Abstract
Long non-coding RNAs (lncRNAs) have been shown to play critical regulatory roles in diverse biological processes in plants. However, the presence of lncRNAs and their potential functions in hot pepper are still unknown. Using strand-specific RNA-sequencing, a total of 2505 putative lncRNAs were identified in the fruits of hot pepper. The lncRNAs were transcribed from all pepper chromosomes and 95.37% of them originated from intergenic regions. And 1066 lncRNAs were differentially expressed among the four samples during pepper fruit development. Many potential protein-coding (PC) genes targeted by lncRNAs with cis or trans-acting were also identified. Six of them and their target genes were further validated by quantitative RT-PCR. Some of these target genes were involved in plant hormone signal transduction, cell wall formation and carotenoid biosynthesis, indicating the roles of lncRNAs in the regulation of fruit development and quality. This study identified a large number of lncRNAs in hot pepper, thereby providing some insights into the fruit development of hot pepper.
Similar content being viewed by others
References
Abraham-Juárez MD, Rocha-Granados MD, López MG, Rivera-Bustamante RF, Ochoa-Alejo N (2008) Virus-induced silencing of Comt, pAmt and Kas genes results in a reduction of capsaicinoid accumulation in chili pepper fruits. Planta 227:681–695
Adams-Phillips L, Barry C, Giovannoni J (2004) Signal transduction systems regulating fruit ripening. Trends Plant Sci 9:331–338
Anders S, Huber W (2010) Differential expression analysis for sequence count data. Genome Biol 11(10):R106
Ariel F, Romero-Barrios N, Jégu T, Benhamed M, Crespi M (2015) Battles and hijacks: noncoding transcription in plants. Trends Plant Sci 20(6):362–371
Aza-González C, Núñez-Palenius HG, Ochoa-Alejo N (2011) Molecular biology of capsaicinoid biosynthesis in chili pepper (Capsicum spp.). Plant Cell Rep 30:695–706
Bentolila S, Alfonso AA, Hanson MR (2002) A pentatricopeptide repeat-containing gene restores fertility to cytoplasmic male-sterile plants. Proc Natl Acad Sci USA 99:10887–10892
Bonnet E, Van de Peer Y, Rouze P (2006) The small RNA world of plants. New Phytol 171:451–468
Brown GG, Formanova N, Jin H, Wargachuk R, Dendy C, Patil P, Laforest M, Zhang J, Cheung WY, Landry BS (2003) The radish Rfo restorer gene of Ogura cytoplasmic male sterility encodes a protein with multiple pentatricopeptide repeats. Plant J 35:262–272
Charoenchongsuka N, Ikedaa K, Itaib A, Oikawaa A, Murayamaa H (2015) Comparison of the expression of chlorophyll-degradation-related genes during ripening between stay-green and yellow-pear cultivars. Sci Hortic 181:89–94
Chekanova JA (2015) Long non-coding RNAs and their functions in plants. Curr Opin Plant Biol 27:207–216
Chen XM (2012) Small RNAs in development: insights from plants. Curr Opin Genet Dev 22:361–367
Chung MY, Vrebalov J, Alba R, Lee J, McQuinn R, Chung JD, Kiein P, Giovannoi J (2010) A tomato (Solanum lycopersicum) APETALA2/ERF gene, SlAP2a, is a negative regulator of fruit ripening. Plant J 64:936–947
Cruz de Carvalho CMH, Sun HX, Bowler C, Chua NH (2016) Noncoding and coding transcriptome responses of a marine diatom to phosphate fluctuations. New Phytol 210(2):497–510
