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PLOS One logoLink to PLOS One
. 2012 Oct 26;7(10):e48197. doi: 10.1371/journal.pone.0048197

Comparative Genome-Wide Transcriptional Analysis of Al-Responsive Genes Reveals Novel Al Tolerance Mechanisms in Rice

Tomokazu Tsutsui 1, Naoki Yamaji 1, Chao Feng Huang 1, Ritsuko Motoyama 2, Yoshiaki Nagamura 2, Jian Feng Ma 1,*
Editor: Marc Lenburg3
PMCID: PMC3482186  PMID: 23110212

Abstract

Rice (Oryza sativa) is the most aluminum (Al)-tolerant crop among small-grain cereals, but the mechanism underlying its high Al resistance is still not well understood. To understand the mechanisms underlying high Al-tolerance, we performed a comparative genome-wide transcriptional analysis by comparing expression profiling between the Al-tolerance cultivar (Koshihikari) and an Al-sensitive mutant star1 (SENSITIVE TO AL RHIZOTOXICITY 1) in both the root tips and the basal roots. Exposure to 20 µM AlCl3 for 6 h resulted in up-regulation (higher than 3-fold) of 213 and 2015 genes including 185 common genes in the root tips of wild-type and the mutant, respectively. On the other hand, in the basal root, genes up-regulated by Al were 126 and 2419 including 76 common genes in the wild-type and the mutant, respectively. These results indicate that Al-response genes are not only restricted to the root tips, but also in the basal root region. Analysis with genes up- or down-regulated only in the wild-type reveals that there are other mechanisms for Al-tolerance except for a known transcription factor ART1-regulated one in rice. These mechanisms are related to nitrogen assimilation, secondary metabolite synthesis, cell-wall synthesis and ethylene synthesis. Although the exact roles of these putative tolerance genes remain to be examined, our data provide a platform for further work on Al-tolerance in rice.

Introduction

Aluminum (Al) toxicity is a major factor limiting crop production on acid soils, which comprise approximately 40% of the world’s arable soils and up to 70% of potentially arable land [1]. At soil pH below 5.0, toxic forms of Al (mainly Al3+) are solubilized into the soil solution, which inhibit root growth and function, consequently reducing crop yields [2], [3]. However, there is a great variation for the ability to withstand Al-toxicity between plant species and cultivars within a species. To survive on acidic soils, some plant species or cultivars have evolved mechanisms to tolerate high levels of toxic Al. Many mechanisms for both Al-tolerance and -toxicity have been proposed [3].

Rice (Oryza sativa) is the most Al-tolerant crop among small-grain cereals [4]. A number of quantitative trait loci (QTLs) for Al-tolerance have been identified in rice by using different populations [5], but responsible QTL genes have not been isolated. Recently, through genome-wide association analysis and QTL mapping, 48 loci associated with Al3+ tolerance have been identified [6] in rice. On the other hand, mutant approaches have revealed an ART1-regualted Al-tolerance mechanism in rice [7]. ART1 (AL3+ RESISTANCE TRANSCRIPTION FACTOR 1) is a Cys2His2-type zinc-finger transcription factor [8]. ART1 is constitutively expressed in the roots and its expression is not induced by Al3+ treatment. ART1 regulates the expression of at least 31 genes with a cis-element [GGN(T/g/a/C)V(C/A/g)S(C/G)] (ART1-binding affinity of nucleotides with small characters is weaker than those with large characters) [9]. Among them, only six genes have been functionally characterized. OsSTAR1 and OsSTAR2 (SENSITIVE TO ALUMINUM RHIZOTOXICITY 1 & 2) encode a ATP-binding domain and a transmembrane domain, respectively, of a bacterial-type ATP binding cassette (ABC) transporter, which transports UDP-glucose [10]. The complex is implicated in cell wall modification [10]. OsFRDL4 (FERRIC REDUCTASE DEFECTIVE3-LIKE 4) encodes a citrate transporter, which secretes citrate from the roots to chelate Al in the rhizosphere [11]. On the other hand, OsNrat1 (NRAMP ALUMINUM TRANSPORTER 1) encodes an Al transporter localized at the plasma membrane, which transports Al into the cells [12], while OsALS1 (ALUMINUM SENSITIVE 1) encodes a tonoplast-localized transporter for Al, which sequestrates Al into the vacuoles [13]. Recently, up-regulation of a Mg transporter, OsMGT1 (MAGNESIUM TRANSPORTER 1), is reported to be required for conferring Al-tolerance in rice [14]. All of these genes are specifically induced by Al and knockout of either gene results in decreased Al-tolerance, indicating their important roles in Al-tolerance. However, the mechanisms underlying high Al-tolerance in rice are not fully understood at the molecular level.

In the present study, we performed a genome-wide transcriptional analysis of Al-responsive genes in rice. By comparing transcriptional profiling between a wild-type rice and an Al-sensitive rice mutant star1, we found that rice possesses novel mechanisms of Al-tolerance in addition to ART1-regulated mechanism in rice.

Materials and Methods

Plant Materials and Growth Conditions

Seeds of wild-type rice (Oryza sativa cv. Koshihikari) and an Al-sensitive mutant, star1 [10], were germinated for 2 days at 30°C. The seedlings were then transferred to a plastic net floating on a 0.5 mM CaCl2 solution in a 1.5 L plastic box. At day 4, the seedlings were exposed to a 0.5 mM CaCl2 solution (pH 4.5) containing 0 or 20 µM AlCl3. Root length was measured with a ruler before and after 6 h treatments. Ten seedlings were used for each treatment.

