Abstract
Large-scale genomic resources have been generated in sorghum, finger millet and pearl millet leading to availability of large number of molecular markers and transcriptome sequences. With the availability of genome sequence in sorghum, pearl millet, and others in progress, integration of genomic technologies in millet breeding has now started in general for most of the stresses. This has raised the status of millets to genome rich crops from resource poor crops. Genomics-assisted breeding is an advanced breeding approach, wherein both the genomic information and the phenotypic selection are considered concurrently for designing phenotypes. Genomics-assisted breeding is strongly supported by third generation DNA sequencing techniques, which have provided enormous nucleotide information. Data mining and allele identification tools have allowed us to generate information for genes of interest and their functional specificity. For genomics-assisted breeding the basic need is to have maximum genomic information, trait specific mapping populations and highly precise phenotyping facilities. In millets, whole genome sequence information of sorghum, pearl millet and foxtail millets are available, which can be utilized efficiently to identify candidate genes for abiotic stress tolerance and for advancing breeding strategies such as genomic selection. QTLs conferring stress tolerance have been identified in few of the major millet crops but fine mapping and development of gene specific markers for high throughput selection needs emphasis. This chapter is a brief account of the accomplishments made in field of genomics for important millet crops like sorghum, pearl millet, foxtail millet, proso millet etc. and its application in improving abiotic tolerance.
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References
Bandyopadhyay T, Muthamilarasan M, Prasad M (2017) Millets for next generation climate-smart agriculture. Front Plant Sci 8:1266. https://doi.org/10.3389/fpls.2017.01266
Bekele WA, Wieckhorst S, Friedt W, Snowdon RJ (2013) High-throughput genomics in sorghum: from whole-genome resequencing to a SNP screening array. Plant Biotech J 11(9):1112–1125
Bidinger FR, Nepolean T, Hash CT, Yadav RS, Howarth CJ (2007) Identification of QTLs for grain yield of pearl millet [Pennisetum glaucum (L.) R. Br.] in environments with variable moisture during grain filling. Crop Sci 47:969–980
Bidinger FR, Mahalakshmi V, Rao GDP (1987) Assessment of drought resistance in pearl millet [Pennisetum americanum (L.) Leeke]. Factors affecting yield under stress. Aust J Agric Res 38:37–48
Bidinger FR, Serraj R, Rizvi SMH et al (2005) Field evaluation of drought tolerance QTL effects on phenotype and adaptation in pearl millet [Pennisetum glaucum (L.) R. Br.] topcross hybrids. Field Crops Res 94:14–32
Buchanan CD, Lim S, Salzman RA, Kagiampakis I, Morishige DT et al (2005) Sorghum bicolor’s transcriptome response to dehydration, high salinity and ABA. Plant Mol Biol 58(5):699–720
Chaudhari GN, Fakrudin B (2017) Candidate gene prediction and expression profiling of near isogenic lines (NILs) carrying stay-green QTLs in rabi sorghum. J Plant Biochem Biotechnol 26(1):64–72
Crasta OR, Xu WW, Rosenow DT et al (1999) Mapping of post-flowering drought resistance traits in grain sorghum: association between QTLs influencing premature senescence and maturity. Mol Genet Genomics 262(3):579–588
Creswell R, Martin FW (1993) Dryland farming: crops and techniques for arid regions. ECHO Staff, p 23
Devos KM (2010) Grass genome organization and evolution. Curr Opin Biol 13:139–145