Cuperus JT, Fahlgren N, Carrington JC (2011) Evolution and functional diversification of MIRNA genes. Plant Cell 23:431–442
Dai X, Zhao PX (2011) psRNATarget: a plant small RNA target analysis server. Nucleic Acids Res 39(suppl 2):W155–W159
Di C, Yuan JP, Wu Y, Li JR, Lin HX, Hu L, Zhang T, Qi YJ, Gerstein MB, Guo Y, Lu Z (2014) Characterization of stress-responsive lncRNAs in Arabidopsis thaliana by integrating expression, epigenetic and structural features. Plant J 80:848–861
Du Z, Zhou X, Ling Y, Zhang Z, Su Z (2010) agriGO: a GO analysis toolkit for the agriculture community. Nucleic Acids Res 38:W64–W70
Du L, Yang X, Song J, Ma ZZ, Zhang ZQ, Pang XQ (2014) Characterization of the stage dependency of high temperature on green ripening reveals a distinct chlorophyll degradation regulation in banana fruit. Sci Hortic 180:139–146
Franco-Zorrilla JM, Valli A, Todesco M, Mateos I, Puga MI, Rubio-Somoza I, Leyva A, Weigel D, Garcia JA, Paz-Ares J (2007) Target mimicry provides a new mechanism for regulation of microRNA activity. Nat Genet 39:1033–1037
Gao Y, Gao S, Xiong C, Yu G, Chang J, Ye ZB, Yang CX (2015) Comprehensive analysis and expression profile of the homeodomain leucine zipper IV transcription factor family in tomato. Plant Physiol Biochem 96:141–153
Giovannoni JJ (2001) Molecular biology of fruit maturation and ripening. Annu Rev Plant Physiol Plant Mol Biol 52:725–749
Govindarajan VS (1985) Capsicum production, technology, chemistry and quality part I history, botany, cultivation and primary processing. CRC Critical Rev Food Sci 22:109–175
Hall LN, Tucker GA, Smith CJS, Watson CF, Seymour GB, Bundick Y, Boniwell JM, Fletcher JD, Ray JA, Schuch W, Bird CR, Grierson D (1993) Antisense inhibition of pectin esterase gene expression in transgenic tomatoes. Plant J 3:121–129
Hu J, Jin J, Qian Q, Huang K, Ding Y (2016) Small RNA and degradome profiling reveals miRNA regulation in the seed germination of ancient eudicot Nelumbo nucifera. BMC Genomics 17:684
Hwang DG, Park JH, Lim JY, Kim D, Choi Y, Kim S, Reeves G, Yeom SI, Lee JS, Park M, Kim S, Choi IY, Choi D, Shin C (2013) The hot pepper (Capsicum annuum) microRNA transcriptome reveals novel and conserved targets: a foundation for understanding microRNA functional roles in hot pepper. PLoS ONE 8(5):e64238
Jia H, Osak M, Bogu GK, Stanton LW, Johnson R, Lipovich L (2010) Genome-wide computational identification and manual annotation of human long noncoding RNA genes. RNA 16:1478–1487
Kanehisa M, Goto S (2000) KEGG: kyoto encyclopedia of genes and genomes. Nucleic Acids Res 28:27e30
Kang CY, Liu ZC (2015) Global identification and analysis of long non-coding RNAs in diploid strawberry Fragaria vesca during flower and fruit development. BMC Genomics 16:815
Kim ED, Sung S (2012) Long noncoding RNA: unveiling hidden layer of gene regulatory networks. Trends Plant Sci 17:16–21
Kong L, Zhang Y, Ye ZQ, Liu XQ, Zhao SQ, Wei L, Gao G (2007) CPC: assess the protein-coding potential of transcripts using sequence features and support vector machine. Nucleic Acids Res 35:W345–W349
Lasda E, Parker R (2014) Circular RNAs: diversity of form and function. RNA 20:1829–1842
Lee J, Yoon JB, Park HG (2008) A CAPS marker associated with the partial restoration of cytoplasmic male sterility in chili pepper (Capsicum annuum L.). Mol Breed 21:95–104
