Global transcriptome analysis reveals distinct expression among duplicated genes during sorghum-Bipolaris sorghicolainteraction
- Hiroshi Mizuno†1,
- Hiroyuki Kawahigashi†1,
- Yoshihiro Kawahara†1,
- Hiroyuki Kanamori1,
- Jun Ogata1,
- Hiroshi Minami2,
- Takeshi Itoh1 and
- Takashi Matsumoto1Email author
© Mizuno et al.; licensee BioMed Central Ltd. 2012
Received: 9 October 2011
Accepted: 29 July 2012
Published: 29 July 2012
Sorghum (Sorghum bicolor L. Moench) is a rich source of natural phytochemicals. We performed massive parallel sequencing of mRNA to identify differentially expressed genes after sorghum BTx623 had been infected with Bipolaris sorghicola, a necrotrophic fungus causing a sorghum disease called target leaf spot.
Seventy-six-base-pair reads from mRNAs of mock- or pathogen-infected leaves were sequenced. Unannotated transcripts were predicted on the basis of the piling-up of mapped short reads. Differentially expressed genes were identified statistically; particular genes in tandemly duplicated putative paralogs were highly upregulated. Pathogen infection activated the glyoxylate shunt in the TCA cycle; this changes the role of the TCA cycle from energy production to synthesis of cell components. The secondary metabolic pathways of phytoalexin synthesis and of sulfur-dependent detoxification were activated by upregulation of the genes encoding amino acid metabolizing enzymes located at the branch point between primary and secondary metabolism. Coordinated gene expression could guide the metabolic pathway for accumulation of the sorghum-specific phytochemicals 3-deoxyanthocyanidin and dhurrin. Key enzymes for synthesizing these sorghum-specific phytochemicals were not found in the corresponding region of the rice genome.
Pathogen infection dramatically changed the expression of particular paralogs that putatively encode enzymes involved in the sorghum-specific metabolic network.
Plants synthesize low-molecular-weight phytoalexins via secondary metabolic pathways to protect themselves from pathogens such as fungi . Phytoalexins of sorghum such as 3-deoxyanthocyanidins first appear in the cells under fungal attack, where they accumulate in cytoplasmic inclusion bodies. The inclusions migrate to the site of attempted penetration, become pigmented, and ultimately release phytoalexins to kill the fungus . Phytoalexins are produced mainly from aromatic amino acids (phenylalanine (Phe), tyrosine (Tyr)) by the action of many enzymes that sequentially catalyze biochemical reactions. Phenylalanine ammonia lyase (PAL) catalyzes the deamination of Phe to trans-cinnamic acid; this is the first step in the biosynthesis of various phenylpropanoids, coumarins, flavonoids, and lignin [3–5]. Aromatic-L-amino acid decarboxylase catalyzes decarboxylation of Tyr to tyramine; this is the first step in the production of isoquinoline alkaloids. Cytochrome P450s are diversified to make various phytoalexins and participants in metabolic networks, such as anthocyanins, tannins, flavones, and isoflavonoid [6, 7]. For phytoalexin synthesis, proper enzyme activity is required not only to synthesize the products needed, but also to avoid the accumulation of toxic metabolites.
Sorghum (Sorghum bicolor L. Moench) is the fifth most commonly grown cereal in the world and is a rich source of sorghum-specific natural products. In response to pathogen infection, sorghum synthesizes a unique class of flavonoid phytoalexins, namely 3-deoxyanthocyanidins [2, 8]. These are structurally similar to anthocyanins except that they lack C-3 hydroxylation. As another example, sorghum seedlings accumulate high levels of dhurrin, a cyanogenic glycoside derived from tyrosine . Degradation of dhurrin releases hydrogen cyanide (HCN), which is very toxic to animals, plants, insects, and microorganisms [10, 11]. Dhurrin is also biologically important as a nitrogen storage compound. [12, 13]. Sorghum roots exude sorgoleone, a hydrophobic p-benzoquinone compound that inhibits electron transfer in photosystem II to preclude competition for resources with neighboring plants . However, the enzymes required for phytoalexin synthesis have not been fully identified, and the nature of the coordinated gene expression for the production of these enzymes remains to be elucidated.
Target leaf spot is one of the major foliar diseases of sorghum under conditions of high humidity. This diseaseis caused by a necrotrophic fungus, Bipolaris sorghicola[15, 16]. Infected leaves of BTx623 have usually orange to red spots with straw-colored centers. Target leaf spot substantially reduces the production of plant biomass.
Studies of the functional genomics of sorghum began only after completion of the genomic sequence of sorghum BTx623 in 2009 . Sorghum has many proximally duplicated genes. For example, genes encoding cytochrome P450 enzymes are abundant in sorghum, with 326 copies, including the longest tandem gene array, of 15 genes . Each gene may be expressed under the conditions appropriate for catalyzing a particular biochemical reaction. However, the similarity of these genomic sequences makes it difficult to distinguish the expression of gene members of this family, even though various applications have been developed for detecting SNPs by using real-time quantitative reverse transcription – polymerase chain reaction (qRT-PCR) or microarray technology. Moreover, computational annotation has not yet fully covered whole genes. It is therefore important to identify whole transcripts (including unannotated transcripts) for complete gene expression profiling, and there is a need to develop technologies beyond arrays. Given the rapid progress of massive parallel sequencing technology, whole mRNA sequencing (mRNA-seq) has been used for gene expression profiling [18–22]. A series of programs have been developed for building gene models directly based on the piling-up of short reads: the program Bowtie efficiently maps short reads on genomic sequences , TopHat concatenates adjacent exons and identifies reads that bridge exon junctions , and Cufflinks  constructs gene models on the basis of the exons and bridging sequences predicted by Bowtie and TopHat. Thus, the use of sequencing-based expression profiling has the potential to overcome the limitations of PCR- or array-based profiling and can be used to identify key genes expressed among family members.
Here, from among duplicated genes we aimed to identify the key genes required for phytoalexin synthesis and to elucidate their coordinated expression in sorghum after infection with Bipolaris sorghicola. For this purpose, we performed whole mRNA sequencing by using massive parallel sequencing technology; differentially expressed genes, including unannotated genes, were identified on the basis of the piling-up of mapped reads. The differentially expressed genes were mapped on metabolic pathways; this analysis revealed their coordinated expression in primary metabolic networks to change the role of the TCA cycle and amino acids. We compared the expression of these genes with those of tandemly duplicated family genes in the sorghum genome and identified key enzymes in sorghum-specific phytoalexin synthesis. We also compared the genes with those located in the corresponding genomic regions in rice, and we discuss the evolutionary history of sorghum-specific phytoalexin synthesis. This work will help to elucidate the transcriptional regulation of primary and secondary metabolic pathways in response to pathogen infection in sorghum.
