Abstract
A set of 22 pearl millet inbred lines including the parents of eleven mapping populations, was screened with 627 markers including 100 pearl millet genomic SSRs (gSSRs), 60 pearl millet EST-SSRs (eSSRs), 410 intron sequence haplotypes (ISHs), and 57 exon sequence haplotypes (ESHs). In all, 267 (59%) of the markers were informative for at least one of the 11 mapping populations, which segregate for traits like drought and salinity tolerance; host plant resistance to downy mildew, rust and blast; fertility restoration and sterility and maintenance of cytoplasmic male sterility etc. An average of 116 polymorphic markers was identified per mapping population. The average PIC values and number of profiles (P) per polymorphic marker were: gSSRs (PIC = 0.62, P = 6.1), ISHs (PIC = 0.39, P = 2.6), eSSRs (PIC = 0.36, P = 3.1) and ESHs (PIC = 0.35, P = 3.1). A high correlation (r > 0.97, P < 0.05) was observed between the patterns of diversity exposed by the different marker systems. The polymorphic markers identified are suitable for the de novo construction, or the supplementation of pearl millet linkage maps. The genetic relationships identified among the panel of inbred lines may be useful in designing strategies to improve the use of available genetic variation in the context of pearl millet breeding.
Similar content being viewed by others
References
Bertin I, Zhu JH, Gale MD (2005) SSCP-SNP in pearl millet—a new marker system for comparative genetics. Theor Appl Genet 110:1467–1472
Bidinger FR, Hash CT (2004) Pearl millet. In: Nguyen HT, Blum A (eds) Physiology and biotechnology integration for plant breeding. Marcel Dekker, New York, pp 225–270
Botstein D, White RL, Skolnick M, Davis RW (1980) Construction of a genetic linkage map in man using restriction fragment length polymorphisms. Am J Hum Genet 32:314–331
Bottley A, Xia GM, Koebner RMD (2006) Homoeologous gene silencing in hexaploid wheat. Plant J 47:897–906
Budak H, Pedraza F, Cregan PB, Baenzinger PS, Dweikat I (2003) Development and utilization of SSRs to estimate the degree of genetic relationships in a collection of pearl millet germplasm. Crop Sci 43:2284–2290
Chandra-Shekara AC, Prasanna BM, Bhat SR, Singh BB (2007) Genetic diversity analysis of elite pearl millet inbred lines using RAPD and SSR markers. J Plant Biochem Biotechnol 16:23–28
Davis AJ, Dale NM, Ferreira FJ (2003) Pearl millet as an alternative feed ingredient in broiler diets. J Appl Poult Res 12:137–144
FAO and ICRISAT (1996) The world sorghum and millet economies: facts, trends and outlook. Food and Agriculture Organization of the United Nations (FAO): Rome, Italy, and International Crops Research Institute for the Semi-Arid Tropics (ICRISAT). Patancheru, India, p 72
Feltus FA, Singh HP, Lohithaswa HC, Schulze SR, Silva TD, Paterson AH (2006) A comparative genomics strategy for targeted discovery of single-nucleotide polymorphisms and conserved-noncoding sequences in orphan crops. Plant Physiol 140:1183–1191
Hash CT, Witcombe JR (2001) Pearl millet molecular marker research. Intl Sorghum Millets Newsl 42:8–15
Kapila RK, Yadav RS, Plaha P, Rai KN, Yadav OP, Hash CT, Howarth CJ (2008) Analysis of genetic diversity in pearl millet inbreds using microsatellite markers. Plant Breed 127:33–37
Khlestkina EK, Than MHM, Pestsova EG, Röder MS, Malyshev SV, Khorzum V, Börner A (2004) Mapping of 99 new microsatellite-derived loci in rye (Secale cereale L.) including 39 expressed sequence tags. Theor Appl Genet 109:725–732
Kota R, Varshney RK, Thiel T, Dehmer KJ, Graner A (2001) Generation and comparison of EST derived SSR and SNP markers in barley (Hordeum vulgare L.). Hereditas 135:141–151
Liu CJ, Witcombe JR, Pittaway TS, Nash M, Hash CT, Gale MD (1992) Restriction fragment length polymorphism in pearl millet, Pennisetum glaucum. In: Mounolou JC, Sarr A (eds) Complexes d’espèces, flux de gènes et resources génétiques des plantes. Colloque international, Publications du Bureau des Ressources Génétiques, 8–10 janvier, Paris, pp 233–241
Mace ES, Buhariwalla HK, Crouch JH (2003) A high throughput DNA extraction protocol for tropical molecular breeding programs. Plant Mol Biol Rep 21:459a–459h
Mantel N (1967) The detection of disease clustering and a generalized regression approach. Can Res 27:209–220
