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Identification of tissue-specific gene clusters and orthologues of nodulation-related genes in Vigna angularis

Published online by Cambridge University Press:  16 July 2014

Yang Jae Kang
Affiliation:
Department of Plant Science and Research Institute for Agriculture and Life Sciences, Seoul National University, San 56-1, Sillim-dong, Gwanak-gu, Seoul151-921, Republic of Korea
Jayern Lee
Affiliation:
Department of Plant Science and Research Institute for Agriculture and Life Sciences, Seoul National University, San 56-1, Sillim-dong, Gwanak-gu, Seoul151-921, Republic of Korea
Yong Hwan Kim
Affiliation:
Korea Institute of Planning and Evaluation for Technology in Food, Agriculture, Forestry and Fisheries, Anyang-si, Republic of Korea
Suk-Ha Lee*
Affiliation:
Department of Plant Science and Research Institute for Agriculture and Life Sciences, Seoul National University, San 56-1, Sillim-dong, Gwanak-gu, Seoul151-921, Republic of Korea Plant Genomics and Breeding Research Institute, Seoul National University, Seoul151-921, Republic of Korea
*
* Corresponding author. E-mail: sukhalee@snu.ac.kr
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Abstract

Nitrogen fixation in legumes is an important agricultural trait that results from symbiosis between the root and rhizobia. To understand the molecular basis of nodulation, recent research has been focused on the identification of nodulation-related genes by functional analysis using two major model legumes, Medicago truncatula and Lotus japonicus. Thus far, three important processes have been discovered, namely Nod factor (NF) perception, NF signalling and autoregulation of nodulation. Nevertheless, application of the results of these studies is limited for non-model legume crops because a reference genome is unavailable. However, because the cost of whole-transcriptome analysis has dropped dramatically due to the Next generation sequencer (NGS) technology, minor crops for which reference sequences are yet to be constructed can still be studied at the genome level. In this study, we sequenced the leaf and root transcriptomes of Vigna angularis (accession IT213134) and de novo assembled. Our results demonstrate the feasibility of using the transcriptome assembly to effectively identify tissue-specific peptide clusters related to tissue-specific functions and species-specific nodulation-related genes.

Type
Research Article
Copyright
Copyright © NIAB 2014 

Introduction

Nodulation is an important trait of legumes that allows atmospheric nitrogen to be converted into plant-consumable ammonia by symbiosis with the rhizobia (Ferguson et al., Reference Ferguson, Indrasumunar, Hayashi, Lin, Lin, Reid and Gresshoff2010). This process can be exploited in sustainable agriculture to replace chemical nitrogen fertilizers, the cost of which continues to rise along with the price of fossil fuels. For the breeding practices to improve its efficiency, it is essential to understand the molecular basis of nitrogen fixation.

Previous research has attempted to identify nodulation-related genes using mutants of two major model legumes, Medicago truncatula and Lotus japonicus, with regard to flavonoid compound secretion for attracting rhizobia and bacterial Nod factor (NF) perception of the root and autoregulation of nodulation (AON). Several genes have been reported to be involved in the steps of these processes (Ferguson et al., Reference Ferguson, Indrasumunar, Hayashi, Lin, Lin, Reid and Gresshoff2010).

In this study, we sequenced the leaf and root transcriptomes of Vigna angularis (accession IT213134) using Illumina HiSeq2000 and then assembled using the Trinity software. Cluster analysis of the coding sequences for each tissue revealed tissue-specific genes. The homologues of nodulation-related genes were assessed for tissue specificity and conservation among the legume genomes.

