Abstract
Real-time quantitative PCR is nowadays a standard method to study gene expression variations in various samples and experimental conditions. However, to interpret results accurately, data normalization with appropriate reference genes appears to be crucial. The present study describes the identification and the validation of suitable reference genes in Brassica oleracea leaves. Expression stability of eight candidates was tested following drought and cold abiotic stresses by using three different softwares (BestKeeper, NormFinder and geNorm). Four genes (BolC.TUB6, BolC.SAND1, BolC.UBQ2 and BolC.TBP1) emerged as the most stable across the tested conditions. Further gene expression analysis of a drought- and a cold-responsive gene (BolC.DREB2A and BolC.ELIP, respectively), confirmed the stability and the reliability of the identified reference genes when used for normalization in the leaves of B. oleracea. These four genes were finally tested upon a benzene exposure and all appeared to be useful reference genes along this toxicological condition. These results provide a good starting point for future studies involving gene expression measurement on leaves of B. oleracea exposed to environmental modifications.
Similar content being viewed by others
References
Ahmad MA, Gupta M (2013) Exposure of Brassica juncea (L.) to arsenic species in hydroponic medium: comparative analysis in accumulation and biochemical and transcriptional alterations. Environ Sci Pollut Res 20:8141–8150
Aiamla-or S, Nakajima T, Shigyo M, Yamauchi N (2012) Pheophytinase activity and gene expression of chlorophyll-degrading enzymes relating to UV-B treatment in postharvest broccoli (Brassica oleracea L. Italica Group) florets. Postharvest Biol Technol 63:60–66
Altschul SF, Madden TL, Schäffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ (1997) Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res 25:3389–3402
Andersen CL, Jensen JL, Ørntoft TF (2004) Normalization of real-time quantitative reverse transcription-PCR data: a model-based variance estimation approach to identify genes suited for normalization, applied to bladder and colon cancer data sets. Cancer Res 64:5245–5250
Armah FA (2011) Assessment of pesticide residues in vegetables at the farm gate: cabbage (Brassica oleracea) cultivation in Cape Coast, Ghana. Res J Environ Toxicol 5:180–202
Barah P, Jayavelu ND, Rasmussen S, Nielsen HB, Mundy J, Bones AM (2013) Genome-scale cold stress response regulatory networks in ten Arabidopsis thaliana ecotypes. BMC Genom 14:722
Bhardwaj U, Kumar R, Kaur S, Kumar Sahoo S, Mandal K, Battu RS, Singh B (2012) Persistence of fipronil and its risk assessment on cabbage, Brassica oleracea var. capitata L. Ecotoxicol Environ Saf 79:301–308
Brulle F, Mitta G, Cocquerelle C, Vieau D, Lemière S, Leprêtre A, Vandenbulcke F (2006) Cloning and real-time PCR testing of 14 potential biomarkers in Eisenia fetida following cadmium exposure. Environ Sci Technol 40:2844–2850
Bustin SA, Benes V, Garson JA, Hellemans J, Huggett J, Kubista M, Mueller R, Nolan T, Pfaffl MW, Shipley GL, Vandesompele J, Wittwer CT (2009) The MIQE guidelines: minimum information for publication of quantitative real-time PCR experiments. Clin Chem 55:611–622
Chandna R, Augustine R, Bisht NC (2012) Evaluation of candidate reference genes for gene expression normalization in Brassica juncea using real time quantitative RT-PCR. PLoS ONE 7:e36918
Chen L, Zhong HY, Kuang JF, Li JG, Lu WJ, Chen JY (2011) Validation of reference genes for RT-qPCR studies of gene expression in banana fruit under different experimental conditions. Planta 234:377–390
Chen K, Fessehaie A, Arora R (2012) Selection of Reference Genes for Normalizing Gene Expression During Seed Priming and Germination Using qPCR in Zea mays and Spinacia oleracea. Plant Mol Biol Rep 30:478–487
Condori J, Nopo-Olazabal C, Medrano G, Medina-Bolivar F (2011) Selection of reference genes for qPCR in hairy root cultures of peanut. BMC Res Notes 4:392
