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研究生: 林崇文
Lin, Chung-Wen
論文名稱: 藉由轉錄體資料解析植物對環境逆境的因應機制
Transcriptome analysis provide insights into environmental stresses in plants
指導教授: 黃浩仁
Huang, Hao-Jen
學位類別: 博士
Doctor
系所名稱: 生物科學與科技學院 - 生命科學系
Department of Life Sciences
論文出版年: 2017
畢業學年度: 106
語文別: 英文
論文頁數: 78
中文關鍵詞: 基因結構基因網絡分析環境逆境植物
外文關鍵詞: gene structure, network component analysis, environmental stresses, plant
相關次數: 點閱:121下載:12
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  • 植物,一種不具備自由移動能力的生物,不時會面對來自外在環境的各種生物性與非生物性刺激。受逆境刺激而反應的基因,是植物適應環境變遷的重要機制之一。此篇研究的主要重點在於藉由綜合轉錄體資料分析,揭露環境逆境下,植物的共通性與特殊性基因轉錄調控。
    在此利用過去已經公開發表的水稻轉錄體資料進行研究,其為水稻根部組織受三種根際毒性物質(鉻、汞及阿魏酸)處理,探討轉錄體的迅速與延遲性反應。在共通性基因中,有 102 個迅速且短暫表現的基因、182 個迅速且持續表現的基因,以及 30 個延遲性表現基因。依據基因網絡分析,PP2C68、MPK5、LRR-RLK 及 NPR1 為最顯著的核心訊息基因。在基因結構分析中,迅速與延遲性基因分別具有特別顯著的啟動子辨識區域,以及不同比例的 CpG 位點分佈。此外,共通性迅速且持續性基因的高 Ka/Ks 比例,表示它們可能有較快的演化速率。
    青花菜花球形成在高溫環境下會顯著減少。在此研究中,以耐熱(HT)與熱敏感(HS)兩種青花菜品系,試圖找出溫度如何影響花球發育。首先將 HT 及 HS 青花菜品系種植於 15 至 27°C 的環境中 50 天,接著分析轉錄體差異。鈣離子訊息傳遞途徑、有絲分裂活化蛋白質酵素及轉譯出耐熱蛋白質等基因在 HT 與 HS 青花菜品系中明顯受高溫誘導,特別的是,在 22 °C 下,這些基因在 HS 品系中的表現量高於 HT 品系。此外,硫代葡萄糖苷新陳代謝相關基因在 HT 品系中則有較高的表現量。在分析 BoFLC1 啟動子序列時,發現 HT 品系的 BoFLC1 啟動子有較少的 AT-rich 區域,以及缺少一個 EcoRI 限制酵素辨識位點。
    綜合這些研究結果,可以使我們對於水稻如何利用共通性調控基因因應環境逆境有較多的認識,同時亦對於青花菜不同品系在高溫下的早期生物反應途徑有較多 瞭解。此外,BoFLC1 啟動子的特殊結構亦能應用於耐熱青花菜品系的育種選拔。

    As sessile organisms, plants were constantly challenged with biotic and abiotic stresses. Transcriptional regulation of stress-responsive genes is a crucial part of the plant adaptation to environmental changes. The aims of this study are to discover the common and uniquely transcriptinoal regulatory genes under environmental stresses via integrating transcriptomic data.
    Early- and delayed-response of rice roots to three rhizotoxic perturbations: chromium, mercury, and frulic acid, were analyzed using published microarray data. There were 102 common early-transient, 182 common early-constant, and 30 common delayed genes upregulated under all three treatments. According to the network analysis, PP2C68, MPK5, LRR-RLK, and NPR1 are the most highly connect signalling hub genes. Gene architecture analysis shown that early and delayed genes were enriched with different conserved promoter motifs and different ratio of CpG island distribution. The higher Ka/Ks ratio of early-constant genes demonstrated an increased evolutionary rate compared to early-transient, delayed, and the genome median.
    The development of the curd of broccoli is dramatically reduced under high temperature stress. Here, heat-tolerant (HT) and head-sensitive (HS) broccoli genotypes were used to determine the effects of temperature on curd development. HT and HS broccoli genotypes were exposed within a temperatures range of 15 - 27°C for 50 days. Comparative transcriptomic analysis indicated that high temperature activated calcium signalling pathways, mitogen-activated protein kinase cascades, and gene coding for heat-shock proteins in both HT and HS. Interestingly, the genes involved in these pathways were expressed at a lower level in HT than HS under 22°C condition. The distinct upregulation of glucosinolated metabolic associated genes were found in HT. The analysis of BoFLC1 promoter architecture had shown less AT-rich regions in HT than HS, and revealed a distinct EcoRI restriction site in HS.
    These results provide insight into the common activation of transcriptional regulators in rice under environmental stresses and the early activation of biological pathways in broccoli genotypes under high temperature. Furthermore, the identification of specific BoFLC1 promoter architecture may facilitate breeding of heat-tolerant broccoli.

