Abstract
Knowledge of genetic diversity and potential heterotic relationships among parental lines is of significant importance in hybrid rice breeding programs. In the present study, in order to understand the genetic diversity among 96 parental lines, they were characterized for their diversity with respect to their morphological traits (n = 12) and molecular markers using a set of 50 SSR markers. Morphological diversity was estimated using Mahalanobis D2 statistics in terms of generalized group distance. Based on morphological diversity analysis, the 96 lines were grouped into 5 major and 13 monogenotypic clusters. In molecular marker analysis, the parental lines were consistently clustered into B (Maintainer group) and R (Restorer group) groups based on distance and model based approaches. Strong correspondence was observed between the pedigree of parental lines with molecular genotyping based grouping than morphological trait based grouping. From the results of the present investigation, it is evident that the available diversity among the two groups i.e., maintainer group (B) and restorer group (R) is sufficient for developing heterotic hybrids, but within the maintainer and restorer groups, the diversity is limited, the diversity among restorers was moderate, while it was low among the maintainers and hence efforts are needed for broadening their genetic base of parental lines for development and adoption of high-yielding hybrids.
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Abbreviations
- SSR:
-
Simple sequence repeats
- GCP:
-
Generation challenge programme
- CTAB:
-
Cetyl trimethyl ammonium bromide
- PIC:
-
Polymorphic information content
- PCA:
-
Principal component analysis
- AMOVA:
-
Analysis of molecular variance
- UPGMA:
-
Unweighted pair group method with arithmetic mean
References
Ahmadikhah A, Karlov G, Nematzadeh GH, Ghasemi Bezdi K (2007) Inheritance of the fertility restoration and genotyping of rice lines at the restoring fertility (Rf) loci using molecular markers. Int J Plant Prod 1:13–21
Akhtar N, Nazir MF, Rabnawaz A, Mahmood T, Safdar ME, Asif M, Rehman A (2011) Estimation of heritability, correlation and path coefficient analysis in fine grain rice (Oryza sativa L.). J Anim Plant Sci 21(4):660–664
Akkaya MS, Buyukunal Bal EB (2004) Assessment of genetic variation of bread wheat varieties using microsatellite markers. Euphytica 135:179–185
Alavi M, Ahmadikhah A, Kamkar B, Kalateh M (2009) Mapping Rf3 locus in rice by SSR and CAPS markers. Int J Genet Mol Biol 1(7):121–126
Allendorf FW, Luikart G (2007) Conservation and the genetics of populations. Blackwell Publishing, Maden
Ariyo OJ (1987) Multivariate analysis and the choice of parents for hybridization in okra (Abelmoschus esculentus (L.) Moench). Theor Appl Genet 74:361–363
Babu VR, Shreya K, Dangi KS, Usharani G, Shankar AS (2012) Correlation and path analysis studies in popular rice hybrids of India. Int J Sci Res Publ 2(3):1–5
Balakrishnan D, Subrahmanyam D, Badri J, Raju AK, Rao YV, Beerelli K, Mesapogu S, Surapaneni M, Ponnuswamy R, Padmavathi G, Babu VR, Neelamraju S (2016) Genotype × environment interactions of yield traits in backcross introgression lines derived from Oryza sativa cv.Swarna/Oryzanivara. Front Plant Sci 7:1530. https://doi.org/10.3389/fpls.2016.01530
Beukert U, Li Z, Liu G, Zhao Y, Ramachandra N, Mirdita V, Pita F, Pillen K, Rief JC (2017) Genome-based identification of heterotic patterns in rice. Rice 10:22. https://doi.org/10.1186/s12284-017-0163-4