Mariac C, Luong V, Kapran I, Mamadou A, Sagnard F, Deu M, Chantereau J, Gerard B, Ndjeunga J, Bezancon G, Pham J-L, Vigouroux Y (2006) Diversity of wild and cultivated pearl millet accessions [Pennisetum glaucum (L.) R. Br.] in Niger assessed by microsatellite markers. Theor Appl Genet 114:49–58
Perrier X, Flori A, Bonnot F (2003) Data analysis methods In: Hamon P, Seguin M, Perrier X, Glaszmann JC (eds) Genetic diversity of cultivated tropical plants. CIRAD/science, Montpellier, France, pp 43–76
Qi X, Pittaway TS, Lindup S, Liu H, Waterman E, Padi FK, Hash CT, Zhu J, Gale MD, Devos KM (2004) An integrated genetic map and a new set of simple sequence repeat markers for pearl millet, Pennisetum glaucum. Theor Appl Genet 109:1485–1493
Senthilvel S, Mahalakshmi V, Sathish Kumar P, Reddy AR, Markandeya G, Reddy MK, Misra R, Hash CT (2004) New SSR markers for pearl millet from data mining of expressed sequence tags. In: Proceedings of 4th international crop sci congress, 26th Sept to 1st Oct 2004, Brisbane, Australia, p 232 (http://www.cropscience.org.au/icsc2004/poster/3/1/1223_hashct.htm)
Senthilvel S, Jayashree B, Mahalakshmi V, Sathish Kumar P, Nakka S, Nepolean T, Hash CT (2008) Development and mapping of simple sequence repeat markers for pearl millet from data mining of expressed sequence tags. BMC Plant Biol 8:119
Sneath PHA, Sokal RR (1973) Numerical taxonomy: the principles and practice of numerical classification. Freeman, SanFrancisco, p 573
Tegelstrom H (1992) Detection of mitochondrial DNA fragments. In: Hoelzel AR (ed) Molecular genetic analysis of populations: a practical approach. IRL Press, Oxford, pp 89–114
Thudi M, Hash CT, Senthilvel S, Bottley A, Koebner RMD, Paterson AH, Reddy AR, Hoisington DA, Varshney RK (2007) Polymorphism assessment of SSR, SNP and CISP marker systems in pearl millet [Pennisetum glaucum (L.) R. Br.]. In: Plant and animal genomes XV conference, 13–17th Jan 2007, San Diego, California (http://www.intlpag.org/15/abstracts/PAG15_P05d_373.html)
Varshney RK, Graner A, Sorrells ME (2005) Genic microsatellite markers in plants: features and applications. Trends Biotech 23:48–55
Varshney RK, Hoisington DA, Tyagi AK (2006) Advances in cereal genomics and applications in crop breeding. Trends Biotech 24:490–499
Varshney RK, Beier U, Khlestkina E, Korzun V, Graner A, Börner A (2007a) Single nucleotide polymorphisms in rye (Secale cereale L.): discovery, frequency and applications for genome mapping and diversity studies. Theor Appl Genet 114:1105–1116
Varshney RK, Marcel TC, Ramsay L, Russell J, Röder MS, Stein N, Waugh R, Langridge P, Niks RE, Graner A (2007b) A high density barley microsatellite consensus map with 775 SSR loci. Theor Appl Genet 114:1091–1103
Varshney RK, Thiel T, Sretenovic-Rajicic T, Baum M, Valkoun J, Guo P, Grando S, Ceccarelli S, Graner A (2008) Identification and validation of a core set of informative genic SSR and SNP markers for assaying functional diversity in barley. Mol Breed 22:1–13
Varshney RK, Nayak SN, May GD, Jackson SA (2009) Next-generation sequencing technologies and their implications for crop genetics and breeding. Trends Biotech 27:522–530
vom Brocke K, Christinck A, Weltzien RE, Presterl T, Geiger HH (2003) Farmers’ seed system management practices determine pearl millet genetic diversity patterns in semiarid regions of India. Crop Sci 43:1680–1689
Yadav OP, Mitchell SE, Zamora A, Fulton TM, Kresovich S (2007) Development of new simple sequence repeat markers for pearl millet. SAT eJournal 3(1). http://www.icrisat.org/Journal/mpii/v3i1/Sorgu_Millet%20_other_Cereals/ISMN%2022_Development%20of%20new…%20(OPYadav%20et%20al.).pdf
Acknowledgements
Authors are thankful to the The Syngenta Foundation for the Sustainable Agriculture (SFSA, www.syngentafoundation.org/), and Department of Biotechnology of the Government of India (DBT, http://dbtindia.nic.in/) for financial support. MT is also thankful to the Council of Scientific and Industrial Research (CSIR) of the Government of India for sponsoring his fellowship.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Thudi, M., Senthilvel, S., Bottley, A. et al. A comparative assessment of the utility of PCR-based marker systems in pearl millet. Euphytica 174, 253–260 (2010). https://doi.org/10.1007/s10681-010-0148-5
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10681-010-0148-5