    中文摘要 ...... i Abstract in English ...... ii Acknowledgements ...... iv Contents ...... v List of Tables ..... ix List of Figures ...... x List of Abbreviations ...... xii 1 General Introduction ...... 1 1.1 General responses to environmental stresses ...... 1 1.2 Integrating "omics" analysis of environmental stresses ...... 2 1.3 Aims of this study ...... 3 2 Common stress transcriptome analysis reveals functional and genomic architecture differences between early- and delayed-response genes ..... 5 2.1 Abstract ..... 5 2.2 Introductiazon ..... 5 2.3 Materials and Methods ...... 7 2.3.1 Plant materials ..... 7 2.3.2 Preparation of total RNA ...... 7 2.3.3 Microarray assay ...... 8 2.3.4 Co-expression network and KEGG pathway enrichment analysis ...... 8 2.3.5 RNA-seq analysis and assembly ...... 9 2.3.6 Annotation of stress-regulated genes ..... 9 2.3.7 Classification of stress-regulated genes ...... 9 2.3.8 Intron sequence and gene structure analysis ...... 10 2.3.9 IMEterscores ...... 10 2.3.10 Estimation of synonymous and nonsynonymous rates (Ka/Ks) ...... 10 2.4 Results ...... 11 2.4.1 Combining different microarray data revealed common stress-response genes ...... 11 2.4.2 Identification of common early and delayed stress-response genes ...... 12 2.4.3 Network component analysis of the common stress response genes ...... 13 2.4.4 Analysis of promoter region of early and delayed common stress- responsegenes ...... 14 2.4.5 Different mechanisms of post-transcriptional regulation of early and delayedcommonstress-responsegenes ...... 15 2.4.6 Evolutionary rate between early and delayed genes ...... 16 2.5 Discussion ...... 16 2.6 Conclusion ...... 21 2.7 Tables ...... 22 2.8 Figures ...... 25 3 Genome-wide survey prior to head formation reveals insights into the molecular basis of high temperature stress in tolerant and sensitive broccoli genotypes and identifiesBoFLC1asabiomarker ...... 36 3.1 Abstract ...... 36 3.2 Introduction ...... 37 3.3 Materials and Methods ...... 38 3.3.1 Plant material ...... 38 3.3.2 DNA extraction ...... 39 3.3.3 RNA extraction ...... 39 3.3.4 Semi-quantitative RT-PCR ...... 39 3.3.5 Microarray assay ...... 40 3.3.6 Co-expression network analysis ...... 40 3.3.7 Gene functional categorization ...... 41 3.4 Result ...... 41 3.4.1 Gene co-expression analysis of HT and HS at different temperatures by WGCNA ...... 41 3.4.2 Expression profiles of stress-associated signalling components in HT and HS ...... 42 3.4.3 Enrichment of gene ontology in HT and HS under high temperature stress ...... 44 3.4.4 Distinct expression patterns of genes related to nucleotide and glucosinolate metabolism between HT and HS under high temperature stress ...... 44 3.4.5 BoFLC1 is a candidate biomarker for broccoli with head-forming capacity at high temperature ...... 45 3.5 Discussion ...... 46 3.6 Conclusion ...... 49 3.7 Tables ...... 51 3.8 Figures ...... 52 References ...... 61 Appendix A Supplementary Data ...... 73 Appendix B Publication ...... 78

    [1] Akua T and Shaul O. The Arabidopsis thaliana MHX gene includes an intronic element that boosts translation when localized in a 5’ UTR intron. J Exp Bot, 64(14):4255–4270. 2013.
    [2] Bailey TL, Williams N, Misleh C, and Li WW. MEME: discovering and analyzing DNA and protein sequence motifs. Nucl Acids Res, 34(Web Server issue):W369–73. 2006.
    [3] Balasubramanian S, Sureshkumar S, Lempe J, and Weigel D. Potent induction of Arabidopsis thaliana flowering by elevated growth temperature. PLoS Genet, 2(7):e106. 2006.
    [4] Björkman T and Pearson KJ. High temperature arrest of inflorescence development in broccoli (Brassica oleracea var. italica L.). J Exp Bot, 49(318):101–106. 1998.
    [5] Bjornson M, Benn G, Song X, Comai L, Franz AK, Dandekar AM, et al. Distinct Roles for Mitogen-Activated Protein Kinase Signaling and CALMODULIN-BINDING TRANSCRIPTIONAL ACTIVATOR3 in Regulating the Peak Time and Amplitude of the Plant General Stress Response. Plant Physiol, 166(2):988–996. 2014.
    [6] Brinster RL, Allen JM, Behringer RR, Gelinas RE, and Palmiter RD. Introns increase transcriptional efficiency in transgenic mice. Proc Natl Acad Sci USA, 85(3):836–840. 1988.
    [7] Buitink J, Leger JJ, Guisle I, Vu B, Wuillme S, Lamirault G, et al. Transcriptome profiling uncovers metabolic and regulatory processes occurring during the transition from desiccation-sensitive to desiccation-tolerant stages in Medicago truncatula seeds. Plant J, 47(5):735–750. 2006.
    [8] Cabello JV, Lodeyro AF, and Zurbriggen MD. Novel perspectives for the engineering of abiotic stress tolerance in plants. Curr Opin Biotechnol, 26:62–70. 2014.
    [9] Cao H, Glazebrook J, Clarke JD, Volko S, and Dong X. The Arabidopsis NPR1 Gene That Controls Systemic Acquired Resistance Encodes a Novel Protein Containing Ankyrin Repeats. Cell, 88(1):57– 63. 1997.
    [10] Charron CS and Sams CE. Glucosinolate Content and Myrosinase Activity in Rapid-cycling Brassica oleracea Grown in a Controlled Environment. J Amer Soc Hort Sci, 129(3):321–330. 2004.
    [11] Chen B, Jia T, Ma R, Zhang B, and Kang L. Evolution of hsp70 gene expression: a role for changes in AT-richness within promoters. PLoS ONE, 6(5):e20308. 2011.
    [12] Chen CC, Fu SF, Norikazu M, Yang YW, Liu YJ, Ikeo K, et al. Comparative miRNAs analysis of Two contrasting broccoli inbred lines with divergent head-forming capacity under temperature stress. BMC Genomics, 16(1):1026. 2015.
