Abstract
Tocopherols and tocotrienols, collectively known as tocochromanols, are lipid-soluble molecules that belong to the group of vitamin E compounds. Among them, α-tocopherol (αΤ) is one of the antioxidants with diverse functions and benefits for humans and animals. Thus, understanding the genetic basis of these traits would be valuable to improve nutritional quality by breeding in rice. Genome-wide association study (GWAS) has emerged as a powerful strategy for identifying genes or quantitative trait loci (QTL) underlying complex traits in plants. To discover the genes or QTLs underlying the naturally occurring variations of αΤ content in rice, we performed GWAS using 1.44 million high-quality single-nucleotide polymorphisms acquired from re-sequencing of 137 accessions from a diverse rice core collection. Thirteen candidate genes were found across 2-year phenotypic data, among which gamma-tocopherol methyltransferase (OsγTMT) was identified as the major factor responsible for the αΤ content among rice accessions. Nucleotide variations in the coding region of OsγTMT were significantly associated with the αΤ content variations, while nucleotide polymorphisms in the promoter region of OsγTMT also could partly demonstrate the correlation with αΤ content variations, according to our RNA expression analyses. This study provides useful information for genetic factors underlying αΤ content variations in rice, which will significantly contribute the research on αΤ biosynthesis mechanisms and αΤ improvement of rice.
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Alexander DH, Novembre J, Lange K (2009) Fast model-based estimation of ancestry in unrelated individuals. Genome Res 19:1655–1664. doi:10.1101/gr.094052.109
Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc Ser B (Methodol) 57(1):289–300
Bergmuller E, Porfirova S, Dormann P (2003) Characterization of an Arabidopsis mutant deficient in gamma-tocopherol methyltransferase. Plant Mol Biol 52:1181–1190. doi:10.1023/B:PLAN.0000004307.62398.91
Bhandari S, Basnet S, Chung K, Ryu K-H, Lee Y-S (2012) Comparisons of nutritional and phytochemical property of genetically modified CMV-resistant red pepper and its parental cultivar. Hortic Environ Biotechnol 53:151–157. doi:10.1007/s13580-012-0076-5
Cahoon EB, Hall SE, Ripp KG, Ganzke TS, Hitz WD, Coughlan SJ (2003) Metabolic redesign of vitamin E biosynthesis in plants for tocotrienol production and increased antioxidant content. Nat Biotech 21:1082–1087. doi:10.1038/nbt853
Chakrabartty A, Schellman JA, Baldwin RL (1991) Large differences in the helix propensities of alanine and glycine. Nature 351:586–588. doi:10.1038/351586a0
Chaudhary N, Khurana P (2009) Vitamin E biosynthesis genes in rice: molecular characterization, expression profiling and comparative phylogenetic analysis. Plant Sci 177:479–491. doi:10.1016/j.plantsci.2009.07.014
Chen S, Li H, Liu G (2006) Progress of vitamin E metabolic engineering in plants. Transgenic Res 15:655–665. doi:10.1007/s11248-006-9012-8
Cheng Z, Sattler S, Maeda H, Sakuragi Y, Bryant DA, DellaPenna D (2003) Highly divergent methyltransferases catalyze a conserved reaction in tocopherol and plastoquinone synthesis in cyanobacteria and photosynthetic eukaryotes. Plant Cell 15:2343–2356. doi:10.1105/tpc.013656
