,198 was detected by considering the reverse complementary sequence (Figure S2).

Results

Detection of an SNP in the HvAACT1 gene correlated with barley Al3+ tolerance

Four barley cultivars (Antarctica 01, FM 404, MN 6021 and Paraí-I) were selected for the analysis of Al3+ tolerance in short-term soil experiments. The relative root length (RRL) of these four genotypes was determined after seven days of growth on acidic (pH 4.7) and limed (pH 5.9) soil (Figure 1). Antarctica 01 and FM 404 showed greater RRL than Paraí-I and MN 6021, indicating a clear difference in Al3+ tolerance. Sequence alignment of the HvAACT1 gene in these four cultivars (Figure S3) allowed the identification of seven SNPs spread across intron 10 (two SNPs), exon 8 (two SNPs) and exons 3, 4 and 11 (one SNP each). The most frequent change was between C/T (four SNPs), followed by G/A (two SNPs) and T/G (one SNP). Among the five SNPs detected in exons, only one resulted in an amino acid change in the HvAACT1 protein (Figure S4) and was correlated with Al3+ tolerance. This change occurred in exon 3 when a thymidine (T-1,198), present in genotypes MN 6021 and Paraí-I that showed lower root growth on acidic soil, was replaced by a guanine (G-1,198) in cultivars Antarctica 01 and FM 404 that showed greater root growth. This mutation resulted in leucine (L-172) present in the HvAACT1 protein from MN 6021 and Paraí-I being changed to valine (V-172) in Antarctica 01 and FM 404. Comparison of the alignment of the HvAACT1 protein with other genotypes of known Al3+ tolerance (Al3+-tolerant genotype Murasakimochi and Al3+-sensitive genotype Haruna Nijo) showed that the amino acid change (L/V-172) was still associated with Al3+ tolerance (Figure S4). This finding indicated that SNP-1,198 was correlated with barley Al3+ tolerance.

Figure 1
Relative root length (RRL) of four barley genotypes in relation to Al3+ tolerance in a short-term soil experiment. The RRL was calculated as the percentage of root length in acidic soil relative to root length in limed soil. The columns represent the mean RRL ± SERRL.

Molecular dynamic analysis of HvAACT1 proteins

To evaluate the impact of the L/V-172 mutation, two systems were constructed and simulated by molecular dynamic methods. One system was based on the HvAACT1 protein from an Al3+-sensitive genotype (Haruna Nijo) and the other was based on the same protein but from an Al3+-tolerant genotype (Murasakimochi). The two proteins differed only in residue 172 (L or V). The RMSD (root mean square deviation) for the two transporters during the 20 ns of dynamic showed that the change in residue 172 did not significantly modify the structural behaviour of the proteins (Figure 2A). This was because the increase in the RMSD was common to both proteins and could be attributed to the lack of a bilayer membrane that restricts movement of the transporters’ structures. The two systems were also energetically stable (Figure 2B). On the other hand, the radius of gyration (Rg), which measures the compactness of a system during the course of molecular dynamic simulation, differed between the two proteins. The protein with L-172 showed only small fluctuation during simulation (variation of ~0.09 nm), indicating that the protein structure remained compact, while the protein with V-172 showed larger fluctuation (variation of 0.19 nm) (Figure 2C). This difference can be explained by modifications at the bottom of the protein that remains outside the membrane (Figure 3 and S5) and could be related to differences in citrate transport. Figure 2D shows a reduction in the number of hydrogen bonds (Hb) in both proteins during the simulation. However, the protein with V-172 showed a tendency to reconnect these bonds despite the similar average number of Hb in the two proteins (304.43 ± 11.02 Hb for V-172 and 301.51 ± 13.15 for L-172). The decrease in Hb shown by the HvAACT1 protein with L-172 was attributable to deformation in the structure (as shown in Figure 2C).