Cruz F, Kalaoun S, Nobile P, Colombo C, Almeida J, Barros LG, Romano E, Grossi-de-Sá M, Vaslin M, Alves-Ferreira M (2009) Evaluation of coffee reference genes for relative expression studies by quantitative real-time RT-PCR. Mol Breed 23:607–616
de Almeida MR, Ruedell CM, Ricachenevsky FK, Sperotto RA, Pasquali G, Fett-Neto AG (2010) Reference gene selection for quantitative reverse transcription-polymerase chain reaction normalization during in vitro adventitious rooting in Eucalyptus globulus Labill. BMC Mol Biol 11:73
Demidenko NV, Logacheva MD, Penin AA (2011) Selection and validation of reference genes for quantitative real-time PCR in buckwheat (Fagopyrum esculentum) based on transcriptome sequence data. PLoS ONE 6:e19434
Dinakar C, Djilianov D, Bartels D (2012) Photosynthesis in desiccation tolerant plants: energy metabolism and antioxidative stress defense. Plant Sci 182:29–41
Grimm B, Kloppstech K (1987) The early light-inducible proteins of barley. Characterization of two families of 2-h-specific nuclear-coded chloroplast proteins. Eur J Biochem 167:493–499
Guénin S, Mauriat M, Pelloux J, Van Wuytswinkel O, Bellini C, Gutierrez L (2009) Normalization of qRT-PCR data: the necessity of adopting a systematic, experimental conditions-specific, validation of references. J Exp Bot 60:487–493
Gutierrez L, Mauriat M, Guénin S, Pelloux J, Lefebvre JF, Louvet R, Rusterucci C, Moritz T, Guerineau F, Bellini C, Van Wuytswinkel O (2008) The lack of a systematic validation of reference genes: a serious pitfall undervalued in reverse transcription-polymerase chain reaction (RT-PCR) analysis in plants. Plant Biotechnol J 6:609–618
Herbette S, Taconnat L, Hugouvieux V, Piette L, Magniette MLM, Cuine S, Auroy P, Richaud P, Forestier C, Bourguignon J, Renou JP, Vavasseur A, Leonhardt N (2006) Genome-wide transcriptome profiling of the early cadmium response of Arabidopsis roots and shoots. Biochimie 88:1751–1765
Hu R, Fan C, Li H, Zhang Q, Fu YF (2009) Evaluation of putative reference genes for gene expression normalization in soybean by quantitative real-time RT-PCR. BMC Mol Biol 10:93
Huis R, Hawkins S, Neutelings G (2010) Selection of reference genes for quantitative gene expression normalization in flax (Linum usitatissimum L.). BMC Plant Biol 10:71
Hunter DA, Pinkney TT, Watson LM, Trivellini A, Janssen BJ, Brummell DA, Heyes JA (2011) Effect of postharvest water deficit stress on gene expression in heads of broccoli (Brassica oleracea var. italica). Postharvest Biol Technol 59:113–123
International Agency for Research on Cancer (IARC) (1987) Monograph of carcinogenic risks in human. Overall evaluations of carcinogenicity: an updating of IARC Monographs, vol. 42, International Agency for Research on Cancer (IARC), Lyon ,France, p. 120
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
Jensen EC (2012) Real-time reverse transcription polymerase chain reaction to measure mRNA: use, limitations, and presentation of results. Anat Rec (Hoboken) 295:1–3
Klein D (2002) Quantification using real-time PCR technology: applications and limitations. Trends Mol Med 8:257–260
Kowalski SP, Lan TH, Feldmann KA, Paterson AH (1994) Comparative mapping of Arabidopsis thaliana and Brassica oleracea chromosomes reveals islands of conserved organization. Genetics 138:499–510
Kreps JA, Wu Y, Chang H-S, Zhu T, Wang X, Harper JF (2002) Transcriptome changes for Arabidopsis in response to salt, osmotic, and cold stress. Plant Physiol 130:2129–2141
Kusznierewicz B, Baczek-Kwinta R, Bartoszek A, Piekarska A, Huk A, Manikowska A, Antonkiewicz J, Namieśnik J, Konieczka P (2012) The dose-dependent influence of zinc and cadmium contamination of soil on their uptake and glucosinolate content in white cabbage (Brassica oleracea var. capitata f. alba). Environ Toxicol Chem 31:2482–2489
Lagercrantz U (1998) Comparative mapping between Arabidopsis thaliana and Brassica nigra indicates that Brassica genomes have evolved through extensive genome replication accompanied by chromosome fusions and frequent rearrangements. Genetics 150:1217–1228
