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Identification of QTLs with Additive, Epistatic, and QTL × Seed Maturity Interaction Effects for Seed Vigor in Rice

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Abstract

Seed maturity is a critical process of seed vigor establishment. In this study, one rice population of recombinant inbred lines (RILs) was used to determine the genetic characteristics of seed vigor, including the germination potential (GP), germination rate (GR), germination index (GI), and time for 50 % of germination (T50), at 4, 5, and 6 weeks after heading in 2 years. Significant differences of seed vigor were observed among two parents and RIL population; the heritability of four traits was more than 90 % at three maturity stages. A total of 19 additive and 2 epistatic quantitative trait loci (QTL) for seed vigor were identified using QTL Cartographer and QTLNetwork program, respectively, in 2012, while 16 simple sequence repeat (SSR) markers associated with seed vigor were detected using bulked segregant analysis (BSA) in 2013. The phenotypic variation explained by each additive, epistatic QTL, and QTL × seed maturity interaction ranged from 9.19 to 22.94 %, 7.23 to 7.75 %, and 0.05 to 0.63 %, respectively. Ten additive QTLs were stably expressed in 2 years which might play important roles in establishment of seed vigor in different environments. By comparing chromosomal positions of ten stably expressed additive QTLs with those previously identified, they might be true QTLs for seed vigor; the regions of QTLs for seed vigor are likely to coincide with QTLs for seed dormancy, seed reserve mobilization, low-temperature germinability, and seedling growth. Using four selected RILs, three cross-combinations were predicted to improve seed vigor; 9 to 10 elite alleles could be pyramided by each combination. The selected RILs and the identified QTLs might be applicable for the improvement of seed vigor by marker-assisted selection (MAS) in rice.

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References

  • Bethke PC, Libourel IG, Aoyama N, Chung YY, Still DW, Jones RL (2007) The Arabidopsis aleurone layer responds to nitric oxide, gibberellin, and abscisic acid and is sufficient and necessary for seed dormancy. Plant Physiol 143:1173–1188

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Bewley DJ, Bradford K, Hillorst H, Nonogaki H (2013) Seeds: physiology of development, germination and dormancy, 3rd Edn. Springer

  • Catusse J, Job C, Job D (2008) Transcriptome- and proteome-wide analyses of seed germination. C R Biol 31:815–822

    Article  Google Scholar 

  • Cheng X, Cheng J, Huang X, Lai Y, Wang L, Du W, Wang Z, Zhang H (2013) Dynamic quantitative trait loci analysis of seed reserve utilization during three germination stages in rice. PLoS One 8, e80002

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Cheng J, Wang L, Du W, Lai Y, Huang X, Wang Z, Zhang H (2014) Dynamic quantitative trait locus analysis of seed dormancy at three development stages in rice. Mol Breed 34:501–510

    Article  CAS  Google Scholar 

  • Fait A, Angelovici R, Less H, Ohad I, Urbanczyk-Wochniak E, Fernie AR, Galili G (2006) Arabidopsis seed development and germination is associated with temporally distinct metabolic switches. Plant Physiol 142:839–854

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Fujino K, Sekiguchi H, Sato T, Kiuchi H, Nonoue Y, Takeuchi Y, Ando T, Lin SY, Yano M (2004) Mapping of quantitative trait loci controlling low-temperature germinability in rice (Oryza sativa L.). Theor Appl Genet 108:794–799

    Article  CAS  PubMed  Google Scholar 

  • Fujino K, Sekiguchi H, Matsuda Y, Sugimoto K, Ono K, Yano M (2008) Molecular identification of a major quantitative trait locus, qLTG3-1, controlling low temperature germinability in rice. Proc Natl Acad Sci U S A 105:12623–12628

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Guan YJ, Hu J, Wang ZF, Zhu SJ, Wang JC, Knapp A (2013) Time series regression analysis between changes in kernel size and seed vigor during developmental stage of sh2 sweet corn (Zea mays L.) seeds. Sci Hortic 154:25–30