Identification of differentially expressed genes by mRNA-seq
Numbers of mapped reads
Total reads (%)
Total mapped (%)
Mapped on genome
Mapped on junction
Total unmapped (%)
Numbers of differentially expressed genes
No. annotated (%)
No. of novel (%)
Constructing gene models and searching for homology to genes encoding known proteins
Characterization of differentially expressed genes
We focused here on primary or secondary metabolic pathways containing proteins encoded by highly differentially expressed genes; we also compared the expression of these genes with those of their family genes. Fifty genes that were extremely differentially expressed were listed (Additional File 4: Table S4).
Glyoxylate shunt in the TCA cycle: isocitrate lyase and malate synthase
Amino acid metabolism
Genes encoding aromatic L-amino acid decarboxylase (Sb07g003010) are tandemly duplicated in the sorghum genome (Sb07g003010, Sb07g003020, Sb07g003040), but only Sb07g003010 was highly upregulated in infected leaves (Figure 3B). Aromatic L-amino acid decarboxylase catalyzes L-tyrosine and/or L-tryptophan decarboxylation irreversibly and is responsible for the commitment of aromatic L-amino acids to secondary metabolic pathways such as the isoquinoline alkaloid biosynthesis pathway (Figure 3C).
The gene encoding serine o-acetyltransferase (01 g044050) was induced in infected leaves (Figure 3B); this enzyme catalyzes the formation of O-acetyl-Ser from Ser and acetyl-CoA. Subsequently, Cys is formed by the condensation of sulfide and O-acetyl-Ser; this is catalyzed by O-acetyl-Ser (thiol) lyase . These two steps link Ser irreversibly to Cys biosynthesis (Figure 3C).
The gene encoding glutamate decarboxylase (Sb01g041700) was also induced in infected leaves (Figure 3B); this enzyme catalyses irreversible decarboxylation of glutamate to produce succinate finally, which is supplied to the TCA cycle (Figure 3C).
Sorghum is a rich source of sorghum-specific phytochemicals, including certain 3-deoxyanthocyanidins , dhurrin , and sorgoleone . We focused here on differentially expressed genes associated with the synthesis of these sorghum-specific phytochemicals.
PAL is the first enzyme committed to the secondary metabolic pathway that converts Phe to 4-coumaroyl-CoA, the precursor of various phytochemicals. There were six tandemly duplicated sorghum PAL genes on chromosome 4 (Sb04g026510 to Sb04g026560); the amino acids encoded by these genes shared 81.8% or more identity (Sb04g026520 = 100%) (Additional File 5: Figure S1). Some genes encoding PAL, C4H, and 4CL were highly expressed, but they were not differentially expressed after pathogen infection (Additional File 5: Figure S1).
The CHS genes are tandemly duplicated (9 genes; Sb05g020150 to Sb05g020230); six were upregulated in infected leaves and four were barely expressed (Additional File 5: Figure S1). CHI have three copies dispersed in different chromosomes, and two of them were upregulated (Additional File 5: Figure S1). Upregulation of the genes encoding CHS and CHI suggests the synthesis of naringenin, the precursor of various phytochemicals (Figure 4A).
The DFR genes consisted of four putative paralogs; three were currently annotated and one was predicted on the basis of the piling-up of mapped reads by using the Cufflinks program (Additional File 3: Table S3). The unannotated one, CUFF.115357.1, was the only one upregulated (Figures 2B and 4B), suggesting that CUFF.115357.1 is responsible for reduction of the C-4 carbonyl group of naringenin. Part of CUFF.115357.1 was the same as the sequence previously named DFR3, but it was not annotated in the latest sorghum annotation (Sbi_79) (Figure 2B). CUFF115357.1 was located between polyubiquitin genes (UBQ) and the ROP interacting CRIB (Cdc42/Rac-interactive binding) motif protein (RIC) on chromosome 4, and the syntenic region in rice chromosome 2 was identified by aligning the genome sequence with the rice genome (International Rice Genome Sequencing Project Build 5.0 pseudomolecules). However, rice had no DFR gene in the corresponding region on chromosome 2 (Figure 4C).
Anthocyanidin reductase, which may be responsible for the subsequent conversion of flavan-4-ols to 3-deoxyanthocyanidins, has not been characterized. We found that Sb06g029550, which is similar to anthocyanidin reductase, was extremely differentially expressed in infected leaves (330.4 fold; Additional File 4: Table S4). Sb06g029550 was the most highly differentially expressed gene among 58 homologous genes, including the 15 tandemly duplicated (Sb06g029510 to Sb06g029630) genes, in BTx623 (Figure 4B). Sb06g029550 had similarity to the A. thaliana BANYULS (BAN) gene encoding anthocyanidin reductase (Additional File 4: Table S4) . We consider that Sb06g029550 is the candidate responsible for the final step of synthesizing 3-deoxyanthocyanidin. Accumulation of apigeninidin, one of the 3-deoxyanthocyanidins, was detected after infection with Bipolaris sorghicola by using thin layer chromatography (TLC) (Figure 4d). Thus, upregulation of CHS CHI CUFF.115357.1/DFR, and the putative anthocyanidin reductase gene Sb06g029550 suggests the synthesis of 3-deoxyanthocyanidin derived from phenylalanine.
In contrast, genes for anthocyanidin synthesis were barely expressed in BTx623. The sorghum flavanone 3-hydroxylases F3H1 (Sb06g031790.1) and F3H2 (unannotated in Phytozome)  were not expressed at all (Additional File 1: Table S1), suggesting the blocking of C-3 hydroxylation of naringenin; this blocking is therefore the critical determinant of the production of 3-deoxyanthocyanidin instead of anthocyanidin (Figure 4A). The gene encoding anthocyanidin synthase (ANS; Sb04g000260.1), which catalyzes a downstream reaction for anthocyanidin formation [28, 32] was not expressed under either of the conditions studied (Additional File 1: Table S1). Thus, the lack of expression of the F3H and ANS genes supports the accumulation of 3-deoxyanthocyanidin, and not anthocyanidin, in BTx623 (Figure 4A).
The FNSII gene Sb02g000220.1 was upregulated among four putative paralogs (Figure 4B). FNSII is a cytochrome P450 protein (CYP93G3) that converts flavanones (naringenin) to flavones through the formation of 2-hydroxyflavanones (Figure 4A) .
Among tandemly repeated family members, particular genes of the F3′H and polyphenol oxidase families were differentially expressed (Additional File 5: Figure S2). The differentially expressed F3’H gene (Sb04g024710.1) was previously named SbF3’H2 which is involved in pathogen-specific 3-deoxyanthocyanidin synthesis (Shih et al.. 2006 ). Putative substrates for sorghum F3’H proteins are naringenin (Shih et al.. 2006) or precursors of flavonoid biosynthesis such as kaempferol (Boddu et al. 2004). The enzymes encoded by polyphenol oxidase genes might be related to phytoalexin synthesis, even though their targets are unknown.