Li ZG, Yao LH, Yang YW, Li AD (2006) Transgenic approach to improve quality traits of melon fruit. Sci Hortic 108:268–277
Li XY, Bian HW, Song DF, Ma SY, Han N, Wang JH, Zhu MY (2013) Flowering time control in ornamental gloxinia (Sinningia speciosa) by manipulation of miR159 expression. Ann Bot 111(5):791–799
Li L, Eichten SR, Shimizu R, Petsch K, Yeh CT, Wu W, Chettoor AM, Givan SA, Cole RA, Fowler JE, Evans MM, Scanlon MJ, Yu J, Schnable PS, Timmermans MC, Springer NM, Muehlbauer GJ (2014) Genome-wide discovery and characterization of maize long non-coding RNAs. Genome Biol 15:R40
Liu J, Jung C, Xu J, Wang H, Deng S, Bernad L, Arenas-Huertero C, Chua NH (2012) Genome-wide analysis uncovers regulation of long intergenic noncoding RNAs in Arabidopsis. Plant Cell 24:4333–4345
Liu S, Li W, Wu Y, Chen C, Lei J (2013) De novo transcriptome assembly in chili pepper (Capsicum frutescens) to identify genes involved in the biosynthesis of capsaicinoids. PLoS ONE 8:e48156
Liu ZB, Zhang YP, Ou LJ, Kang LY, Liu YH, Lv JH, Wei G, Yang BZ, Yang S, Chen WC, Dai XZ, Li XF, Zhou SD, Zhang ZQ, Ma YQ, Zou XX (2017) Identification and characterization of novel microRNAs for fruit development and quality in hot pepper (Capsium annuum L.). Gene 608:66–72
McCollum TG, Huber DJ, Cantliffe DJ (1989) Modification of polyuronides and hemicelluloses during muskmelon fruit softening. Physiol Plant 76:303–308
Nashilevitz S, Melamed-Bessudo C, Izkovich Y, Rogachev I, Osorio S, Itkin M, Adato A, Pankratov I, Hirchberg J, Fernie AR, Wolf S, Usadel B, Levy AA, Rumeau D, Aharoni A (2010) An orange ripening mutant links plastid NAD (P)H dehydrogenase complex activity to central and specialized metabolism during tomato fruit maturation. Plant Cell 22:1977–1997
Navarro JM, Flores P, Garrido C, Martinez V (2006) Changes in the contents of antioxidant compounds in pepper fruits at different ripening stages, as affected by salinity. Food Chem 96(1):66–73
Ong WD, Voo LYC, Kumar VS (2012) De novo assembly, characterization and functional annotation of pineapple fruit transcriptome through massively parallel sequencing. PLoS ONE 7(10):e46937
Pant BD, Buhtz A, Kehr J, Scheible W (2008) MicroRNA399 is a long-distance signal for the regulation of plant phosphate homeostasis. Plant J 53(5):731–738
Perla V, Nimmakayala P, Nadimi M, Alaparthi SB, Hankins G, Ebert AW, Reddy UK (2016) Vitamin C and reducing sugars in the world collection of Capsicum baccatum L. genotypes. Food Chem 202:189–198
Qin C, Yu CS, Shen Y, Fang XD, Chen L, Min JM, Cheng JW, Zhao SC, Xu M, Luo Y et al (2014) Whole-genome sequencing of cultivated and wild peppers provides insights into Capsium domestication and specialization. Proc Natl Acad Sci USA 14(111):5135–5140
Ramachandran V, Chen X (2008) Degradation of microRNAs by a family of exoribonucleases in Arabidopsis. Science 321:1490–1492
Raman S, Greb T, Peaucelle A, Blein T, Laufs P, Theres K (2008) Interplay of miR164, CUP-SHAPED COTYLEDON genes and LATERAL SUPPRESSOR controls axillary meristem formation in Arabidopsis thaliana. Plant J 55(1):65–76
Rinn JL, Chang HY (2012) Genome regulation by long noncoding RNAs. Ann Rev Biochem 81:145–166
Rogers K, Chen XM (2013) Biogenesis, turnover, and mode of action of plant microRNAs. Plant Cell 25:2383–2399