    Article  Google Scholar 

  • Han LZ, Zhang YY, Qiao YL, Cao GL, Zhang SY, Kim JH, Koh HJ (2006) Genetic and QTL analysis for low-temperature vigor of germination in rice. Acta Genet Sin 33:998–1006

    Article  CAS  PubMed  Google Scholar 

  • Hayashi E, Aoyama N, Still DW (2008) Quantitative trait loci associated with lettuce seed germination under different temperature and light environments. Genome 51:928–947

    Article  CAS  PubMed  Google Scholar 

  • Huang D, Koh C, Feurtado JA, Tsang EW, Cutler AJ (2013) MicroRNAs and their putative targets in Brassica napus seed maturation. BMC Genomics 14:140

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Ji SL, Jiang L, Wang YH, Zhang WW, Liu XL, Liu SJ, Chen LM, Zhai HQ, Wan JM (2009) Quantitative trait loci mapping and stability for low temperature germination ability of rice. Plant Breed 128:387–392

    Article  Google Scholar 

  • Jiang L, Liu SJ, Hou MY, Tang JY, Chen LM, Zhai HQ, Wan JM (2006) Analysis of QTLs for seed low temperature germinability and anoxia germinability in rice (Oryza sativa L.). Field Crop Res 98:68–75

    Article  Google Scholar 

  • Joosen RV, Kodde J, Willems LA, Ligterink W, van der Plas LH, Hilhorst HW (2010) GERMINATOR: a software package for high-throughput scoring and curve fitting of Arabidopsis seed germination. Plant J 62:148–159

    Article  CAS  PubMed  Google Scholar 

  • Marzougui S, Sugimoto K, Yamanouchi U, Shimono M, Hoshino T, Hori K, Kobayashi M, Ishiyama K, Yano M (2012) Mapping and characterization of seed dormancy QTLs using chromosome segment substitution lines in rice. Theor Appl Genet 124:893–902

    Article  PubMed  Google Scholar 

  • McCouch SR, CGSNL (Committee on Gene Symbolization, Nomenclature, Linkage, Rice Genetics Cooperative) (2008) Gene nomenclature system for rice. Rice 1:72–84

    Article  Google Scholar 

  • Miura K, Lin Y, Yano M, Nagamine T (2002) Mapping quantitative trait loci controlling seed longevity in rice (Oryza sativa L.). Theor Appl Genet 104:981–986

    Article  CAS  PubMed  Google Scholar 

  • Niu Y, Xu Y, Liu XF, Yang SX, Wei SP, Xie FT, Zhang YM (2013) Association mapping for seed size and shape traits in soybean cultivars. Mol Breed 31:785–794

    Article  CAS  Google Scholar 

  • Sugimoto K, Takeuchi Y, Ebana K, Miyao A, Hirochika H, Hara N, Ishiyama K, Kobayashi M, Ban Y, Hattori T, Yano M (2010) Molecular cloning of Sdr4, a regulator involved in seed dormancy and domestication of rice. Proc Natl Acad Sci U S A 107:5792–5797

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Sun Q, Wang JH, Sun BQ (2007) Advances on seed vigor physiological and genetic mechanisms. Agric Sci China 6:1060–1066

    Article  Google Scholar 

  • Sun Y, Wang J, Crouch JH, Xu Y (2010) Efficiency of selective genotyping for genetic analysis of complex traits and potential applications in crop improvement. Mol Breed 26:493–511

    Article  Google Scholar 

  • Takai T, Fukuta Y, Shiraiwa T, Horie T (2005) Time-related mapping of quantitative trait loci controlling grain-filling in rice (Oryza sativa L.). J Exp Bot 56:2107–2118