    [13] Chen J, Burke JJ, Velten J, and Xin Z. FtsH11 protease plays a critical role in Arabidopsis thermotolerance. Plant J, 48(1):73–84. 2006.
    [14] Chen YA, Chi WC, Trinh NN, Huang LY, Chen YC, Cheng KT, et al. Transcriptome profiling and physiological studies reveal a major role for aromatic amino acids in mercury stress tolerance in rice seedlings. PLoS ONE, 9(5):e95163. 2014.
    [15] Chi WC, Chen YA, Hsiung YC, Fu SF, Chou CH, Trinh NN, et al. Autotoxicity mechanism of Oryza sativa: transcriptome response in rice roots exposed to ferulic acid. BMC Genomics, 14(1):351. 2013.
    [16] Chi WC, Fu SF, Huang TL, Chen YA, Chen CC, and Huang HJ. Identification of transcriptome profiles and signaling pathways for the allelochemical juglone in rice roots. Plant Mol Biol, 77(6):591–607. 2011.
    [17] Colebrook EH, Thomas SG, Phillips AL, and Hedden P. The role of gibberellin signalling in plant responses to abiotic stress. J Exp Biol, 217(Pt 1):67–75. 2014.
    [18] Conde A, Chaves MM, and Gerós H. Membrane transport, sensing and signaling in plant adaptation to environmental stress. Plant Cell Physiol, 52(9):1583–1602. 2011.
    [19] Cramer GR, Urano K, Delrot S, Pezzotti M, and Shinozaki K. Effects of abiotic stress on plants: a systems biology perspective. BMC Plant Biol, 11(1):163. 2011.
    [20] de Nadal E, Ammerer G, and Posas F. Controlling gene expression in response to stress. Nat Rev Genet, 12(12):833–845. 2011.
    [21] Deaton AM and Bird A. CpG islands and the regulation of transcription. Genes & Dev, 25(10):1010–1022. 2011.
    [22] dit Frey NF, Garcia AV, Bigeard J, Zaag R, Bueso E, Garmier M, et al. Functional analysis of Arabidopsis immune-related MAPKs uncovers a role for MPK3 as negative regulator of inducible defences. Genome Biol, 15(6):R87. 2014.
    [23] Du Z, Zhou X, Ling Y, Zhang Z, and Su Z. agriGO: a GO analysis tool kit for the agricultural community. Nucl Acids Res, 38(Web Server issue):W64–70. 2010.
    [24] Edwards KD, Anderson PE, Hall A, Salathia NS, Locke JCW, Lynn JR, et al. FLOWERING LOCUS C mediates natural variation in the high-temperature response of the Arabidopsis circadian clock. Plant Cell, 18(3):639–650. 2006.
    [25] Fahey JW, Zalcmann AT, and Talalay P. The chemical diversity and distribution of glucosinolates and isothiocyanates among plants. Phytochemistry, 56(1):5–51. 2001.
    [26] Fait A, Hanhineva K, Beleggia R, Dai N, Rogachev I, Nikiforova VJ, et al. Reconfiguration of the Achene and Receptacle Metabolic Networks during Strawberry Fruit Development. Plant Physiol, 148(2):730–750. 2008.
    [27] Ferrándiz C, Gu Q, Martienssen R, and Yanofsky MF. Redundant regulation of meristem identity and plant architecture by FRUITFULL, APETALA1 and CAULIFLOWER. Development, 127(4):725–734. 2000.
    [28] Finnegan EJ, Kovac KA, Jaligot E, Sheldon CC, Peacock WJ, and Dennis ES. The downregulation of FLOWERING LOCUS C (FLC) expression in plants with low levels of DNA methylation and by vernalization occurs by distinct mechanisms. Plant J, 44(3):420–432. 2005.
    [29] Franco-Zorrilla JM, López-Vidriero I, Carrasco JL, Godoy M, Vera P, and Solano R. DNA-binding specificities of plant transcription factors and their potential to define target genes. Proc Natl Acad Sci USA, 111(6):2367–2372. 2014.
    [30] Fu ZQ, Yan S, Saleh A, Wang W, Ruble J, Oka N, et al. NPR3 and NPR4 are receptors for the immune signal salicylic acid in plants. Nature, 486(7402):228–232. 2012.
    [31] Furger A, O’Sullivan JM, Binnie A, Lee BA, and Proudfoot NJ. Promoter proximal splice sites enhance transcription. Genes & Dev, 16(21):2792–2799. 2002.
    [32] Gong M, van der Luit AH, Knight MR, and Trewavas AJ. Heat-Shock-Induced Changes in Intracellular Ca2+ Level in Tobacco Seedlings in Relation to Thermotolerance. Plant Physiol, 116(1):429–437. 1998.
    [33] Good JM and Nachman MW. Rates of protein evolution are positively correlated with developmental timing of expression during mouse spermatogenesis. Mol Biol Evol, 22(4):1044–1052. 2005.
    [34] Haughn GW, Davin L, Giblin M, and Underhill EW. Biochemical Genetics of Plant Secondary Metabolites in Arabidopsis thaliana: The Glucosinolates. Plant Physiol, 97(1):217–226. 1991.
    [35] Helliwell CA, Wood CC, Robertson M, James Peacock W, and Dennis ES. The Arabidopsis FLC protein interacts directly in vivo with SOC1 and FT chromatin and is part of a high-molecular-weight protein complex. Plant J, 46(2):183–192. 2006.