We compared the genomic regions responsible for dhurrin synthesis in sorghum with the corresponding regions in rice. p-(S)-hydroxymandelonitrile lyase catalyzes the critical step of release of the potent toxin HCN (Figure 5A). The p-(S)-hydroxymandelonitrile lyase gene in sorghum was located between the protease 6A (Pro6A) gene and the heat shock protein 40 (HSP40) gene (Figure 5C). Genes in the corresponding rice region encoded UDP-glycosyltransferase 91D1 (Os02t08039000), peptidase S8 (Os02t0803900), methyltransferase type 11 (Os02t0804300), or an unknown protein (Os02t0804100, Os02t0804400), or were non-coding (Os02t0804000). Thus, the p-(S)-hydroxymandelonitrile lyase gene, which is responsible for the final step of dhurrin degradation and HCN release, was not identified in the rice genome (Figure 5C), supporting the hypothesis that dhurrin is a toxic chemical peculiar to sorghum.
Sorgoleone is a lipid benzoquinone that is produced only by members of the genus Sorghum [34–36] Alkylresorcinol synthases (ARSs) play essential roles in the biosynthesis of sorgoleone, which produces 5-alkylresorcinols, by using medium to long-chain fatty acyl-CoA starter units . ARS genes (Sb08g003170, Sb02g034030, Sb05g022500, Sb05g022510)  were not expressed in leaves in this study (Additional File 1: Table S1). As sorgoleone is involved in allelopathy, this gene might be expressed only in the root hairs.
Transcriptional regulation of the TCA cycle, amino acid metabolism, and photosynthesis
Analysis of the functional genomics of sorghum started only after completion of the genomic sequencing of sorghum BTx623 in 2009 . To identify key expressed genes for sorghum-specific phytoalexin synthesis and elucidate their coordinated expression, we performed whole mRNA sequencing by using massive parallel sequencing technology (Table 1); differentially expressed genes, including unannotated genes, were identified on the basis of the piling-up of mapped reads (Tables 2; Figures 12; Additional Files 1234: Tables S1-S4). We have validated the differential expression of these annotated or Cufflinks-predicted unannotated genes by using qRT-PCR experiment of biological replicates (Additional File 6: Figure S3).
The glyoxylate shunt in the TCA cycle, which involves the action of isocitrate lyase and malate synthase, was activated (Figure 3A). The shunt pathway of the TCA cycle allows increased production of carbon compounds by bypassing the CO2-generating steps of the TCA cycle and contributes to the synthesis of cell components such as cell-wall polysaccharides, nucleotides, and amino acids. Genes in the shikimate pathway are ubiquitously expressed (Additional File 1: Table S1); this reinforces the supply of Phe and Tyr, which are precursors of phytoalexins (Figure 3C). The glyoxylate shunt is widespread in plants, bacteria, and fungi . In plants, the glyoxylate shunt is of primary importance for the growth of plant seedlings; it is involved in the conversion of stored lipids to carbohydrates that serve as primary nutrient sources before photosynthesis . However, synthesis of cellar components results in the consumption of components of the TCA cycle. To compensate for this loss, succinate, a substrate for the TCA cycle, could be supplied from glutamate, because production of glutamate decarboxylase (Sb01g041700), which catalyzes the first step from Glu to succinate, was highly induced (Figure 3B). Thus, boosting of the glyoxylate shunt suggests that there is change in the role of the TCA cycle from energy production to synthesis of cellar components.
Amino acids are not only building blocks of protein; they also serve as biosynthetic precursors for anti-pathogen metabolites. Decarboxylation of Tyr (Figure 3C) is the first step in the production of complex isoquinoline alkaloids, which comprise more than 2500 known compounds found in various plants . The upregulation of genes encoding polyphenol oxidase (Additional File 5: Figure S2) also supports the synthesis of isoquinoline alkaloids (Additional File 5: Figure S2). PALs, which were highly expressed constitutively (Additional File 5: Figure S1), are involved in the first step in the biosynthesis of flavonoids by catalyzing the deamination of Phe (Figure 3C). Ser acetyltransferase links Ser metabolism to Cys biosynthesis (Figure 3C). Cys serves as a precursor for various sulfur-containing metabolites, including glutathione (GSH), cofactors, essential vitamins, and sulfur esters [42–44]. The upregulation of genes encoding glutathione S-transferases (Sb02g003090.1, Sb01g030880.1; Additional File 1: Table S1) also supports the activation of GSH-dependent detoxification.These amino acid metabolizing enzymes are located at the branch point between primary and secondary metabolism, suggesting that their upregulation enables irreversible commitment to the pathway (Figure 3C).
An inverse correlation between photosynthesis- and defense-related gene expression has been observed in the C3 plants tobacco  and potato . In contrast, sorghum has genes for C4 photosynthesis ; six of seven previously identified C4 photosynthesis genes (two for carbonic anhydrase and one each for malate dehydrogenase, malic enzyme, phosphoenolpyruvate carboxylase, and pyruvate orthophosphate dikinase) were downregulated (Additional File 2: Table S2). Even though the changes were small (0.35 to 0.71 fold; Additional File 2: Table S2), the basal expression levels of photosynthesis genes were high (e.g. the RPKM [mock-infected] for pyruvate orthophosphate dikinase was 3915.65; Additional File 5: Figure S2 and Additional File 1: Table S1), and thus the absolute amounts of transcripts would have changed substantially. This response supports the inverse relationship between C4 photosynthesis- and defense-related gene expression in sorghum.
Coordinated gene expression for sorghum-specific responses
Our mRNA-seq analysis revealed the transcriptional regulation of key enzymatic steps for synthesizing sorghum-specific phytochemicals. By our genome-wide analysis we also identified candidate genes responsible for the missing steps of sequential reaction that causes the accumulation of phytoalexins. Sorghum BTx623 exhibits typical reddish orange leaf lesions after infection with the conidia of B. sorghicola. Apigeninidin, one of the 3-deoxyanthocyanidins, was accumulated after infection with B. sorghicola (Figure 4d). 3-deoxyanthocyanidin is also accumulated after infection with Colletotrichumsublineolum  or Cochliobolus heterostrophus . In BTx623 we found coordinated gene expression and suppression of genes; this included the upregulation of CHS, CHI, an unannotated DFR gene (CUFF.115357.1) and a putative anthocyanidinreductase candidate (Sb06g029550), as well as the suppression of F3H and ANS genes (Figure 4A). These findings suggest that accumulation of 3-deoxyanthocyanidin, but not anthocyanidin, occurs upon infection with B. sorghicola. In another sorghum accession, DK46, anthocyanin pigment is accumulated through sequential reactions catalyzed by F3H, DFR, and ANS , suggesting that expression of the genes encoding these proteins has changed during the history of sorghum breeding.