Figure 2
Analysis of two HvAACT1 proteins that differed only at residue 172. Red lines indicate the HvAACT1 protein with L-172 and black lines indicate the protein with V-172. The panels show the results for the root mean square deviation (A), total energy (B), radius of gyration (C) and number of hydrogen bonds (D).
Figure 3
Molecular models of the HvAACT1 proteins that differed only at residue 172, namely, L-172 (A, B) and V-172 (C, D). The left panels refer to the situation at the start of the dynamic analysis and the right panels refer to the average structure obtained during the dynamic analysis (20 ns). Grey cloud represents the position of residue 172.

The single change at residue 172 led to important structural changes within the HvAACT1 protein. The transporter with L-172 was more compact when compared to the protein with V-172, which was more open at the lower end (right panels in Figure 3). The protein with L-172 showed little change in its structure during the dynamic when compared to the starting structure (Figures 3A,B and S5). The transporter with V-172 (in genotypes with greater root growth on acidic soil) showed considerable relaxation in the starting structure that could facilitate the passage of citrate across the transporter, leading to faster release thereof (Figures 3C,D and S5).

The analysis in Figure 2 shows that both systems were stable throughout the dynamic analysis and that the duration of this simulation was satisfactory for this work. We conclude that residue 172 is important for maintaining the HvAACT1 transporter structure because this single mutation led to considerable changes during the dynamic analysis of these two proteins (Figure S5).

Allelic variability in the 1 kb insertion and HvMATE-21indel marker

Since the molecular dynamic analysis revealed that a change in residue 172 was important for transporter structure, we were interested in evaluating the impact of that change on root growth in a larger collection of barley genotypes. To assess the impact of the L/V-172 modification precisely, the barley genotypes were separated into haplotypes based on the combination between the alleles of two markers, the 1 kb insertion and HvMATE-21indel, linked to the HvAACT1 gene. This strategy was important because greater root growth could be linked to the presence of favourable alleles for one or both markers rather than to the SNP itself. For instance, the four genotypes (Antarctica 01, FM 404, Paraí-I and MN 6021), whose root growth was previously associated with the SNP (Figure 1), also showed polymorphism for the HvMATE-21indel marker (Table 1). In this context, the better root growth shown by Antarctica 01 and FM 404 could be associated with the G-1,198 and/or with the 21 bp deletion (497 bp amplicon) of the HvMATE-21indel marker.

We detected two alleles for both markers. The 1 kb insertion resulted in the amplification of 1,844 bp (presence of the insertion in the HvAACT1 promoter region) or 821 bp (absence of the insertion) fragments while the HvMATE-21indel marker yielded 518 bp or 497 bp amplicons related to the 21 bp insertion or 21 bp deletion, respectively (Figure S2). Based on the combination of these alleles and the SNP at position 1,198, five haplotypes were identified. In one genotype (Atlas 57), the sequencing, which was repeated twice, did not clearly discriminate the SNP (Figure S2) and the corresponding genotype was separated as one haplotype. The difficulty in discriminating the SNP in Atlas 57 may reflect the use of seeds unintendedly mixed or the presence of heterozygosis. Only four barley genotypes showed the 1 kb insertion in the HvAACT1 promoter and, in all of them, the 21 bp deletion and G-1,198 were detected (Table 1). The most common haplotype (corresponding to 41 genotypes) lacked the insertion in the HvAACT1 promoter and had the 21 bp deletion and G-1,198. Interestingly, there was a high association between SNP-1,198 and the HvMATE-21indel marker. All accessions showing the 21 bp deletion also showed G-1,198 and, excluding Atlas 57, of the 30 genotypes with the 21 bp insertion, only four did not show T-1,198.