Chung GS, Heu MH (1991) Improvement of tongil-type rice cultivars from indica/japonica hybridization in Korea. In: Bajaj YPS (ed) Rice. Springer, Berlin, pp 105–112. doi:10.1007/978-3-642-83986-3_9
Collakova E, DellaPenna D (2001) Isolation and functional analysis of homogentisate phytyltransferase from Synechocystis sp. PCC 6803 and Arabidopsis. Plant Physiol 127:1113–1124. doi:10.1104/pp.010421
DellaPenna D (2005) Progress in the dissection and manipulation of vitamin E synthesis. Trends Plant Sci 10:574–579. doi:10.1016/j.tplants.2005.10.007
DellaPenna D, Last RL (2006) Progress in the dissection and manipulation of plant vitamin E biosynthesis. Physiol Plant 126:356–368. doi:10.1111/j.1399-3054.2006.00611.x
DellaPenna D, Pogson BJ (2006) Vitamin synthesis in plants: tocopherols and carotenoids. Annu Rev Plant Biol 57:711–738. doi:10.1146/annurev.arplant.56.032604.144301
Doyle JJ, Doyle JL (1990) Isolation of plant DNA from fresh tissue. Focus 12:13–15
Dwiyanti M, Yamada T, Sato M, Abe J, Kitamura K (2011) Genetic variation of gamma-tocopherol methyltransferase gene contributes to elevated alpha-tocopherol content in soybean seeds. BMC Plant Biol 11:152. doi:10.1186/1471-2229-11-152
Felsenstein J (1989) PHYLIP—phylogeny inference package (version 3.2). Cladistics 5:164–166
Gilliland LU, Magallanes-Lundback M, Hemming C, Supplee A, Koornneef M, Bentsink L, DellaPenna D (2006) Genetic basis for natural variation in seed vitamin E levels in Arabidopsis thaliana. Proc Natl Acad Sci 103:18834–18841. doi:10.1073/pnas.0606221103
Heinemann RJB, Xu Z, Godber JS, Lanfer-Marquez UM (2008) Tocopherols, tocotrienols, and γ-oryzanol contents in japonica and indica subspecies of rice (Oryza sativa L.) cultivated in Brazil. Cereal Chem 85:243–247. doi:10.1094/CCHEM-85-2-0243
Hirschberg J (1999) Production of high hill, h-value compounds: carotenoids and vitamin E. Curr Opin Biotechnol 10:186–191. doi:10.1016/S0958-1669(99)80033-0
Huang X, Wei X, Sang T, Zhao Q, Feng Q, Zhao Y, Li C, Zhu C, Lu T, Zhang Z, Li M, Fan D, Guo Y, Wang A, Wang L, Deng L, Li W, Lu Y, Weng Q, Liu K, Huang T, Zhou T, Jing Y, Li W, Lin Z, Buckler ES, Qian Q, Zhang Q-F, Li J, Han B (2010) Genome-wide association studies of 14 agronomic traits in rice landraces. Nat Genet 42:961–967. doi:10.1038/ng.695
Huang X, Zhao Y, Wei X, Li C, Wang A, Zhao Q, Li W, Guo Y, Deng L, Zhu C, Fan D, Lu Y, Weng Q, Liu K, Zhou T, Jing Y, Si L, Dong G, Huang T, Lu T, Feng Q, Qian Q, Li J, Han B (2012) Genome-wide association study of flowering time and grain yield traits in a worldwide collection of rice germplasm. Nat Genet 44:32–39. doi:10.1038/ng.1018
Ischebeck T, Zbierzak AM, Kanwischer M, Dörmann P (2006) A salvage pathway for phytol metabolism in Arabidopsis. J Biol Chem 281:2470–2477. doi:10.1074/jbc.M509222200
Jain M, Nijhawan A, Tyagi AK, Khurana JP (2006) Validation of housekeeping genes as internal control for studying gene expression in rice by quantitative real-time PCR. Biochem Biophys Res Commun 345:646–651. doi:10.1016/j.bbrc.2006.04.140
Kamal-Eldin A, Appelqvist LA (1996) The chemistry and antioxidant properties of tocopherols and tocotrienols. Lipids 31:671–701
Karunanandaa B, Qi Q, Hao M, Baszis SR, Jensen PK, Wong Y-HH, Jiang J, Venkatramesh M, Gruys KJ, Moshiri F, Post-Beittenmiller D, Weiss JD, Valentin HE (2005) Metabolically engineered oilseed crops with enhanced seed tocopherol. Metab Eng 7:384–400. doi:10.1016/j.ymben.2005.05.005