Rosianskey Y, Dahan Y, Yadav S, Freiman ZE, Milo-Cochavi S, Kerem Z, Eyal Y, Flaishman MA (2016) Chlorophyll metabolism in pollinated vs parthenocarpic fig fruits throughout development and ripening. Planta 244(2):491–504
Schmittgen TD, Livak KJ (2008) Analyzing real-time PCR data by the comparative CT method. Nat Protoc 3(6):1101–1108
Shan W, Kuang J, Chen L, Xie H, Peng HH, Xiao YY, Li XP, Chen WX, He QG, Chen JY, Lu WJ (2012) Molecular characterization of banana NAC transcription factors and their interactions with ethylene signalling component EIL during fruit ripening. J Exp Bot 63(14):5171–5187
Shuai P, Liang D, Tang S, Zhang ZJ, Ye CY, Su YY, Xia XL, Yin WL (2014) Genome-wide identification and functional prediction of novel and drought-responsive lincRNAs in Populus trichocarpa. J Exp Bot 65:4975–4983
Spadoni A, Guidarelli M, Phillips J, Mari M, Wisniewshi M (2015) Transcriptional profiling of apple fruit in response to heat treatment: involvement of a defense response during Penicillium expansum infection. Postharvest Bio Tech 101, 37–48
Sun Q, Csorba T, Skourti-Stathaki K, Proudfoot NJ, Dean C (2013a) R-loop stabilization represses antisense transcription at the Arabidopsis FLC locus. Science 340:619–621
Sun L, Luo H, Bu D, Zhao G, Yu K, Zhang C, Liu Y, Chen R, Zhao Y (2013b) Utilizing sequence intrinsic composition to classify protein-coding and long non-coding transcripts. Nucleic Acids Res 41:e166
Swiezewski S, Liu F, Magusin A, Dean C (2009) Cold-induced silencing by long antisense transcripts of an Arabidopsis Polycomb target. Nature 462:799–802
Tafer H, Hofacker IL (2008) RNAplex: a fast tool for RNA-RNA interaction search. Bioinformatics 24:2657–2663
Trapnell C, Williams BA, Pertea G, Mortazavi A, Kwan G, van Baren MJ, Salzberg S, Wold BJ, Pachter L (2010) Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation. Nat Biotechnol 28:511–515
Trapnell C, Roberts A, Goff L, Pertea G, Kim D, Kelley DR, Pimentel H, Salzberg SL, Rinn JL, Pachter L (2012) Differential gene and transcript expression analysis of RNA-Seq experiments with TopHat and Cufflinks. Nat Protoc 7:562–578
Trapnell C, Hendridchson DG, Sauvageau M, Goff L, Rinn JL, Pachter L (2013) Differential analysis of gene regulation at transcript resolution with RNA-sEq. Nat Biotechnol 31:46–53
Tsaballa A, Pasentsis K, Darzentas N, Tsaftaris AS (2011) Multiple evidence for the role of an ovate-like gene in determining fruit shape in pepper. BMC Plant Biol 11:46
Ulitsky I, Bartel DP (2013) lincRNAs: genomics, evolution, and mechanisms. Cell 154:26–46
Wang ZW, Wu Z, Raitskin O, Sun Q, Dean C (2014) Antisense-mediated FLC transcriptional repression requires the P-TEFb transcription elongation factor. Proc Natl Acad Sci USA 111:7468–7473
Wang MJ, Yuan DJ, Tu LL, Gao WH, He YH, Hu HY, Wang PC, Liu N, Lindsey K, Zhang XL (2015) Long noncoding RNAs and their proposed functions in fibre development of cotton (Gossypium spp). New Phytol 207:1181–1197
Wu HJ, Ma YK, Chen T, Wang M, Wang XJ (2012) PsRobot: a Web-based plant small RNA meta-analysis toolbox. Nucleic Acids Res 40:W22–W28
Wu HJ, Wang ZM, Wang M, Wang XJ (2013) Widespread long noncoding RNAs as endogenous target mimics for microRNAs in plants. Plant Physiol 161:1875–1884