Correlation between SNP and relative root length (RRL) in a short-term soil experiment

We ran a short-term soil experiment to calculate the relative root length (RRL) in 14 genotypes belonging to three haplotypes (Figure 4). There were differences in RRL among the genotypes such that the genotypes with a greater RRL always had G-1,198. However, the differences in RRL were not associated with SNP-1,198 and were better explained by the presence of the 1 kb insertion in the HvAACT1 promoter and the alleles of the HvMATE-21indel marker. For instance, the genotype showing the 1 kb insertion in the HvAACT1 promoter (Dayton), which also had the 21 bp deletion, had the highest RRL, while three (FM 404, FM 420 and Antarctica 01) of the four genotypes showing the 21 bp deletion also had a significantly greater RRL. Most of the accessions among the nine genotypes with the 21 bp insertion, but showing different SNPs (T or G-1,198), had a similar RRL (from 22.3 ± 2.9% in Yagan to 15.5 ± 2.2% in Paraí-I and from 18.7 ± 2.5% in Harrington to 14.2 ± 0.9% in Jarek). Only RRL for Yagan was significantly different from Windich and Jarek. Evaluation of these nine genotypes revealed the same allele for the 1 kb insertion, meaning that the major difference linked to the HvAACT1 gene was related to the SNP. Thus, SNP G-1,198, which was previously associated with Al3+-tolerance (Figure S3), was not advantageous for better root growth on acidic soil when the same alleles for markers 1 kb insertion and HvMATE-21indel were present.

Figure 4
Relative root length (RRL) of 14 barley genotypes belonging to different haplotypes in a short-term soil experiment. (A) Relative root length expressed as a percentage. The columns represent the mean RRL ± SERRL. Dayton was the only genotype to contain the 1 kb insertion upstream from the HvAACT1 gene along with the 21 bp deletion of the HvMATE-21indel marker. Letters above each bar represent the SNP (T/G) at position 1,198 of the HvAACT1 coding region. Asterisks indicate the RRLs that were significantly different (p < 0.05) from genotypes without the 1 kb insertion but containing the 21 bp insertion. Among the accessions lacking the 1 kb insertion and showing the 21 bp insertion, the filled dots indicate the RRL that were similar to Yagan and the open dots indicate the RRL that were similar to Jarek. (B) Plants (representatives of each haplotype) for which the roots were used to calculate the RRL. For each genotype, the plants on the left were grown on limed soil and those on the right were grown on acidic soil.

Discussion

Understanding the molecular mechanisms that underlie Al3+-tolerance in plants is an important step for improving root growth on acidic soils/subsoils. The plant root is a key component in providing better yields (Den Herder et al., 2010Den Herder G, Van Isterdael G, Beeckman T and De Smet I (2010) The roots of a new green revolution. Trends Plant Sci 15:600-607.) and plants with deeper root growth are better suited to extract water and nutrients from deeper soil layers (Wasson et al., 2012Wasson AP, Richards RA, Chatrath R, Misra SC, Prasad SS, Rebetzke GJ, Kirkegaard JA, Christopher J and Watt M (2012) Traits and selection strategies to improve root systems and water uptake in water-limited wheat crops. J Exp Bot 63:3485-3498.; Lynch and Wojciechowski, 2015Lynch JP and Wojciechowski T (2015) Opportunities and challenges in the subsoil: Pathways to deeper rooted crops. J Exp Bot 66:2199-2210.). Moreover, roots from Al3+-tolerant plants are more efficient at taking up phosphorus from acid soil (Delhaize et al., 2009Delhaize E, Taylor P, Hocking PJ, Simpson RJ, Ryan PR and Richardson AE (2009) Transgenic barley (Hordeum vulgare L.) expressing the wheat aluminium resistance gene (TaALMT1) shows enhanced phosphorus nutrition and grain production when grown on an acid soil. Plant Biotechnol J 7:391-400.). In barley, an increase in acidic soil tolerance is interesting since this is one of the most Al3+-sensitive plant species. In this work, we attempted to link SNPs detected in the HvAACT1 coding region with barley root growth on acidic soil. We detected seven SNPs and one of them (T/G-1,198) was associated with Al3+-tolerance in contrasting genotypes (Figure S3). This SNP involved an L/V-172 substitution in the HvAACT1 protein and was the only difference between the HvAACT1 proteins of genotypes that differed in Al3+-tolerance (Figure S4). A high degree of similarity in the HvAACT1 gene, with only four SNPs found in ten barley accessions and a difference of only two bases and one amino acid between Murasakimochi (Al3+-tolerant) and Morex (Al3+-sensitive), has previously been reported (Furukawa et al., 2007Furukawa J, Yamaji N, Wang H, Mitani N, Murata Y, Sato K, Katsuhara M, Takeda K and Ma JF (2007) An aluminum-activated citrate transporter in barley. Plant Cell Physiol 48:1081-1091.). Moreover, alleles from two other organic acid transporter genes also showed high sequence similarity (Sasaki et al., 2004Sasaki T, Yamamoto Y, Ezaki B, Katsuhara M, Ahn SJ, Ryan PR, Delhaize E and Matsumoto H (2004) A wheat gene encoding an aluminum-activated malate transporter. Plant J 37:645-653.; Tovkach et al., 2013Tovkach A, Ryan PR, Richardson AE, Lewis DC, Rathjen TM, Ramesh S, Tyerman SD and Delhaize E (2013) Transposon-mediated alteration of TaMATE1B expression in wheat confers constitutive citrate efflux from root apices. Plant Physiol 161:880-892.).