RNA Isolation, Microarray and Data Analysis

Root tips (0–1 cm) and basal region (1–2 cm) of the roots (20–30 plants per sample) were excised from the seedlings of both wild-type rice and star1 mutant which had been exposed to 20 µM AlCl3 for 6 h and immediately frozen in liquid nitrogen. Total RNA was isolated using the RNeasy Plant Mini Kit (Qiagen, Germany). The RNA quality was assessed on agarose gels and with the Nanodrop ND-1000 (Thermo Fisher Scientific, USA). Microarray analysis was performed according to Agilent Oligo DNA Microarray Hybridization protocols using the Agilent 44 K Rice Oligo DNA Microarray RAP-DB (Agilent Technologies, USA; G2519F#15241) [15] with three biological replicates (Agilent Technologies, USA; G2519F#15241) [15]. The hybridized slides were scanned using a DNA microarray scanner (Agilent Technologies, USA). Signal intensities were extracted by Feature Extraction software (Agilent Technologies, USA). For statistical analysis, we excluded genes we excluded genes with low signal intensities less than 500 (sum of +Al and –Al signal intensity) in all treatments of the wild-type and star1 mutant. This is based on expression level of known Al-tolerance genes (10–14). The average value (arithmetic mean) of fold change (the ratios of Cy3 and Cy5) and standard deviation (SD) of each probe were calculated using three biological replicates. Since the expression of known Al-tolerance genes is usually up-regulated by higher than three folds (10–14), we extracted genes up-regulated or down-regulated by Al more/less than three-fold in the wild-type and star1 mutant. The data discussed in this publication have been deposited in NCBI's Gene Expression Omnibus and are accessible through GEO Series accession number GSE40964 (http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE40964).

The gene functions were categorized based on databases including National Center of Biotechnology Information (NCBI) [16], the Rice Annotation Project Database (RAP-DB) build 5.0 [15] by the International Rice Genome Sequencing Project (IRGSP) [17], and the MSU Rice Genome Annotation Database [18]. The majority of Al-responsive transcripts were assigned to one of the following 12 categories by checking one by one using excel (Microsoft); (1) transport; (2) metabolism; (3) protein synthesis and processing; (4) signal transduction; (5) translation initiation or transcription factors; (6) abiotic or biotic stress response; (7) cell-wall, cell cycle, cell growth and cell cytoskeleton modification or metabolism; (8) DNA/RNA binding or metabolism; (9) phytohormone metabolism and response; (10) mitochondria or plastid; (11) other; (12) unknown molecular function.

Quantitative Real-time PCR

To validate microarray data, 12 genes were randomly selected for quantitative real-time PCR (qRT-PCR) (Table S1). Total RNA was prepared from the root tips and basal root regions of wild-type and star1 using RNeasy Plant Mini Kit (Qiagen, Germany) and reversely transcribed using SuperSript™ II Reverse Transcriptase (Invitrogen, USA) and Oligo(dT) primers. The qRT-PCR was performed on an Eppendorf MasterCycler ep realplex real-time PCR (Eppendorf, Germany) using the specific primers described in Table S1.

One-fifth dilutions of the cDNAs were used as a template for the qRT-PCR in a total volume of 20 µL as follows; 10 µL SYBR Premix Ex Taq™ Perfect Real Time (TaKaRa Biol Inc., Japan), 0.4 µL ROX Reference Dye, 0.8 µL primer mix (50∶50 mix of forward and reverse primers at 10 pmol µL−1 each), 6.8 µL distilled water and 2 µL template. The reaction conditions were: 30 s at 95°C followed by 40 cycles of 30 s at 95°C, 20 s at 60°C and 35 s at 72°C. The rice Histone H3 was used as an internal control. Relative expression levels were calculated by the comparative Ct method. Three independent biological replicates were made for each gene.

Results and Discussion

Tolerance and toxicity of Al stress are a complicated phenomenon, involving many genes and a number of signaling pathways [19]. However, microarray technique has provided a useful tool for investigation of genome-wide changes in transcripts. So far, microarray analysis for Al response has been reported in Arabidopsis [20][22], maize [23], [24], Medicago truncatula [25], [26], and wheat [27]. Since the mechanisms for Al-tolerance differ with plant species, in the present study, we performed a microarray analysis with rice, a well-known Al-tolerant species, to understand genes involved in high Al-tolerance at genome-wide scale.

Al-toxicity is characterized by inhibition of root elongation, which occurs within a few hours after exposure to Al [3]. Therefore, to exclude genes associated with Al-toxicity, we sampled the roots exposed to Al solution for 6 h for microarray analysis. Furthermore, to extract genes related to Al-tolerance, we compared the transcriptional profiling between the wild-type rice and an Al-sensitive mutant, star1 [10]. Moreover, we selected a concentration of 20 µM for Al treatment. At this concentration, the root elongation of the wild-type rice was hardly inhibited, whereas that of the mutant was inhibited by 75% (Figure 1), which make possible to extract genes possibly associated with Al-tolerance.

Figure 1. Al-induced inhibition of root elongation.

Figure 1

Seedlings (6-d-old) of both wild-type rice (WT) and an Al-sensitive mutant (star1) were exposed to a 0.5 mM CaCl2 solution (pH 4.5) containing 0, 20 µM Al for 6 h. The root length was measured with a ruler before and after Al treatment. Error bars represent ± SD (n = 10). Different letters indicate significant differences at P<0.05 by Tukey’s Honestly Significantly Different test.

Verification of Microarray Results by Quantitative Real-time PCR

To validate the reliability of the microarray data, we randomly selected 12 genes from root tips and basal root regions for the quantitative real-time PCR (qRT-PCR) analysis. There was a good correlation (r = 0.84) between the microarray data and the qRT-PCR results (Figure 2). These results indicated that the microarray data could reflect the transcriptional changes caused by Al stress.

Figure 2. Correlation of gene expression ratio between microarray data and quantatitive RT-PCR data.

Figure 2

Twelve genes randomly selected were subjected to quantitative real-time PCR analysis. OsHistone H3 was used as an internal standard. Microarray data (fold change of gene expression) were plotted against data (fold change of gene expression) from quantitative real-time PCR. Both x- and y-axes are shown in log2 scale. r indicates correlation coefficient.