Bhati PK, Singh SK, Kumar U (2018) Screening and validation of fertility restoration genes (Rf) in wild abortive CMS system of rice (Oryza sativa L.) using microsatellite markers. Indian J Genet Pl Br 78(2):270–274. https://doi.org/10.5958/0975-6906.2018.00035.4
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
Brar DS, Khush GS (2017) Rice breeding in the genomics era: perspectives. Agric Res J 54(4):612–619
Cai J, Zhang G (2014) The novel methods of development of the maintainer and cytoplasmic male sterile lines with different cytoplasms based on chromosome single-segment substitution lines in rice. Turk J Agric For 38:441–446
Cai J, Dai JZ, Zhu HT, Zeng RZ, Zhang Z, Ma TF, Zhang GQ (2014) Comparative analysis of fertility restoration genes for WA, Y, and DA cytoplasmic male sterility in rice. Biol Plantarum. https://doi.org/10.1007/s10535-013-0385-2
Cavalli-Sforza LL, Menozzi P, Piazza A (1994) The history and geography of human genes. Princeton University Press, Princeton
Choukan R, Warburton MI (2005) Use of SSR data to determine relationships among early maturing Iranian maize inbred lines. Maydica 50:163–170
DeWoody JA, Honeycutt RL, Skow LC (1995) Microsatellite markers in white tailed deer. J Hered 86:317–319
Dray S, Dufour AB (2007) The ade4 package: implementing the duality diagram for ecologists. J Stat Softw 22(4):1–20
Earl DA (2012) STRUCTURE HARVESTER: a website and program for visualizing STRUCTURE output and implementing the evanno method. Conserv Genet Resour 4(2):359–361
Ekka RE, Sarawgi AK, Kanwar RR (2011) Correlation and path analysis in traditional rice accessions of Chhattisgarh. J Rice Res 4(1&2):11–18
Hari Prasad AS, Senguttuvel P, Revathi P, Kemparaju KB, Sruthi K, Sundaram RM, Seshu Madhav M, Prasad MS, Laha GS (2018) Breeding strategies for hybrid rice parental line improvement. Oryza 55(spl):38–41
Hari Y, Srinivasarao K, Viraktamath BC, Hariprasad AS, Laha GS, Ahmed MI, Natarajkumar P, Ramesha MS, Neeraja CN, Balachandran SM, Rani NS (2011) Marker-assisted improvement of a stable restorer line, KMR-3R and its derived hybrid KRH2 for bacterial blight resistance and grain quality. Plant Breed 130(6):608–616
Hasan MJ, Kulsum U, Rahman MMH, Chowdhury MMH, Chowdhury AZMKA (2012) Genetic diversity analysis of parental lines for hybrid development in rice (Oryza sativa L.). Bangladesh J Agric Res 37(4):617–624
He GH, Wang WM, Liu GQ, Hou L, Xiao YH, Tang M, Yang ZL, Pei Y (2002) Mapping of two fertility-restoring gene for WA cytoplasmic male sterility in minghui63 using SSR markers. Acta Genet Sin 29(9):798–802
He ZZ, Xie FM, Chen LY, Dela Paz MA (2012) Genetic diversity of tropical hybrid rice germplasm measured by molecular markers. Rice Sci 19(3):193–201. https://doi.org/10.1016/S1672-6308(12)60040-7
IRRI (2013) Standard evaluation system (SES) for rice, 5th edn. IRRI, Philippines
Jaikishan I, Ramesha MS, Rajendrakumar P, Rao S, Neeraja CN, Balachandran SM, Viraktamath BC, Sujatha K, Sundaram RM (2006) Characterization of genetic diversity in hybrid rice parental lines using EST-derived and non-EST SSR markers. Rice Genet Newsl 23:24–28
Jakobsson M, Edge MD, Rosenberg NA (2013) The relationship between FST and the frequency of the most frequent allele. Genetics 193(2):515–528. https://doi.org/10.1534/genetics.112.144758
Jing R, Li X, Yi P, Zhu Y (2001) Mapping fertility-restoring genes of rice WA cytoplasmic male sterility using SSLP markers. Bot Bull Acad Sinica 42:167–171
Julfiquar AW, Virmani SS, Carpena AL (1985) Genetic divergence among some maintainer and restorer lines in relation to hybrid breeding in rice (Oryza sativa L.). Theor Appl Genet 70(6):671–678
Kaladhar K, Ramesha MS, Ramakrishna S, Ahmed MI, Viraktamath BC, Sarla N (2004) Clustering of maintainer and restorer lines of rice based on morphological and molecular diversity. Rice Genet Newsl 21:27–28