The HvAACT1 protein is an Al-activated citrate efflux transporter located in the plasma membrane and has seven putative transmembrane domains (Furukawa et al., 2007Furukawa J, Yamaji N, Wang H, Mitani N, Murata Y, Sato K, Katsuhara M, Takeda K and Ma JF (2007) An aluminum-activated citrate transporter in barley. Plant Cell Physiol 48:1081-1091.). Our computational analysis done with two HvAACT1 proteins that differed only in residue 172 (L or V) revealed that both proteins were stable (Figure 2). However, the HvAACT1 protein with V-172, which was detected in genotypes with greater root growth on acidic soil, was more open at the lower end (Figures 3 and S5). Based on this observation, we hypothesized that this difference could facilitate the passage of citrate across the transporter, thus explaining the different performances of barley genotypes containing HvAACT1 proteins with V-172 or L-172. Clearly, a single amino acid substitution was enough to alter important phenotypic traits, as previously reported for barley (Chono et al., 2003Chono M, Honda I, Zeniya H, Yoneyama K, Saisho D, Takeda K, Takatsuto S, Hoshino T and Watanabe Y (2003) A semidwarf phenotype of barley uzu results from a nucleotide substitution in the gene encoding a putative brassinosteroid receptor. Plant Physiol 133:1209-1219.).