Lan TH, DelMonte TA, Reischmann KP, Hyman J, Kowalski SP, McFerson J, Kresovich S, Paterson AH (2000) An EST-enriched comparative map of Brassica oleracea and Arabidopsis thaliana. Genome Res 10:776–788
Layat E, Sáez-Vásquez J, Tourmente S (2012) Regulation of Pol I-transcribed 45S rDNA and Pol III-transcribed 5S rDNA in Arabidopsis. Plant Cell Physiol 53:267–276
Lee J, Park I, Lee Z-W, Kim S, Baek N, Park H-S, Park S, Kwon S, Kim H (2013) Regulation of the major vacuolar Ca2+ transporter genes, by intercellular Ca2+ concentration and abiotic stresses, in tip-burn resistant Brassica oleracea. Mol Biol Rep 40:177–188
Lilly ST, Drummond RS, Pearson MN, MacDiarmid RM (2011) Identification and validation of reference genes for normalization of transcripts from virus-infected Arabidopsis thaliana. Mol Plant Microbe Interact 24:294–304
Long XY, Wang JR, Ouellet T, Rocheleau H, Wei YM, Pu ZE, Jiang QT, Lan XJ, Zheng YL (2010) Genome-wide identification and evaluation of novel internal control genes for Q-PCR based transcript normalization in wheat. Plant Mol Biol 74:307–311
Løvdal T, Lillo C (2009) Reference gene selection for quantitative real-time PCR normalization in tomato subjected to nitrogen, cold, and light stress. Anal Biochem 387:238–242
Mafra V, Kubo KS, Alves-Ferreira M, Ribeiro-Alves M, Stuart RM, Boava LP, Rodrigues CM, Machado MA (2012) Reference genes for accurate transcript normalization in citrus genotypes under different experimental conditions. PLoS ONE 7:e31263
Maruyama K, Takeda M, Kidokoro S, Yamada K, Sakuma Y, Urano K, Fujita M, Yoshiwara K, Matsukura S, Morishita Y, Sasaki R, Suzuki H, Saito K, Shibata D, Shinozaki K, Yamaguchi-Shinozaki K (2009) Metabolic pathways involved in cold acclimation identified by integrated analysis of metabolites and transcripts regulated by DREB1A and DREB2A. Plant Physiol 150:1972–1980
Masek T, Vopalensky V, Suchomelova P, Pospisek M (2005) Denaturing RNA electrophoresis in TAE agarose gels. Anal Biochem 336:46–50
Matos-Cruz J, Matos-Lopes PR, Montagnolli RN, Tamada IS, Guerra-Silva NM, Bidoia ED (2013) Toxicity assessment of contaminated soils using seeds as bioindicators. J Appl Biotechnol 1:1–10
Migocka M, Papierniak A (2011) Identification of suitable reference genes for studying gene expression in cucumber plants subjected to abiotic stress and growth regulators. Mol Breed 28:343–357
Miura K, Furumoto T (2001) Cold signaling and cold response in plants. Int J Mol Sci 14:5312–5337
Morgante CV, Guimarães PM, Martins AC, Araújo AC, Leal-Bertioli SC, Bertioli DJ, Brasileiro AC (2011) Reference genes for quantitative reverse transcription-polymerase chain reaction expression studies in wild and cultivated peanut. BMC Res Notes 4:339
Muries B, Faize M, Carvajal M, MeC Martínez-Ballesta (2011) Identification and differential induction of the expression of aquaporins by salinity in broccoli plants. Mol Biol Syst 7:1322–1335
Nicot N, Hausman JF, Hoffmann L, Evers D (2005) Housekeeping gene selection for real-time RT-PCR normalization in potato during biotic and abiotic stress. J Exp Bot 56:2907–2914
Organization for Economic Cooperation and Development (2006a). OECD guideline for the testing of chemicals. In: Terrestrial plant test: seedlings emergence and seedling growth test, vol 208
Organization for Economic Cooperation and Development (2006b). OECD guideline for the testing of chemicals. 227, Terrestrial Plant test: Vegetative Vigour Test
Ostergaard L, King GJ (2008) Standardized gene nomenclature for the Brassica genus. Plant Methods 4:10
Pfaffl MW (2010) The ongoing evolution of qPCR. Methods 50:215–216
Pfaffl MW, Tichopad A, Prgomet C, Neuvians TP (2004) Determination of stable housekeeping genes, differentially regulated target genes and sample integrity: BestKeeper–Excel-based tool using pair-wise correlations. Biotechnol Lett 26:509–515
Qi J, Yu S, Zhang F, Shen X, Zhao X, Yu Y, Zhang D (2010) Reference gene selection for real-time quantitative polymerase chain Reaction of mRNA transcript levels in Chinese Cabbage (Brassica rapa L. ssp. pekinensis). Plant Mol Biol Rep 28:597–604
