Abstract
Vigna mungo (Urdbean) is cultivated in the tropical and sub-tropical continental region of Asia. It is not only important source of dietary protein and nutritional elements, but also of immense value to human health due to medicinal properties. Yellow mosaic disease caused by Mungbean Yellow Mosaic India Virus is known to incur huge loss to crop, adversely affecting crop yield. Contrasting genotypes are ideal source for knowledge discovery of plant defence mechanism and associated candidate genes for varietal improvement. Whole genome sequence of this crop is yet to be completed. Moreover, genomic resources are also not freely accessible, thus available transcriptome data can be of immense use. V. mungo Transcriptome database, accessible at http://webtom.cabgrid.res.in/vmtdb/ has been developed using available data of two contrasting varieties viz., cv. VM84 (resistant) and cv. T9 (susceptible). De novo assembly was carried out using Trinity and CAP3. Out of total 240,945 unigenes, 165,894 (68.8%) showed similarity with known genes against NR database, and remaining 31.2% were found to be novel. We found 22,101 differentially expressed genes in all datasets, 44,335 putative genic SSR markers, 4105 SNPs and Indels, 64,964 transcriptional factor, 546 mature miRNA target prediction in 703 differentially expressed unigenes and 137 pathways. MAPK, salicylic acid-binding protein 2-like, pathogenesis-related protein and NBS-LRR domain were found which may play an important role in defence against pathogens. This is the first web genomic resource of V. mungo for future genome annotation as well as ready to use markers for future variety improvement program.
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References
Alisoltania A, Ebrahimia S, Azariana S, Hematyara M, Shira B, Jahanbazic H, Fallahid H, Mousavi-Farde S, Rafieia F (2016) Parallel consideration of SSRs and differentially expressed genes under abiotic stress for targeted development of functional markers in almond and related Prunus species. Sci Hortic 198:462–472. doi:10.1016/j.scienta.2015.10.020
Allie F, Pierce EJ, Okoniewski MJ, Rey C (2014) Transcriptional analysis of South African cassava mosaic virus-infected susceptible and tolerant landraces of cassava highlights differences in resistance, basal defense and cell wall associated genes during infection. BMC Genom 15:1006. doi:10.1186/1471-2164-15-1006
Alves MS, Dadalto SP, Gonçalves AB, Souza GB, Barros VA, Fietto LG (2014) Transcription factor functional protein–protein interactions in plant defense responses. Proteomes 2:85–106. doi:10.3390/proteomes2010085
Ambawat S, Sharma P, Yadav NR, Yadav RC (2013) MYB transcription factor genes as regulators for plant responses: an overview. Physiol Mol Biol Plants 19:307–321. doi:10.1007/s12298-013-0179-1
Basak J, Kundagrami S, Ghose TK, Pal A (2005) Development of Yellow Mosaic Virus (YMV) resistance linked DNA marker in Vigna mungo from populations segregating for YMV-reaction. Mol Breed 14:375–383. doi:10.1007/s11032-005-0238-6
Bhattacharyya U, Pandey SK, Dasgupta T (2014) Identification of EST-SSRs and FDM in sesame (Sesamum indicum L.) through data mining. Sch J Agric Sci 4:51–60
Bolger AM, Lohse M, Usadel B (2014) Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics 30:2114–2120. doi:10.1093/bioinformatics/btu170
Camacho C, Coulouris G, Avagyan V, Ma N, Papadopoulos J, Bealer K, Madden TL (2009) BLAST+: architecture and applications. BMC Bioinform 10:421. doi:10.1186/1471-2105-10-421
Campos-Vega R, Loarca-Piña G, Oomah BD (2010) Minor components of pulses and their potential impact on human health. Food Res Int 43:461–482
Caplan JL, Zhu X, Mamillapalli P, Marathe R, Anandalakshmi R, Dinesh-Kumar SP (2009) Induced ER chaperones regulate a receptor-like kinase to mediate antiviral innate immune response in plants. Cell Host Microbe 6:457–469. doi:10.1016/j.chom.2009.10.005