Feng ZJ, Xu ZS, Sun J et al (2016) Investigation of the ASR family in foxtail millet and the role of ASR1 in drought/oxidative stress tolerance. Plant Cell Rep 35:115–128
Gupta N, Srivastava AK, Pandey VN (2017) Biodiversity and nutraceutical quality of some Indian millets. Proc Natl Acad Sci India, Sect B Biol Sci (April–June 2012) 82(2):265–273
Hittalmani S, Mahesh HB, Meghana DS et al (2017) Genome and transcriptome sequence of finger millet [Eleusine coracana (L.) Gaertn.] provides insights into drought tolerance and nutraceutical properties. BMC Genom 18:465–481
Johnson SM, Lim FL, Finkler A et al (2014) Transcriptomic analysis of Sorghum bicolor responding to combined heat and drought stress. BMC Genom 15:456–475
Kholová J, Hash CT, Kumar PL et al (2010) Terminal drought-tolerant pearl millet [Pennisetum glaucum (L.) R. Br.] have high leaf ABA and limit transpiration at high vapour pressure deficit. J Exp Bot 62:1431–1440
Kumar AIP, Panneerselvam R (2014) ROS scavenging system, osmotic maintenance, pigment and growth status of Panicum sumatrense Roth. under drought stress. Cell Biochem Biophys 68:587–595. https://doi.org/10.1007/s12013-013-9746-x
Lata C, Prasad M (2014) Association of an allele-specific marker with dehydration stress tolerance in foxtail millet suggests SiDREB2 to be an important QTL. J Plant Biochem Biotechnol 23(1):119–122
Lata C, Bhutty S, Bahadur RP et al (2011) Association of an SNP in a novel DREB2-like gene SiDREB2 with stress tolerance in foxtail millet [Setaria italica (L.)]. J Exp Bot 62:3387–3401
Lata C (2015) Advances in Omics for enhancing abiotic stress tolerance in millets. Proc Indian Natn Sci Acad 81(2):397–417
Li P, Brutnell TP (2011) Setaria viridis and Setaria italica model genetic systems for the panicoid grasses. J Exp Bot 62:3031–3037. https://doi.org/10.1093/jxb/err096
Lobell DB, Cassman KG, Field CB (2009) Crop yield gaps: their importance, magnitudes, and causes. Ann Rev Environ Res 34:179–204
Lua H, Zhanga J, Liub K et al (2009) Earliest domestication of common millet (Panicum miliaceum) in East Asia extended to 10,000 years ago. Proc Natl Acad Sci 106(18):7367–7372
Muthamilarasan M, Bonthala VS, Mishra AK et al (2014) C2H2 type of zinc finger transcription factors in foxtail millet define response to abiotic stresses. Funct Integr Genomics 14(3):531–543
Passot S, Gnacko F, Moukouanga D et al (2016) Characterization of pearl millet root architecture and anatomy reveals three types of lateral roots. Front Plant Sci 7:829 Published online 2016 June 13. https://doi.org/10.3389/fpls.2016.00829
Qie L, Jia G, Zhang W et al (2014) Mapping of quantitative trait locus (QTLs) that contribute to germination and early seedling drought tolerance in the interspecific cross Setaria italic and Setaria viridis. PLoS ONE 9(7):e101868. https://doi.org/10.1371/journal.pone.0101868
Rahman HN, Jagadeeshselvam R, Valarmath B et al (2014) Transcriptome analysis of salinity responsiveness in contrasting genotypes of finger millet (Eleusine coracana L.) through RNA-sequencing. Plant Mol Biol 85(4–5):485-503
Rajaram V, Varshney RK, Vadez V et al (2010) Development of EST resources in pearl millet and their use in development and mapping of EST-SSRs in four RIL populations. In: Abstracts of the plant and animal genome conference, San Diego, California, USA, 373
Rajput SG, Santra DK, Schnable J (2016) Mapping QTLs for morpho-agronomic traits in proso millet (Panicum miliaceum L.). Mol Breed 36:1–18
Reddy PS, Tata S, Rao RB et al (2015) Genome-wide identification and characterization of the aquaporin gene family in Sorghum bicolor (L.). Plant Gene 1:18–28
Sage RF, Zhu XG (2011) Exploiting the engine of C4 photosynthesis. J Exp Bot 62:2989–3000. https://doi.org/10.1093/jxb/err179