Materials and methods

V. angularis (accession IT213134) was used in this study. The leaf triplet and root tissue samples were harvested at stage V4. RNA was extracted using TRIzol (Invitrogen, Life Technologies, Carlsbad, CA, USA) according to the manufacturer's instructions. The mRNA was converted into the template-sequencing library suitable for subsequent cluster generation using the TruSeq RNA Sample Preparation Kit (Illumina, San Diego, CA, USA). For RNA sequencing, the Illumina HiSeq2000 platform was used to produce about 5 GB for each library, and de novo assembly using the Trinity software resulted in 49,509 and 62,922 complete coding sequences for leaf and root tissues (Table S1, available online) (Grabherr et al., Reference Grabherr, Haas, Yassour, Levin, Thompson, Amit, Adiconis, Fan, Raychowdhury, Zeng, Chen, Mauceli, Hacohen, Gnirke, Rhind, di Palma, Birren, Nusbaum, Lindblad-Toh, Friedman and Regev2011).

Results and discussion

Transcriptome assembly and clustering

The peptide sequences derived from each tissue were clustered using the OrthoMCL software to identify tissue-specific peptides (Fig. 1(a)) (Li et al., Reference Li, Stoeckert and Roos2003). The longest peptide from each cluster was chosen as a representative gene for gene ontology (GO) enrichment analysis (Fig. 1(a)). Notably, GO enrichment of root-specific clusters revealed genes associated with ‘ion binding’, ‘protein binding’ and ‘calmodulin binding’ within the ‘Binding’ category, which is consistent with published reports that demonstrated a role for MtDMI3/PsSYM9, a calcium- and calmodulin-dependent protein kinase, in the NF signalling cascade (Levy et al., Reference Levy, Bres, Geurts, Chalhoub, Kulikova, Duc, Journet, Ane, Lauber, Bisseling, Denarie, Rosenberg and Debelle2004; Mitra et al., Reference Mitra, Gleason, Edwards, Hadfield, Downie, Oldroyd and Long2004). The ‘Protein binding’ category includes receptor-like kinases (RLKs) involved in NF binding. The RLK-like genes in V. angularis were surveyed in detail following RLK classification by Shiu and Bleecker (Reference Shiu and Bleecker2001) using the MapMan software (Fig. 1(b)) (Thimm et al., Reference Thimm, Blasing, Gibon, Nagel, Meyer, Kruger, Selbig, Muller, Rhee and Stitt2004). This analysis revealed that LRR I, III, VII, X, and XI, Crinkly4-like, DUF26, LRK10-like and RKF3-like are mainly found in root-specific clusters.

Fig. 1 (a) Venn diagram depicting the tissue-specific peptide clusters and common peptide clusters. BinGO ontology diagrams show the gene ontology enrichment pattern of leaf- and root-specific clusters. The numbers within parentheses indicate the number of peptides within the clusters. (b) Receptor-like kinases (RLKs) in leaf- and root-specific clusters. Several types of RLKs are root specific.

Identification of nodulation-related genes

The 38 nodulation-related genes were obtained from the NCBI (National Center for Biotechnology Information) according to the literature (Ferguson et al., Reference Ferguson, Indrasumunar, Hayashi, Lin, Lin, Reid and Gresshoff2010). Of these, 37 sufficiently matched to representative genes from 24 clusters (Table 1). In addition, we aligned these nodulation-related genes against peptides derived from the entire V. angularis transcriptome, including those predicted from partial coding sequences, and retrieved best hits to determine the orthologues of V. angularis genes derived using the BLAST score (Table S2, available online). All genes related to NF perception matched to cluster C4537. The orthologues of these genes were all root-derived peptides.

Table 1 Nodulation-related peptide clusters derived from root and leaf transcriptomes

Rs, root specific; Ls, leaf specific.

a Ratio refers to number of complete root peptides to number of complete leaf peptides.