Overview of Al-induced Transcriptional Profiling

Agilent 44 K Rice Oligo DNA Microarray RAP-DB covers almost genes in rice genome [15]. In the root tips (0–1 cm) of wild-type rice, exposure to 20 µM AlCl3 for 6 h resulted in up-regulation of 213 genes and down-regulation of 21 genes (Figure 3A and 3B). By contrast, much more genes (2015 and 1521) were up- and down-regulated by the same treatment in the star1 mutant (Figure 3A and 3B). In the basal root region (1–2 cm), 126 and 112 genes, respectively, was up- and down-regulated in the wild-type rice, whereas the numbers of up- and down-regulated genes were 2419 and 1663, respectively, in the star1 mutant (Figure 3A and 3B).

Figure 3. Genes up- and down-regulated by Al in the wild-type and star1 mutant roots.

Figure 3

Numbers of Al-responsive genes up-regulated (higher than 3-fold) (A) and down-regulated (lower than 3-fold) (B) are extracted. Wild-type (gray circle) and star1 mutant (black circle) are shown in both the root tips and basal root region.

Functional category analysis showed that 27.0–42.8% of the up- and down-regulated genes are assigned to unknown function (Table 1). Genes related to ‘Metabolism’ and ‘Abiotic or biotic stress response’ were mostly affected by Al stress in both the wild-type rice and star1 roots (Table 1).

Table 1. Functional classification of Al-responsive genes in the roots of the wild-type rice and star1 mutant.

Up-regulateda Down-regulatedb
Root tips Basal roots Root tips Basal roots
WT (%) star1 (%) WT (%) star1 (%) WT (%) star1 (%) WT (%) star1 (%)
Transport 19 (8.8) 125 (6.2) 10 (7.9) 113 (4.7) 1 (4.8) 102 (6.7) 4 (3.6) 135 (8.1)
Metabolism 31 (14.4) 251 (12.5) 18 (14.3) 340 (14.1) 4 (19.0) 119 (7.8) 19 (17.0) 204 (12.3)
Protein synthesis and processing 14 (6.5) 129 (6.4) 7 (5.6) 125 (5.2) 1 (4.8) 86 (5.7) 6 (5.4) 89 (5.4)
Signal transduction 6 (2.8) 147 (7.3) 2 (1.6) 140 (5.8) 0 (0) 97 (6.4) 9 (8.0) 98 (5.9)
Translation initiation or transcription factors 8 (3.7) 113 (5.6) 3 (2.4) 182 (7.5) 3 (14.3) 114 (7.5) 5 (4.5) 123 (7.4)
Abiotic or biotic stress response 39 (18.1) 276 (13.7) 13 (10.3) 269 (11.1) 3 (14.3) 126 (8.3) 25 (22.3) 133 (8.0)
Cell-wall, cell cycle, cell growthand cell cytoskeleton modificationor metabolism 14 (6.5) 67 (3.3) 13 (10.3) 133 (5.5) 1 (4.8) 137 (9.0) 9 (8.0) 94 (5.7)
DNA/RNA binding or metabolism 1 (0.5) 26 (1.3) 1 (0.8) 60 (2.5) 0 (0) 77 (5.1) 0 (0) 37 (2.2)
Phytohormone metabolism and response 2 (0.9) 21 (1.0) 3 (2.4) 26 (1.1) 0 (0) 22 (1.4) 1 (0.9) 17 (1.0)
Mitochondria or plastid 3 (1.4) 26 (1.3) 1 (0.8) 27 (1.1) 1 (4.8) 12 (0.8) 2 (1.8) 8 (0.5)
Other 0 (0.0) 19 (0.9) 2 (1.6) 31 (1.3) 0 (0) 12 (0.8) 1 (0.9) 14 (0.8)
Unknown molecular function protein 76 (35.2) 815 (40.4) 53 (42.1) 973 (40.2) 7 (33.3) 618 (40.6) 31(27.7) 711 (42.8)
Total 213 2015 126 2419 21 1521 112 1663
a

Genes which expression was changed higher than 3-fold (fluorescence signal more than 500) in the root tips and the basal roots were categorized.

b

Genes which expression was changed lower than 3-fold (fluorescence signal more than 500) in the root tips and the basal roots were categorized.

Since the root elongation was hardly inhibited in the wild-type rice, but severely inhibited in the star1 mutant, three different groups for Al-responsive genes could be divided by comparing expression profiling between wild-type rice and star1 mutant. Group 1 includes genes which are up- or down-regulated by Al only in the wild-type rice. These genes are probably involved in Al-tolerance. Twenty eight up-regulated and three down-regulated genes in the root tips, 50 up-regulated and 43 down-regulated genes in the basal root region, belong to this group (Figure 3A and 3B). Group 2 includes genes, which are up- or down-regulated by Al in both the wild-type rice and star1 mutant. These genes are probably involved in Al-tolerance or -toxicity. There are 185 up-regulated and 18 down-regulated genes in this group in the root tip, 76 up-regulated and 69 down-regulated genes in the basal root region (Figure 3A and 3B, Table S2S5). Genes in Group 3 are those up- or down-regulated only in the mutant. These genes are related to Al-toxicity and included 1830 up-regulated genes and 1503 down-regulated genes in the root tip, 2343 up-regulated and 1594 down-regulated genes in the basal root region (Figure 3A and 3B). Most genes in this group are also response to general stresses and found in microarray data of other plant species such as Arabidopsis [20], maize [23], [24] M. truncatula [25], [26] and wheat [27]. For example, the genes encoding a NADPH oxidase, peroxidase, oxalate oxidase, which are reactive oxygen species (ROS; O2 , H2O2) generators, were up-regulated (Table S2). Most types of abiotic stresses disrupt the metabolic balance of cells, resulting in enhanced production of ROS [28]. The accumulation of ROS such as 1O2, O2 , H2O2 and HO, during abiotic stresses was considered to be a by-product of stress metabolism as well as an overall unwelcome by-product of aerobic metabolism [29]. These findings indicate that these genes are involved in arrest of plant root elongation in response to general stress.

