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Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)), (2001)

by K J Livak, T D Schmittgen
Venue:Method Methods
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Real-time quantification of microRNAs by stem-loop RT-PCR

by Caifu Chen, Dana A. Ridzon, Adam J. Broomer, Zhaohui Zhou, Danny H. Lee, Julie T. Nguyen, Maura Barbisin, Nan Lan Xu, Vikram R. Mahuvakar, Mark R. Andersen, Kai Qin Lao, Kenneth J. Livak, Karl J. Guegler - Nucleic Acids Res , 2005
"... A novel microRNA (miRNA) quantification method has been developed using stem–loop RT followed by TaqMan PCR analysis. Stem–loop RT primers are better than conventional ones in terms of RT efficiency and specificity. TaqMan miRNA assays are specific for mature miRNAs and discriminate among related mi ..."
Abstract - Cited by 394 (8 self) - Add to MetaCart
A novel microRNA (miRNA) quantification method has been developed using stem–loop RT followed by TaqMan PCR analysis. Stem–loop RT primers are better than conventional ones in terms of RT efficiency and specificity. TaqMan miRNA assays are specific for mature miRNAs and discriminate among related miRNAs that differ by as little as one nucleotide. Furthermore, they are not affected by genomic DNA contamination. Precise quantification is achieved routinely with as little as 25 pg of total RNA for most miRNAs. In fact, the high sensitivity, specificity and precision of this method allows for direct analysis of a single cell without nucleic acid purification. Like standard TaqMan gene expression assays, TaqMan miRNA assays exhibit a dynamic range of seven orders of magnitude. Quantification of five miRNAs in seven mouse tissues showed variation from less than 10 to more than 30 000 copies per cell. This method enables fast, accurate and sensitive miRNA expression profiling and can identify and monitor potential biomarkers specific to tissues or diseases. Stem–loop RT–PCR can be used for the quantification of other small RNA molecules such as short interfering RNAs (siRNAs). Furthermore, the concept of stem–loop RT primer design could be applied in small RNA cloning and multiplex assays for better specificity and efficiency.
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...ver, Invader assays have limited specificity and sensitivity, requiring at least 50 ng total RNA, or 1000 lysed cells, per assay. Real-time PCR is the gold standard for gene expression quantification =-=(38,39)-=-. It has been a long challenge for scientists to design a conventional PCR assay from miRNAs averaging 22 nt in length. We developed a novel scheme to design TaqMan PCR assays that specifically quanti...

the review on

by Manoj Kumar Pandey, Æ Reena Rani, Æ Suraksha Agrawal, Immunotherapy Æ Immunoglobulin (ivig - D0 −D0 Mixing” in this Review
"... Abstract Recurrent spontaneous abortion (RSA) is de-fined as three or more consecutive pregnancy losses prior to the 20th week of gestation. The etiology of recurrent spontaneous abortion is often unclear and may be multifactorial, with much controversy regarding diag-nosis and treatment. Reasonably ..."
Abstract - Cited by 361 (4 self) - Add to MetaCart
Abstract Recurrent spontaneous abortion (RSA) is de-fined as three or more consecutive pregnancy losses prior to the 20th week of gestation. The etiology of recurrent spontaneous abortion is often unclear and may be multifactorial, with much controversy regarding diag-nosis and treatment. Reasonably accepted etiologic causes include, genetics, anatomical, endocrine, placen-tal anomalies, hormonal problems, infection, smoking and alcohol consumption, exposure to environmental factors, psychological trauma and stressful life event, certain coagulation and immunoregulatory protein de-fects. Detection of an abnormality in any of these areas may result into specific therapeutic measures, with varying degrees of success. However, the majority of cases of RSA remains unexplained and is found to be associated with certain autoimmune (APA, ANA, ACA, ATA, AECA) and alloimmune (APCA, Ab2, MLR-Bf) antibodies that may play major role in the immunologic failure of pregnancy and may lead to abortion. Alter-ation in the expression of HLA-G molecules, T-helper-1 (Th-1) pattern of cytokines and natural killer (NK) cells activity may also induce abortion. Various forms of treatment like antithrombotic therapies such as aspirin and heparin, intravenous immunoglobulin (IVIg) ther-apy, immunotherapy with paternal lymphocytes and vitamin D3 therapy are effective mode of treatment for unexplained cause of fetal loss in women with RSA.
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... within the test sample and the mean fold increase of the target gene in the test samples compared to the values in the kidneys or spleens of three naïve rats was calculated using the formula 2−CT (=-=Livak and Schmittgen, 2001-=-). IMMUNOHISTOCHEMISTRY FOR INTRAGRAFT CELLULAR INFILTRATION Harvested organs were prepared for immunohistochemistry by first fixing the tissues with 2% paraformaldehyde (PFA; SigmaAldrich, Taufkirche...

