Abstract
Two different methods of presenting quantitative gene expression exist: absolute and relative quantification. Absolute quantification calculates the copy number of the gene usually by relating the PCR signal to a standard curve. Relative gene expression presents the data of the gene of interest relative to some calibrator or internal control gene. A widely used method to present relative gene expression is the comparative CT method also referred to as the method. This protocol provides an overview of the comparative CT method for quantitative gene expression studies. Also presented here are various examples to present quantitative gene expression data using this method.
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References
Kim, Y.W. et al. Anti-inflammatory effects of liquiritigenin as a consequence of the inhibition of NF-kappaB-dependent iNOS and proinflammatory cytokines production. Br. J. Pharmacol. 154, 165–173 (2008).
Pal, S. et al. Low levels of miR-92b/96 induce PRMT5 translation and H3R8/H4R3 methylation in mantle cell lymphoma. EMBO J. 26, 3558–3569 (2007).
Ren, Z. et al. IGFBP3 mRNA expression in benign and malignant breast tumors. Breast Cancer Res. 9, R2 (2007).
Higashibata, A. et al. Decreased expression of myogenic transcription factors and myosin heavy chains in Caenorhabditis elegans muscles developed during spaceflight. J. Exp. Biol. 209, 3209–3218 (2006).
Woods, D.C., Alvarez, C. & Johnson, A.L. Cisplatin-mediated sensitivity to TRAIL-induced cell death in human granulosa tumor cells. Gynecol. Oncol. 108, 632–640 (2008).
Calin, G.A. et al. Ultraconserved regions encoding ncRNAs are altered in human leukemias and carcinomas. Cancer Cell 12, 215–229 (2007).
Zhao, M. et al. Lipofectamine RNAiMAX: an efficient siRNA transfection reagent in human embryonic stem cells. Mol. Biotechnol. (in the press).
Spänkuch, B. et al. Downregulation of Plk1 expression by receptor-mediated uptake of antisense oligonucleotide-loaded nanoparticles. Neoplasia 10, 223–234 (2008).
Paik, S. et al. A multigene assay to predict recurrence of tamoxifen-treated, node-negative breast cancer. N. Engl. J. Med. 351, 2817–2826 (2004).
Chen, C. et al. Real-time quantification of microRNAs by stem-loop RT-PCR. Nucleic Acids Res. 33, e179 (2005).
Niesters, H.G. Quantitation of viral load using real-time amplification techniques. Methods 25, 419–429 (2001).
Pfaffl, M.W. A new mathematical model for relative quantification in real-time RT-PCR. Nucleic Acids Res. 29, e45 (2001).
Liu, W. & Saint, D.A. A new quantitative method of real time reverse transcription polymerase chain reaction assay based on simulation of polymerase chain reaction kinetics. Anal. Biochem. 302, 52–59 (2002).
Rutledge, R.G. Sigmoidal curve-fitting redefines quantitative real-time PCR with the prospective of developing automated high-throughput applications. Nucleic Acids Res. 32, e178 (2004).
Livak, K.J. & Schmittgen, T.D. Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. Methods 25, 402–408 (2001).
Swillens, S., Dessars, B. & Housni, H.E. Revisiting the sigmoidal curve fitting applied to quantitative real-time PCR data. Anal. Biochem. 373, 370–376 (2008).
Griffiths-Jones, S. The microRNA Registry. Nucleic Acids Res. 32, D109–D111 (2004).
Eisen, M.B., Spellman, P.T., Brown, P.O. & Botstein, D. Cluster analysis and display of genome-wide expression patterns. Proc. Natl. Acad. Sci. USA 95, 14863–14868 (1998).
Sun, S. et al. TINY, a dehydration-responsive element (DRE)-binding protein-like transcription factor connecting the DRE- and ethylene-responsive element-mediated signaling pathways in Arabidopsis. J. Biol. Chem. 283, 6261–6271 (2008).
Tan, K.P., Yang, M. & Ito, S. Activation of nuclear factor (erythroid-2 like) factor 2 by toxic bile acids provokes adaptive defense responses to enhance cell survival at the emergence of oxidative stress. Mol. Pharmacol. 72, 1380–1390 (2007).
O'Rourke, J.P. & Ness, S.A. Alternative RNA splicing produces multiple forms of c-Myb with unique transcriptional activities. Mol. Cell. Biol. 28, 2091–2101 (2008).
Schmittgen, T.D. & Zakrajsek, B.A. Effect of experimental treatment on housekeeping gene expression: validation by real-time, quantitative RT-PCR. J. Biochem. Biophys. Methods 46, 69–81 (2000).
Mygind, T. et al. Determination of PCR efficiency in chelex-100 purified clinical samples and comparison of real-time quantitative PCR and conventional PCR for detection of Chlamydia pneumoniae. BMC Microbiol. 2, 17 (2002).
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Schmittgen, T., Livak, K. Analyzing real-time PCR data by the comparative CT method. Nat Protoc 3, 1101–1108 (2008). https://doi.org/10.1038/nprot.2008.73
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DOI: https://doi.org/10.1038/nprot.2008.73