Spatial Profiling of Al-responsive Genes

Root tip has been considered as the target of Al-toxicity [3] based on root elongation inhibition, however, surprisingly, similar numbers of genes were up- and down-regulated by Al in the root tips and mature regions of both wild-type rice and star1 mutant (Figure 4A and 4B). This result raises a question on whether the root tip is only the target of Al-toxicity. Among genes affected, 49 up-regulated and 7 down-regulated genes were the same between root tip and basal root region in the wild-type rice (Figure 4A and 4B), but most Al-responsive genes were different between the root tip and basal root region. This was the same in the star1 mutant; 1385 up-regulated and 522 down-regulated genes were the same between the root tip and basal root region, whereas other genes showed root region-dependent (Figure 4A and 4B). These results suggest that basal root region is also a target of Al-toxicity in addition to the root tip. In M. truncatula, Al-induced gene expression is also found not to be restricted to the root tip [25]. In fact, some genes identified from rice were expressed in both the root tips and basal root region. For example, OsFRDL4 was expressed in both the root tip and the mature root zones [11]. The expression of OsSTAR1 and OsSTAR2 was also induced in both regions [10]. These findings suggest that the basal root region is also involved in Al-tolerance and -toxicity.

Figure 4. Genes up- and down-regulated by Al in the root tips and basal roots of the wild-type and star1 mutant.

Figure 4

Number of Al-responsive genes up-regulated (higher than 3-fold) (A) and down-regulated (lower than 3-fold) (B) are extracted. Root tips (gray circle) and basal root regions (black circle) was shown in the wild-type and star1 mutant.

Transcriptional Profiling of ART1-regulated Genes in the Wild-type and the star1 Mutant Roots

ART1-regulated Al-tolerance has been identified as a major mechanism responsible for high Al-tolerance in rice [7], [8]. We compared expression profiling of ART1-reguated downstream genes between wild-type rice and star1 mutant. Among 31 downstream genes, 11 genes showed higher fold changes in the expression in the mutant than in the wild-type rice (Table 2), whereas 13 genes showed higher fold changes in the wild-type rice than in the mutant (Table 2). Seven genes showed similar fold changes in the expression between wild-type rice and mutant (Table 2). Six genes were only up-regulated in the wild-type rice, including genes encoding Expansin (Os04g0583500), Mg2+ transporter/OsMGT1 (Os01g0869200), OsNramp4/OsNrat1 (Os02g0131800), LrgB-like protein family protein (Os10g0578800), Allyl alcohol dehydrogenase (Os12g0227400) and uncharacterized plant-specific domain 01627 containing protein (Os11g0490100, Table 2). Among them, OsNrat1 (Al3+ transporter) and OsMGT1 (Mg2+ transporter) have been demonstrated to be involved in Al-tolerance [12], [14]. Although several ART1-regulated genes were also up-regulated in the mutant, the Al-tolerance was severally decreased, indicating that not a single gene, but multiple genes are required to function together for high Al-tolerance in rice.

Table 2. Expression changes of ART1-regulated genes in the roots of wild-type rice and star1 mutant.

Root tips Basal roots
WT star1 WT star1
RAP IDa Accessionb Annotationc Fold change(+Al/−Al)d ±SDe Fold change(+Al/−Al) ±SD Fold change(+Al/−Al) ±SD Fold change(+Al/−Al) ±SD
Cell wall maintenance and Root elongation
Os01g0178300 AK062450 OsCDT3 7.43 1.58 24.67 3.28 11.72 3.85 9.82 2.66
Os01g0652100 AK069291 Protein of unknown function DUF231 domaincontaining protein 3.31 0.40 2.55 0.41 3.97 0.61 1.58 0.83
Os01g0860500 AK069860 Chitinase 10.32 4.51 12.09 2.34 3.67 0.84 7.41 4.20
Os03g0760800 AK121316 Gibberellin regulated protein family protein 4.91 1.29 21.94 6.13 7.54 2.07 9.13 5.14
Os04g0583500 AK062225 Expansin 4 5.28 1.23 1.36 0.42 1.01 0.19 1.47 0.84
Os09g0479900 CI269495 Peptidase S8 and S53, subtilisin, kexin, sedolisin domaincontaining protein 3.43 0.25 6.40 0.78 1.40 0.19 9.83 5.61
Os10g0524600 AK069238 Peptidase S8 and S53, subtilisin, kexin, sedolisin domaincontaining protein 2.26 0.15 3.46 0.76 10.59 2.88 25.71 11.89
Membrane protein
Os01g0869200 AK073453 Mg2+ transporter/OsMGT1 4.43 0.77 2.12 0.42 3.24 0.59 1.78 0.48
Os02g0131800 AK102180 OsNramp4/OsNrat1 7.85 0.31 0.74 0.08 5.53 0.18 0.27 0.08
Os02g0755900 AK104985 UDP-glucuronosyl/UDP-glucosyltransferase family protein 5.91 0.28 23.35 1.40 1.21 0.29 44.24 6.83
Os03g0755100 AK066049 Tonoplast-localized half-size ATP binding cassette (ABC)transporter/OsALS1 3.43 0.15 4.21 0.18 2.57 0.09 2.63 0.74
Os05g0119000 AK069359 Bacterial-type ATP binding cassette (ABC) transporter/OsSTAR2 6.75 1.86 3.62 0.85 3.68 0.90 1.63 0.47
Os06g0695800 AK109450 Bacterial-type ATP binding cassette (ABC) transporter/OsSTAR1 4.39 0.18 4.60 0.33 3.88 0.19 2.41 0.15
Os09g0426800 AK060786 Gl1 protein 1.97 0.38 4.67 0.53 5.34 0.71 0.99 0.22
Os10g0206800 AK072077 Multidrug and toxic compound extrusion (MATE) family protein/OsFRDL2 5.76 0.21 3.44 0.30 5.89 0.44 1.58 0.29
Os10g0578800 AK065615 LrgB-like protein family protein 7.89 0.49 2.36 0.15 5.22 0.24 0.74 0.47
Metabolism and Detxification
Os01g0716500 AK101454 SAM (and some other nucleotide) binding motif domaincontaining protein 1.90 0.10 42.65 4.84 1.99 0.30 13.98 12.53
Os02g0186800 NM_001052658 Cytochrome P450 family protein 12.48 4.64 5.23 0.59 5.80 0.90 1.99 0.22
Os02g0770800 AK102178 Nitrate reductase 8.63 1.34 10.99 0.45 30.19 4.29 59.40 7.64
Os12g0227400 CI560939 Allyl alcohol dehydrogenase 16.06 0.78 2.64 0.20 8.94 0.15 0.48 0.23
Unknown
Os01g0731600 NM_001050684 Conserved hypothetical protein 18.18 4.39 23.14 5.08 1.68 0.31 14.15 13.58
Os01g0766300 NM_001050890 Conserved hypothetical protein 6.23 1.82 30.97 3.95 5.94 0.63 12.56 3.48
Os01g0919200 AK071325 Cell division protein FtsZ family protein 4.24 0.80 11.58 2.03 2.24 0.51 18.69 16.31
Os03g0126900 AK109217 Conserved hypothetical protein 7.32 0.67 4.11 0.24 7.84 0.47 2.11 0.08
Os03g0304100 AK111121 Hypothetical protein 10.73 4.09 34.63 11.22 4.04 0.49 0.78 0.57
Os04g0419100 AK107777 Hypothetical protein 16.41 0.44 5.38 0.39 1.09 0.23 7.96 5.25
Os04g0494900 AK073892 Protein of unknown function DUF642 family protein 15.05 0.86 3.64 0.74 2.98 0.16 99.56 31.86
Os07g0493100 AK068708 Non-protein coding transcript, uncharacterized transcript 26.08 11.10 7.18 0.87 13.41 4.30 6.97 2.12
Os07g0587300 CI285201 Hypothetical protein 6.62 1.76 208.44 71.70 6.36 1.10 104.49 46.28
Os11g0488100 CI197875 Hypothetical protein 4.50 0.16 7.00 0.56 2.02 0.12 1.96 0.13
Os11g0490100 AK108872 Uncharacterized plant-specific domain 01627 containing protein 5.04 0.72 1.76 0.25 9.75 1.10 21.53 10.50
a