To determine whether the change detected in the computational analysis was biologically important, we measured root growth in genotypes with different SNPs (L or V-172). During the course of our investigation, this same SNP was reported for the HvAACT1 gene in a comparison of the Brazilian Al3+-tolerant barley cultivar BR2 and the Australian Al3+-sensitive cultivar Hamelin (Bian et al., 2015Bian M, Jin X, Broughton S, Zhang XQ, Zhou G, Zhou M, Zhang G, Sun D and Li C (2015) A new allele of acid soil tolerance gene from a malting barley variety. BMC Genet 16:92.). These authors showed that the marker designed to detect the SNP co-segregated with Al3+-tolerance and accounted for 79% of the genetic variation for this trait. However, these two genotypes (BR2 and Hamelin) have different HvMATE-21indel alleles (Bian et al., 2013Bian M, Waters I, Broughton S, Zhang XQ, Zhou M, Lance R, Sun D and Li C (2013) Development of gene-specific markers for acid soil/aluminium tolerance in barley (Hordeum vulgare L.). Mol Breeding 32:155-164.). This raised the question as to whether the SNP itself was responsible for the differences in barley root growth on acidic soil or if the impact of the SNP was somehow associated with the 21 bp insertion/deletion located at the 3’ untranslated region of the HvAACT1 gene. This uncertainty encouraged us to separate the genotypes into haplotypes based on the alleles of SNP-1,198 and the HvMATE-21indel marker and the presence of the 1 kb insertion in the HvAACT1 promoter. In this situation, the best way of evaluating the impact of the SNP was to compare genotypes with different SNPs (T or G-1,198) but with the same 1-kb insertion and HvMATE-21indel alleles. Haplotype-based phenotyping using a short-term soil experiment has also been used to evaluate the impact of different alleles of the wheat TaMATE1B gene, thereby allowing the comparison of genotypes with different TaALMT1 alleles (Pereira et al., 2015Pereira JF, Barichello D, Ferreira JR, Aguilera JA, Consoli L, Silva Júnior JP, Bonow S and Cargnin A (2015) TaALMT1 and TaMATE1B allelic variability in a collection of Brazilian wheat and its association with root growth on acidic soil. Mol Breeding 35:169.).

We evaluated 76 barley accessions that were separated in five haplotypes (Table 1). The insertion in the HvAACT1 promoter was uncommon when compared to the absence of the insertion, a finding in agreement with Fujii et al. (2012)Fujii M, Yokosho K, Yamaji N, Saisho D, Yamane M, Takahashi H, Sato K, Nakazono M and Ma JF (2012) Acquisition of aluminium tolerance by modification of a single gene in barley. Nat Commun 3:1-9. who detected this insertion in 20 out of 246 genotypes of cultivated barley. The most common haplotype that we detected lacked the insertion in the HvAACT1 promoter and had the 21 bp deletion along with G-1,198 (53.9% of the genotypes). However, we were unable to identify genotypes with these same alleles for the 1 kb insertion and HvMATE-21indel markers but having T-1,198. In fact, all 45 genotypes showing the 21 bp deletion also had G-1,198, indicating a high association between them. Among the 30 genotypes lacking the 1 kb insertion but having the 21 bp insertion, only four (Onslow, Strada, Windich and Yagan) had T-1,198. When analyzed in the short-term soil experiment, most of the genotypes lacking the 1 kb insertion and having the 21 bp insertion, but showing different SNPs, performed similarly, indicating the low importance of this SNP for barley root growth on acidic soil. This means that the difference detected in our computational analysis, where the protein with V-172 appeared to have a more relaxed structure and hypothetically an increased citrate efflux, was not enough to generate differences in root growth. Most of the genotypes studied here showed V-172 together with a lack of the 1 kb insertion in the HvAACT1 promoter (Table 1). The absence of this insertion was correlated with higher HvAACT1 expression in the vascular bundle and lower expression in the cortex and root apices. This differential expression agreed with the primary function of this gene, namely, the loading of citrate into xylem for long-distance iron transport (Fujii et al., 2012Fujii M, Yokosho K, Yamaji N, Saisho D, Yamane M, Takahashi H, Sato K, Nakazono M and Ma JF (2012) Acquisition of aluminium tolerance by modification of a single gene in barley. Nat Commun 3:1-9.). Since no genotypes showed the 1 kb insertion and contrasting SNPs-1,198 we were unable to evaluate the impact of the SNP in barley genotypes showing higher expression of HvAACT1 in the root apex.