What controls the coordinated expression of such genes? As a candidate, Yellow seed1 (Y1), which encodes a MYB-type regulatory protein, plays pivotal roles in pericarp pigmentation with 3-deoxyanthocyanidin in seeds of sorghum; deletion of the Y1 allele in BTx623 produces seeds without these 3-deoxyflavonoid pigments . Expression of a putative flavonoid 3’hydroxylase (F3′H) gene is under the control of the sorghum Y1 gene in synthesizing 3-deoxyanthocyanidin phytoalexins . P1, a y1 homolog in maize, activates the expression of genes encoding CHS and CHI . In this study, leaf expression of y1 was completely suppressed with or without infection with B. sorghicola (Additional file 1: Table S1), but the genes encoding CHS, CHI, and F3′H were differentially expressed (Additional File 5: Figure S1 and S2). We therefore consider that regulation of phytoalexin synthesis could differ between seed and leaf. Other transcription factors may be responsible for the expression of genes for 3-deoxyanthocyanidin production in the leaves of BTx623. Expression of genes for transcription factor families such as ERF, WRKY, DREB, and the zinc finger family was induced (Additional File 4: Table S4). Transcription factors were also duplicated in the sorghum genome. For example, a number of WRKYs have been annotated and have had a lineage-specific gene expansion during the course of plant evolution: one in Chlamydomonas reinhardtii, 37 in the moss Physcomitrella patens, 74 in Arabidopsis, almost 200 in soybean, and 93 in sorghum [51, 52]. Expansion of the numbers of genes of this family (i.e. WRKY) is likely to be associated with the ongoing development of highly sophisticated defense mechanisms co-evolving in plants together with pathogens.
Dhurrin content could be regulated by changes in both synthesis and degradation (Figure 5A); degradation of dhurrin results in release of HCN, which can be lethal to animals, insects, fungi, and plants [13, 53, 54]. In the sorghum genome we identified genes responsible for dhurrin metabolism, and we showed that pathogen infection favored the accumulation, not degradation, of dhurrin (Figure 5B). As the release of HCN inhibits phytoalexin production , HCN might be more damaging to the plant than to the invader. Therefore, in the case of fungal infection, the genes responsible for dhurrin degradation might be strictly suppressed. Moreover, expression of CYP79A1, which is responsible for the synthesis of p-hydroxymandelonitrile (an intermediate of dhurrin; Figure 5A), was also slightly suppressed by infection (Additional File 1: Table S1), whereas CYP79A1 expression is induced by feeding greenbugs . Thus, the defense mechanism related to dhurrin in fungal infection might differ from that in insect feeding.
Evolutionary history of phytoalexin synthesis after sorghum and rice split
The size of the sorghum genome is approximately 730 Mb , which is twice the 389 Mb of the rice genome . This difference in size is due mainly to differences in the content of repetitive sequences: 55% of the sorghum genome consists of retrotransposon sequences, compared with the smaller rice genome (26%) . Alignment of genetic  and cytological maps  suggests that sorghum and rice have similar quantities of euchromatin (252 and 309 Mb, respectively), with a largely collinear gene order . Nevertheless, some of the genes in the sorghum genome were duplicated after the sorghum–rice split. We demonstrated the tandemly duplicated genes and the diversity of pathogen-inducible expression of the genes encoding aromatic-L-amino acid decarboxylase (Figure 3B), DFR, putative anthocyanidin reductase (Figure 4B), dhurrinase (Figure 5B), PAL, CHS (Additional File 5: Figure S1), F3′H, and polyphenol oxidase (Additional File 5: Figure S2). The synthesis of sorghum-specific phytochemicals was explained by the presence of the sorghum-specific genes encoding p-(S)-hydroxymandelonitrile lyase and CUFF115357.1/DFR3, which were acquired after the sorghum–rice split (Figures 4D5C). The sorghum genome had three tandemly duplicated aromatic-L-amino acid decarboxylase genes (Figure 3B) and six PAL genes (Additional File 5: Figure S1), but the rice genome had two tandemly duplicated aromatic L-amino acid decarboxylase genes and four PAL genes , suggesting that the extra copy was acquired and thus strengthened the pathway after the sorghum–rice split. Cytochrome P450 domain–containing genes, which are often involved in phytoalexin synthesis and the scavenging of toxins, are abundant in sorghum, which has 326 such genes, versus 228 in rice , even though the target products have not been not fully identified in vivo. These duplications in sorghum have likely resulted in the diversity of both their genomic sequences and their expression; these genes have thereby developed different functions on an evolutionary time scale.
Advantage of mRNA-seq for identification of pathogen-inducible genes
mRNA-seq provides information on all transcribed genes without the need to rely on annotation. Whole-genome tiling arrays can also be used to identify unannotated transcripts, but not for alternative splicing variants; this is the advantage of mRNA-seq over microarray technology. We predicted transcripts on the basis of the piling-up of mapped reads; 7674 transcripts were unannotated in Phytozome (Figure 2A). The differentially expressed unannotated transcripts encoded, for example, proteins similar to DFR, responsible for 3-deoxyanthocyanidin biosynthesis, or to maize ZRP4 , which encodes the o-methyltransferase involved in suberin biosynthesis (Figure 2B; Additional File 3: Table S3). Suberin is a component of the polymer matrices in lipophilic cell wall barriers. These barriers control the fluxes of gases, water, and solutes, and they also help to protect plants from biotic and abiotic stresses and to control plant morphology . The unannotated differentially expressed genes could be identified only by mRNA-seq. Moreover, mRNA-seq could identify and distinguish the expression of each duplicated gene; it is therefore a powerful tool for analyzing genomes that have large numbers of such duplications. This application of mRNA-seq has generated many new leads and hypotheses in regard to metabolic pathways. Functional linkage of the transcriptome and metabolome is very important and should be elucidated systematically in the future.
Minimizing the technical error is important. We previously validated our sequence-based gene expression profiling against array-based technology in rice. For each gene from shoots (N = 14,575) and roots (N = 14,861), the ratio obtained from the array and the corresponding ratio obtained from RPKM were highly correlated over a broad range (r = 0.72 in shoot and 0.80 in root) . Moreover, we confirmed the differential expression by using qRT-PCR of three biological replicates for the genes of interest (Additional file 6: Fig S3). We therefore consider that our sequence-based approach was generally valid as a gene expression profiling technology.
Following the rapid progress of massive parallel sequencing technology, whole mRNA sequencing has been used for gene expression profiling in sorghum. During the time when this paper was under review, a transcriptome analysis of sorghum bicolor in response to osmotic stress and abscisic acid was reported .