RAP-ID based The Rice Annotation Project (RAP) ID numbers.

b

Accsesion based GenBank locus of the National Center of Biotechnology Information (NCBI).

c

Annotation based on the Rice Annotation Project Database (RAP-DB) build 3.0 by the International Rice Genome Sequencing Project (IRGSP).

d

Fold change, ratio of transcript abundance in Al treatement/transcript abundance in control (−Al) treatment.

e

Standard deviation of the mean.

Novel Al-tolerance Mechanism in Rice

Among 28 genes only up-regulated in the root tips of the wild-type (Table 2, Table 3), 6 genes are ART1-regulated, indicating that there are other mechanisms for Al-tolerance except ART1-regulated pathway in rice. Seven genes out of 22 genes belong to unknown function group (Table 3), while other genes are related to transporter (nitrate transporter, iron-regulated transporter), metabolism (nitrate reductase), oxidative stress-responsive genes (germin-like protein), polysaccharide/cell wall metabolism (cell wall invertase, beta-1,3-glucanase precursor) and so on.

Table 3. Genes up- and down-regulated only in the root tips of wild-type rice.

Functional classificationfa/RAP IDb Accessionc Annotationd Fold change (+Al/−Al)e ±SDf
Up-regulated
ART1-regulated genes
Os12g0227400 CI560939 Allyl alcohol dehydrogenase 16.06 0.78
Os10g0578800 AK065615 LrgB-like protein family protein 7.89 0.49
Os02g0131800 AK102180 OsNramp4/OsNrat1 7.85 0.31
Os11g0490100 AK108872 Uncharacterized plant-specific domain 01627 containingprotein 5.04 0.72
Os04g0583500 AF247165 Expansin 4 5.00 1.49
Os01g0869200 AK073453 Mg2+ transporter/OsMGT1 4.43 0.77
Other genes
Transpot
Os05g0410900 AK119621 Nitrate transporter/OsNRT1 6.91 0.93
Os03g0667500 AY327039 Iron-regulated transporter 2/OsIRT2 3.16 0.28
Metabolism
Os08g0468100 AK101662 Nitrate reductase [NADH] 1/OsNR 3.02 0.37
Protein synthesis and processing
Os05g0360400 AK106046 Zn-finger, RING domain containing protein 5.30 0.93
Os04g0535200 AK060585 Peptidase aspartic family protein 3.25 0.33
Translation initiation or transcription factors
Os07g0569100 AK120160 Remorin, C-terminal region domain containing protein 3.17 0.52
Abiotic or biotic stress response
Os03g0804500 AF072694 Germin-like protein subfamily T member 1 precursor/OsGLP 4.68 0.49
Os07g0214900 NP_001059187 Chalcone synthase/OsCHS 4.36 0.24
Os04g0456200 NP_001052967 TMV induced protein 1–2 3.68 0.23
Os05g0495900 AB027431 Beta-1,3-glucanase precursor 3.68 0.38
Os01g0713200 AB027429 Beta-1,3-glucanase precursor 3.23 0.62
Cell-wall, cell cycle, cell growth and cell cytoskeleton modification or metabolism
Os04g0664900 CI550916 Cell wall invertase 4.12 0.64
Os04g0683700 AK119512 4-coumarate-CoA ligase-like protein 3.38 0.16
Os07g0568700 AF466357 Floral organ regulator 1 3.35 1.09
Hormone metabolism and response
Os03g0738600 AK073529 Lipoxygenase L-2 3.63 0.89
Unknown molecular function protein
Os10g0137300 NP_001064130 Conserved hypothetical protein 7.55 0.91
Os03g0183200 AK106987 Conserved hypothetical protein 4.36 0.98
Os01g0915900 CI543502 (No Hit) 3.67 1.08
Os11g0211800 AK059202 Hypothetical protein 3.27 1.09
Os01g0824800 AK066200 Conserved hypothetical protein 3.13 0.62
Os01g0319200 NP_001042887 Plant protein of unknown function family protein 3.10 0.22
Os05g0410800 AK108312 Conserved hypothetical protein 2.99 0.08
Down-regulated genes
Translation initiation or transcription factors
Os07g0558100 Y11415 Myb protein (similar to ATMYB102) 0.27 0.02
Os03g0279700 AK111338 ZPT2-12 0.33 0.11
Unknown molecular function protein
Os10g0391400 AK107854 ZIM domain containing protein. (simirlar to JAZ; JA signaling) 0.28 0.06
a