Cheval C, Aldon D, Galaud JP, Ranty B (2013) Calcium/calmodulin-mediated regulation of plant immunity. Biochim Biophys Acta 1833:1766–1771. doi:10.1016/j.bbamcr.2013.01.031
Conesa A, Gotz S, Garcia-Gomez JM, Terol J, Talon M, Robles M (2005) Blast2GO: a universal tool for annotation, visualization and analysis in functional genomics research. Bioinformatics 21:3674–3676. doi:10.1093/bioinformatics/bti610
Czosnek H, Eybishtz A, Sade D, Gorovits R, Sobol I, Bejarano E, Rosas-Díaz T, Lozano-Durán R (2013) Discovering host genes involved in the infection by the tomato yellow leaf curl virus complex and in the establishment of resistance to the virus using tobacco rattle virus-based post transcriptional gene silencing. Viruses 5(3):998–1022. doi:10.3390/v5030998
Davies J, Roberts D, Eyer P, Buckley N, Eddleston M (2008) Hypotension in severe dimethoate self-poisoning. Clin Toxicol (Phila) 46:880–884. doi:10.1080/15563650802172063
DeYoung BJ, Innes RW (2006) Plant NBS-LRR proteins in pathogen sensing and host defense. Nat Immunol 7:1243–1249. doi:10.1038/ni1410
Endo T, Kohda D (2002) Functions of outer membrane receptors in mitochondrial protein import. Biochim Biophys Acta 1592:3–14. doi:10.1016/S0167-4889(02)00259-8
Ganguli S, Dey A, Banik R, Kundu A, Pal A (2016) Analyses of MYMIV-induced transcriptome in Vigna mungo as revealed by next generation sequencing. Genom Data 7:226–228. doi:10.1016/j.gdata.2016.01.005
Garg G, Yadav S, Yadav G (2015) Key roles of calreticulin and calnexin proteins in plant perception under stress conditions: a review. Adv Life Sci 5:18–26. doi:10.5923/j.als.20150501.03
Gershenzon J, Dudareva N (2007) The function of terpene natural products in the natural world. Nat Chem Biol 3:408–414. doi:10.1038/nchembio.2007.5
Głowacki S, Macioszek VK, Kononowicz AK (2011) R proteins as fundamentals of plant innate immunity. Cell Mol Biol Lett 16:1–24. doi:10.2478/s11658-010-0024-2
Gongora-Castillo E, Ibarra-Laclette E, Trejo-Saavedra DL, Rivera-Bustamante RF (2012) Transcriptome analysis of symptomatic and recovered leaves of geminivirus-infected pepper (Capsicum annuum). Virol J 9:295. doi:10.1186/1743-422X-9-295
Guevara-Morato MA, de Lacoba MG, García-Luque I, Serra MT (2010) Characterization of a pathogenesis-related protein 4 (PR-4) induced in Capsicum chinense L3 plants with dual RNase and DNase activities. J Exp Bot 61:3259–3271. doi:10.1093/jxb/erq148
Gupta SK, Souframanien J, Gopalakrishna T (2008) Construction of a genetic linkage map of black gram, Vigna mungo (L.) Hepper, based on molecular markers and comparative studies. Genome 51:628–637. doi:10.1139/G08-050
Gupta S, Shukla R, Roy S, Sen N, Sharma A (2010) In silico SSR and FDM analysis through EST sequences in Ocimum basilicum. POJ 3:121–128
Haas BJ, Papanicolaou A, Yassour M et al (2013) De novo transcript sequence reconstruction from RNA-seq using the Trinity platform for reference generation and analysis. Nat Protoc 8:1494–1512. doi:10.1038/nprot.2013.084
Huang X, Madan A (1999) CAP3: a DNA sequence assembly program. Genome Res 9:868–877
** J, Tian F, Yang D-C, Meng Y-Q, Kong L, Luo J, Gao G (2016) PlantTFDB 4.0: toward a central hub for transcription factors and regulatory interactions in plants. Nucleic Acids Res. doi:10.1093/nar/gkw982
Kaewwongwal A, Kongjaimun A, Somtam P, Chankaew S, Yimram T, Srinives P (2015) Genetic diversity of the black gram [Vigna mungo (L.) Hepper] gene pool as revealed by SSR markers. Breed Sci 65:127–137. doi:10.1270/jsbbs.65.127
Kakati P, Deka SC, Kotoki D, Saikia S (2010) Effect of traditional methods of processing on the nutrient contents and some antinutritional factors in newly developed cultivars of green gram [Vigna radiata (L.) Wilezek] and black gram [Vigna mungo (L.) Hepper] of Assam, India. Int Food Res J 17:377–384
Kaur G, Somaiya R, Patel S (2015) Preventive and curative potential of Vigna mungo against metabolic syndrome in acute and chronic rat models. J Biol Sci 15:85–91. doi:10.3923/jbs.2015.85.91