Genes associated with NF signalling were matched to 16 clusters. Root-derived orthologues were identified for ten genes, namely MtDMI2, MtDMI3/PsSYM9, MtNSP1, MtERN1, MtIPD3/LjCYCLOPS, LjCERBERUS, LjERF1 and MtEFD (Table S2, available online). On the other hand, leaf-derived peptides were identified as the orthologues of five genes, MtNIN, MtENOD11, LjSIP1, MtRPG and MtHMGR1. However, the expression of MtENOD11 has been demonstrated during nodule development in M. truncatula (Journet et al., Reference Journet, El-Gachtouli, Vernoud, de Billy, Pichon, Dedieu, Arnould, Morandi, Barker and Gianinazzi-Pearson2001), while MtNIN is reportedly expressed in the leaf, root and nodule, where its expression is highest (Schauser et al., Reference Schauser, Roussis, Stiller and Stougaard1999). The expression of LjSIP1 has also been shown in the leaf and root tissues of L. japonicus (Zhu et al., Reference Zhu, Chen, Zhu, Fang, Kang, Hong and Zhang2008), while MtRPG has been detected at low levels in the leaf and root of M. truncatula (Arrighi et al., Reference Arrighi, Godfroy, de Billy, Saurat, Jauneau and Gough2008). Nevertheless, MtHMGR1 is expressed in the root and nodule of M. truncatula (Kevei et al., Reference Kevei, Lougnon, Mergaert, Horvath, Kereszt, Jayaraman, Zaman, Marcel, Regulski, Kiss, Kondorosi, Endre, Kondorosi and Ane2007). The differences might result from the sampling time of mRNA extraction. MtDMI1/LjCASTOR/LjPOLLUX, LjNup85, LjNup133, MtNSP2 and LjERF1 had orthologues that were co-expressed in both leaf and root tissues (Table S2, available online), consistent with previous research on these model legumes. MtDMI1/LjCASTOR/LjPOLLUX encodes potassium ion-channel proteins. Although MtDMI1 is reportedly root specific in M. truncatula, LjCASTOR and LjPOLLUX are expressed in the leaf and root (Imaizumi-Anraku et al., Reference Imaizumi-Anraku, Takeda, Charpentier, Perry, Miwa, Umehara, Kouchi, Murakami, Mulder, Vickers, Pike, Downie, Wang, Sato, Asamizu, Tabata, Yoshikawa, Murooka, Wu, Kawaguchi, Kawasaki, Parniske and Hayashi2005). LjNup133 and LjNup85 encode nucleoporins, which are expressed in both the root and leaf of L. japonicus (Kanamori et al., Reference Kanamori, Madsen, Radutoiu, Frantescu, Quistgaard, Miwa, Downie, James, Felle, Haaning, Jensen, Sato, Nakamura, Tabata, Sandal and Stougaard2006; Saito et al., Reference Saito, Yoshikawa, Yano, Miwa, Uchida, Asamizu, Sato, Tabata, Imaizumi-Anraku, Umehara, Kouchi, Murooka, Szczyglowski, Downie, Parniske, Hayashi and Kawaguchi2007). Similarly, MtNSP2 is expressed in the leaf and root of M. truncatula (Kalo et al., Reference Kalo, Gleason, Edwards, Marsh, Mitra, Hirsch, Jakab, Sims, Long, Rogers, Kiss, Downie and Oldroyd2005). The expression of LjERF1 has been assessed in nodule-containing root tissues and found to be present at the initial stage of nodulation (Asamizu et al., Reference Asamizu, Shimoda, Kouchi, Tabata and Sato2008).