Pathogen infection activated the glyoxylate shunt in the TCA cycle; this changes the role of the TCA cycle from energy production to synthesis of cell components. Genes encoding amino acid metabolizing enzymes located at the branch point between primary and secondary metabolism of phytoalexin synthesis or of sulfur-dependent detoxification were upregulated. The coordinated gene expression upon pathogen infection suggests the accumulation of the sorghum-specific phytochemicals 3-deoxyanthocyanidin. Particular genes in tandemly duplicated putative paralogs were highly upregulated. Key enzymes for synthesizing these sorghum-specific phytochemicals were not found in the corresponding region of the rice genome. Therefore, pathogen infection dramatically changed the expression of particular paralogs that putatively encode enzymes involved in the sorghum-specific metabolic network.
Plant materials and infection with target leaf spot
BTx623, a sorghum (S. bicolor (L.) Moench) cultivar susceptible to target leaf spot, was infected with B. sorghicola isolate BC-24 (Ministry of Agriculture, Forestry and Fisheries (MAFF) number 511379). The BC-24 strain was grown on vegetable juice (Campbell V8) agar for 10 days in the dark at 25°C and then placed under UV light for 10 days to induce conidial development. Conidia were harvested in 0.01% Tween-20, and the concentration of the suspension was adjusted to 4 × 105 conidia/mL. At the 7- or 8-leaf stage, the sorghum plants were sprayed with 5 mL of the suspension per pot and then placed in 1/10000-a Wagner pots. The inoculated plants were kept in a moist chamber in the dark at 25°C for 16 h and then transferred to a greenhouse at 28.5 to 30°C. Seven days after inoculation, the plants were frozen in liquid nitrogen for RNA extraction.
For RNA extraction from each plant tissue, at least 5 biological replicates were collected, immediately frozen in liquid nitrogen, and mixed, to minimize the effect of transcriptome unevenness among plants. Total RNA was extracted by using an RNeasy Plant kit (Qiagen, Hilden, Germany). RNA quality was calculated with a Bioanalyzer 2100 algorithm (Agilent Technologies, Palo Alto, CA, USA); high-quality (RNA Integrity Number >8) RNA was used. Total RNA samples (10 μg) were subjected to cDNA construction for Illumina sequencing, in accordance with the protocol for the mRNA-Seq sample preparation kit (Illumina, San Diego, CA, USA). Oligo(dT) magnetic beads were used to isolate poly(A) RNA from the total RNA samples. The mRNA was fragmented by being heated at 94°C for 5 min. First-strand cDNA was synthesized using random hexamer primers for 25°C/10 min, 42°C/50 min, and 70°C/15 min. After the first strand had been synthesized, dNTPs, RNaseH, and DNA polymerase I were added to synthesize second-strand DNA for 2.5 h at 16°C. The ends of double-stranded cDNA were repaired by using T4 DNA polymerase and Klenow DNA polymerase and phosphorylated by using T4 polynucleotide kinase. A single “A” base was added to the cDNA molecules by using Klenow exonuclease, and the fragments were ligated to the Paired End (PE) adapters from the Illumina mRNA-Seq kit. cDNA having 200- ± 25-bp fragments were collected. The purified cDNA was amplified by 15 cycles of PCR for 98°C/10 s, 65°C/30 s, and 72°C/30 s using PE1.0 and PE2.0 primers.
Constructing gene models and searching for homology to genes encoding known proteins
cDNA was sequenced (single read) by using an Illumina Genome Analyzer IIx. Data on two technical replicates (two sequencing lanes of a cDNA sample from mock- or pathogen-infected leaf, corresponding to about 28.7 to 34.6 million 76-bp reads) were accumulated. The default Illumina pipeline quality filter, which uses a threshold of CHASTITY ≥ 0.6, was used to identify clusters with low signal-to-noise ratios. CHASTITY is defined as “the ratio of the highest of the four (base-type) intensities to the sum of the highest two.” Passed filter reads were mapped onto the sorghum reference genome by using Bowtie (0.12.7) , and TopHat (1.1.4)  with the following options: segment length, 25; minimum intron length, 30; maximum intron length, 6000; maximum multihits, 40; number of threads: 2. Cufflinks (0.9.3)  was used for prediction of genes by the piling-up of mapped reads. Unannotated transcripts were screened by comparison with Phytozome annotation (Sbicolor_79). To predict the functions of the unannotated transcripts, BLASTx searches were performed against Uniprot (Rel. 2011_01) and RefSeq (release 45) (identity ≥30% and coverage ≥30%). Members of gene families in the sorghum genome were grouped on the basis of amino acid sequence similarity. Homologous genes in the rice genome were identified on the basis of synteny between sorghum and rice by using RAP-DB (GBrowse_syn) . Genes differentially expressed (up or down) in control and infected tissues were identified by G-test (FDR <0.01). Highly upregulated genes were mapped on metabolic maps by using the KEGG (Kyoto Encyclopedia of Genes and Genomes) database .
Quantitative RT-PCR (qRT-PCR)
For RNA extraction from each plant tissue, three biological replicates were collected independently, immediately frozen in liquid nitrogen. One microgram of total RNA was reverse-transcribed in a 20-μL reaction mixture from a Transcriptor First Strand cDNA Synthesis Kit (Roche, Basel, Switzerland). qRT-PCR was performed in a 20-μL reaction mixture containing 2 × SYBR Master Mix (Kapa), 1 μL of cDNA template (1:10 dilution), and newly designed primers for each gene of interest (Additional file 7: Table S5). qRT-PCR of three biological replicates for each sample was performed using a LightCycler 480 System with its relative quantification software (ver. 1.2) based on the delta-delta-Ct method (Roche). qRT-PCR was performed for 10 s at 95°C, 5 s at 55°C, and 10 s at 72°C. The expression level for each reaction was normalized against the expression level of the actin gene .
Thin layer chromatography (TLC)
Leaf samples infected by Bipolaris sorghicola were harvested, and the pigments were extracted by incubation overnight at 4°C with methanol containing 0.1% HCl. The extracted 3-deoxyanthocyanins were hydrolyzed with 1 N HCl at 100°C for 1 h . Aglycones were extracted with isoamyl alcohol, then dried and dissolved in methanol containing 0.1% HCl. Anthocyanidin aglycones were developed on TLC Cellulose F plates (Merck, Darmstadt, Germany) using HCl:AcOH:water (3:30:60 v/v/v) as the solvent. Chemically synthesized apigeninidin (Fluka Sigma-Aldrich, St. Louis, MO, USA) was used as a standard.
All primary sequence read data have been submitted to DDBJ (DNA Data Bank of Japan) Sequence Read Archive [DRA000387].
The authors thank Dr. Takao Tsukiboshi for his valuable experimental suggestions for dealing with the fungi. The authors also thank F. Aota, K. Ohtsu, and K. Yamada for their technical assistance in sample preparation. This work was supported by a grant from the Ministry of Agriculture, Forestry and Fisheries of Japan (Genomics for Agricultural Innovation, SOR-0002 and SOR-0006).