Xie C, Mao X, Huang J, Ding Y, Wu J, Dong S, Kong L, Gao G, Li C, Wei L (2011) KOBAS 20: a web server for annotation and identification of enriched pathways and diseases. Nucleic Acids Res 39:W316–W322
Zhang H, Chen X, Wang C, Xu Z, Wang YJ, Liu XL, Kang ZS, Ji WQ (2013) Long non-coding genes implicated in response to stripe rust pathogen stress in wheat (Triticum aestivum L.). Mol Biol Rep 40(11):6245–6253
Zhang YC, Liao JY, Li ZY, Yu Y, Zhang JP, Li QF, Qu LH, Shu WS, Chen YQ (2014) Genome-wide screening and functional analysis identify a large number of long noncoding RNAs involved in the sexual reproduction of rice. Genome Biol 15:512
Zhu M, Chen G, Zhou S, Tu Y, Wang Y, Dong TT, Hu ZL (2014) A new tomato NAC (NAM/ATAF1/2/CUC2) transcription factor, SlNAC4, functions as a positive regulator of fruit ripening and carotenoid accumulation. Plant Cell Physiol 55(1):119–135
Zhu BZ, Yang YF, Li R, Fu DQ, Wen LW, Luo YB, Zhu HL (2015) RNA sequencing and functional analysis implicate the regulatory role of long non-coding RNAs in tomato fruit ripening. J Exp Bot 66:4483–4495
Acknowledgements
This research is financially supported by China Agriculture Research System (CARS-25-A-8).
Author Contributions
XZ, YM and LO conceived and designed the experiments. LO, ZL, ZZ, GW, YZ, LK and BY performed the experiments. SY, JL, YL, WC, XD, XL, and SZ analyzed the data. XZ, YM supervised the progress of the project. LO and ZL wrote the paper.
Author information
Authors and Affiliations
Corresponding authors
Electronic supplementary material
Below is the link to the electronic supplementary material.
10725_2017_290_MOESM1_ESM.tiff
Fig. S1 Expression levels as determined by RNA-seq and qRT-PCR are highly correlated. The log2 of the values in the RNA-seq and the qRT-PCR data were plotted along with the linear fit line to examine the correlation relationship between the two methods (R2=0.773, p<0.001) (TIFF 237 KB)
10725_2017_290_MOESM2_ESM.tiff
Fig. S2 Venn diagrams showing the number of differentially expressed (DE) lncRNAs among the four samples. (A, B, C) Venn diagram showing the overlap of DE lncRNAs between adjacent stages (A1 vs A2, A2 vs A3 and A1vs A3). (D) Venn diagram showing the overlap of DE lncRNAs among the four samples (TIFF 431 KB)
10725_2017_290_MOESM3_ESM.jpg
Fig. S3 GO enrichment analysis of the differentially expressed lncRNA and genes (DEGs) of the pepper variety ‘Luosijiao’ during the fruit development (JPG 620 KB)
10725_2017_290_MOESM4_ESM.tiff
Fig. S4 KEGG pathway of the differentially expressed genes (DEGs) in all the samples. A1, 30 DAA of ‘Luosijiao’, A2, 40 DAA of ‘Luosijiao’, A3, 50 DAA of ‘Luosijiao’, B1, 30 DAA of ‘06J19-1-1-1-2’ (TIFF 1801 KB)
10725_2017_290_MOESM5_ESM.tif
Fig. S5 The lncRNAs (TCONS_00030795) acts as a can-miR399a target mimic in pepper. Capana03g002858 (phytol kinase 1) was the target gene of can-miR399a (TIF 479 KB)
Rights and permissions
About this article
Cite this article
Ou, L., Liu, Z., Zhang, Z. et al. Noncoding and coding transcriptome analysis reveals the regulation roles of long noncoding RNAs in fruit development of hot pepper (Capsicum annuum L.). Plant Growth Regul 83, 141–156 (2017). https://doi.org/10.1007/s10725-017-0290-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10725-017-0290-3