Kiani G (2012) Diversity assessment among some restorer lines using agronomic traits in rice (Oryza sativa L.). Biharean Biologist 6(1):1–4
Kiani G (2015) Validation of SSR markers linked to restoring fertility (Rf) genes and genotyping of rice lines at Rf loci. J Agr Sci Tech 17(20):1931–1938
Krishna Naik R, Sreenivasulu Reddy P, Ramana JV, Srinivasa Rao V (2005) Correlation and path co-efficient analysis in rice (Oryza sativa L.). Andhra Agric J 52(1–2):52–55
Kulsum U, Hasan MdJ, Begum H, Billah MM, Rahman H (2011) Genetic diversity of some restorer lines for hybrid rice development. Bangladesh J Agric Res 36:21–28. https://doi.org/10.3329/bjar.v36i1.9226
Li LJ, Zhou HP, Zhan XD, Cheng SH, Cao LY (2008) Mapping of rice fertility-restoring genes for ID-type cytoplasmic male sterility in a restorer line R68. Rice Sci 15:157–160. https://doi.org/10.1016/S1672-6308(08)60036-0
Liu K, Muse SV (2005) PowerMarker: an integrated analysis environment for genetic marker analysis. Bioinformatics 21(9):2128–2129
Mackill DJ, Zhang Z, Redona ED, Colowit PM (1996) Level of polymorphism and genetic mapping of AFLP markers in rice. Genome 39:969–977
Mahalingam A, Sarawathi R, Ramalingam J (2016) SSR marker diversity analysis for WA cytoplasm based fertility restorer genes of hybrid rice (Oryza sativa L.). J Innov Agric 3(1):19–27
Maranho RC, Augusto R, Mangolin CA, Machado MFPS (2014) Use of differential levels of mean observed heterozygosity in microsatellite loci of commercial varieties of sugarcane (Saccharum spp.). Genet Mol Res 13(4):10130–10141
Nair NV, Ballakrishnan R, Screenivasan TV (1998) Variability for quantitative traits in exotic hybrid germplasm of sugarcane. Genet Resour Crop Evol 45:459–464
Namaky RE, Sedeek S, Moukoumbi YD, Ortiz R, Manneh B (2016) Microsatellite-aided screening for fertility restoration genes (Rf) facilitates hybrid improvement. Rice Sci 23(2):160–164. https://doi.org/10.1016/j.rsci.2016.04.003
Nematzadeh A, Kiani G (2010) Genetic analysis of fertility restoration genes for WA type cytoplasmic male sterility in Iranian restorer rice line DN-33-18. Afr J Biotechnol 9:6273–6277
Nghia PK, Malik JPS, Pandey MP, Singh NK (1999) Genetic distance analysis of hybrid rice parental lines based on morphological traits and RAPD markers. Omonrice 7:57–69
Pavani M, Sundaram RM, Ramesha MS, Kavi Kishor PB, Kemparaju KB (2018) Prediction of heterosis in rice based on divergence of morphological and molecular markers. J Genet 97(5):1263–1279
Peakall R, Smouse P (2012) GenAlEx 65: genetic analysis in Excel. Population genetic software for teaching and research—an update. Bioinformatics 28(19):2537–2539
Perrier X, Jacquemoud-Collet JP. DARwin software (2006) http://darwin.cirad.fr/. Accessed 30 Sept 2015
Pritchard JK, Stephens M, Donnelly P (2000) Inference of population structure using multilocus genotype data. Genetics 155(2):945–959
Rajendran N, Mukherjee L, Kamalnath KR, Shashidhar HE (2012) DNA fingerprinting and estimation of genetic diversity among hybrid rice parental lines (Oryza sativa L.) using simple sequence repeats (SSR) markers. J Plant Breed Crop Sci 4(11):169–174
Rao CR (1952) Advanced statistical methods in biometric research. Wiley, New York (NY)
R Core Team (2012) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna. ISBN: 3-900051-07-0
Rosenberg NA, Pritchard JK, Weber JL, Cann HM, Kidd KK, Zhivotovsky LA, Feldman MW (2002) Genetic structure of human populations. Science 298:2381–2385