Even though SNP-1,198 was not advantageous in our haplotype-based phenotyping, plant performance was associated with the presence of the insertion in the HvAACT1 promoter and with the HvMATE-21indel marker (Figure 4). Significantly greater relative root growth was observed for Dayton, which has the insertion in the HvAACT1 promoter and the 21 bp deletion for the marker HvMATE-21indel, and for FM 404, FM 420 and Antarctica 01 that also showed the 21 bp deletion but lacked the 1 kb insertion in the promoter. These markers appear to be the best ones for detecting Al3+-tolerant barley genotypes. For instance, all cultivars with the 1 kb insertion showed higher Al3+ tolerance compared to those without the insertion (Fujii et al., 2012Fujii M, Yokosho K, Yamaji N, Saisho D, Yamane M, Takahashi H, Sato K, Nakazono M and Ma JF (2012) Acquisition of aluminium tolerance by modification of a single gene in barley. Nat Commun 3:1-9.) and the HvMATE-21indel marker explained 66.9-71% of the variation in acid soil tolerance in barley (Bian et al., 2013Bian M, Waters I, Broughton S, Zhang XQ, Zhou M, Lance R, Sun D and Li C (2013) Development of gene-specific markers for acid soil/aluminium tolerance in barley (Hordeum vulgare L.). Mol Breeding 32:155-164.; Ma et al., 2016Ma Y, Li C, Ryan PR, Shabala S, You J, Liu J, Liu C and Zhou M (2016) A new allele for aluminium tolerance gene in barley (Hordeum vulgare L.). BMC Genomics 17:186.).

In conclusion, we successfully detected SNP-1,198 in the HvAACT1 coding region in barley genotypes that differed in Al3+ tolerance and our computational analysis suggested that there was structural variation between HvAACT1 proteins that differed only at residue 172 (L/V-172). However, most of the genotypes that were polymorphic for the SNP, but showed the same alleles for the 1 kb insertion in the HvAACT1 promoter and the HvMATE-21indel marker, had similar root growth on acidic soil. SNP-1,198 was highly correlated with the HvMATE-21indel marker and all genotypes showing the 1 kb insertion also had G-1,198. Haplotype-based phenotyping was found to be more accurate for assessing the role of the SNP and the differences in barley root growth on acidic soil showed greater correlation with polymorphisms outside the coding region, such as those detected by the HvMATE-21indel marker and the presence/absence of the 1 kb insertion in the HvAACT1 promoter.

Acknowledgments

The authors thank Ambev (Companhia de Bebidas das Américas), Agrária and Embrapa for financial support (Project 02.11.99.014.00.00 - “Criação e desenvolvimento de cultivares de cevada cervejeira para as diferentes regiões produtoras do Brasil”). JRF was supported by an MSc scholarship from Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq). We thank Dr. Sirio Wietholter and his team (Embrapa Trigo) for the soil analysis, Dr. Tammy A. M. Kiihl and her team (Embrapa Trigo) for providing the barley seeds, and Dr. Luiz Fernando Revers and Vanessa Buffon (Embrapa Uva e Vinho) for helping with the DNA sequencing.