- Kuc J: Phytoalexins, Stress Metabolism, and Disease Resistance in Plants. Annual Review of Phytopathology. 1995, 33: 275-297. 10.1146/annurev.py.33.090195.001423.PubMedView ArticleGoogle Scholar
- Snyder BA, Nicholson RL: Synthesis of phytoalexins in sorghum as a site-specific response to fungal ingress. Science. 1990, 248 (4963): 1637-1639. 10.1126/science.248.4963.1637.PubMedView ArticleGoogle Scholar
- Graham TL: Flavonoid and flavonol glycoside metabolism in Arabidopsis. Plant PhysiolBioch. 1998, 36 (1–2): 135-144.Google Scholar
- Boudet AM: Lignins and lignification: Selected issues. Plant Physiol Bioch. 2000, 38 (1–2): 81-96.View ArticleGoogle Scholar
- Vogt T: Phenylpropanoid Biosynthesis. Molecular Plant. 2010, 3 (1): 2-20. 10.1093/mp/ssp106.PubMedView ArticleGoogle Scholar
- Mizutani M, Ohta D: Diversification of P450 genes during land plant evolution. Annu Rev Plant Biol. 2010, 61: 291-315. 10.1146/annurev-arplant-042809-112305.PubMedView ArticleGoogle Scholar
- Powles SB, Yu Q: Evolution in action: plants resistant to herbicides. Annu Rev Plant Biol. 2010, 61: 317-347. 10.1146/annurev-arplant-042809-112119.PubMedView ArticleGoogle Scholar
- Lo SCC, De Verdier K, Nicholson RL: Accumulation of 3-deoxyanthocyanidin phytoalexins and resistance to Colletotrichum sublineolum in sorghum. Physiol Mol Plant P. 1999, 55 (5): 263-273. 10.1006/pmpp.1999.0231.View ArticleGoogle Scholar
- Nielsen KA, Tattersall DB, Jones PR, Moller BL: Metabolon formation in dhurrin biosynthesis. Phytochemistry. 2008, 69 (1): 88-98. 10.1016/j.phytochem.2007.06.033.PubMedView ArticleGoogle Scholar
- Wittstock U, Gershenzon J: Constitutive plant toxins and their role in defense against herbivores and pathogens. Curr Opin Plant Biol. 2002, 5 (4): 300-307. 10.1016/S1369-5266(02)00264-9.PubMedView ArticleGoogle Scholar
- Tattersall DB, Bak S, Jones PR, Olsen CE, Nielsen JK, Hansen ML, Hoj PB, Moller BL: Resistance to an herbivore through engineered cyanogenic glucoside synthesis. Science. 2001, 293 (5536): 1826-1828. 10.1126/science.1062249.PubMedView ArticleGoogle Scholar
- Selmar D, Irandoost Z, Wray V: Dhurrin-6'-glucoside, a cyanogenic diglucoside from Sorghum bicolor. Phytochemistry. 1996, 43 (3): 569-572. 10.1016/0031-9422(96)00297-X.PubMedView ArticleGoogle Scholar
- Busk PK, Moller BL: Dhurrin synthesis in sorghum is regulated at the transcriptional level and induced by nitrogen fertilization in older plants. Plant Physiol. 2002, 129 (3): 1222-1231. 10.1104/pp.000687.PubMedPubMed CentralView ArticleGoogle Scholar
- Czarnota MA, Paul RN, Dayan FE, Nimbal CI, Weston LA: Mode of action, localization of production, chemical nature, and activity of sorgoleone: A potent PSII inhibitor in Sorghum spp. root exudates. Weed Technol. 2001, 15 (4): 813-825. 10.1614/0890-037X(2001)015[0813:MOALOP]2.0.CO;2.View ArticleGoogle Scholar
- Zummo N, Gourley LM: Occurrence of Target Leaf-Spot (Bipolaris-Sorghicola) on Sorghum in Mississippi. Plant Dis. 1987, 71 (11): 1045-1045.View ArticleGoogle Scholar
- Kawahigashi H, Kasuga S, Ando T, Kanamori H, Wu J, Yonemaru J, Sazuka T, Matsumoto T: Positional cloning of ds1, the target leaf spot resistance gene against Bipolaris sorghicola in sorghum. Theor Appl Genet. 2011, 123 (1): 131-142. 10.1007/s00122-011-1572-1.PubMedView ArticleGoogle Scholar
- Paterson AH, Bowers JE, Bruggmann R, Dubchak I, Grimwood J, Gundlach H, Haberer G, Hellsten U, Mitros T, Poliakov A, et al: The Sorghum bicolor genome and the diversification of grasses. Nature. 2009, 457 (7229): 551-556. 10.1038/nature07723.PubMedView ArticleGoogle Scholar
- Sugarbaker DJ, Richards WG, Gordon GJ, Dong L, De Rienzo A, Maulik G, Glickman JN, Chirieac LR, Hartman ML, Taillon BE, et al: Transcriptome sequencing of malignant pleural mesothelioma tumors. Proc Natl Acad Sci U S A. 2008, 105 (9): 3521-3526. 10.1073/pnas.0712399105.PubMedPubMed CentralView ArticleGoogle Scholar
- Torres TT, Metta M, Ottenwalder B, Schlotterer C: Gene expression profiling by massively parallel sequencing. Genome Res. 2008, 18 (1): 172-177.PubMedPubMed CentralView ArticleGoogle Scholar
- Pepke S, Wold B, Mortazavi A: Computation for ChIP-seq and RNA-seq studies. Nat Methods. 2009, 6 (11 Suppl): S22-32.PubMedPubMed CentralView ArticleGoogle Scholar
- Wang Z, Gerstein M, Snyder M: RNA-Seq: a revolutionary tool for transcriptomics. Nat Rev Genet. 2009, 10 (1): 57-63. 10.1038/nrg2484.PubMedPubMed CentralView ArticleGoogle Scholar
- Mizuno H, Kawahara Y, Sakai H, Kanamori H, Wakimoto H, Yamagata H, Oono Y, Wu J, Ikawa H, Itoh T, et al: Massive parallel sequencing of mRNA in identification of unannotated salinity stress-inducible transcripts in rice (Oryza sativa L.). BMC Genomics. 2010, 11: 683-10.1186/1471-2164-11-683.PubMedPubMed CentralView ArticleGoogle Scholar
- Langmead B, Trapnell C, Pop M, Salzberg SL: Ultrafast and memory-efficient alignment of short DNA sequences to the human genome. Genome Biol. 2009, 10 (3): R25-10.1186/gb-2009-10-3-r25.PubMedPubMed CentralView ArticleGoogle Scholar
- Trapnell C, Pachter L, Salzberg SL: TopHat: discovering splice junctions with RNA-Seq. Bioinformatics. 2009, 25 (9): 1105-1111. 10.1093/bioinformatics/btp120.PubMedPubMed CentralView ArticleGoogle Scholar