Funcronal classification based on Table 1.

b

RAP-ID based The Rice Annotation Project (RAP) ID numbers.

c

Accsesion based GenBank locus of the National Center of Biotechnology Information (NCBI).

d

Annotation based on the Rice Annotation Project Database (RAP-DB) build 3.0 by the International Rice Genome Sequencing Project (IRGSP).

e

Fold change, ratio of transcript abundance in Al treatement/transcript abundance in control (−Al) treatment.

f

Standard deviation of the mean.

Genes encoding nitrate transporter1 (OsNRT1; Os05g0410900) and nitrate reductase (OsNR; Os08g0468100) were up-regulated by 6.9- and 3.0-fold in the root tips of wild-type rice (Table 3). OsNRT1 is a low-affinity transporter for nitrate uptake [30], while OsNR is responsible for the reduction of nitrate to nitrite [31]. Rice takes up nitrogen mainly in the form of ammonium, therefore, it is unlikely that up-regulation of OsNRT1 and OsNR is for enhancing nitrogen uptake. One possibility is that the up-regulation is associated with nitric oxide (NO) production. Nitric oxide is produced from nitrite and a key signal molecule involved in many physiological processes in plants [32]. In fact, addition of exogenous NO enhanced Al-tolerance in rice roots by decreasing the contents of pectin and hemicellulose, increasing the degree of methylation of pectin, and decreasing Al accumulation in root cell walls [32], supporting that up-regulation of OsNRT1 and OsNR is required for Al-tolerance in rice.

Gene encoding iron-regulated transporter 2 (OsIRT2; Os03g0667500) was up-regulated by 3.2-fold (Table 3). Fe uptake is proposed to be mediated through OsIRT1 and OsIRT2 [33]. Interestingly, only IRT2, but not OsIRT1 was up-regulated by Al. Furthermore, this up-regulation seems to be distinct in rice since its homolog is not induced by Al in Arabidopsis, maize, M. truncatula, and wheat roots [20][27]. Al inhibits Fe uptake [34], therefore up-regulation of OsIRT2 is necessary for increasing Fe uptake.

Genes related with secondary metabolism were also up-regulated by Al. Chalcone synthase (CHS, EC 2.3.1.74) is a key enzyme of the flavonoid/isoflavonoid biosynthesis pathway. A gene encoding this enzyme was up-regulated by 4.4-fold (Table 3). CHS is quite commonly induced in different plant species under different forms of stress like UV, wounding, herbivory and microbial pathogens, resulting in the production of compounds that have e.g. antimicrobial activity (phytoalexins), insecticidal activity, and antioxidant activity or quench UV light directly or indirectly [35]. CHS expression causes accumulation of flavonoid and isoflavonoid. On the other hand, 4-Coumarate:CoA ligase has a pivotal role in the biosynthesis of plant secondary compounds at the divergence point from general phenylpropanoid metabolism to several major branch pathways [36]. Al is known to induce peroxidation and ROS formation in rice roots [37], [38]. Increased secondary metabolites such as flavonoids may increase anti-oxidative capacity, subsequently alleviating Al-toxicity. In line with this aspect, a gene encoding germin-like protein (OsGLP; Os03g0804500) was also up-regulated (Table 3). Germin-like proteins (GLPs) constitute a diverse family of ubiquitous plant glycoproteins [39]. Many GLPs have manganese-containing superoxide dismutase (SOD) activity [40], [41]. The SOD activities catalyze the dismutation of superoxide into oxygen and hydrogen peroxide. In this study, OsSOD was not up-regulated in rice roots after short exposure to Al stress (Table 3, Table 4, Table S2, S3), indicating OsSOD might not function in rice root after short exposure to Al stress. Thus, OsGLP might function as SOD. Furthermore, the H2O2 produced by OsGLPs is detoxicated by peroxiredoxin (PrxR) and thioredoxin (Trx) because they are only up-regulated antioxidant genes in rice root tips (Table S2). These results suggested that OsGLP, OsPrxR and OsTrx function as major ROS-scavenging enzymes in the rice roots after short exposure to Al stress.

Table 4. Genes up- and down-regulated only in the basal roots of wild-type rice.