    [36] Hepworth SR, Valverde F, Ravenscroft D, Mouradov A, and Coupland G. Antagonistic regulation of flowering-time gene SOC1 by CONSTANS and FLC via separate promoter motifs. EMBO J, 21(16): 4327–4337. 2002.
    [37] Hilliard AT, Miller JE, Fraley ER, Horvath S, and White SA. Molecular Microcircuitry Under lies Functional Specification in a Basal Ganglia Circuit Dedicated to Vocal Learning. Neuron, 73(3):537–552. 2012.
    [38] Hirai MY, Yano M, Goodenowe DB, Kanaya S, Kimura T, Awazuhara M, et al. Integration of transcriptomics and metabolomics for understanding of global responses to nutritional stresses in Arabidopsis thaliana. Proc Natl Acad Sci USA, 101(27):10205–10210. 2004.
    [39] Hollender CA, Kang C, Darwish O, Geretz A, Matthews BF, Slovin J, et al. Floral Transcriptomes in Woodland Strawberry Uncover Developing Receptacle and Anther Gene Networks. Plant Physiol, 165(3):1062–1075. 2014.
    [40] Hossain Z and Komatsu S. Contribution of proteomic studies towards understanding plant heavy metal stress response. Front Plant Sci, 3:310. 2012.
    [41] Huang TL, Huang LY, Fu SF, Trinh NN, and Huang HJ. Genomic profiling of rice roots with short- and long-term chromium stress. Plant Mol Biol, 86(1-2):157–170. 2014.
    [42] Illingworth RS, Gruenewald-Schneider U, Webb S, Kerr ARW, James KD, Turner DJ, et al. Orphan CpG islands identify numerous conserved promoters in the mammalian genome. PLoS Genet, 6(9):e1001134. 2010.
    [43] Jeong H, Mason SP, Barabási AL, and Oltvai ZN. Lethality and centrality in protein networks. Nature, 411(6833):41–42. 2001.
    [44] Jiang Z, Dong X, and Zhang Z. Network-Based Comparative Analysis of Arabidopsis Immune Responses to Golovinomyces orontii and Botrytis cinerea Infections. Sci Rep, 6:19149. 2016.
    [45] Justen VL and Fritz VA. Temperature-induced Glucosinolate Accumulation Is Associated with Expression of BrMYB Transcription Factors. HortScience, 48(1):47–52. 2013.
    [46] Kanehisa M and Goto S. KEGG: kyoto encyclopedia of genes and genomes. Nucl Acids Res, 28(1): 27–30. 2000.
    [47] Kaufmann K, Wellmer F, Muiño JM, Ferrier T, Wuest SE, Kumar V, et al. Orchestration of Floral Initiation by APETALA1. Science, 328(5974):85–89. 2010.
    [48] Kilian J, Whitehead D, Horak J, Wanke D, Weinl S, Batistic O, et al. The AtGenExpress global stress expression data set: protocols, evaluation and model data analysis of UV-B light, drought and cold stress responses. Plant J, 50(2):347–363. 2007.
    [49] Kim DH, Feinbaum R, Alloing G, Emerson FE, Garsin DA, Inoue H, et al. A conserved p38 MAP kinase pathway in Caenorhabditis elegans innate immunity. Science, 297(5581):623–626. 2002.
    [50] Kinkema M, FAN W, and Dong X. Nuclear localization of NPR1 is required for activation of PR gene expression. Plant Cell, 12(12):2339–2350. 2000.
    [51] Kommadath A, Bao H, Arantes AS, Plastow GS, Tuggle CK, Bearson SM, et al. Gene co-expression network analysis identifies porcine genes associated with variation in Salmonella shedding. BMC Genomics, 15(1):452. 2014.
    [52] Koornneef M, Vries H, Hanhart C, Soppe W, and Peeters T. The phenotype of some late-flowering mutants is enhanced by a locus on chromosome 5 that is not effective in the Landsberg erecta wild-type. Plant J, 6(6):911–919. 1994.
    [53] Kovtun Y, Chiu WL, Tena G, and Sheen J. Functional analysis of oxidative stress-activated mitogen-activated protein kinase cascade in plants. Proc Natl Acad Sci USA, 97(6):2940–2945. 2000.
    [54] Kranner I, Minibayeva FV, Beckett RP, and Seal CE. What is stress? Concepts, definitions and applications in seed science. New Phytol, 188(3):655–673. 2010.
    [55] Kreps JA, Wu Y, Chang HS, Zhu T, Wang X, and Harper JF. Transcriptome changes for Arabidopsis in response to salt, osmotic, and cold stress. Plant Physiol, 130(4):2129–2141. 2002.
    [56] Kunst L and Samuels L. Plant cuticles shine: advances in wax biosynthesis and export. Curr Opin Plant Biol, 12(6):721–727. 2009.
    [57] Kurek I, Chang TK, Bertain SM, Madrigal A, Liu L, Lassner MW, et al. Enhanced Thermostability of Arabidopsis Rubisco Activase Improves Photosynthesis and Growth Rates under Moderate Heat Stress. Plant Cell, 19(10):3230–3241. 2007.
    [58] Lambrix V, Reichelt M, Mitchell-Olds T, Kliebenstein DJ, and Gershenzon J. The Arabidopsis epithiospecifier protein promotes the hydrolysis of glucosinolates to nitriles and influences Trichoplusia ni herbivory. Plant Cell, 13(12):2793–2807. 2001.
    [59] Langfelder P and Horvath S. WGCNA: an R package for weighted correlation network analysis. BMC Bioinformatics, 9(1):559. 2008.
