Abstract
Basic helix-loop-helix (bHLH) transcription factors (TFs) are one of the largest TF families in plant species, and they play important roles in plant growth, development and stress responses. The present study systematically identified members of the cauliflower (Brassica oleracea L.) bHLH gene family based on genomic data. Analysis of bHLH family gene numbers, evolution, collinearity, gene structures and motifs indicated that cauliflower contained 256 bHLH family genes distributed on 10 chromosomes. Most of these genes have been localized in the nucleus, and they were divided into 18 subgroups which have been relatively conserved during evolution. Promoter analysis showed that most cis-acting elements were related to MeJA and ABA. Expression analysis suggested that 14 bHLH genes may be involved in the transformation of cauliflower curd from white to purple. An expression analysis of these 14 genes in FQ136 material was performed using qRT–PCR, and 9 bHLH genes (BobHLH1, 14, 58, 61, 63, 84, 231, 239 and 243) showed significantly increased or decreased expression in cauliflower from white to purple, which suggests that these 9 genes play important roles in the accumulation of anthocyanins in cauliflower. The coexpression network of these 9 genes and anthocyanin synthesis-related key genes was analyzed using weighted gene coexpression network analysis (WGCNA). In conclusion, our observations suggested that the bHLH gene family plays an important role in the accumulation of anthocyanins in cauliflower and provide an important theoretical basis for further research on the functions of the bHLH gene family and the molecular mechanism of cauliflower coloration.
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References
Aslam M, Jakada BH, Fakher B, Greaves JG, Niu X, Zhenxia S, Cheng Y, Cao S, Wang X, Qin Y (2020) Genome-wide study of pineapple (Ananas comosus L.) bHLH transcription factors indicates that cryptochrome-interacting bHLH2 (AcCIB2) participates in flowering time regulation and abiotic stress response. BMC Genom. https://doi.org/10.1186/s12864-020-07152-2
Bailey Timothy L, Mikael B, Buske Fabian A, Martin F, Grant Charles E, Luca C, Jingyuan R, Li Wilfred W, Noble WS (2009) MEME SUITE: tools for motif discovery and searching. Nucl Acids Res 37:W202-w208
Carretero-Paulet L, Galstyan A, Roig-Villanova I, Martínez-García JF, Bilbao-Castro JR, Robertson DL (2010) Genome-wide classification and evolutionary analysis of the bHLH family of transcription factors in Arabidopsis, poplar, rice, moss, and algae. Plant Physiol 153(3):1398–1412
Chen S, Zhou Y, Chen Y, Gu J (2018) fastp: an ultra-fast all-in-one FASTQ preprocessor. Bioinformatics 34(17):i884–i890
Chen C, Chen H, Zhang Yi, Thomas HR, Frank MH, He Y, Xia R (2020) TBtools: an integrative toolkit developed for interactive analyses of big biological data. Mol Plant 13(8):1194–1202. https://doi.org/10.1016/j.molp.2020.06.009
Deng J, Li J, Su M, Lin Z, Chen L, Yang P (2021) A bHLH gene NnTT8 of Nelumbo nucifera regulates anthocyanin biosynthesis. Plant Physiol Biochem 158:518–523
Dennis DJ, Han S, Schuurmans C (2019) bHLH transcription factors in neural development, disease, and reprogramming. Brain Res 15(1705):48–65
Duan Z, Tian S, Yang G, Wei M, Li J, Yang F (2021) The basic helix-loop-helix transcription factor SmbHLH1 represses anthocyanin biosynthesis in eggplant. Front Plant Sci 12(12):757936
Goossens J, Mertens J, Goossens A (2017) Role and functioning of bHLH transcription factors in jasmonate signalling. J Exp Bot 68(6):1333–1347
Hao Y, Zong X, Ren P, Qian Y, Fu A (2021) Basic helix-loop-helix (bHLH) transcription factors regulate a wide range of functions in arabidopsis. Int J Mol Sci 22(13):7152
Ke Q, Tao W, Li T, Pan W, Chen X, Wu X, Nie X, Cui L (2020) Genome-wide identification, evolution and expression analysis of basic helix-loop-helix (bHLH) gene family in barley (Hordeum vulgare L.). Curr Genomics 21(8):621–644
Kumar S, Stecher G, Tamura K (2016) MEGA7: molecular evolutionary genetics analysis version 7.0 for bigger datasets. Mol Biol Evolut 33(7):1870–1874. https://doi.org/10.1093/molbev/msw054