Functional classificationfa/RAP IDb Accessionc Annotationd Fold change(+Al/−Al)e ±SDf
Up-regulated
ART1-regulated genes
Os12g0227400 CI560939 Allyl alcohol dehydrogenase 8.94 0.15
Os03g0126900 AK109217 Conserved hypothetical protein 7.84 0.47
Os10g0206800 AK072077 Multidrug and toxic compound extrusion (MATE) family protein/OsFRDL2 5.89 0.44
Os02g0131800 AK102180 OsNramp4/OsNrat1 5.53 0.18
Os09g0426800 AK060786 Gl1 protein 5.34 0.71
Os10g0578800 AK065615 LrgB-like protein family protein 5.22 0.24
Os03g0304100 AK111121 Hypothetical protein 4.04 0.49
Os06g0695800 AK064089 Bacterial-type ATP binding cassette (ABC) transporter/OsSTAR1 3.81 0.19
Os05g0119000 AK069359 Bacterial-type ATP binding cassette (ABC) transporter/OsSTAR2 3.68 0.90
Os01g0869200 AK073453 Mg2+ transporter/OsMGT1 3.24 0.59
Other genes
Transport
Os06g0701700 AB061311 HKT-type transporter (Sodium ion transporter) 2.97 0.83
Metabolism
Os08g0547300 AK072163 E-class P450, group I family protein 7.65 3.42
Os04g0405300 AK110700 Stem secoisolariciresinol dehydrogenase 4.04 1.05
Os06g0500700 CI431272 Cytochrome P450 family protein 3.48 1.21
Os02g0176900 NP_001046065 Aldose 1-epimerase family protein 3.47 0.67
Os05g0438600 AY035554 Fructose-1,6-bisphosphatase (FBPase) 3.45 0.16
Os11g0487600 NP_001067918 Cytochrome P450 family protein 3.17 0.09
Os05g0424300 AK120987 Cytochrome P450 family protein 3.07 0.44
Protein synthesis and processing
Os12g0108500 AK122171 Cyclin-like F-box domain containing protein 10.16 0.26
Os04g0535200 AK060585 Peptidase aspartic family protein 3.10 0.35
Translation initiation or transcription factors
Os01g0286100 AK102252 Basic helix-loop-helix dimerisation region bHLH domain containing protein 3.34 0.45
Abiotic or biotic stress response
Os09g0361500 AK120689 Isochorismate synthase 1 (ICS1) 4.08 0.76
Os05g0223000 AK071661 Calmodulin-related protein 2, touch-induced 3.32 0.77
Os04g0635500 AK069933 Wound induced protein 3.05 0.81
Cell-wall, cell cycle, cell growth and cell cytoskeleton modification or metabolism
Os04g0506800 AK070719 Glycosyl transferase, family 29 protein/OsGT 5.21 0.77
Os11g0444000 AK099588 UDP-glucosyltransferase BX8 3.50 0.37
Os02g0802200 AK107538 Glycoside hydrolase, family 79, N-terminal domain containing protein/OsGH 3.34 0.42
Os04g0477500 AK063950 Glycosyl transferase, family 17 protein/OsGT 3.15 0.30
Os03g0324700 AK121618 Exostosin-like family protein 3.03 0.25
Hormone metabolism and response
Os04g0667400 AK119413 2OG-Fe(II) oxygenase domain containing protein 5.42 1.44
Mitochondria or plastid
Os07g0469100 AK120365 Thylakoid membrane phosphoprotein 14 kDa 3.06 0.34
Unknown molecular function protein
Os07g0269000 CI251879 (No Hit) 3.74 0.10
Os10g0473200 AK105229 Conserved hypothetical protein 5.05 0.76
Os05g0573800 CI142713 (No Hit) 4.49 0.56
Os04g0635400 CI037812 Conserved hypothetical protein 4.38 1.40
Os04g0603800 AK063616 Hypothetical protein 4.17 0.13
Os03g0183200 AK106987 Conserved hypothetical protein 4.10 0.75
Os12g0265400 CI096837 Hypothetical protein 4.05 0.23
Os09g0459900 AK063208 Cyclin-dependent kinase inhibitor family protein 3.92 1.21
Os09g0459500 AB118006 Hypothetical protein 3.87 0.49
Os03g0255500 AK061620 Phosphoenolpyruvate carboxykinase 3.69 0.36
Os01g0213500 CI426147 Conserved hypothetical protein 3.45 0.15
Os11g0259100 NP_001067644 Hypothetical protein 3.43 0.60
Os02g0600200 AK058978 IQ calmodulin-binding region domain containing protein 3.23 0.70
Os02g0327000 AK073631 C2 domain containing protein 3.15 0.28
Os06g0535200 AK109943 Zn-finger, RING domain containing protein 3.10 0.17
Os01g0854000 AK070440 Conserved hypothetical protein 3.10 0.72
Os04g0520700 AK065832 Protein of unknown function DUF584 family protein 3.08 0.81
Os03g0113900 AK119700 Protein of unknown function DUF584 family protein 2.98 0.19
Os04g0231800 AK068417 Protein of unknown function DUF1165 family protein 2.95 0.03
Down-regulated
Transport
Os04g0538900 CI558963 Glyoxalase/bleomycin resistance protein/dioxygenase domain containing protein 0.29 0.10
Os03g0817200 AK121940 Amino acid/polyamine transporter II family protein 0.31 0.03
Os03g0375900 AK107064 Amino acid/polyamine transporter I family protein 0.32 0.05
Metabolism
Os06g0185500 C97337 Transferase family protein 0.05 0.02
Os06g0185300 Transferase family protein 0.15 0.04
Os12g0626400 AK063967 Squalene/phytoene synthase family protein 0.22 0.03
Os06g0549900 AK109673 FAD linked oxidase, N-terminal domain containing protein 0.23 0.07
Os06g0294600 AK058424 Cytochrome P450 family protein 0.24 0.01
Os11g0644800 CI019806 Tyrosine/nicotianamine aminotransferase family protein 0.25 0.04
Os07g0643400 AK061012 Esterase/lipase/thioesterase domain containing protein 0.31 0.02
Protein synthesis and processing
Os01g0124100 AK062394 Proteinase inhibitor I12, Bowman-Birk family protein 0.13 0.01
Os10g0537800 AK061277 Peptidase A1, pepsin family protein 0.21 0.06
Os03g0318400 AK106440 Peptidase A1, pepsin family protein 0.21 0.07
Signal transduction
Os07g0186200 NP_001059070 Protein kinase family protein 0.32 0.03
Os04g0618700 AK120799 Protein kinase domain containing protein 0.34 0.02
Os01g0699600 AK105196 Protein kinase domain containing protein 0.34 0.23
Translation initiation or transcription factors
Os02g0624300 AK112056 MYB1 protein 0.11 0.09
Os11g0702400 AK105226 Zn-finger, C2H2 type domain containing protein 0.26 0.03
Abiotic or biotic stress response
Os07g0129300 AF306651 Pathogenesis-related protein 1 precursor 0.07 0.02
Os06g0546500 AK073833 Peroxidase 0.16 0.03
Os05g0427400 CI551987 Phenylalanine ammonia-lyase 0.19 0.01
Os02g0627100 AK068993 Phenylalanine ammonia-lyase 0.22 0.04
Os09g0417800 AK067834 DNA-binding WRKY domain containing protein 0.24 0.07
Os09g0417600 AF467736 DNA-binding WRKY domain containing protein 0.26 0.05
Os10g0542900 AB016497 Chitinase 0.28 0.06
Os05g0135400 AK063587 Plant peroxidase family protein 0.29 0.06
Os05g0149400 AK061064 1-aminocyclopropane-1-carboxylate oxidase/OsACC 0.30 0.10
Os01g0687400 AB110201 Chitinase 0.31 0.04
Os11g0592000 AK121059 Barwin 0.33 0.04
Os01g0933900 AF309383 Glutathione transferase III(B) 0.35 0.02
Cell-wall, cell cycle, cell growth and cell cytoskeleton modification or metabolism
Os02g0267200 CI377660 Alpha-expansin OsEXPA13 0.32 0.04
Unknown molecular function protein
Os04g0368000 CI447876 (No Hit) 0.15 0.04
Os06g0587300 AK121885 Conserved hypothetical protein 0.05 0.03
Os06g0586000 AK063903 Conserved hypothetical protein 0.07 0.03
Os12g0437800 AK063833 CI2E 0.08 0.02
Os01g0796000 CI508923 (No Hit) 0.12 0.04
Os10g0391400 AK107854 ZIM domain containing protein 0.18 0.15
Os05g0368000 NP_001055341 Conserved hypothetical protein 0.20 0.03
Os06g0282000 CI563293 (No Hit) 0.21 0.03
Os06g0292400 CI409636 Embryogenesis transmembrane protein 0.27 0.02
Os02g0520100 AK072610 NUDIX hydrolase domain containing protein 0.28 0.01
Os03g0187800 AK105352 Protein of unknown function DUF250 domain containing protein 0.30 0.05
Os06g0155400 NP_001056850 Hypothetical protein 0.33 0.06
a