Kim KW, Chung HK, Cho GT, Ma KH, Chandrabalan D, Gwag JG, Kim TS, Cho EG, Park YJ (2007) PowerCore: a program applying the advanced M strategy with a heuristic search for establishing core sets. Bioinformatics 23:2155–2162. doi:10.1093/bioinformatics/btm313
Kim B, Kim D-G, Lee G, Seo J, Choi I-Y, Choi B-S, Yang T-J, Kim K, Lee J, Chin J, Koh H-J (2014) Defining the genome structure of ‘Tongil’ rice, an important cultivar in the Korean “green revolution”. Rice 7:1–9. doi:10.1186/s12284-014-0022-5
Li H, Liu H, Han Y, Wu X, Teng W, Liu G, Li W (2010) Identification of QTL underlying vitamin E contents in soybean seed among multiple environments. Theor Appl Genet 120:1405–1413. doi:10.1007/s00122-010-1264-2
Li Y, Fan C, Xing Y, Jiang Y, Luo L, Sun L, Shao D, Xu C, Li X, Xiao J, He Y, Zhang Q (2011) Natural variation in GS5 plays an important role in regulating grain size and yield in rice. Nat Genet 43:1266–1269. doi:10.1038/ng.977
Li Q, Yang X, Xu S, Cai Y, Zhang D, Han Y, Li L, Zhang Z, Gao S, Li J, Yan J (2012) Genome-wide association studies identified three independent polymorphisms associated with α-tocopherol content in maize kernels. PLoS One 7:e36807. doi:10.1371/journal.pone.0036807
Li G, Na Y-W, Kwon S-W, Park Y-J (2014) Association analysis of seed longevity in rice under conventional and high-temperature germination conditions. Plant Syst Evol 300:389–402. doi:10.1007/s00606-013-0889-4
Lipka AE, Tian F, Wang Q, Peiffer J, Li M, Bradbury PJ, Gore MA, Buckler ES, Zhang Z (2012) GAPIT: genome association and prediction integrated tool. Bioinformatics 28:2397–2399. doi:10.1093/bioinformatics/bts444
Lipka AE, Gore MA, Magallanes-Lundback M, Mesberg A, Lin H, Tiede T, Chen C, Buell CR, Buckler ES, Rocheford T, DellaPenna D (2013) Genome-wide association study and pathway-level analysis of tocochromanol levels in maize grain. G3: Genes Genomes Genet 3:1287–1299. doi:10.1534/g3.113.006148
Livak KJ, Schmittgen TD (2001) Analysis of relative gene expression data using real-time quantitative PCR and the 2−ΔΔCT method. Methods 25:402–408. doi:10.1006/meth.2001.1262
Lu L, Shao D, Qiu X, Sun L, Yan W, Zhou X, Yang L, He Y, Yu S, Xing Y (2013a) Natural variation and artificial selection in four genes determine grain shape in rice. New Phytol 200:1269–1280. doi:10.1111/nph.12430
Lu Y, Rijzaani H, Karcher D, Ruf S, Bock R (2013b) Efficient metabolic pathway engineering in transgenic tobacco and tomato plastids with synthetic multigene operons. Proc Natl Acad Sci 110:E623–E632. doi:10.1073/pnas.1216898110
Mather KA, Caicedo AL, Polato NR, Olsen KM, McCouch S, Purugganan MD (2007) The extent of linkage disequilibrium in rice (Oryza sativa L.). Genetics 177:2223–2232. doi:10.1534/genetics.107.079616
Norris SR, Barrette TR, DellaPenna D (1995) Genetic dissection of carotenoid synthesis in arabidopsis defines plastoquinone as an essential component of phytoene desaturation. Plant Cell 7:2139–2149. doi:10.1105/tpc.7.12.2139
Norris SR, Shen X, Della Penna D (1998) Complementation of the Arabidopsis pds1 mutation with the gene encoding p-hydroxyphenylpyruvate dioxygenase. Annu Rev Plant Physiol 117:1317–1323. doi:10.1104/pp.117.4.1317
Nyquist WE (1991) Estimation of heritability and prediction of selection response in plant populations. Crit Rev Plant Sci 10:235–322
Porfirova S, Bergmüller E, Tropf S, Lemke R, Dörmann P (2002) Isolation of an Arabidopsis mutant lacking vitamin E and identification of a cyclase essential for all tocopherol biosynthesis. Proc Natl Acad Sci 99:12495–12500. doi:10.1073/pnas.182330899