Kaur N, Chen W, Zheng Y, Hasegawa DK, Ling K-S, Fei Z, Wintermantel WM (2017) Transcriptome analysis of the whitefly, Bemisia tabaci MEAM1 during feeding on tomato infected with the crinivirus, Tomato chlorosis virus, identifies a temporal shift in gene expression and differential regulation of novel orphan genes. BMC Genom 18:370. doi:10.1186/s12864-017-3751-1
Kogovšek P, Pompe-Novak M, Petek M, Fragner L, Weckwerth W, Gruden K (2016) Primary metabolism, phenylpropanoids and antioxidant pathways are regulated in potato as a response to potato virus Y infection. PLoS ONE 11:e0146135. doi:10.1371/journal.pone.0146135
Kozomara A, Griffiths-Jones S (2014) miRBase: annotating high confidence microRNAs using deep sequencing data. Nucleic Acids Res 42(D1):D68–D73. doi:10.1093/nar/gkt1181
Kundagrami S, Basak J, Maiti S, Kundu A, Das B, Ghose TK, Pal A (2009) Agronomic, genetic and molecular characterization of MYMIV-tolerant mutant lines of Vigna mungo. Int J Plant Breed Genet 3:1–10. doi:10.3923/ijpbg.2009.1.10
Kundu A, Patel A, Paul S, Pal A (2015) Transcript dynamics at early stages of molecular interactions of MYMIV with resistant and susceptible genotypes of the leguminous host, Vigna mungo. PLoS ONE 10:e0124687. doi:10.1371/journal.pone.0124687
Kushwaha N, Sahu PP, Prasad M, Chakraborty S (2015) Chilli leaf curl virus infection highlights the differential expression of genes involved in protein homeostasis and defense in resistant chilli plants. Appl Microbiol Biotechnol 99(11):4757–4770
Langmead B, Trapnell C, Pop M, Salzberg SL (2009) Ultrafast and memory-efficient alignment of short DNA sequences to the human genome. Genome Biol 10:R25. doi:10.1186/gb-2009-10-3-r25
Li B, Dewey CN (2011) RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome. BMC Bioinform 12:323. doi:10.1186/1471-2105-12-323
Li H, Durbin R (2009) Fast and accurate short read alignment with Burrows–Wheeler transform. Bioinformatics 25:1754–1760. doi:10.1093/bioinformatics/btp324
Li H, Handsaker B, Wysoker A, Fennell T, Ruan J, Homer N, Marth G, Abecasis G, Durbin R, 1000 Genome Project Data Processing Subgroup (2009) The sequence alignment/map format and SAMtools. Bioinformatics 25:2078–2079. doi:10.1093/bioinformatics/btp352
Liu Q, Wang H, Zhu L, Hu H, Sun Y (2013) Genome-wide identification and analysis of miRNA-related single nucleotide polymorphisms (SNPs) in rice. Rice (N Y) 6:10. doi:10.1186/1939-8433-6-10
Liu J, McCleland M, Stawiski EW et al (2014) Integrated exome and transcriptome sequencing reveals ZAK isoform usage in gastric cancer. Nat Commun 5:3830. doi:10.1038/ncomms4830
Miozzi L, Napoli C, Sardo L, Accotto GP (2014) Transcriptomics of the interaction between the monopartite phloem-limited geminivirus tomato yellow leaf curl Sardinia virus and Solanum lycopersicum highlights a role for plant hormones, autophagy and plant immune system fine tuning during infection. PLoS ONE 9(2):e89951. doi:10.1371/journal.pone.0089951
Mishra PJ, Bertino JR (2009) MicroRNA polymorphisms: the future of pharmacogenomics, molecular epidemiology and individualized medicine. Pharmacogenomics 10:399–416. doi:10.2217/14622416.10.3.399
Naimuddin K, Akram M, Gupta S (2011) Identification of Mungbean yellow mosaic India virus infecting Vigna mungo var. silvestris L. Phytopathol Mediterr 50:94–100
Nakahara KS, Masuta C, Yamada S et al (2012) Tobacco calmodulin-like protein provides secondary defense by binding to and directing degradation of virus RNA silencing suppressors. Proc Natl Acad Sci USA 109:10113–10118. doi:10.1073/pnas.1201628109
Oh S-K, Lee S, Yu SH, Choi D (2005) Expression of a novel NAC domain-containing transcription factor (CaNAC1) is preferentially associated with incompatible interactions between chili pepper and pathogens. Planta 222(5):876–887
Pedley KF, Martin GB (2005) Role of mitogen-activated protein kinases in plant immunity. Curr Opin Plant Biol 8(5):541–547. doi:10.1016/j.pbi.2005.07.006
