Abstract
Non-heading Chinese cabbage (Brassica campestris L. ssp. chinensis Makino), an important vegetable in East Asian countries, is rich in vitamin C, dietary fiber, and other health-enhancing factors. As a staple vegetable, its genetic studies have been hindered due to the lack of polymorphic genetic markers. In this research, 2.3 and 2.1 Gb RNA-seq data have been obtained for a heat-sensitive cultivar “GHA” and a heat-resistant cultivar “XK”, respectively. Totally, 3267 novel transcripts were identified from the assembled 29,037 transcripts. A total of 139 differential expressed genes (DEGs) have been identified. Most DEGs were involved in the signal transduction and general function prediction. Moreover, 37 polymorphic EST-SSR loci and 285,573 SNP markers have been developed. This study will provide valuable transcript sequences and functional markers for further genetic diversity analysis, quantitative trait locus identification, as well as molecular marker assisted selection of Brassicaceae species.
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Bozhko M, Riegel R, Schubert R, Müller-Starck G (2003) A cyclophilin gene marker confirming geographical differentiation of Norway spruce populations and indicating viability response on excess soil-born salinity. Mol Ecol 12(11):3147–3155
Cheng Y, Geng J, Zhang J, Wang Q, Ban Q, Hou X (2009) The construction of a genetic linkage map of non-heading chinese cabbage (Brassica campestris ssp. chinensis makino). J Genet Genomics 08(8):501–508
Chopra R, Burow G, Farmer A, Mudge J, Simpson CE, Wilkins TA, Baring MR, Puppala N, Chamberlin KD, Burow MD (2015) Next-generation transcriptome sequencing, SNP discovery and validation in four market classes of peanut, Arachis hypogaea. Mol Genet Genomics 290:1169–1180
Chung H, Jeong YM, Mun JH, Lee SS, Chung WH, Yu HJ (2014) Construction of a genetic map based on high-throughput SNP genotyping and genetic mapping of a tumv resistance locus in Brassica rapa. Mol Genet Genomics 289(2):149–160
Dutta S, Kumawat G, Singh BP, Gupta DK, Singh S, Dogra V, Gaikwad K, Sharma TR, Raje RS, Raje RS, Bandhopadhya TK (2011) Development of genic-SSR markers by deep transcriptome sequencing in pigeonpea [Cajanus cajan (L.) Millspaugh]. BMC Plant Biol 11(1):17
Fang Y, Liao K, Du H, Xu Y, Song H, Li X, Xiong L (2015) A stress-responsive NAC transcription factor SNAC3 confers heat and drought tolerance through modulation of reactive oxygen species in rice. J Exp Bot 66(21):6803–6817
Gong L, Stift G, Kofler R, Pachner M, Lelley T (2008) Microsatellites for the genus Cucurbita and an SSR-based genetic linkage map of Cucurbita pepo L. Theor Appl Genet 117(1):37–48
Grabherr MG, Haas BJ, Yassour M, Levin JZ, Thompson DA, Amit I, Adiconis X, Fan L, Raychowdhury R, Zeng Q, Chen Z, Mauceli E, Hacohen N, Gnirke A, Rhind N, di Palma F, Birren BW, Nusbaum C, Lindblad-Toh K, Friedman N, Regev A (2011) Full-length transcriptome assembly from RNA-Seq data without a reference genome. Nat Biotechnol 29(7):644–652
Irsigler AS, Costa MD, Zhang P, Reis PA, Dewey RE, Boston RS, Fontes EPB (2007) Expression profiling on soybean leaves reveals integration of er- and osmotic-stress pathways. BMC Genomics 8(4):431
Kucuktas H, Wang S, Li P, He C, Xu P, Sha Z, Liu H, Jiang Y, Baoprasertkul P, Somridhivej B, Wang Y, Abernathy J, Guo X, Liu L, Muir W, Liu Z (2009) Construction of genetic linkage maps and comparative genome analysis of catfish using gene-associated markers. Genetics 181(4):1649–1660
Laurie S, Stewart GR (2006) Effects of nitrogen supply and high temperature on the growth and physiology of the chickpea. Plant Cell Environ 16(6):609–621
Li F, Hinaba K (2009) A Brassica rapa linkage map of EST-based SNP markers for identification of candidate genes controlling flowering time and leaf morphological traits. DNA Res 16(6):311–323
Liu T, Hou X, Zhang J, Song Y, Zhang S, Li Y (2011) A cdna clone of bchsp81-4 from the sterility line (pol cms) of non-heading Chinese cabbage (Brassica campestris ssp. chinensis). Plant Mol Biol Rep 29(3):723–732
Liu T, Dai W, Sun F, Yang X, Xiong A, Hou X (2014a) Cloning and characterization of the nitrate transporter gene branrt2.1 in non-heading Chinese cabbage. Acta Physiol Plant 36(4):815–823