AON-related genes were matched to seven clusters, of which three consisted of only root-derived peptides. This analysis demonstrated that the orthologues of GmKAPP1, GmKAPP2, PsNOD3 and LjKLAVIER were root-derived peptides (Table S2, available online). Grafting experiments have linked PsNOD3 to a root-specific function in Pisum sativum (Li et al., Reference Li, Kinkema and Gresshoff2009). LjKLAVIER is expressed in the leaf and root of L. japonicus (Miyazawa et al., Reference Miyazawa, Oka-Kira, Sato, Takahashi, Wu, Sato, Hayashi, Betsuyaku, Nakazono, Tabata, Harada, Sawa, Fukuda and Kawaguchi2010), while GmKAPP1 and GmKAPP2 have been found to be expressed in the soybean leaf tissue (Miyahara et al., Reference Miyahara, Hirani, Oakes, Kereszt, Kobe, Djordjevic and Gresshoff2008). Similarly, the orthologues of GmNARK/LjHAR1/MtSUNN were leaf-derived peptides. GmNARK, LjHAR and MtSUNN have been found to be expressed in the leaf and root of Glycine max, L. japonicus and M. truncatula, respectively (Nishimura et al., Reference Nishimura, Hayashi, Wu, Kouchi, Imaizumi-Anraku, Murakami, Kawasaki, Akao, Ohmori, Nagasawa, Harada and Kawaguchi2002a; Searle et al., Reference Searle, Men, Laniya, Buzas, Iturbe-Ormaetxe, Carroll and Gresshoff2003; Schnabel et al., Reference Schnabel, Journet, de Carvalho-Niebel, Duc and Frugoli2005). GmNARK controls root nodule development by recognizing the root-to-shoot Q signal and its orthologues expressed in the leaves of V. angularis may play a similar role. It is notable that the orthologues of GmKAPP were detected in the root tissue and that its corresponding cluster, C4613, consisted of only root-derived peptides (Table 1). We identified partial coding sequences in the leaf that aligned against GmKAPP with a score similar to that of the root orthologue (Table S2, available online). This leaf-derived partial sequence may play a role similar to that played by Kinase-associated protein phosphatases (KAPP), which interacts with Nodule autoregulation receptor kinase (NARK) in the leaf according to the model of systemic communication for nodulation in P. sativum (Li et al., Reference Li, Kinkema and Gresshoff2009). The orthologues of LjASTRAY were found among both the leaf- and root-derived peptides, despite a previous report showing the presence of LjASTRAY complementary DNA in only the root tissue of L. japonicus (Nishimura et al., Reference Nishimura, Ohmori, Fujita and Kawaguchi2002b). LjETR1 and LjEIN2a are required for monitoring ethylene sensitivity. While the orthologue of LjETR1 was co-expressed in the leaf and root, that of LjEIN2a was leaf specific.

Conclusion

We used clustering and GO enrichment analysis to identify candidate RLK genes that may participate in NF signalling and the orthologues of nodulation-related genes. Transcriptome-derived peptides of V. angularis possessed the orthologues of nodulation-related genes with a high similarity. Tissue specificity was slightly different between the model legumes; however, possible paralogues that clustered with the orthologues exhibited root- or leaf-specific expression, suggesting that the evolution of V. angularis subfunctionalization differs from that of other model legumes. These results demonstrate the feasibility of applying the NGS technology to effectively discover agriculturally important genes in minor crops that do not have a complete reference genome sequence.

Supplementary material

To view supplementary material for this article, please visit http://dx.doi.org/10.1017/S1479262114000185

Acknowledgements

This study was supported by a grant from the Next-Generation BioGreen 21 Program (no. PJ008060) of the Rural Development Administration, Republic of Korea.