Price AL, Patterson NJ, Plenge RM, Weinblatt ME, Shadick NA, Reich D (2006) Principal components analysis corrects for stratification in genome-wide association studies. Nat Genet 38:904–909. doi:10.1038/ng1847
R Development Core Team (2008) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna. http://www.R-project.org
Revelle W (2014) Package ‘psych’. R package version 1.4.2.3
Sattler SE, Cahoon EB, Coughlan SJ, DellaPenna D (2003) Characterization of tocopherol cyclases from higher plants and cyanobacteria. Evolutionary implications for tocopherol synthesis and function. Plant Physiol 132:2184–2195. doi:10.1104/pp.103.024257
Sattler SE, Gilliland LU, Magallanes-Lundback M, Pollard M, DellaPenna D (2004) Vitamin E is essential for seed longevity and for preventing lipid peroxidation during germination. Plant Cell 16:1419–1432. doi:10.1105/tpc.021360
Savidge B, Weiss JD, Wong Y-HH, Lassner MW, Mitsky TA, Shewmaker CK, Post-Beittenmiller D, Valentin HE (2002) Isolation and characterization of homogentisate phytyltransferase genes from Synechocystis sp. PCC 6803 and Arabidopsis. Plant Physiol 129:321–332. doi:10.1104/pp.010747
Schledz M, Seidler A, Beyer P, Neuhaus G (2001) A novel phytyltransferase from Synechocystis sp. PCC 6803 involved in tocopherol biosynthesis. FEBS Lett 499:15–20. doi:10.1016/S0014-5793(01)02508-X
Shammugasamy B, Ramakrishnan Y, Ghazali HM, Muhammad K (2014) Tocopherol and tocotrienol contents of different varieties of rice in Malaysia. J Sci Food Agr (online version of record published before inclusion in an issue). doi:10.1002/jsfa.6742
Shao Y, Jin L, Zhang G, Lu Y, Shen Y, Bao J (2011) Association mapping of grain color, phenolic content, flavonoid content and antioxidant capacity in dehulled rice. Theor Appl Genet 122:1005–1016. doi:10.1007/s00122-010-1505-4
Shintani D, DellaPenna D (1998) Elevating the vitamin E content of plants through metabolic engineering. Science 282:2098–2100. doi:10.1126/science.282.5396.2098
Shutu X, Dalong Z, Ye C, Yi Z, Shah T, Ali F, Qing L, Zhigang L, Weidong W, Jiansheng L, Xiaohong Y, Jianbing Y (2012) Dissecting tocopherols content in maize (Zea mays L.), using two segregating populations and high-density single nucleotide polymorphism markers. BMC Plant Biol 12:201. doi:10.1186/1471-2229-12-201
Sims D, Sudbery I, Ilott NE, Heger A, Ponting CP (2014) Sequencing depth and coverage: key considerations in genomic analyses. Nat Rev Genet 15:121–132. doi:10.1038/nrg3642
Sookwong P, Murata K, Nakagawa K, Shibata A, Kimura T, Yamaguchi M, Kojima Y, Miyazawa T (2009) Cross-fertilization for enhancing tocotrienol biosynthesis in rice plants and QTL analysis of their F2 progenies. J Agric Food Chem 57:4620–4625. doi:10.1021/jf900394t
Takahashi Y, Teshima KM, Yokoi S, Innan H, Shimamoto K (2009) Variations in Hd1 proteins, Hd3a promoters, and Ehd1 expression levels contribute to diversity of flowering time in cultivated rice. Proc Natl Acad Sci 106:4555–4560. doi:10.1073/pnas.0812092106
Tamura K, Dudley J, Nei M, Kumar S (2007) MEGA4: molecular evolutionary genetics analysis (MEGA) software version 4.0. Mol Biol Evol 24:1596–1599. doi:10.1093/molbev/msm092
Traber MG, Sies H (1996) Vitamin E in humans: demand and delivery. Annu Rev Nutr 16:321–347. doi:10.1146/annurev.nu.16.070196.001541