Saghai-Maroof MA, Soliman KM, Jorgensen RA, Allard RW (1984) Ribosomal DNA spacer-length polymorphism in barley: mendelian inheritance, chromosomal location, and population dynamics. Proc Natl Acad Sci USA 81:8014–8019
Saidaiah P, Ramesha MS, Sundaram RM, Hari Y (2010) Molecular profiling of parents of some released rice hybrids using SSR markers. Indian J Plant Genet Resour 23(3):269–275
Sharma JR (1988) Statistical and biometrical techniques in plant breeding. New Age International (P) limited, Publishers, New Delhi
Sheeba KN, Viraktamath B, Siva Sivaramakrishnan, Gangashetti MG, Pawan Khera, Sundaram RM (2009) Validation of molecular markers linked to fertility restorer gene (s) for WA-CMS lines of rice. Euphytica 167:217–227. https://doi.org/10.1007/s10681-008-9865-4
Shrivastava A, Mishra D, Koutu G, Singh S, Prakash V, Sohgaura N (2015) Assessment of genetic diversity of restorer and maintainer lines of rice using SSR markers. The Ecascan. 9(1–2):265–269
Singh VK, Upadhyay P, Sinha P, Mall AK, Jaiswal SK, Singh A, Ellur RK, Biradar S, Sundaram RM, Singh S, Ahmed I, Mishra B, Singh AK, Kole C (2011) Determination of genetic relationships among elite thermosensitive genic male sterile lines (TGMS) of rice (Oryza sativa L.) employing morphological and simple sequence repeat (SSR) markers. J Genet 90(1):1–19
Singh N, Choudhury DR, Tiwari G, Singh AK, Kumar S, Srinivasan K, Tyagi RK, Sharma AD, Singh NK, Singh R (2016) Genetic diversity trend in Indian rice varieties: an analysis using SSR markers. BMC Genet 17(1):127
Siwach P, Jain S, Saini N, Chowdhury VK, Jain RK (2004) Allelic diversity among Basmati and non-Basmati long grain indica rice varieties using microsatellite markers. J Plant Biochem Biot 13:25–32
Sripathy KV, Hosamani J, Bellundagi A (2012) Assessment of genetic diversity in hybrid rice parental lines using genomic and EST-SSR markers. Bioinfolet 9(1):23–28
Sundaram RM, Naveenkumar B, Biradar SK, Balachandran SM, Mishra B, IlyasAhmed M, Viraktamath BC, Ramesha MS, Sarma NP (2008) Identification of informative SSR markers capable of distinguishing hybrid rice parental lines and their utilization in seed purity assessment. Euphytica 163(2):215–224
Surapaneni M, Balakrishnan D, Mesapogu S, Krishnam Raju A, Rao YV, Neelamraju S (2016) Genetic characterization and population structure of Indian rice cultivars and wild genotypes using core set markers. Biotech 6(1):95. https://doi.org/10.1007/s13205-016-0409-7
Thioulouse J, Chessel D, Dolédec S, Olivier JM (1997) ADE-4: a multivariate analysis and graphical display software. Stat Comput 7:75–83
Tiwari KK, Singh A, Pattnaik S, Sandhu M, Kaur S, Jain S, Tiwari S, Mehrotra S, Anumalla M, Samal R, Bhardwaj J (2015) Identification of a diverse mini-core panel of Indian rice germplasm based on genotyping using microsatellite markers. Plant Breed 134(2):164–171
Vinoth R, Shivramakrishnan R, Sivaji M, Tamilkumar P, Kumar B, Shailesh M (2016) Genetic analysis and correlation studies for grain yield in rice (Oryza sativa L.) under the Allahabad agro climatic region. Int J For Crop Improv 7(1):93–100
Virmani SS (1996) Hybrid rice. Adv Agron 57:328–462
Wang S, Lu ZM (2006) Genetic diversity among parental lines of indica hybrid rice (Oryza sativa L.) in China based on coefficient of parentage. Plant Breed 125:606–612
Wang K, Qiu F, Larazo W, Angelita MDP, Xie F (2015) Heterotic groups of tropical indica rice germplasm. Theor Appl Genet 128:421–430. https://doi.org/10.1007/s00122-014-2441-5
Wang I, Zheng Y, Cai Q, Liao C, Mao X, Xie H, Zhu Y, Lian L, Luo X, Xie Zhang J (2016) Population structure and association analysis of yield and grain quality traits in hybrid rice primal parental lines. Euphytica 212:261. https://doi.org/10.1007/s10681-016-1766-3