- Trapnell C, Williams BA, Pertea G, Mortazavi A, Kwan G, van Baren MJ, Salzberg SL, Wold BJ, Pachter L: Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation. Nat Biotechnol. 2010, 28 (5): 511-515. 10.1038/nbt.1621.PubMedPubMed CentralView ArticleGoogle Scholar
- Mortazavi A, Williams BA, McCue K, Schaeffer L, Wold B: Mapping and quantifying mammalian transcriptomes by RNA-Seq. Nat Methods. 2008, 5 (7): 621-628. 10.1038/nmeth.1226.PubMedView ArticleGoogle Scholar
- Held BM, Wang H, John I, Wurtele ES, Colbert JT: An mRNA putatively coding for an O-methyltransferase accumulates preferentially in maize roots and is located predominantly in the region of the endodermis. Plant Physiol. 1993, 102 (3): 1001-1008. 10.1104/pp.102.3.1001.PubMedPubMed CentralView ArticleGoogle Scholar
- Liu H, Du Y, Chu H, Shih CH, Wong YW, Wang M, Chu IK, Tao Y, Lo C: Molecular dissection of the pathogen-inducible 3-deoxyanthocyanidin biosynthesis pathway in sorghum. Plant Cell Physiol. 2010, 51 (7): 1173-1185. 10.1093/pcp/pcq080.PubMedView ArticleGoogle Scholar
- Adamkova S, Luhova L, Petrivalsky M, Pec P: Characterization of enzyme phenylalanine ammonia-lyase and its role in activation of defensive mechanisms in plants. Chem Listy. 2006, 100 (7): 486-494.Google Scholar
- Dayan FE, Howell J, Weidenhamer JD: Dynamic root exudation of sorgoleone and its in planta mechanism of action. J Exp Bot. 2009, 60 (7): 2107-2117. 10.1093/jxb/erp082.PubMedPubMed CentralView ArticleGoogle Scholar
- Xie DY, Sharma SB, Paiva NL, Ferreira D, Dixon RA: Role of anthocyanidin reductase, encoded by BANYULS in plant flavonoid biosynthesis. Science. 2003, 299 (5605): 396-399. 10.1126/science.1078540.PubMedView ArticleGoogle Scholar
- Winkel BS: Metabolic channeling in plants. Annu Rev Plant Biol. 2004, 55: 85-107. 10.1146/annurev.arplant.55.031903.141714.PubMedView ArticleGoogle Scholar
- Du Y, Chu H, Wang M, Chu IK, Lo C: Identification of flavone phytoalexins and a pathogen-inducible flavone synthase II gene (SbFNSII) in sorghum. J Exp Bot. 2010, 61 (4): 983-994. 10.1093/jxb/erp364.PubMedPubMed CentralView ArticleGoogle Scholar
- Czarnota MA, Paul RN, Weston LA, Duke SO: Anatomy of sorgoleone-secreting root hairs of Sorghum species. Int J Plant Sci. 2003, 164 (6): 861-866. 10.1086/378661.View ArticleGoogle Scholar
- Baerson SR, Dayan FE, Rimando AM, Nanayakkara NPD, Liu CJ, Schroerder J, Fishbein M, Pan Z, Kagan IA, Pratt LH, et al: A functional genomics investigation of allelochemical biosynthesis in Sorghum bicolor root hairs. Journal of Biological Chemistry. 2008, 283 (6): 3231-3247.PubMedView ArticleGoogle Scholar
- Dayan FE, Rimando AM, Pan ZQ, Baerson SR, Gimsing AL, Duke SO: Sorgoleone. Phytochemistry. 2010, 71 (10): 1032-1039. 10.1016/j.phytochem.2010.03.011.PubMedView ArticleGoogle Scholar
- Cook D, Rimando AM, Clemente TE, Schroder J, Dayan FE, Nanayakkara NP, Pan Z, Noonan BP, Fishbein M, Abe I, et al: Alkylresorcinol synthases expressed in Sorghum bicolor root hairs play an essential role in the biosynthesis of the allelopathic benzoquinone sorgoleone. Plant Cell. 2010, 22 (3): 867-887. 10.1105/tpc.109.072397.PubMedPubMed CentralView ArticleGoogle Scholar
- Cook D, Rimando AM, Clemente TE, Schroder J, Dayan FE, Nanayakkara NPD, Pan ZQ, Noonan BP, Fishbein M, Abe I, et al: Alkylresorcinol Synthases Expressed in Sorghum bicolor Root Hairs Play an Essential Role in the Biosynthesis of the Allelopathic Benzoquinone Sorgoleone. Plant Cell. 2010, 22 (3): 867-887. 10.1105/tpc.109.072397.PubMedPubMed CentralView ArticleGoogle Scholar
- Dunn MF, Ramirez-Trujillo JA, Hernandez-Lucas I: Major roles of isocitrate lyase and malate synthase in bacterial and fungal pathogenesis. Microbiology. 2009, 155 (Pt 10): 3166-3175.PubMedView ArticleGoogle Scholar
- Eastmond PJ, Graham IA: Re-examining the role of the glyoxylate cycle in oilseeds. Trends Plant Sci. 2001, 6 (2): 72-78. 10.1016/S1360-1385(00)01835-5.PubMedView ArticleGoogle Scholar
- Facchini PJ, Huber-Allanach KL, Tari LW: Plant aromatic L-amino acid decarboxylases: evolution, biochemistry, regulation, and metabolic engineering applications. Phytochemistry. 2000, 54 (2): 121-138. 10.1016/S0031-9422(00)00050-9.PubMedView ArticleGoogle Scholar
- Beinert H: A tribute to sulfur. European Journal of Biochemistry. 2000, 267 (18): 5657-5664. 10.1046/j.1432-1327.2000.01637.x.PubMedView ArticleGoogle Scholar
- Noctor G, Gomez L, Vanacker H, Foyer CH: Interactions between biosynthesis, compartmentation and transport in the control of glutathione homeostasis and signalling. Journal of Experimental Botany. 2002, 53 (372): 1283-1304. 10.1093/jexbot/53.372.1283.PubMedView ArticleGoogle Scholar
- Watanabe M, Mochida K, Kato T, Tabata S, Yoshimoto N, Noji M, Saito K: Comparative Genomics and Reverse Genetics Analysis Reveal Indispensable Functions of the Serine Acetyltransferase Gene Family in Arabidopsis. Plant Cell. 2008, 20 (9): 2484-2496. 10.1105/tpc.108.060335.PubMedPubMed CentralView ArticleGoogle Scholar
- Hermsmeier D, Schittko U, Baldwin IT: Molecular interactions between the specialist herbivore Manduca sexta (Lepidoptera, Sphingidae) and its natural host Nicotiana attenuata I. Large-scale changes in the accumulation of growth- and defense-related plant mRNAs. Plant Physiol. 2001, 125 (2): 683-700. 10.1104/pp.125.2.683.PubMedPubMed CentralView ArticleGoogle Scholar