Wang L, Zhong M, Li X, Yuan D, Xu Y, Liu H, He Y, Luo L, Zhang Q (2008) The QTL controlling amino acid content in grains of rice (Oryza sativa) are co-localized with the regions involved in the amino acid metabolism pathway. Mol Breed 21(1):127–137. doi:10.1007/s11032-007-9141-7
Wang X, Song Y, Li J (2013) High expression of tocochromanol biosynthesis genes increases the vitamin E level in a new line of giant embryo rice. J Agric Food Chem 61:5860–5869. doi:10.1021/jf401325e
Xu SB, Li T, Deng ZY, Chong K, Xue Y, Wang T (2008) Dynamic proteomic analysis reveals a switch between central carbon metabolism and alcoholic fermentation in rice filling grains. Plant Physiol 148:908–925. doi:10.1104/pp.108.125633
Yu J, Hu S, Wang J, Wong G, Li S, Liu B, Deng Y, Dai L, Zhou Y, Zhang X et al (2002) A draft sequence of the rice genome (Oryza sativa L. ssp. indica). Science 296(5565):79–92. doi:10.1126/science.1068037
Zhang G, Liu R, Zhang P, Xu Y, Zhu J, Gu M, Liang G, Liu Q (2012) Variation and distribution of vitamin E and composition in seeds among rice varieties. Acta Agron Sin 38:55–61
Zhang L, Luo Y, Zhu Y, Zhang L, Zhang W, Chen R, Xu M, Fan Y, Wang L (2013) GmTMT2a from soybean elevates the α-tocopherol content in corn and Arabidopsis. Transgenic Res 22:1021–1028. doi:10.1007/s11248-013-9713-8
Zhao WG, Park EJ, Chung JW, Park YJ, Chung IM, Ahn JK, Kim GH (2009) Association analysis of the amino acid contents in rice. J Integr Plant Biol 51:1126–1137. doi:10.1111/j.1744-7909.2009.00883.x
Zhao WG, Cho GT, Ma KH, Chung JW, Gwag JG, Park YJ (2010) Development of an allele-mining set in rice using a heuristic algorithm and SSR genotype data with least redundancy for the post-genomic era. Mol Breed 26:639–651. doi:10.1007/s11032-010-9400-x
Zhao KY, Tung CW, Eizenga GC, Wright MH, Ali ML, Price AH, Norton GJ, Islam MR, Reynolds A, Mezey J, McClung AM, Bustamante CD, McCouch SR (2011) Genome-wide association mapping reveals a rich genetic architecture of complex traits in Oryza sativa. Nat Commun 2:467. doi:10.1038/ncomms1467
Zhao WG, Chung JW, Kwon SW, Lee JH, Ma KH, Park YJ (2012) Association analysis of physicochemical traits on eating quality in rice (Oryza sativa L.). Euphytica 191:9–21. doi:10.1007/s10681-012-0820-z:1-13
Acknowledgments
This research was supported by Next-Generation BioGreen21 Program (PJ01116101). This research was supported by Bio-industry Technology Development Program Ministry for Food, Agriculture, Forestry and Fisheries, Republic of Korea. (No. 110136-5).
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Xiao-Qiang Wang declares that he has no conflict of interest. Min-Young Yoon declares that he has no conflict of interest. Qiang He declares that he has no conflict of interest. Tae-Sung Kim declares that he has no conflict of interest. Wei Tong declares that he has no conflict of interest. Bu-Woong Choi declares that he has no conflict of interest. Young-Sang Lee declares that he has no conflict of interest. Yong-Jin Park declares that he has no conflict of interest.
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Wang, XQ., Yoon, MY., He, Q. et al. Natural variations in OsγTMT contribute to diversity of the α-tocopherol content in rice. Mol Genet Genomics 290, 2121–2135 (2015). https://doi.org/10.1007/s00438-015-1059-x
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DOI: https://doi.org/10.1007/s00438-015-1059-x