    [60] Larkindale J and Knight MR. Protection against Heat Stress-Induced Oxidative Damage in Arabidopsis Involves Calcium, Abscisic Acid, Ethylene, and Salicylic Acid. Plant Physiol, 128(2):682–695. 2002.
    [61] Li W, Xu B, Song Q, Liu X, Xu J, and Brookes PC. The identification of ‘hotspots’ of heavy metal pollution in soil-rice systems at a regional scale in eastern China. Sci Total Environ, 472:407–420. 2014.
    [62] Li Y, Beisson F, Koo AJK, Molina I, Pollard M, and Ohlrogge J. Identification of acyltransferases required for cutin biosynthesis and production of cutin with suberin-like monomers. Proc Natl Acad Sci USA, 104(46):18339–18344. 2007.
    [63] Lin SI, Wang JG, Poon SY, Su CL, Wang SS, and Chiou TJ. Differential regulation of FLOWERING LOCUS C expression by vernalization in cabbage and Arabidopsis. Plant Physiol, 137(3):1037–1048. 2005.
    [64] Link V, Sinha AK, Vashista P, Hofmann MG, Proels RK, Ehness R, et al. A heat-activated MAP kinase in tomato: a possible regulator of the heat stress response. FEBS Lett, 531(2):179–183. 2002.
    [65] Liu HT, Gao F, Li GL, Han JL, Liu DL, Sun DY, et al. The calmodulin-binding protein kinase 3 is part of heat-shock signal transduction in Arabidopsis thaliana. Plant J, 55(5):760–773. 2008.
    [66] Liu Y, Li H, Tanaka K, Tsumaki N, and Yamada Y. Identification of an enhancer sequence within the first intron required for cartilage-specific transcription of the alpha2(XI) collagen gene. J Biol Chem, 275(17):12712–12718. 2000.
    [67] Liu YR. Functional genomics approaches to understanding floral head formation under high temperature in heat-tolerant broccoli. MS. thesis, National Cheng Kung University, Tainan, Taiwan. 2011.
    [68] Lobell DB, Cassman KG, and Field CB. Crop Yield Gaps: Their Importance, Magnitudes, and Causes. Annu Rev Environ Resour, 34(1):179–204. 2009.
    [69] Ludwig AA, Saitoh H, Felix G, Freymark G, Miersch O, Wasternack C, et al. Ethylene-mediated cross-talk between calcium-dependent protein kinase and MAPK signaling controls stress responses in plants. Proc Natl Acad Sci USA, 102(30):10736–10741. 2005.
    [70] Ludwig-Müller J, Krishna P, and Forreiter C. A glucosinolate mutant of Arabidopsisis thermosensitive and defective in cytosolic Hsp90 expression after heat stress. Plant Physiol, 123(3):949–958. 2000.
    [71] Ma S and Bohnert HJ. Integration of Arabidopsis thaliana stress-related transcript profiles, promoter structures, and cell-specific expression. Genome Biol, 8(4):R49. 2007.
    [72] Maere S, Heymans K, and Kuiper M. BiNGO: a Cytoscape plugin to assess overrepresentation of gene ontology categories in biological networks. Bioinformatics, 21(16):3448–3449. 2005.
    [73] Mandel MA and Yanofsky MF. A gene triggering flower formation in Arabidopsis. Nature, 377(6549): 522–524. 1995.
    [74] Mari M, Iori R, Leoni O, and Marchi A. In vitro activity of glucosinolate-derived isothiocyanates against postharvest fruit pathogens. Annals of Applied Biology, 123(1):155–164. 1993.
    [75] Matusheski NV, Swarup R, Juvik JA, Mithen R, Bennett M, and Jeffery EH. Epithiospecifier protein from broccoli (Brassica oleracea L. ssp. italica) inhibits formation of the anticancer agent sulforaphane. J Agric Food Chem, 54(6):2069–2076. 2006.
    [76] McClung CR and Davis SJ. Ambient thermometers in plants: from physiological outputs towards mechanisms of thermal sensing. Curr Biol, 20(24):R1086–92. 2010.
    [77] Meharg AA, Norton G, Deacon C, Williams P, Adomako EE, Price A, et al. Variation in rice cadmium related to human exposure. Environ Sci Technol, 47(11):5613–5618. 2013.
    [78] Michaels SD, He Y, Scortecci KC, and Amasino RM. Attenuation of FLOWERING LOCUS C activity as a mechanism for the evolution of summer-annual flowering behavior in Arabidopsis. Proc Natl Acad Sci USA, 100(17):10102–10107. 2003.
    [79] Michaels SD and Amasino RM. FLOWERING LOCUS C encodes a novel MADS domain protein that acts as a repressor of flowering. Plant Cell, 11(5):949–956. 1999.
    [80] Mickelbart MV, Hasegawa PM, and Bailey-Serres J. Genetic mechanisms of abiotic stress tolerance that translate to crop yield stability. Nat Rev Genet, 16(4):237–251. 2015.
    [81] Mittler R, Finka A, and Goloubinoff P. How do plants feel the heat? Trends Biochem Sci,37(3):118–125. 2012.
    [82] Mohanty B, Herath V, Wijaya E, Yeo HC, de los Reyes BG, and Lee DY. Patterns of cis-element enrichment reveal potential regulatory modules involved in the transcriptional regulation of anoxia response of japonica rice. Gene, 511(2):235–242. 2012.
    [83] Mohanty B, Krishnan SPT, Swarup S, and Bajic VB. Detection and preliminary analysis of motifs in promoters of anaerobically induced genes of different plant species. Ann Bot, 96(4):669–681. 2005.