- Kombrink E, Hahlbrock K: Rapid, Systemic Repression of the Synthesis of Ribulose 1,5-Bisphosphate Carboxylase Small-Subunit Messenger-Rna in Fungus-Infected or Elicitor-Treated Potato Leaves. Planta. 1990, 181 (2): 216-219. 10.1007/BF02411541.PubMedView ArticleGoogle Scholar
- Aguero ME, Gevens A, Nicholson RL: Interaction of Cochliobolus heterostrophus with phytoalexin inclusions in Sorghum bicolor. Physiol Mol Plant P. 2002, 61 (5): 267-271. 10.1006/pmpp.2003.0440.View ArticleGoogle Scholar
- Boddu J, Svabek C, Ibraheem F, Jones AD, Chopra S: Characterization of a deletion allele of a sorghum Myb gene, yellow seed1 showing loss of 3-deoxyflavonoids. Plant Science. 2005, 169 (3): 542-552. 10.1016/j.plantsci.2005.05.007.View ArticleGoogle Scholar
- Ibraheem F, Gaffoor I, Chopra S: Flavonoid phytoalexin-dependent resistance to anthracnose leaf blight requires a functional yellow seed1 in Sorghum bicolor. Genetics. 2010, 184 (4): 915-926. 10.1534/genetics.109.111831.PubMedPubMed CentralView ArticleGoogle Scholar
- Grotewold E, Chamberlin M, Snook M, Siame B, Butler L, Swenson J, Maddock S, Clair GS, Bowen B: Engineering secondary metabolism in maize cells by ectopic expression of transcription factors. Plant Cell. 1998, 10 (5): 721-740.PubMedPubMed CentralGoogle Scholar
- Rushton PJ, Somssich IE, Ringler P, Shen QJ: WRKY transcription factors. Trends Plant Sci. 2010, 15 (5): 247-258. 10.1016/j.tplants.2010.02.006.PubMedView ArticleGoogle Scholar
- Zhang Y, Wang L: The WRKY transcription factor superfamily: its origin in eukaryotes and expansion in plants. BMC Evol Biol. 2005, 5 (1): 1-10.1186/1471-2148-5-1.PubMedPubMed CentralView ArticleGoogle Scholar
- Bough WA, Gander JE: Exogenous L-Tyrosine Metabolism and Dhurrin Turnover in Sorghum Seedlings. Phytochemistry. 1971, 10 (1): 67-77. 10.1016/S0031-9422(00)90252-8.View ArticleGoogle Scholar
- Adewusi SRA: Turnover of Dhurrin in Green Sorghum Seedlings. Plant Physiology. 1990, 94 (3): 1219-1224. 10.1104/pp.94.3.1219.PubMedPubMed CentralView ArticleGoogle Scholar
- Lieberei R, Biehl B, Giesemann A, Junqueira NTV: Cyanogenesis Inhibits Active Defense Reactions in Plants. Plant Physiology. 1989, 90 (1): 33-36. 10.1104/pp.90.1.33.PubMedPubMed CentralView ArticleGoogle Scholar
- Zhu-Salzman K, Salzman RA, Ahn JE, Koiwa H: Transcriptional regulation of sorghum defense determinants against a phloem-feeding aphid. Plant Physiol. 2004, 134 (1): 420-431. 10.1104/pp.103.028324.PubMedPubMed CentralView ArticleGoogle Scholar
- IRGSP: The map-based sequence of the rice genome. Nature. 2005, 436 (7052): 793-800. 10.1038/nature03895.View ArticleGoogle Scholar
- Bowers JE, Abbey C, Anderson S, Chang C, Draye X, Hoppe AH, Jessup R, Lemke C, Lennington J, Li Z, et al: A high-density genetic recombination map of sequence-tagged sites for sorghum, as a framework for comparative structural and evolutionary genomics of tropical grains and grasses. Genetics. 2003, 165 (1): 367-386.PubMedPubMed CentralGoogle Scholar
- Kim JS, Klein PE, Klein RR, Price HJ, Mullet JE, Stelly DM: Chromosome identification and nomenclature of Sorghum bicolor. Genetics. 2005, 169 (2): 1169-1173. 10.1534/genetics.104.035980.PubMedPubMed CentralView ArticleGoogle Scholar
- Bowers JE, Arias MA, Asher R, Avise JA, Ball RT, Brewer GA, Buss RW, Chen AH, Edwards TM, Estill JC, et al: Comparative physical mapping links conservation of microsynteny to chromosome structure and recombination in grasses. Proc Natl Acad Sci U S A. 2005, 102 (37): 13206-13211. 10.1073/pnas.0502365102.PubMedPubMed CentralView ArticleGoogle Scholar
- Rice_Annotation_Project: Curated genome annotation of Oryza sativa ssp. japonica and comparative genome analysis with Arabidopsis thaliana. Genome Res. 2007, 17 (2): 175-183. 10.1101/gr.5509507.View ArticleGoogle Scholar
- Pollard M, Beisson F, Li Y, Ohlrogge JB: Building lipid barriers: biosynthesis of cutin and suberin. Trends Plant Sci. 2008, 13 (5): 236-246. 10.1016/j.tplants.2008.03.003.PubMedView ArticleGoogle Scholar
- Dugas DV, Monaco MK, Olsen A, Klein RR, Kumari S, Ware D, Klein PE: Functional annotation of the transcriptome of Sorghum bicolor in response to osmotic stress and abscisic acid. BMC Genomics. 2011, 12: 514-10.1186/1471-2164-12-514.PubMedPubMed CentralView ArticleGoogle Scholar
- Kanehisa M, Goto S: KEGG: Kyoto Encyclopedia of Genes and Genomes. Nucleic Acids Research. 2000, 28 (1): 27-30. 10.1093/nar/28.1.27.PubMedPubMed CentralView ArticleGoogle Scholar
- Shih CH, Chu IK, Yip WK, Lo C: Differential expression of two flavonoid 3'-hydroxylase cDNAs involved in biosynthesis of anthocyanin pigments and 3-deoxyanthocyanidin phytoalexins in sorghum. Plant Cell Physiol. 2006, 47 (10): 1412-1419. 10.1093/pcp/pcl003.PubMedView ArticleGoogle Scholar
- Shimizu T, Nakamura M, Kato Y, Yoshihara K, Sawai J, Terahara N: Structural determination, stability, and antimicrobial activity of Sorghum nervosum seed coat pigments (Kaoliang color). Jpn J Food Chem. 1996, 3: 21-26.Google Scholar
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