La Fountain AM, Yuan Y-W (2021) Repressors of anthocyanin biosynthesis. New Phytol 231(3):933–949
Lescot M (2002) PlantCARE, a database of plant cis-acting regulatory elements and a portal to tools for in silico analysis of promoter sequences. Nucleic Acids Research 30(1):325–327. https://doi.org/10.1093/nar/30.1.325
Li Y, Shan X, Gao R, Yang S, Wang S, Gao X, Wang L (2016) Two IIIf clade-bHLHs from Freesia hybrida play divergent roles in flavonoid biosynthesis and trichome formation when ectopically expressed in Arabidopsis. Sci Rep 6(1):1–13
Li C, Qiu J, Ding L, Huang M, Huang S, Yang G, Yin J (2017) Anthocyanin biosynthesis regulation of DhMYB2 and DhbHLH1 in Dendrobium hybrids petals. Plant Physiol Biochem 112:335–345
Li YY, Sui XY, Yang JS, Xiang XH, Li ZQ, Wang YY, Zhou ZC, Hu RS, Liu D (2020) A novel bHLH transcription factor, NtbHLH1, modulates iron homeostasis in tobacco (Nicotiana tabacum L.). Biochem Biophys Res Commun 522(1):233–239
Li C, Yan C, Sun Q, Wang J, Yuan C, Mou Y, Shan S, Zhao X (2021) The bHLH transcription factor AhbHLH112 improves the drought tolerance of peanut. BMC Plant Biol 21(1):540
Lo Cantore P, Iacobellis NS (2007) First Report of Head Rot of Brassica oleracea convar. botrytis var. italica Caused by Pseudomonas fluorescens in Southern Italy. Plant Disease 91(5):638–638. https://doi.org/10.1094/PDIS-91-5-0638A
Lu S, Wang J, Chitsaz F, Derbyshire MK, Geer RC, Gonzales NR, Marc G, Hurwitz David I, Marchler Gabriele H, Song James S, Narmada T, Yamashita Roxanne A, Yang M, Zhang D, Zheng C, Lanczycki Christopher J, Marchler-Bauer A (2020) CDD/SPARCLE: the conserved domain database in 2020. Nucl Acids Res 48(D1):D265–D268
Ludwig SR, Habera LF, Dellaporta SL, Lc WSR (1989) a member of the maize R gene family responsible for tissue-specific anthocyanin production, encodes a protein similar to transcriptional activators and contains the myc-homology region. Proc Natl Acad Sci U S A 86(18):7092–7096
Mao TY, Liu YY, Zhu HH, Zhang J, Yang JX, Fu Q, Wang N, Wang Z (2019) Genome-wide analyses of the bHLH gene family reveals structural and functional characteristics in the aquatic plant Nelumbo nucifera. PeerJ 14(7):e7153
Mao Z, Jiang H, Wang S, Wang Y, Yu L, Zou Q, Liu W, Jiang S, Wang N, Zhang Z, Chen X (2021) The MdHY5-MdWRKY41-MdMYB transcription factor cascade regulates the anthocyanin and proanthocyanidin biosynthesis in red-fleshed apple. Plant Sci 306:110848
Nartea A, Fanesi B, Falcone PM, Pacetti D, Frega NG, Lucci P (2021) Impact of mild oven cooking treatments on carotenoids and tocopherols of cheddar and Depurple cauliflower (Brassica oleracea L. var. botrytis). Antioxidants (Basel) 10(2):196
Natalini A, Acciarri N, Cardi T (2021) Breeding for nutritional and organoleptic quality in vegetable crops: the case of tomato and cauliflower. Agriculture 11(7):606
Ning Z, Hu K, Zhou Z, Zhao D, Tang J, Wang H, Zhang H (2021) IbERF71, with IbMYB340 and IbbHLH2, coregulates anthocyanin accumulation by binding to the IbANS1 promoter in purple-fleshed sweet potato (Ipomoea batatas L.). Plant Cell Rep 40(1):157–169
Otasek D, Morris JH, Bouças J, Pico AR, Demchak B (2019) Cytoscape Automation: empowering workflow-based network analysis. Genome Biol 20(1):185
Potter SC, Luciani A, Eddy SR, Park Y, Lopez R, Finn RD (2018) HMMER web server: 2018 update. Nucl Acids Res 46(W1):W200–W204. https://doi.org/10.1093/nar/gky448
Rahim MA, Afrin KS, Jung H-J, Kim H-T, Park J-I, Hur Y, Nou Ill-S (2019) Molecular analysis of anthocyanin biosynthesis-related genes reveal BoTT8 associated with purple hypocotyl of broccoli (Brassica oleracea var. italica L.). Genome 62(4):253–266. https://doi.org/10.1139/gen-2018-0173
Sharma S, Holme IB, Dionisio G, Kodama M, Dzhanfezova T, Joernsgaard B, Brinch-Pedersen H (2020) Cyanidin based anthocyanin biosynthesis in orange carrot is restored by expression of AmRosea1 and AmDelila, MYB and bHLH transcription factors. Plant Mol Biol 103(4–5):443–456. https://doi.org/10.1007/s11103-020-01002-1
Sun H, Fan HJ, Ling HQ (2015) Genome-wide identification and characterization of the bHLH gene family in tomato. BMC Genom 16(1):9