References

  • Bian M, Jin X, Broughton S, Zhang XQ, Zhou G, Zhou M, Zhang G, Sun D and Li C (2015) A new allele of acid soil tolerance gene from a malting barley variety. BMC Genet 16:92.
  • Bian M, Waters I, Broughton S, Zhang XQ, Zhou M, Lance R, Sun D and Li C (2013) Development of gene-specific markers for acid soil/aluminium tolerance in barley (Hordeum vulgare L.). Mol Breeding 32:155-164.
  • Bundock PC and Henry RJ (2004) Single nucleotide polymorphism, haplotype diversity and recombination in the Isa gene of barley. Theor Appl Genet 109:543-551.
  • Chono M, Honda I, Zeniya H, Yoneyama K, Saisho D, Takeda K, Takatsuto S, Hoshino T and Watanabe Y (2003) A semidwarf phenotype of barley uzu results from a nucleotide substitution in the gene encoding a putative brassinosteroid receptor. Plant Physiol 133:1209-1219.
  • Delhaize E, Taylor P, Hocking PJ, Simpson RJ, Ryan PR and Richardson AE (2009) Transgenic barley (Hordeum vulgare L.) expressing the wheat aluminium resistance gene (TaALMT1) shows enhanced phosphorus nutrition and grain production when grown on an acid soil. Plant Biotechnol J 7:391-400.
  • Den Herder G, Van Isterdael G, Beeckman T and De Smet I (2010) The roots of a new green revolution. Trends Plant Sci 15:600-607.
  • Doyle JJ and Doyle JL (1987) A rapid DNA isolation procedure for small quantities of fresh leaf material. Phytochem Bull 19:11-15.
  • Duran C, Appleby N, Vardy M, Imelfort M, Edwards D and Batley J (2009) Single nucleotide polymorphism discovery in barley using autoSNPdb. Plant Biotechnol J 7:326-333.
  • Eswar N, Webb B, Marti-Renom MA, Madhusudhan MS, Eramian D, Shen MY, Pieper U and Sali A (2006) Comparative protein structure modeling using MODELLER. Curr Protoc Bioinformatics, Chapter 5, Unit 56.
  • Ferreira JR, Pereira JF, Turchetto C, Minella E, Consoli L and Delatorre CA (2016) Assessment of genetic diversity in Brazilian barley using SSR markers. Genet Mol Biol 39:86-96.
  • Fujii M, Yokosho K, Yamaji N, Saisho D, Yamane M, Takahashi H, Sato K, Nakazono M and Ma JF (2012) Acquisition of aluminium tolerance by modification of a single gene in barley. Nat Commun 3:1-9.
  • Furukawa J, Yamaji N, Wang H, Mitani N, Murata Y, Sato K, Katsuhara M, Takeda K and Ma JF (2007) An aluminum-activated citrate transporter in barley. Plant Cell Physiol 48:1081-1091.
  • Hanemann A, Schweizer GF, Cossu R, Wicker T and Röder MS (2009) Fine mapping, physical mapping and development of diagnostic markers for the Rrs2 scald resistance gene in barley. Theor Appl Genet 119:1507-1522.
  • Hünenberger PH (2005) Thermostat algorithms for molecular dynamics simulations. Adv Polym Sci 173:105-149.
  • Jia Q, Zhang J, Westcott S, Zhang XQ, Bellgard M and Lance R, Li C (2009) GA-20 oxidase as a candidate for the semidwarf gene sdw1/denso in barley. Funct Integr Genomics 9:255-262.
  • Kilian B, Özkan H, Kohl J, von Haeseler A, Barale F, Deusch O, Brandolini A, Yucel C, Martin W and Salamini F (2006) Haplotype structure at seven barley genes: Relevance to gene pool bottlenecks, phylogeny of ear type and site of barley domestication. Mol Genet Genomics 276:230-241.
  • Kinraide TB (1991) Identity of the rhizotoxic aluminium species. Plant Soil 134:167-178.
  • Lindorff-Larsen K, Piana S, Palmo K, Maragakis P, Klepeis JL, Dror RO and Shaw DE (2010) Improved side-chain torsion potentials for the Amber ff99SB protein force field. Proteins 78:1950-1958.
  • Lynch JP and Wojciechowski T (2015) Opportunities and challenges in the subsoil: Pathways to deeper rooted crops. J Exp Bot 66:2199-2210.
  • Ma Y, Li C, Ryan PR, Shabala S, You J, Liu J, Liu C and Zhou M (2016) A new allele for aluminium tolerance gene in barley (Hordeum vulgare L.). BMC Genomics 17:186.