    [84] Morita S, Tsukamoto S, Sakamoto A, Makino H, Nakauji E, Kaminaka H, et al. Differences in intron-mediated enhancement of gene expression by the first intron of cytosolic superoxide dismutase gene from rice in monocot and dicot plants. Plant Biotechnol J, 29(1):115–119. 2012.
    [85] Nakano T, Suzuki K, Fujimura T, and Shinshi H. Genome-wide analysis of the ERF gene family in Arabidopsis and rice. Plant Physiol, 140(2):411–432. 2006.
    [86] Narusaka Y, Nakashima K, Shinwari ZK, Sakuma Y, Furihata T, Abe H, et al. Interaction between two cis-acting elements, ABRE and DRE, in ABA-dependent expression of Arabidopsis rd29A gene in response to dehydration and high-salinity stresses. Plant J, 34(2):137–148. 2003.
    [87] Okazaki K, Sakamoto K, Kikuchi R, Saito A, Togashi E, Kuginuki Y, et al. Mapping and characterization of FLC homologs and QTL analysis of flowering time in Brassica oleracea. Theor Appl Genet, 114(4): 595–608. 2007.
    [88] Oldham MC, Konopka G, Iwamoto K, Langfelder P, Kato T, Horvath S, et al. Functional organization of the transcriptome in human brain. Nat Neurosci, 11(11):1271–1282. 2008.
    [89] Ortiz R, Sayre KD, Govaerts B, Gupta R, Subbarao GV, Ban T, et al. Climate change: Can wheat beat the heat? Agric Ecosyst Environ, 126(1-2):46–58. 2008.
    [90] Park H, Jung W, Lee S, Song J, Kwon SY, Kim H, et al. Use of Heat Stress Responsive Gene Expression Levels for Early Selection of Heat Tolerant Cabbage (Brassica oleracea L.). Int J Mol Sci, 14(6):11871– 11894. 2013.
    [91] Parra G, Bradnam K, Rose AB, and Korf I. Comparative and functional analysis of intron-mediated enhancement signals reveals conserved features among plants. Nucl Acids Res, 39(13):5328–5337. 2011.
    [92] Peleg Z and Blumwald E. Hormone balance and abiotic stress tolerance in crop plants. Curr Opin Plant Biol, 14(3):290–295. 2011.
    [93] Perez DE, Hoyer JS, Johnson AI, Moody ZR, Lopez J, and Kaplinsky NJ. BOBBER1 Is a Noncanonical Arabidopsis Small Heat Shock Protein Required for Both Development and Thermotolerance. Plant Physiol, 151(1):241–252. 2009.
    [94] Peters GP, Andrew RM, Boden T, Canadell JG, Ciais P, LeQuéré C, et al. The challenge to keep global warming below 2 °C. Nat Clim Change, 3(1):4–6. 2013.
    [95] Putterill J, Robson F, Lee K, Simon R, and Coupland G. The CONSTANS gene of Arabidopsis promotes flowering and encodes a protein showing similarities to zinc finger transcription factors. Cell, 80(6): 847–857. 1995.
    [96] Qin D, Wu H, Peng H, Yao Y, Ni Z, Li Z, et al. Heat stress-responsive transcriptome analysis in heat susceptible and tolerant wheat (Triticum aestivum L.) by using Wheat Genome Array. BMC Genomics, 9(1):432. 2008.
    [97] Ramirez-Carrozzi VR, Braas D, Bhatt DM, Cheng CS, Hong C, Doty KR, et al. A Unifying Model for the Selective Regulation of Inducible Transcription by CpG Islands and Nucleosome Remodeling. Cell, 138(1):114–128. 2009.
    [98] Rasmussen S, Barah P, Suarez-Rodriguez MC, Bressendorff S, Friis P, Costantino P, et al. Transcriptome responses to combinations of stresses in Arabidopsis. Plant Physiol, 161(4):1783–1794. 2013.
    [99] Ren XY, Vorst O, Fiers MWEJ, Stiekema WJ, and Nap JP. In plants, highly expressed genes are the least compact. Trends Genet, 22(10):528–532. 2006.
    [100] Ridge S, Brown PH, Hecht V, Driessen RG, and Weller JL. The role of BoFLC2 in cauliflower (Brassica oleracea var. botrytis L.) reproductive development. J Exp Bot, 66(1):125–135. 2015.
    [101] Rose AB and Beliakoff JA. Intron-mediated enhancement of gene expression independent of unique intron sequences and splicing. Plant Physiol, 122(2):535–542. 2000.
    [102] Rouse DT, Sheldon CC, Bagnall DJ, Peacock WJ, and Dennis ES. FLC, a repressor of flowering, is regulated by genes in different inductive pathways. Plant J, 29(2):183–191. 2002.
    [103] Saidi Y, Finka A, Muriset M, Bromberg Z, Weiss YG, Maathuis FJM, et al. The Heat Shock Response in Moss Plants Is Regulated by Specific Calcium-Permeable Channels in the Plasma Membrane. Plant Cell, 21(9):2829–2843. 2009.
    [104] Sangwan V, Orvar BL, Beyerly J, Hirt H, and Dhindsa RS. Opposite changes in membrane fluidity mimic cold and heat stress activation of distinct plant MAP kinase pathways. Plant J, 31(5):629–638. 2002.
    [105] Schramm F, Larkindale J, Kiehlmann E, Ganguli A, Englich G, Vierling E, et al. A cascade of transcription factor DREB2A and heat stress transcription factor HsfA3 regulates the heat stress response of Arabidopsis. Plant J, 53(2):264–274. 2008.