Wright S (1951) The genetical structure of populations. Ann Eugen 15:323–354
Xalxo A, Chaudhari PR, Sharma D, Saxena RR, Singh S, Tiwari A (2017) Identification of rice hybrids and restorer line using microsatellite markers. Int J Current Microbiol Appl Sci 6(11):3405–3411
Xiao CL, Virmani SS, Viraktamath BC (1996a) Improving parental lines to increase efficiency of hybrid rice breeding: some new approaches-Chapter 10 in Advances in hybrid rice technology. In: Virmani SS, Siddiq, EA, Muralidharan K (eds) Proceedings of the 3rd international symposium on Hybrid Rice. 14–16 November, Hyderabad, India
Xiao J, Li J, Yuan L, McCouch SR, Tanksley SD (1996b) Genetic diversity and its relationship to hybrid performance and heterosis in rice as revealed by PCR-based markers. Theor Appl Genet 92:637–643
Xie FM, Guo LB, Ren GJ, Hu PS, Wang F, Xu JL, Li XQ, Qiu FL, dela Paz MA (2012) Genetic diversity and structure of indica rice varieties from two heterotic pools of southern China and IRRI. Plant Genet Resour Charact Util 10:186–193
Xie F, He Z, Esguerra MQ, Qiu F, Ramanathan V (2014) Determination of heterotic groups for tropical indica hybrid rice germplasms. Theor Appl Genet 127:407
Xu W, Virmani SS, Hernandez JE, Sebastian LS, Edilberto D, Redoña ED, Li Z (2002) Genetic diversity in the parental lines and heterosis of the tropical rice hybrids. Euphytica 127:139–148
Yadav S, Singh AK, Singh MR, Goel N, Vinod KK, Mohapatra T (2013) Assessment of genetic diversity in Indian rice germplasm (Oryza sativa L.): use of random versus trait-linked microsatellite markers. J Genet 92:545–557
Yao FY, Xu CG, Yu SB, Li JX, Gao YJ, Li XH, Zhang QF (1997) Mapping and genetic analysis of two fertility restorer loci in the wild abortive cytoplasmic male sterility system of rice (Oryza sativa L.). Euphytica 98:183–187
Zhang Q, Gao YT, Yang SH, Ragab RA, Saghai Maroof MA, Liz B (1994) A diallel analysis of heterosis in elite hybrid rice based on RFLPs and microsatellites. Theor Appl Genet 89:185–192
Zhang Q, Gao YJ, Saghai Maroof MA, Yang SH, Li JX (1995) Molecular divergence and hybrid performance in rice. Mol Breeding 1:133–142
Zhang G, Bharaj TS, Lu Y, Virmani SS, Huang N (1997) Mapping of the Rf-3 nuclear fertility-restoring gene for WA cytoplasmic male sterility in rice using RAPD and RFLP markers. Theor Appl Genet 94(1):27–33
Zhang T, Ni XL, Jiang KF, Yang QH, Li Yang, Wan XQ, Cao YJ, Zheng JK (2010) Correlation between heterosis and genetic distance based on molecular markers of functional genes in rice. Rice Sci 17(4):288
Zheng K, Qian H, Shen B, Zhuang J, Liu H, Lu J (1994) RFLP-based phylogenetic analysis of wide compatibility varieties in Oryza sativa L. Theor Appl Genet 88:65–69
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We are grateful to Director, ICAR-IIRR, Hyderabad for guidance, providing research facilities and funding to conduct the experiment.
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AKS and ASH conceptualised the experiment; KS conducted the lab and field experiment; KS and PK collected and compiled data; KS, BD, RKE, VJS, PKB, KKV and GKS molecular and field data analysis; KS, BD, ASH, RMS, PS, PR and KBK, RKE wrote and corrected the manuscript.
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Sruthi, K., Divya, B., Senguttuvel, P. et al. Evaluation of genetic diversity of parental lines for development of heterotic groups in hybrid rice (Oryza sativa L.). J. Plant Biochem. Biotechnol. 29, 236–252 (2020). https://doi.org/10.1007/s13562-019-00529-9
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DOI: https://doi.org/10.1007/s13562-019-00529-9