Saha D, Channabyre GMV, Arya L, Verma M, Bansal KC (2016) Genetic and genomic resources of small millets. Crit Rev Plant Sci 35:56–79
Salazar CB, Thuillet AC, Rhoné B et al (2016) Genome scan reveals selection acting on genes linked to stress response in wild pearl millet. Mol Ecol 25(21):5500–5512
Sehgal D, Rajaram V, Armstead IP et al (2012) Integration of gene-based markers in a pearl millet genetic map for identification of candidate genes underlying drought tolerance quantitative trait loci. BMC Plant Biol 12(9):2–13
Sehgal D, Skot L, Singh R et al (2015) Exploring potential of pearl millet germplasm association panel for association mapping of drought tolerance traits. PLoS ONE 10(5):e0122165. https://doi.org/10.1371/journal.pone.0122165
Serraj R, Hash CT, Rizvi SMH et al (2005) Recent advances in marker-assisted selection for drought tolerance in pearl millet. Plant Prod Sci 8:334–337
Sharma PC, Sehgal D, Singh D, Singh G, Yadav RS (2011) A major terminal drought tolerance QTL of pearl millet is also associated with reduced salt uptake and enhanced growth under salt stress. Mol Breed 27:207–222. https://doi.org/10.1007/s11032-010-9423-3
Subudhi PK, Rosenow DT, Nguyen HT (2000) Quantitative trait loci for the stay green trait in sorghum (Sorghum bicolor L. Moench): Consistency across genetic backgrounds and environments. Theor Appl Genet 10(5–6):733–741
Varshney RK, Shi C, Thudi M et al (2017) Pearl millet genome sequence provides a resource to improve agronomic traits in arid environments. Nat Biotechnol 35(10):969–976
Wang Y, Frei M (2011) Stressed food—the impact of abiotic environmental stresses on crop quality. Agric Ecosyst Environ 141(3–4):271–286
Wang M, Li P, Li C, PanY Jiang X, Zhu D, Zhao Q, Yu J (2014) SiLEA14, a novel atypical LEA protein, confers abiotic stress resistance in foxtail millet. BMC Plant Biol 14:290
Xu W, Subudhi PK, Crasta OR et al (2000) Molecular mapping of QTLs conferring stay-green in grain sorghum (Sorghum bicolor L. Moench). Genome 43(3):461–469
Yadav A, Khan Y, Prasad M (2016) Dehydration-responsive miRNAs in foxtail millet: genome-wide identification, characterization and expression profiling. Planta 243:749–766
Yadav RS, Hash CT, Bidinger FR et al (2004) Genomic regions associated with grain yield and aspects of post-flowering drought tolerance in pearl millet across stress environments and tester background. Euphytica 136:265–277
Yonemaru J, Ando T, Mizubayashi T et al (2009) Development of Genome-wide simple sequence repeat markers using whole-genome shotgun sequences of sorghum (Sorghum bicolor (L.) Moench). DNA Res 16(3):187–193
Yue H, Wang M, Liu S, Du X, Song W, Nie X (2016) Transcriptome-wide identification and expression profiles of the WRKY transcription factor family in Broomcorn millet (Panicum miliaceum L.). BMC Genomics 17:343. https://doi.org/10.1186/s12864-016-2677-3
Zhang G, Liu X, Quan Z et al (2012a) Genome sequence of foxtail millet (Setaria italica) provides insights into grass evolution and biofuel potential. Nat Biotechnol 30(6):550–556
Zhang J, Lu H, Gu W, Wu N, Zhou K et al (2012b) Early mixed farming of millet and rice 7800 years ago in the middle yellow river region. China. PLoS ONE 7(12):e52146. https://doi.org/10.1371/journal.pone.0052146
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Satyavathi, C.T. et al. (2019). Genomics Assisted Breeding for Abiotic Stress Tolerance in Millets. In: Rajpal, V., Sehgal, D., Kumar, A., Raina, S. (eds) Genomics Assisted Breeding of Crops for Abiotic Stress Tolerance, Vol. II. Sustainable Development and Biodiversity, vol 21. Springer, Cham. https://doi.org/10.1007/978-3-319-99573-1_13
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