Sun X, Wang Y, Sui N (2018) Transcriptional regulation of bHLH during plant response to stress. Biochem Biophys Res Commun 503(2):397–401
Sun D, Wang C, Zhang X, Zhang W, Jiang H, Yao X, Liu L, Wen Z, Niu G, Shan X (2019) Draft genome sequence of cauliflower (Brassica oleracea L. var. botrytis) provides new insights into the C genome in Brassica species. Horticult Res. https://doi.org/10.1038/s41438-019-0164-0
Swanson HI, Bradfield CA (1993) The AH-receptor: genetics, structure and function. Pharmacogenetics 3(5):213–230
Tominaga-Wada R, Masakane A, Wada T (2018) Effect of phosphate deficiency-induced anthocyanin accumulation on the expression of Solanum lycopersicum GLABRA3 (SlGL3) in tomato. Plant Signal Behav 13(6):e1477907
Wang J, Hu Z, Zhao T, Yang Y, Chen T, Yang M (2015) Genome-wide analysis of bHLH transcription factor and involvement in the infection by yellow leaf curl virus in tomato (Solanum lycopersicum). BMC Genom 16(1):39
Wang R, Zhao P, Kong N, Lu R, Pei Y, Huang C (2018) Genome-wide identification and characterization of the potato bHLH transcription factor family. Genes 9:54
Wang L, Tang W, Hu Y, Zhang Y, Sun J, Guo X, Lu H, Yang Y, Fang C, Niu X, Yue J, Fei Z, Liu Y (2019) A MYB/bHLH complex regulates tissue-specific anthocyanin biosynthesis in the inner pericarp of red-centered kiwifruit Actinidia chinensis cv. Hongyang. Plant J 99(2):359–378
William R, Atchley WT, Dress A (1999) Positional dependence, cliques, and predictive motifs in the bHLH protein domain. J Mol Evol 48:501–516
Yu H, Wang J, Sheng X, Zhao Z, Shen Y, Branca F, Gu H (2019) Construction of a high-density genetic map and identification of loci controlling purple sepal trait of flower head in Brassica oleracea L. italica. BMC Plant Biol. https://doi.org/10.1186/s12870-019-1831-x
Zhang C, Feng R, Ma R, Shen Z, Cai Z, Song Z et al (2018) Genome-wide analysis of basic helix-loop-helix superfamily members in peach. PLoS One 13(4):e0195974
Zhao J, Wang P, Gao W, Long Y, Wang Y, Geng S, Su X, Jiao Y, Chen Q, Qu Y (2021) Genome-wide identification of the DUF668 gene family in cotton and expression profiling analysis of GhDUF668 in Gossypium hirsutum under adverse stress. BMC Genom. https://doi.org/10.1186/s12864-021-07716-w
Zhou X, Fei Z, Thannhauser TW, Li L (2011) Transcriptome analysis of ectopic chloroplast development in green curd cauliflower (Brassica oleracea L. var. botrytis). BMC Plant Biol 23(11):169
Zhu L, Zhao M, Chen M, Li L, Jiang Y, Liu S, Jiang Y, Wang K, Wang Y, Sun C, Chen J, Chen P, Lei J, Su Y, Wang Y, Zhang M (2020) The bHLH gene family and its response to saline stress in Jilin ginseng, Panax ginseng C.A. Meyer. Mol Genet Genom 295(4):877–890
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This work was mainly supported by grants from China Agriculture Research System of MOF and MARA: the Modern Agro-Industry Technology Research System, China (CARS-23-A-07), Innovative Research and Experimental Projects for Young Researchers of Tianjin Academy of Agricultural Science (2021012) and The 131 innovative team construction project of Tianjin (201923).
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HJ, LL, XS, ZW, CS and DS carried out the bioinformatics analysis,design, and drafted the manuscript. HJ, XZ, XY and GN performed quantitative expression analysis. CS and DS participated in supervision of the study. All the authors read and approved the final manuscript.
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The cultivar FQ136 was collected from Tianjin Province in China by Tianjin Academy of Agricultural Sciences. Collection and research of this cultivar have complied with the Convention on the institutional, national, international guidelines and Trade in Endangered Species of Wild Fauna and Flora.
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Jiang, H., Liu, L., Shan, X. et al. Genome-wide identification and expression analysis of the bHLH gene family in cauliflower (Brassica oleracea L.). Physiol Mol Biol Plants 28, 1737–1751 (2022). https://doi.org/10.1007/s12298-022-01238-9
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DOI: https://doi.org/10.1007/s12298-022-01238-9