    [106] Schuster J, Knill T, Reichelt M, Gershenzon J, and Binder S. BRANCHED-CHAIN AMINOTRANS-FERASE4 Is Part of the Chain Elongation Pathway in the Biosynthesis of Methionine-Derived Glucosinolates in Arabidopsis. Plant Cell, 18(10):2664–2679. 2006.
    [107] Schützendübel A and Polle A. Plant responses to abiotic stresses: heavy metal-induced oxidative stress and protection by mycorrhization. J Exp Bot, 53(372):1351–1365. 2002.
    [108] Schweighofer A, Kazanaviciute V, Scheikl E, Teige M, Doczi R, Hirt H, et al. The PP2C-type phosphatase AP2C1, which negatively regulates MPK4 and MPK6, modulates innate immunity, jasmonic acid, and ethylene levels in Arabidopsis. Plant Cell, 19(7):2213–2224. 2007.
    [109] Searle I, He Y, Turck F, Vincent C, Fornara F, Kröber S, et al. The transcription factor FLC confers a flowering response to vernalization by repressing meristem competence and systemic signaling in Arabidopsis. Genes & Dev, 20(7):898–912. 2006.
    [110] Shan X, Li Y, Jiang Y, Jiang Z, Hao W, and Yuan Y. Transcriptome Profile Analysis of Maize Seedlings in Response to High-salinity, Drought and Cold Stresses by Deep Sequencing. Plant Mol Biol Rep, 31(6): 1485–1491. 2013.
    [111] Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, et al. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res, 13(11):2498–2504. 2003.
    [112] Shapiro TA, Fahey JW, Wade KL, Stephenson KK, and Talalay P. Human metabolism and excretion of cancer chemoprotective glucosinolates and isothiocyanates of cruciferous vegetables. Cancer Epidemiol Biomarkers Prev, 7(12):1091–1100. 1998.
    [113] Sheldon CC , Burn JE, Perez PP, Metzger J, Edwards JA, Peacock WJ, et al. The FLF MADS box gene: a repressor of flowering in Arabidopsis regulated by vernalization and methylation. Plant Cell, 11(3): 445–458. 1999.
    [114] Sheldon CC, Rouse DT, Finnegan EJ, Peacock WJ, and Dennis ES. The molecular basis of vernalization: the central role of FLOWERING LOCUS C (FLC). Proc Natl Acad Sci USA, 97(7):3753–3758. 2000.
    [115] Shepherd T and Wynne Griffiths D. The effects of stress on plant cuticular waxes. New Phytol, 171(3): 469–499. 2006.
    [116] Stuart JM, Segal E, Koller D, and Kim SK. A gene-coexpression network for global discovery of conserved genetic modules. Science, 302(5643):249–255. 2003.
    [117] Swindell WR. The association among gene expression responses to nine abiotic stress treatments in Arabidopsis thaliana. Genetics, 174(4):1811–1824. 2006.
    [118] Takai D and Jones PA. The CpG island searcher: a new WWW resource. In Silico Biol(Gedrukt),3(3): 235–240. 2003.
    [119] Talalay P, Fahey JW, and Zhang Y. Broccoli sprouts: An exceptionally rich source of inducers of enzymes that protect against chemical carcinogens. Proc Natl Acad Sci USA, 94(19):10367–10372. 1997.
    [120] Thimm O, Bläsing O, Gibon Y, Nagel A, Meyer S, Krüger P, et al. MAPMAN: a user-driven tool to display genomics data sets onto diagrams of metabolic pathways and other biological processes. Plant J, 37(6):914–939. 2004.
    [121] Trapnell C, Roberts A, Goff L, Pertea G, Kim D, Kelley DR, et al. Differential gene and transcript expression analysis of RNA-seq experiments with TopHat and Cufflinks. Nat Protoc, 7(3):562–578. 2012.
    [122] Tripathi RD, Srivastava S, Mishra S, Singh N, Tuli R, Gupta DK, et al. Arsenic hazards: strategies for tolerance and remediation by plants. Trends Biotechnol, 25(4):158–165. 2007.
    [123] Tullai JW, Schaffer ME, Mullenbrock S, Sholder G, Kasif S, and Copper GM. Immediate-early and delayed primary response genes are distinct in function and genomic architecture. J Biol Chem, 282(33):23981–23995. 2007.
    [124] Ullah A, Heng S, Munis MFH, Fahad S, and Yang X. Phytoremediation of heavy metals assisted by plant growth promoting (PGP) bacteria: A review. Environ Exp Bot, 117:28–40. 2015.
    [125] Urano K, Kurihara Y, Seki M, and Shinozaki K. ‘Omics’ analyses of regulatory networks in plant abiotic stress responses. Curr Opin Plant Biol, 13(2):132–138. 2010.
    [126] van Dijk H and Hautekèete N. Long day plants and the response to global warming: rapid evolutionary change in day length sensitivity is possible in wild beet. J Evol Biol, 20(1):349–357. 2007.
    [127] Vinces MD, Legendre M, Caldara M, Hagihara M, and Verstrepen KJ. Unstable tandem repeats in promoters confer transcriptional evolvability. Science, 324(5931):1213–1216. 2009.
    [128] Volkov RA, Panchuk II, Mullineaux PM, and SchöfflF . Heat stress-induced H2O2 is required for effective expression of heat shock genes in Arabidopsis. Plant Mol Biol, 61(4-5):733–746. 2006.
    [129] Wang KLC, Li H, and Ecker JR. Ethylene biosynthesis and signaling networks. Plant Cell, 14 Suppl:S131–51. 2002.
