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Analyzing real-time PCR data by the comparative C(T) method   总被引:26,自引:0,他引:26  
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 C(T) method also referred to as the 2 (-DeltaDeltaC(T)) method. This protocol provides an overview of the comparative C(T) method for quantitative gene expression studies. Also presented here are various examples to present quantitative gene expression data using this method.  相似文献   

3.
We developed the real-time PCR quantification of endothelin-A (ET-A) and endothelin-B (ET-B) receptor genes and present their relative expression levels in various adult tissues and during development in mouse using the 2(-Delta Delta C(T)) method. ET-A and ET-B receptors were detected in all tissues examined. Gene expression of ET-A and ET-B receptors increases during the later stages of embryonic development in lung, heart, liver, kidney, and skin and reaches a maximum on the first one or two days after birth. The results, in agreement with our data on endothelin (ET) ligands, suggest that the ET system may be involved in the emergence and maintenance of functions vital after birth in these organs. These findings were corroborated through observation of the correlation between the gene expression and (poly)peptide production of the ET system in normal skin before and after parturition.  相似文献   

4.
以无芒隐子草干旱诱导的cDNA文库中获得的SAMDC序列为基础,应用实时荧光定量RT-PCR技术同时结合相对定量和绝对定量方法,以分析无芒隐子草SAMDC基因在不同组织、不同胁迫梯度下的表达为案例,详细介绍并比较相对定量和绝对定量在基因表达方面的应用。分别采集无芒隐子草幼苗自然干旱0、2、4、6、8、10d以及恢复浇水1、4d的叶片和根系材料,相对定量采用2 -△△CT法;以相应基因的质粒扩增产物为标准品制作标准曲线,对定量PCR的引物浓度进行了优化,而后筛选最稳定的内参基因,以内参基因获得的标准化因子对绝对定量数据进行标准化。相对定量2 -△△CT法结果显示,CsSAMDC基因在干旱胁迫8d后,叶片中的表达量为胁迫前的0.62±0.13倍,根中的表达量为胁迫前的5.93±0.71倍。绝对定量表明,CsSAMDC基因只在胁迫第8d和第10d的根组织中检测到表达量显著增大,胁迫第4~6d和恢复浇水后1~4d,CsSAMDC基因在叶和根组织中的表达较对照降低。相对定量和绝对定量在CsSAMDC基因表达研究中显示相对一致的趋势。  相似文献   

5.
Statistical methods for efficiency adjusted real-time PCR quantification   总被引:1,自引:0,他引:1  
The statistical treatment for hypothesis testing using real-time PCR data is a challenge for quantification of gene expression. One has to consider two key factors in precise statistical analysis of real-time PCR data: a well-defined statistical model and the integration of amplification efficiency (AE) into the model. Previous publications in real-time PCR data analysis often fall short in integrating the AE into the model. Novel, user-friendly, and universal AE-integrated statistical methods were developed for real-time PCR data analysis with four goals. First, we addressed the definition of AE, introduced the concept of efficiency-adjusted Delta Delta Ct, and developed a general mathematical method for its calculation. Second, we developed several linear combination approaches for the estimation of efficiency adjusted Delta Delta Ct and statistical significance for hypothesis testing based on different mathematical formulae and experimental designs. Statistical methods were also adopted to estimate the AE and its equivalence among the samples. A weighted Delta Delta Ct method was introduced to analyze the data with multiple internal controls. Third, we implemented the linear models with SAS programs and analyzed a set of data for each model. In order to allow other researchers to use and compare different approaches, SAS programs are included in the Supporting Information. Fourth, the results from analysis of different statistical models were compared and discussed. Our results underline the differences between the efficiency adjusted Delta Delta Ct methods and previously published methods, thereby better identifying and controlling the source of errors introduced by real-time PCR data analysis.  相似文献   

6.
AIMS: A kinetic 5'-nuclease polymerase chain reaction (real-time PCR) for the quantification of Escherichia coli was developed. METHODS AND RESULTS: Specific primers and a fluorogenic probe oriented to sfmD gene, encoding a putative outer membrane export usher protein, were designed. The PCR system was highly specific and sensitive for E. coli, as determined with 37 non-E. coli strains (exclusivity, 100%) and 24 E. coli strains (inclusivity, 100%). When used in real-time PCR, linear calibration lines were obtained in the range from 10(2) to 10(8) CFU ml(-1) for three E. coli strains. Salmonella Enteritidis (10(6) CFU ml(-1)) or Citrobacter freundii (10(6) CFU ml(1)) had no effect on quantification of E. coli by the method. CONCLUSIONS: The developed real-time PCR is suitable for rapid quantification of E. coli. SIGNIFICANCE AND IMPACT OF THE STUDY: In connection to an appropriate sample preparation technique, the method is suitable for food safety and technological hygiene applications.  相似文献   