Qazi J, Ilyas M, Mansoor S, Briddon RW (2007) Legume yellow mosaic viruses: genetically isolated begomoviruses. Mol Plant Pathol 8:343–348. doi:10.1111/j.1364-3703.2007.00402.x
Reddy BVB, Obaiah S, Prasanthi L, Sivaprasad Y, Sujitha T, Krishna G (2015) Mungbean yellow mosaic India virus is associated with yellow mosaic disease of blackgram (Vigna mungo L.) in Andhra Pradesh, India. Arch Phytopathol Plant Prot 48:345–353. doi:10.1080/03235408.2014.888874
Robinson MD, McCarthy DJ, Smyth GK (2010) edgeR: a bioconductor package for differential expression analysis of digital gene expression data. Bioinformatics 26:139–140. doi:10.1093/bioinformatics/btp616
Sahu J, Sarmah R, Dehury B, Sarma K, Sahoo S, Sahu M, Barooah M, Modi MK, Sen P (2012) Mining for SSRs and FDMs from expressed sequence tags of Camellia sinensis. Bioinformation 8:260–266. doi:10.6026/97320630008260
Scaria V, Hariharan M, Maiti S, Pillai B, Brahmachari SK (2006) Host–virus interaction: a new role for microRNAs. Retrovirology 3:68. doi:10.1186/1742-4690-3-68
Sharma OP, Bambawale OM, Gopali JB, Bhagat S, Yelshetty S, Singh SK, Anand R, Singh OM (2011) Field guide Mung bean and Urd bean. Department of agricultural and co-operation, NCIPM, ICAR, New Delhi, India http://www.ncipm.org.in/A3P/UI/HOME/PDF%20Files/Field%20Guide%20Mungbean%20&%20Urdbean.pdf. Accessed on 20 Sept 2016
Slaymaker DH, Navarre DA, Clark D, Pozo OD, Martin GB, Klessig DF (2002) The tobacco salicylic acid-binding protein 3 (SABP3) is the chloroplast carbonic anhydrase, which exhibits antioxidant activity and plays a role in the hypersensitive defense response. Proc Natl Acad Sci USA 99:11640–11645. doi:10.1073/pnas.182427699
Thiel T, Michalek W, Varshney RK, Graner A (2003) Exploiting EST databases for the development and characterization of gene-derived SSR-markers in barley (Hordeum vulgare L.). Theor Appl Genet 106:411–422. doi:10.1007/s00122-002-1031-0
Tranbarger TJ, Kluabmongkol W, Sangsrakru D, Morcillo F, Tregear JW, Tragoonrung S, Billotte N (2012) SSR markers in transcripts of genes linked to post-transcriptional and transcriptional regulatory functions during vegetative and reproductive development of Elaeis guineensis. BMC Plant Biol 12:1. doi:10.1186/1471-2229-12-1
Uitdewilligen JGAML, Wolters A-MA, D’hoop BB, Borm TJA, Visser RGF, Eck HJV (2013) A next-generation sequencing method for genoty**-by-sequencing of highly heterozygous autotetraploid potato. PLoS ONE 8:e62355. doi:10.1371/journal.pone.0062355
Untergasser A, Cutcutache I, Koressaar T, Ye J, Faircloth BC, Remm M, Rozen SG (2012) Primer3—new capabilities and interfaces. Nucleic Acids Res 40:e115. doi:10.1093/nar/gks596
Wang C, Ye J, Tang W, Liu Z, Zhu C, Wang M, Wan J (2013) Loop nucleotide polymorphism in a putative miRNA precursor associated with seed length in rice (Oryza sativa L.). Int J Biol Sci 9:578–586. doi:10.7150/ijbs.6357
Yu X, Sun S (2013) Comparing a few SNP calling algorithms using low-coverage sequencing data. BMC Bioinform 14:274. doi:10.1186/1471-2105-14-274
Acknowledgements
We are thankful to Director, ICAR-IASRI, Indian Council of Agricultural Research, Ministry of Agriculture, Government of India, India for providing financial and infrastructural support to carry out this research.
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DK, MAI, SJ, PKY and RSJ conceived theme of the study. RSJ, MAI and SJ did the computational analysis of generated data. RSJ, UBA and MAI contributed to database development. NK helped in SNP mining, RSJ, MAI, SJ drafted the manuscript. DK, MAI, SJ, PKY, AR edited the manuscript. All co-authors read and approved the final manuscript.
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Jasrotia, R.S., Iquebal, M.A., Yadav, P.K. et al. Development of transcriptome based web genomic resources of yellow mosaic disease in Vigna mungo . Physiol Mol Biol Plants 23, 767–777 (2017). https://doi.org/10.1007/s12298-017-0470-7
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DOI: https://doi.org/10.1007/s12298-017-0470-7