Liu F, Sun F, Xia JH, Li J, Fu GH, Lin G, Tu RJ, Wan ZY, Quek D, Yue GH (2014b) A genome scan revealed significant associations of growth traits with a major QTL and GHR2 in tilapia. Sci Rep 4:7256
Manuel G, Grabherr MG, Mitchell G, Cole T (2011) Computational methods for transcriptome annotation and quantification using RNA-seq. Nat Methods 8(6):469–477
Oliveira TMD, Cidade LC, Gesteira AS, Filho MAC, Filho WSS, Costa MGC (2011) Analysis of the NAC transcription factor gene family in citrus reveals a novel member involved in multiple abiotic stress responses. Tree Genet Genomes 7(6):1123–1134
Pan L, Quan Z, Li S, Liu H, Huang X, Ke W, Ding Y (2007) Isolation and characterization of microsatellite markers in the sacred lotus (Nelumbo nucifera gaertn.). Mol Ecol Notes 7(6):1054–1056
Peng J, Lapitan NLV (2005) Characterization of EST-derived microsatellites in the wheat genome and development of eSSR markers. Funct Integr Genomic 5(2):80–96
Powell W, Machray GC, Provan J (1996) Polymorphism revealed by simple sequence repeats. Trends Plant Sci 1(7):215–222
Rahman M, Mcvetty PBE, Li G (2007) Development of SRAP, SNP and multiplexed SCAR molecular markers for the major seed coat color gene in Brassica rapa. Theor Appl Genet 115(8):1101–1107
Rice WR (1989) Analyzing tables of statistical tests. Evolution 43:223–225
Rungis D, Berube Y, Zhang J, Ralph S, Ritland CE, Ellis BE, Douglas C, Bohlmann J, Ritland K (2004) Robust simple sequence repeat markers for spruce (Picea spp.) from expressed sequence tags. Theor Appl Genet 109(6):1283–1294
Sánchez C, Baranda AB, Marañón IMD (2014) The effect of high pressure and high temperature processing on carotenoids and chlorophylls content in some vegetables. Food Chem 163(20):37–45
Scott KD, Eggler P, Seaton G, Rossetto M, Ablett EM, Lee LS, Henry RJ (2000) Analysis of SSRs derived from grape ESTs. Theor Appl Genet 100(5):723–726
Shendure J, Ji H (2008) Next-generation DNA sequencing. Nat Biotechnol 26:1135–1145
van Oosterhaut C, Hutchinson WF, Wills DPM, Shipley P (2004) MICRO-CHECKER: software for identifying and correcting genotyping errors in microsatellite data. Mol Ecol Notes 4:535–538
Varshney RK, Thiel T, Stein N, Langridge P, Graner A (2002) In silico analysis on frequency and distribution of microsatellites in ESTs of some cereal species. Cell Mol Biol Lett 7(2A):537–546
Wang S, Pan L, Hu K, Chen C, Ding Y (2010) Development and characterization of polymorphic microsatellite markers in Momordica charantia (Cucurbitaceae). Am J Bot 97(8):e75–e78
Wang S, Wang X, He Q, Liu X, Xu W, Li L, Gao J (2012) Transcriptome analysis of the roots at early and late seedling stages using illumina paired-end sequencing and development of EST-SSR markers in radish. Plant Cell Rep 31(8):1437–1447
Wang H, Jiang J, Chen S, Qi X, Peng H, Li P, Song A, Guan ZY, Fang WM, Liao Y, Chen F (2013) Next-generation sequencing of the Chrysanthemum nankingense (Asteraceae) transcriptome permits large-scale unigene assembly and SSR marker discovery. PLoS ONE 8(4):e62293
Xiao S, Han Z, Wang P, Han F, Liu Y, Li J, Wang ZY (2015) Functional marker detection and analysis on a comprehensive transcriptome of large yellow croaker by next generation sequencing. PLoS ONE 10(4):e0124432
Zheng X, Cheng P, Ying D, You Y, Yang C, Hu Z (2013) Development of microsatellite markers by transcriptome sequencing in two species of Amorphophallus (Araceae). BMC Genomics 14(2):414–416
Acknowledgements
This work was supported by Fund of National Commodity Vegetable Technology System (CARS-25-G-30), the Natural Science Foundation of Hubei Province of China (2013CFA102), Hubei Collaborative Innovation Center for the Characteristic Resources Exploitation of Dabie Mountains (2015TD07), and Breeding and application of late bolting Chinese Cabbage (2016000311).
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Wang, S., Zhou, G., Huang, X. et al. Transcriptome analysis of non-heading Chinese cabbage under heat stress by RNA-seq and marker identification. Euphytica 213, 109 (2017). https://doi.org/10.1007/s10681-017-1891-7
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DOI: https://doi.org/10.1007/s10681-017-1891-7