References

Arrighi, JF, Godfroy, O, de Billy, F, Saurat, O, Jauneau, A and Gough, C (2008) The RPG gene of Medicago truncatula controls Rhizobium-directed polar growth during infection. Proceedings of the National Academy of Sciences of the United States of America 105: 98179822.CrossRefGoogle ScholarPubMed
Asamizu, E, Shimoda, Y, Kouchi, H, Tabata, S and Sato, S (2008) A positive regulatory role for LjERF1 in the nodulation process is revealed by systematic analysis of nodule-associated transcription factors of Lotus japonicus . Plant Physiology 147: 20302040.Google Scholar
Ferguson, BJ, Indrasumunar, A, Hayashi, S, Lin, MH, Lin, YH, Reid, DE and Gresshoff, PM (2010) Molecular analysis of legume nodule development and autoregulation. Journal of Integrative Plant Biology 52: 6176.CrossRefGoogle ScholarPubMed
Grabherr, MG, Haas, BJ, Yassour, M, Levin, JZ, Thompson, DA, Amit, I, Adiconis, X, Fan, L, Raychowdhury, R, Zeng, QD, Chen, ZH, Mauceli, E, Hacohen, N, Gnirke, A, Rhind, N, di Palma, F, Birren, BW, Nusbaum, C, Lindblad-Toh, K, Friedman, N and Regev, A (2011) Full-length transcriptome assembly from RNA-Seq data without a reference genome. Nature Biotechnology 29: 644652.CrossRefGoogle ScholarPubMed
Imaizumi-Anraku, H, Takeda, N, Charpentier, M, Perry, J, Miwa, H, Umehara, Y, Kouchi, H, Murakami, Y, Mulder, L, Vickers, K, Pike, J, Downie, JA, Wang, T, Sato, S, Asamizu, E, Tabata, S, Yoshikawa, M, Murooka, Y, Wu, GJ, Kawaguchi, M, Kawasaki, S, Parniske, M and Hayashi, M (2005) Plastid proteins crucial for symbiotic fungal and bacterial entry into plant roots. Nature 433: 527531.CrossRefGoogle ScholarPubMed
Journet, EP, El-Gachtouli, N, Vernoud, V, de Billy, F, Pichon, M, Dedieu, A, Arnould, C, Morandi, D, Barker, DG and Gianinazzi-Pearson, V (2001) Medicago truncatula ENOD11: a novel RPRP-encoding early nodulin gene expressed during mycorrhization in arbuscule-containing cells. Molecular Plant–Microbe Interactions 14: 737748.Google Scholar
Kalo, P, Gleason, C, Edwards, A, Marsh, J, Mitra, RM, Hirsch, S, Jakab, J, Sims, S, Long, SR, Rogers, J, Kiss, GB, Downie, JA and Oldroyd, GED (2005) Nodulation signaling in legumes requires NSP2, a member of the GRAS family of transcriptional regulators. Science 308: 17861789.Google Scholar
Kanamori, N, Madsen, LH, Radutoiu, S, Frantescu, M, Quistgaard, EMH, Miwa, H, Downie, JA, James, EK, Felle, HH, Haaning, LL, Jensen, TH, Sato, S, Nakamura, Y, Tabata, S, Sandal, N and Stougaard, J (2006) A nucleoporin is required for induction of Ca2+ spiking in legume nodule development and essential for rhizobial and fungal symbiosis. Proceedings of the National Academy of Sciences of the United States of America 103: 359364.Google Scholar
Kevei, Z, Lougnon, G, Mergaert, P, Horvath, GV, Kereszt, A, Jayaraman, D, Zaman, N, Marcel, F, Regulski, K, Kiss, GB, Kondorosi, A, Endre, G, Kondorosi, E and Ane, JM (2007) 3-Hydroxy-3-methylglutaryl coenzyme a reductase 1 interacts with NORK and is crucial for nodulation in Medicago truncatula . Plant Cell 19: 39743989.CrossRefGoogle Scholar
Levy, J, Bres, C, Geurts, R, Chalhoub, B, Kulikova, O, Duc, G, Journet, EP, Ane, JM, Lauber, E, Bisseling, T, Denarie, J, Rosenberg, C and Debelle, F (2004) A putative Ca2+ and calmodulin-dependent protein kinase required for bacterial and fungal symbioses. Science 303: 13611364.Google Scholar
Li, L, Stoeckert, CJ and Roos, DS (2003) OrthoMCL: identification of ortholog groups for eukaryotic genomes. Genome Research 13: 21782189.CrossRefGoogle ScholarPubMed
Li, DX, Kinkema, M and Gresshoff, PM (2009) Autoregulation of nodulation (AON) in Pisum sativum (pea) involves signalling events associated with both nodule primordia development and nitrogen fixation. Journal of Plant Physiology 166: 955967.Google Scholar