  • Minella E and Sorrells ME (2002) Genetic analysis of aluminum tolerance in Brazilian barleys. Pesq Agropec Bras 37:1099-1103.
  • Pereira JF, Barichello D, Ferreira JR, Aguilera JA, Consoli L, Silva Júnior JP, Bonow S and Cargnin A (2015) TaALMT1 and TaMATE1B allelic variability in a collection of Brazilian wheat and its association with root growth on acidic soil. Mol Breeding 35:169.
  • Ryan PR and Delhaize E (2010) The convergent evolution of aluminium resistance in plants exploits a convenient currency. Funct Plant Biol 37:275-284.
  • Ryan PR, Tyerman SD, Sasaki T, Furuichi T, Yamamoto Y, Zhang WH and Delhaize E (2011) The identification of aluminium-resistance genes provides opportunities for enhancing crop production on acid soils. J Exp Bot 62:9-20.
  • Sasaki T, Yamamoto Y, Ezaki B, Katsuhara M, Ahn SJ, Ryan PR, Delhaize E and Matsumoto H (2004) A wheat gene encoding an aluminum-activated malate transporter. Plant J 37:645-653.
  • Shavrukov Y (2016) Comparison of SNP and CAPS markers application in genetic research in wheat and barley. BMC Plant Biol 16:11.
  • Shen MY and Sali A (2006) Statistical potential for assessment and prediction of protein structures. Protein Sci 15:2507-2524.
  • Staden R (1996) The Staden sequence analysis package. Mol Biotechnol 5:233-241.
  • Thompson JD, Higgins DG and Gibson TJ (1994) CLUSTAL W: Improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice. Nucleic Acids Res 22:4673-4680.
  • Tovkach A, Ryan PR, Richardson AE, Lewis DC, Rathjen TM, Ramesh S, Tyerman SD and Delhaize E (2013) Transposon-mediated alteration of TaMATE1B expression in wheat confers constitutive citrate efflux from root apices. Plant Physiol 161:880-892.
  • Wang J, Raman H, Zhou M, Ryan PR, Delhaize E, Hebb DM, Coombes N and Mendham N (2007) High-resolution mapping of the Alp locus and identification of a candidate gene HvMATE controlling aluminium tolerance in barley (Hordeum vulgare L.). Theor Appl Genet 115:265-276.
  • Wasson AP, Richards RA, Chatrath R, Misra SC, Prasad SS, Rebetzke GJ, Kirkegaard JA, Christopher J and Watt M (2012) Traits and selection strategies to improve root systems and water uptake in water-limited wheat crops. J Exp Bot 63:3485-3498.
  • Zhang WS, Li X and Liu JB (2007) Genetic variation of Bmy1 alleles in barley (Hordeum vulgare L.) investigated by CAPS analysis. Theor Appl Genet 114:1039-1050.
  • Zhao Z, Ma JF, Sato K and Takeda K (2003) Differential Al resistance and citrate secretion in barley (Hordeum vulgare L.). Planta 217:794-800.
  • Zhou G, Delhaize E, Zhou M and Ryan PR (2013) The barley MATE gene, HvAACT1, increases citrate efflux and Al3+ tolerance when expressed in wheat and barley. Ann Bot 112:603-612.

Internet resources

  • Abraham MJ, van der Spoel D, Lindahl E, Hess B and the GROMACS Development Team (2016) GROMACS User Manual version 5.0.5, www.gromacs.org (January 11, 2016).
    » www.gromacs.org
  • Ferreira JR (2015) Variabilidade Genética da Tolerância ao Alumínio em Cevada (Hordeum vulgare L.). MSc Dissertation, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brasil, http://www.lume.ufrgs.br/handle/10183/128125 (November 24, 2015).
    » http://www.lume.ufrgs.br/handle/10183/128125
  • Associate Editor: Marcio de Castro Silva Filho

Publication Dates

  • Publication in this collection
    08 May 2017
  • Date of issue
    Apr-Jun 2017

History

  • Received
    23 Aug 2016
  • Accepted
    19 Dec 2016
Sociedade Brasileira de Genética Rua Cap. Adelmio Norberto da Silva, 736, 14025-670 Ribeirão Preto SP Brazil, Tel.: (55 16) 3911-4130 / Fax.: (55 16) 3621-3552 - Ribeirão Preto - SP - Brazil
E-mail: editor@gmb.org.br