RAP-ID based The Rice Annotation Project (RAP) ID numbers.

b

Accsesion based GenBank locus of the National Center of Biotechnology Information (NCBI).

c

Annotation based on the Rice Annotation Project Database (RAP-DB) build 3.0 by the International Rice Genome Sequencing Project (IRGSP).

d

Fold change, ratio of transcript abundance in Al treatement/transcript abundance in control (−Al) treatment.

e

Standard deviation of the mean.

Among genes up-regulated by Al only in the basal region of wild-type rice, some are related to polysaccharide/cell wall metabolism, including genes encoding glycoside hydrolase (GH; Os02g0802200) and glycosyl transferases (GTs; Os04g0506800, Os04g0477500) (Table 4). Glycoside hydrolases (GHs) catalyze the hydrolysis of the glycosidic linkage to release smaller sugars [42]. Glycosyl transferases (GTs) catalyze the transfer of sugar moieties from activated donor molecules to specific acceptor molecules, thereby forming glycosidic bonds [43]. Al causes the thickening and rigidification of cell walls [44]. Increased expression of OsGH and OsGTs may contribute to the cell wall synthesis, hence alleviating the Al-induced inhibition of longitudinal cell expansion.

Gene encoding 1-aminocyclopropane-1-carboxylate oxidase (OsACC; Os05g0149400) was down-regulated in the basal root (Table 4). OsACC is related to biosynthesis of ethylene. Ethylene production is associated with inhibition of root elongation in Lotus japonicus and M. truncatula [45]. Down-regulation of OsACC may prevent further inhibition of root growth caused by Al. The association between other genes and Al-tolerance remain to be examined in future.

As a conclusion, our comparative genome-wide transcriptional analysis reveals that there are other mechanisms for Al-tolerance except for ART1-regulated one in rice including those related to nitrogen assimilation, secondary metabolite synthesis, cell-wall synthesis and ethylene synthesis. Although the exact roles of these putative tolerance genes remain to be examined, our data provide a platform for further work on Al-tolerance in rice.

Supporting Information

Table S1

Primer sequences used for quantitative real-time PCR.

(XLS)

Table S2

Genes up-regulated in the root tips of both the wild-type and star1 mutant.

(XLS)

Table S3

Genes up-regulated in the basal root regions of both the wild-type and star1 mutant.

(XLS)

Table S4

Genes down-regulated in the root tips of both the wild-type and star1 mutant.

(XLS)

Table S5

Genes down-regulated in the basal roots of both the wild-type and star1 mutant.

(XLS)

Funding Statement

The research was supported by a Grant-in-Aid for Scientific Research on Innovative Areas from the Ministry of Education, Culture, Sports, Science and Technology of Japan (No. 22119002 to JFM) and by a grant from the Ministry of Agriculture, Forestry and Fisheries of Japan (Genomics for Agricultural Innovation, IPG-0006 to JFM). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Table S1

Primer sequences used for quantitative real-time PCR.

(XLS)

Table S2

Genes up-regulated in the root tips of both the wild-type and star1 mutant.

(XLS)

Table S3

Genes up-regulated in the basal root regions of both the wild-type and star1 mutant.

(XLS)

Table S4

Genes down-regulated in the root tips of both the wild-type and star1 mutant.

(XLS)

Table S5

Genes down-regulated in the basal roots of both the wild-type and star1 mutant.

(XLS)


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