Mitra, RM, Gleason, CA, Edwards, A, Hadfield, J, Downie, JA, Oldroyd, GED and Long, SR (2004) A Ca2+/calmodulin-dependent protein kinase required for symbiotic nodule development: gene identification by transcript-based cloning. Proceedings of the National Academy of Sciences of the United States of America 101: 47014705.Google Scholar
Miyahara, A, Hirani, TA, Oakes, M, Kereszt, A, Kobe, B, Djordjevic, MA and Gresshoff, PM (2008) Soybean nodule autoregulation receptor kinase phosphorylates two kinase-associated protein phosphatases in vitro . Journal of Biological Chemistry 283: 2538125391.Google Scholar
Miyazawa, H, Oka-Kira, E, Sato, N, Takahashi, H, Wu, GJ, Sato, S, Hayashi, M, Betsuyaku, S, Nakazono, M, Tabata, S, Harada, K, Sawa, S, Fukuda, H and Kawaguchi, M (2010) The receptor-like kinase KLAVIER mediates systemic regulation of nodulation and non-symbiotic shoot development in Lotus japonicus . Development 137: 43174325.Google Scholar
Nishimura, R, Hayashi, M, Wu, GJ, Kouchi, H, Imaizumi-Anraku, H, Murakami, Y, Kawasaki, S, Akao, S, Ohmori, M, Nagasawa, M, Harada, K and Kawaguchi, M (2002a) HAR1 mediates systemic regulation of symbiotic organ development. Nature 420: 426429.CrossRefGoogle ScholarPubMed
Nishimura, R, Ohmori, M, Fujita, H and Kawaguchi, M (2002b) A Lotus basic leucine zipper protein with a RING-finger motif negatively regulates the developmental program of nodulation. Proceedings of the National Academy of Sciences of the United States of America 99: 1520615210.Google Scholar
Saito, K, Yoshikawa, M, Yano, K, Miwa, H, Uchida, H, Asamizu, E, Sato, S, Tabata, S, Imaizumi-Anraku, H, Umehara, Y, Kouchi, H, Murooka, Y, Szczyglowski, K, Downie, JA, Parniske, M, Hayashi, M and Kawaguchi, M (2007) NUCLEOPORIN85 is required for calcium spiking, fungal and bacterial symbioses, and seed production in Lotus japonicus . Plant Cell 19: 610624.Google Scholar
Schauser, L, Roussis, A, Stiller, J and Stougaard, J (1999) A plant regulator controlling development of symbiotic root nodules. Nature 402: 191195.Google Scholar
Schnabel, E, Journet, EP, de Carvalho-Niebel, F, Duc, G and Frugoli, J (2005) The Medicago truncatula SUNN gene encodes a CLV1-like leucine-rich repeat receptor kinase that regulates nodule number and root length. Plant Molecular Biology 58: 809822.Google Scholar
Searle, IR, Men, AE, Laniya, TS, Buzas, DM, Iturbe-Ormaetxe, I, Carroll, BJ and Gresshoff, PM (2003) Long-distance signaling in nodulation directed by a CLAVATA1-like receptor kinase. Science 299: 109112.Google Scholar
Shiu, SH and Bleecker, AB (2001) Receptor-like kinases from Arabidopsis form a monophyletic gene family related to animal receptor kinases. Proceedings of the National Academy of Sciences of the United States of America 98: 1076310768.CrossRefGoogle Scholar
Thimm, O, Blasing, O, Gibon, Y, Nagel, A, Meyer, S, Kruger, P, Selbig, J, Muller, LA, Rhee, SY and Stitt, M (2004) MAPMAN: a user-driven tool to display genomics data sets onto diagrams of metabolic pathways and other biological processes. Plant Journal 37: 914939.Google Scholar
Zhu, H, Chen, T, Zhu, MS, Fang, Q, Kang, H, Hong, ZL and Zhang, ZM (2008) A novel ARID DNA-binding protein interacts with SymRK and is expressed during early nodule development in Lotus japonicus . Plant Physiology 148: 337347.Google Scholar
Figure 0

Fig. 1 (a) Venn diagram depicting the tissue-specific peptide clusters and common peptide clusters. BinGO ontology diagrams show the gene ontology enrichment pattern of leaf- and root-specific clusters. The numbers within parentheses indicate the number of peptides within the clusters. (b) Receptor-like kinases (RLKs) in leaf- and root-specific clusters. Several types of RLKs are root specific.

Figure 1

Table 1 Nodulation-related peptide clusters derived from root and leaf transcriptomes

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