7.
An automated data analysis method for real-time PCR needs to exhibit robustness to the factors that routinely impact the measurement and analysis of real-time PCR data. Robust analysis is paramount to providing the same interpretation for results regardless of the skill of the operator performing or reviewing the work. We present a new method for analysis of real-time PCR data, the maxRatio method, which identifies a consistent point within or very near the exponential region of the PCR signal without requiring user intervention. Compared to other analytical techniques that generate only a cycle number, maxRatio generates several measurements of amplification including cycle numbers and relative measures of amplification efficiency and curve shape. By using these values, the maxRatio method can make highly reliable reactive/nonreactive determination along with quantitative evaluation. Application of the maxRatio method to the analysis of quantitative and qualitative real-time PCR assays is shown along with examples of method robustness to, and detection of, amplification response anomalies.  相似文献   

8.
Application of polymerase chain reaction (PCR) techniques has developed significantly from a qualitative technology to include powerful quantitative technologies, including real-time PCR, which are regularly used for detection and quantification of nucleic acids in many settings, including community analysis where culture-based techniques are not suitable. Many applications of real-time PCR involve absolute quantification which is susceptible to inaccuracies caused by losses during DNA extraction or inhibition caused by co-extracted compounds. We present here an improvement to this approach involving the addition of an artificial internal standard, prior to nucleic acid extraction. The standard was generated by in-situ mutagenesis from an E. coli template to ensure it both did not amplify with bacterial primers used for quantification and was short enough to minimise possible interference with other analyses. By estimating gene target copies by relative abundance, this approach accounts for both loss during extraction and inhibition effects. We present a novel application of relative real time PCR, using the internal standard as a reference, allowing accurate estimation of total bacterial populations both within and across a wide range of soils and demonstrate its improvement over absolute quantification by comparison of both approaches to ester linked fatty acid analysis of the same soils.  相似文献   

9.
Delta(3)-Delta(2)-Enoyl-CoA isomerase (EC 5.3.3.8) is a key enzyme for the beta-oxidation of unsaturated fatty acids. The cDNA of the full-length rat liver Delta(3)-Delta(2)-enoyl-CoA isomerase was previously cloned as pAG847. PCR methodologies were used to subclone the gene encoding the functional Delta(3)-Delta(2)-enoyl-CoA isomerase from pAG847 with primers that were designed to add six continuous histidine codon to the 5(') primer. The PCR product was inserted into a pLM1 expression vector and overexpressed in Escherichia coli. The soluble expressed protein was purified with a nickel HiTrap chelating metal affinity column to apparent homogeneity based on Coomassie blue-stained SDS-PAGE and the molecular weight of the protein subunit was 30 kDa. The purified protein had a dimeric structure composed of identical subunits, and the molecular weight of the enzyme determined by gel chromatography was 60 kDa. Kinetic studies have been carried out and K(M) of 81 microM and V(max) of 292 micromol/min/mg were determined. The specific activity of the protein is 201 U/mg, which is significantly higher than that reported before for the same protein isolated from a natural source. The one-step purification of the highly active Delta(3)-Delta(2)-enoyl-CoA isomerase will greatly facilitate the further investigation of this enzyme through site-directed mutagenesis and enzyme catalyzed reactions with substrate analogues.  相似文献   

10.
粪便中肠球菌SYBR GreenI荧光定量PCR检测方法的建立   总被引:2,自引:0,他引:2  
目的利用SYBR GreenI荧光定量PCR方法,建立肠球菌实时荧光PCR检测方法,并初步应用于粪便中肠球菌的检测。方法根据GenBank发表的肠球菌23S rRNA基因序列的保守区域设计合成特异性的引物;利用构建的质粒标准品绘制两种标准曲线,构建基因拷贝数、细菌数为分析指标的定量分析模型并初步应用于粪便标本的检测分析。结果所建立的SYBR GreenI荧光定量PCR方法检测灵敏度可达7个拷贝数/reaction。粪便样本根据实时荧光定量PCR方法所得的理论数值与培养菌值之间差异无显著性(P>0.05)。非炎性腹泻标本中菌数与健康成人标本中菌数差异无显著性(P>0.05)。灵敏度曲线所得的数值大于菌数标准曲线,可能由于DNA提取过程中存在部分的损失。检测粪便标本结果显示SYBR GreenI荧光定量PCR方法较平板计数法敏感、快捷、简便。结论本研究建立了一种灵敏、特异、简便易行的肠球菌定量检测方法。  相似文献   

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