Qiu D, Gao M, Li G, Quiros C (2009) Comparative sequence analysis for Brassica oleracea with similar sequences in B. rapa and Arabidopsis thaliana. Plant Cell Rep 28:649–661
Quiros CF, Grellet F, Sadowski J, Suzuki T, Li G, Wroblewski T (2001) Arabidopsis and Brassica comparative genomics: sequence, structure and gene content in the ABI-Rps2-Ck1 chromosomal segment and related regions. Genetics 157:1321–1330
Rizhsky L, Liang H, Mittler R (2002) The combined effect of drought stress and heat shock on gene expression in tobacco. Plant Physiol 130:1143–1151
Rozen S, Skaletsky H (2000) Primer3 on the WWW for general users and for biologist programmers. Methods Mol Biol 132:365–386
Sakuma Y, Maruyama K, Osakabe Y, Qin F, Seki M, Shinozaki K, Yamaguchi-Shinozaki K (2006) Functional analysis of an Arabidopsis transcription factor, DREB2A, involved in drought-responsive gene expression. Plant Cell 18:1292–1309
Schnug E, Ernst WHO, Kraztz S, Knolle F, Haneklaus S (2004) Aspects of ecotoxicology of sulphur in the Harz region—a guided excursion. Landbauforschung Voelkenrode 54:129–143
Smeets K, Ruytinx J, Semane B, Van Belleghem F, Remans T, Van Sanden S, Vangronsveld J, Cuypers A (2008) Cadmium-induced transcriptional and enzymatic alterations related to oxidative stress. Environ Exp Bot 63:1–8
Snape JR, Maund SJ, Pickford DB, Hutchinson TH (2004) Ecotoxicogenomics: the challenge of integrating genomics into aquatic and terrestrial ecotoxicology. Aquat Toxicol 67:143–154
Snyder R, Hedli CC (1996) An overview of benzene metabolism. Environ Health Perspect 104:1165–1171
Trick M, Cheung F, Drou N, Fraser F, Lobenhofer EK, Hurban P, Magusin A, Town CD, Bancroft I (2009) A newly-developed community microarray resource for transcriptome profiling in Brassica species enables the confirmation of Brassica-specific expressed sequences. BMC Plant Biol 9:50
Ugrekhelidze D, Korte F, Kvesitadze G (1997) Uptake and transformation of benzene and toluene by plant leaves. Ecotoxicol Environ Saf 37:24–29
Vandesompele J, De Preter K, Pattyn F, Poppe B, Van Roy N, De Paepe A, Speleman F (2002) Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes. Genome Biol 3:RESEARCH0034
VDI Verein Deutscher Ingenieure (2000) Biologische Messverfahren zur Ermittlung und Beur-teilung der Wirkung von Luftverunreinigungen auf Pflanzen (Bioindikation). Verfahren der standardisierten Exposition von Grünkohl.—Biological measuring techniques for the de-termination and evaluation of effects of air pollutants on plants (bioindication). Standardised exposure of green cabbage. VDI-Guideline 3957 Part 3
Warwick S (2011) Brassicaceae in Agriculture. In: Schmidt R, Bancroft I (eds) Genetics and genomics of the Brassicaceae. Springer, New York, pp 33–65
Xiao D, Zhang N-W, Zhao J-J, Bonnema G, Hou X-L (2012) Validation of reference genes for real-time quantitative PCR normalisation in non-heading Chinese cabbage. Funct Plant Biol 39:342–350
Xu Y, Zhu X, Gong Y, Xu L, Wang Y, Liu L (2012) Evaluation of reference genes for gene expression studies in radish (Raphanus sativus L.) using quantitative real-time PCR. Biochem Biophys Res Commun 424:398–403
Yang YW, Lai KN, Tai PY, Li WH (1999) Rates of nucleotide substitution in angiosperm mitochondrial DNA sequences and dates of divergence between Brassica and other angiosperm lineages. J Mol Evol 48:597–604
Zhang Z, Schwartz S, Wagner L, Miller W (2000) A greedy algorithm for aligning DNA sequences. J Comput Biol 7:203–214
Acknowledgments
This study was supported by ADEME (Agence De l’Environnement et de la Maîtrise de l’Energie) and the Région Nord Pas-de-Calais through a European Regional Development Fund (No. 38505).
Conflict of interest
The authors declare that they have no conflict of interest.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Brulle, F., Bernard, F., Vandenbulcke, F. et al. Identification of suitable qPCR reference genes in leaves of Brassica oleracea under abiotic stresses. Ecotoxicology 23, 459–471 (2014). https://doi.org/10.1007/s10646-014-1209-7
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10646-014-1209-7