    Article  CAS  PubMed  Google Scholar 

  • Venuprasad R, Dalid CO, Del Valle M, Zhao D, Espiritu M, Sta Cruz MT, Amante M, Kumar A, Atlin GN (2009) Identification and characterization of large-effect quantitative trait loci for grain yield under lowland drought stress in rice using bulk-segregant analysis. Theor Appl Genet 120:177–190

    Article  PubMed  Google Scholar 

  • Wang ZF, Wang JF, Bao YM, Wang FH, Zhang HS (2010) Quantitative trait loci analysis for rice seed vigor during the germination stage. J Zhejiang Univ Sci B 11:958–964

    Article  PubMed Central  PubMed  Google Scholar 

  • Wang Z, Wang J, Bao Y, Wu Y, Zhang H (2011) Quantitative trait loci controlling rice seed germination under salt stress. Euphytica 178:297–307

    Article  Google Scholar 

  • Wang Z, Cheng J, Chen Z, Huang J, Bao Y, Wang J, Zhang H (2012) Identification of QTLs with main, epistatic and QTL × environment interaction effects for salt tolerance in rice seedlings under different salinity conditions. Theor Appl Genet 125:807–815

    Article  CAS  PubMed  Google Scholar 

  • Wang L, Cheng J, Lai Y, Du W, Huang X, Wang Z, Zhang H (2014) Identification of QTLs with additive, epistatic and QTL × development interaction effects for seed dormancy in rice. Planta 239:411–420

    Article  CAS  PubMed  Google Scholar 

  • Wu R, Lin M (2006) Functional mapping-how to map and study the genetic architecture of dynamic complex traits. Nat Rev Genet 7:229–237

    Article  CAS  PubMed  Google Scholar 

  • Xiao N, Huang WN, Li AH, Gao Y, Li YH, Pan CH, Ji H, Zhang XX, Dai Y, Dai ZY, Chen JM (2015) Fine mapping of the qLOP2 and qPSR2-1 loci associated with chilling stress tolerance of wild rice seedlings. Theor Appl Genet 128:173–185

    Article  CAS  PubMed  Google Scholar 

  • Xie L, Tan Z, Zhou Y, Xu R, Feng L, Xing Y, Qi X (2014) Identification and fine mapping of quantitative trait loci for seed vigor in germination and seedling establishment in rice. J Integr Plant Biol 56:749–759

    Article  CAS  PubMed  Google Scholar 

  • Yang J, Hu CC, Ye XZ, Zhu J (2005) QTLNetwork 2.0. http://ibi.zju.edu.cn/software/qtlnetwork

  • You J, Li Q, Yue B, Xue WY, Luo LJ, Xiong LZ (2006) Identification of quantitative trait loci for ABA sensitivity at seed germination and seedling stages in rice. Yi Chuan Xue Bao 33:532–541

    CAS  PubMed  Google Scholar 

  • Zhang ZH, Qu XS, Wan S, Chen LH, Zhu YG (2005) Comparison of QTL controlling seedling vigour under different temperature conditions using recombinant inbred lines in rice (Oryza sativa). Ann Bot 95:423–429

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Zhu J (1995) Analysis of conditional genetic effects and variance components in developmental genetics. Genetics 141:1633–1639

    PubMed Central  CAS  PubMed  Google Scholar 

Download references

Acknowledgment

This work was supported by the National Natural Science Foundation of China (Grant Nos. 31271806 and 31000748), the Fundamental Research Funds for the Central Universities (Grant No. KYZ201402 and KYZ201505), and the Special Fund for Agro-scientific Research in the Public Interest (Grant No. 201203052).

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Correspondence to Zhoufei Wang or Hongsheng Zhang.

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Yanyan Lai and Jinping Cheng contributed equally to this work.

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Lai, Y., Cheng, J., He, Y. et al. Identification of QTLs with Additive, Epistatic, and QTL × Seed Maturity Interaction Effects for Seed Vigor in Rice. Plant Mol Biol Rep 34, 160–171 (2016). https://doi.org/10.1007/s11105-015-0913-7

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