    [130] Wang L, Czedik-Eysenberg A, Mertz RA, Si Y, Tohge T, Nunes-Nesi A, et al. Comparative analyses of C4 and C3 photosynthesis in developing leaves of maize and rice. Nat. Biotechnol, 32(11):1158–1165. 2014.
    [131] Wang X, Yan B, Shi M, Zhou W, Zekria D, Wang H, et al. Overexpression of a Brassica campestris HSP70 in tobacco confers enhanced tolerance to heat stress. Protoplasma, 253(3):637–645. 2015.
    [132] Warren AS, Anandakrishnan R, and Zhang L. Functional bias in molecula revolution rate of Arabidopsis thaliana. BMC Evol Biol, 10(1):1. 2010.
    [133] Wei T, Ou B, Li J, Zhao Y, Guo D, Zhu Y, et al. Transcriptional Profiling of Rice Early Response to Magnaporthe oryzae Identified OsWRKYs as Important Regulators in Rice Blast Resistance. PLoS ONE, 8(3):e59720. 2013.
    [134] Wigge PA, Kim MC, Jaeger KE, Busch W, Schmid M, Lohmann JU, et al. Integration of spatial and temporal information during floral induction in Arabidopsis. Science, 309(5737):1056–1059. 2005.
    [135] Williams DJ, Critchley C, Pun S, Nottingham S, and O'Hare TJ. Epithiospecifier protein activity in broccoli: the link between terminal alkenyl glucosinolates and sulphoraphane nitrile. Phytochemistry, 69(16):2765–2773. 2008.
    [136] Wu J, Hettenhausen C, Meldau S, and Baldwin IT. Herbivory rapidly activates MAPK signaling in attacked and unattacked leaf regions but not between leaves of Nicotiana attenuata. Plant Cell, 19(3): 1096–1122. 2007.
    [137] Wurr DCE, Fellows JR, Phelps K, and Reader RJ. Vernalization in calabrese (Brassica oleracea var. italica) - a model for apex development. J Exp Bot, 46(10):1487–1496. 1995.
    [138] Xiong L and Yang Y. Disease resistance and abiotic stress tolerance in rice are inversely modulated by an abscisic acid-inducible mitogen-activated protein kinase. Plant Cell, 15(3):745–759. 2003.
    [139] Yamaguchi-Shinozaki K and Shinozaki K. A novel cis-acting element in an Arabidopsis gene is involved in responsiveness to drought, low-temperature, or high-salt stress. Plant Cell, 6(2):251–264. 1994.
    [140] Yamanouchi U, Yano M, Lin H, Ashikari M, and Yamada K. A rice spotted leaf gene, Spl7, encodes a heat stress transcription factor protein. Proc Natl Acad Sci USA, 99(11):7530–7535. 2002.
    [141] Yang C, Cangjing Y, Liu J, Jingjing L, Dong X, Xinran D, et al. Short-term and continuing stresses differentially interplay with multiple hormones to regulate plant survival and growth. Mol Plant, 7(5): 841–855. 2014.
    [142] Yang YW, Tsai CC, and Wang TT. A heat-tolerant broccoli F1 hybrid, ‘Ching-Long 45’. HortScience, 33(6):1090–1091. 1998.
    [143] Yeats TH and Rose JKC. The formation and function of plant cuticles. Plant Physiol, 163(1):5–20. 2013.
    [144] Yeh CM, Chien PS, and Huang HJ. Distinct signalling pathways for induction of MAP kinase activities by cadmium and copper in rice roots. J Exp Bot, 58(3):659–671. 2007.
    [145] Yeh YH, Chang YH, Huang PY, Huang JB, and Zimmerli L. Enhanced Arabidopsis pattern-triggered immunity by overexpression of cysteine-rich receptor-like kinases. Front Plant Sci, 6(124):488–12. 2015.
    [146] Yu G, Wang LG, Han Y, and He QY. clusterProfiler: an R Package for Comparing Biological Themes Among Gene Clusters. OMICS, 16(5):284–287. 2012.
    [147] Zhang B and Horvath S. A general framework for weighted gene co-expression network analysis. Stat Appl Genet Mol Biol, 4(1):Article17. 2005.
    [148] Zhang W, Zhou RG, Gao YJ, Zheng SZ, Xu P, Zhang SQ, et al. Molecular and Genetic Evidence for the Key Role of AtCaM3 in Heat-Shock Signal Transduction in Arabidopsis. Plant Physiol, 149(4): 1773–1784. 2009.
    [149] Zhang Z, Li J, Zhao XQ, Wang J, Wong GKS, and Yu J. KaKs_Calculator: calculating Ka and Ks through model selection and model averaging. Genomics Proteomics Bioinformatics, 4(4):259–263. 2006.
    [150] Zhao CR, Ikka T, Sawaki Y, Kobayashi Y, Suzuki Y, Hibino T, et al. Comparative transcriptomic characterization of aluminum, sodium chloride, cadmium and copper rhizotoxicities in Arabidopsis thaliana. BMC Plant Biol, 9(1):32. 2009.
    [151] Zhu Y, Wang Z, Jing Y, Wang L, Liu X, Liu Y, et al. Ectopic over-expression of BhHsf1, a heat shock factor from the resurrection plant Boea hygrometrica, leads to increased thermotolerance and retarded growth in transgenic Arabidopsis and tobacco. Plant Mol Biol, 71(4-5):451–467. 2009.
    [152] Zou C, Sun K, Mackaluso JD, Seddon AE, Jin R, Thomashow MF, et al. Cis-regulatory code of stress-responsive transcription in Arabidopsis thaliana. Proc Natl Acad Sci USA, 108(36):14992–14997. 2011.

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