Noncoding transcription by RNA polymerase Pol IVb/Pol V mediates transcriptional silencing of overlapping and adjacent genes

by Andrzej T. Wierzbicki, Jeremy R. Haag, Craig S. Pikaard - Cell , 2008
"... Nuclear transcription is not restricted to genes but occurs throughout the intergenic and noncoding space of eukaryotic genomes. The functional significance of this widespread noncoding transcription is mostly unknown. We show that Arabidopsis RNA polymerase IVb/Pol V, a multisubunit nuclear enzyme ..."
Abstract - Cited by 43 (10 self) - Add to MetaCart
Nuclear transcription is not restricted to genes but occurs throughout the intergenic and noncoding space of eukaryotic genomes. The functional significance of this widespread noncoding transcription is mostly unknown. We show that Arabidopsis RNA polymerase IVb/Pol V, a multisubunit nuclear enzyme required for siRNA-mediated gene silencing of transposons and other repeats, transcribes intergenic and noncoding sequences, thereby facilitating heterochromatin formation and silencing of overlapping and adjacent genes. Pol IVb/Pol V transcription requires the chromatin-remodeling protein DRD1 but is independent of siRNA biogenesis. However, Pol IVb/Pol V transcription and siRNA production are both required to silence transposons, suggesting that Pol IVb/Pol V generates RNAs or chromatin structures that serve as scaffolds for siRNA-mediated heterochromatinforming complexes. Pol IVb/Pol V function provides a solution to a paradox of epigenetic control: the need for transcription in order to transcriptionally silence the same region.
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...with 0.5 units of Platinum Taq (Invitrogen), SYBR Green I (Invitrogen), and Internal Reference Dye (Sigma). Primer pairs are shown in Table S1. Results were analyzed using the comparative C T method (=-=Livak and Schmittgen, 2001-=-) relative to input or undigested samples. Antibodies Anti-FLAG M2 mouse monoclonal and rabbit polyclonal antibodies were purchased from Sigma-Aldrich. Anti-Pol II (anti-NRPB2) was described previousl...

Coordinate expression of fimbriae in uropathogenic Escherichia coli. Infect. Immun

by Jennifer A. Snyder, Brian J. Haugen, C. Virginia Lockatell, Nathalie Maroncle, Erin C. Hagan, David E. Johnson, Rodney A. Welch, Harry L. T. Mobley, Jennifer A. Snyder, Brian J. Haugen, C. Virginia Lockatell, Nathalie Maroncle, Erin C. Hagan, David E. Johnson, Rodney A. Welch, Harry L. T. Mobley , 2005
"... These include: This article cites 54 articles, 24 of which can be accessed free at: ..."
Abstract - Cited by 28 (11 self) - Add to MetaCart
These include: This article cites 54 articles, 24 of which can be accessed free at:
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... (encoding glyceraldehyde 3-phosphate dehydrogenase), and melting curve analysis demonstrated that the accumulation of SYBR green-bound DNA was gene specific. Data were analyzed by the 2 ���CT method =-=(22)-=- using CFT073-OFF as the baseline “calibrator” strain. The data were transformed by log 2 to obtain a change (n-fold) difference between strains. Construction of CFT073 fim pap. E. coli UPEC76 (lackin...

Fine-structure analysis of ribosomal protein gene transcription

by Yu Zhao, Kerri B. Mcintosh, Dipayan Rudra, David Shore, Jonathan R. Warner, Yu Zhao, Kerri B. Mcintosh, Dipayan Rudra, Stephan Schawalder, David Shore, Jonathan R. Warner - Mol. Cell. Biol , 2006
"... These include: This article cites 42 articles, 18 of which can be accessed free at: ..."
Abstract - Cited by 28 (1 self) - Add to MetaCart
These include: This article cites 42 articles, 18 of which can be accessed free at:
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...l-time PCR system (Applied Biosystems). To calculate the enrichment (n-fold) of LexA (or LexA fusion protein), Rap1, Fhl1-HA 3, and Ifh1-Myc 13 occupancy at an individual promoter, the 2 ���CT method =-=(22)-=- was applied, using a control promoter of ACT1 that has been shown not to be occupied by Rap1, Fhl1p, or Ifh1p (21, 33). The oligonucleotide primers used in real-time PCR are listed in Table 2; those ...

MicroRNA 21 promotes glioma invasion by targeting matrix metalloproteinase regulators. Mol Cell Biol 28: 5369–5380

by Galina Gabriely, Thomas Wurdinger, Santosh Kesari, Christine C. Esau, Julja Burchard, Peter S. Linsley, Anna M. Krichevsky, Galina Gabriely, Thomas Wurdinger, Santosh Kesari, Christine C. Esau, Julja Burchard, Peter S. Linsley, Anna M. Krichevsky , 2008
"... Supplemental material This article cites 60 articles, 18 of which can be accessed free at: ..."
Abstract - Cited by 28 (0 self) - Add to MetaCart
Supplemental material This article cites 60 articles, 18 of which can be accessed free at:
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...lysis of miRNA expression, real-time RT-PCR analyses were carried out using TaqMan miRNA assays (Applied Biosystems) according to the manual. Relative expression was calculated using the ��C T method =-=(38)-=- and normalized to the expression of snoRNA48 (Applied Biosystems) or relatively uniformly expressed miR-19b. All qRT-PCRs were performed in duplicate, and the data are presented as means � standard e...

Variation in expression and protein localization of the PIN family of auxin efflux facilitator proteins in flavonoid mutants with altered auxin transport in Arabidopsis thaliana

by Wendy Ann Peer, Anindita B, A Joshua J. Blakeslee, A Srinivas N. Makam, A Rujin J. Chen, Patrick H. Masson, Angus S. Murphya A - Plant Cell , 2004
"... several weeks. ..."
Abstract - Cited by 27 (2 self) - Add to MetaCart
several weeks.

Absolute and relative QPCR quantification of plasmid copy number in Escherichia coli

by Changsoo Lee, Jaai Kim, Seung Gu Shin, Seokhwan Hwang - J , 2006
"... Real-time QPCR based methods for determination of plasmid copy number in recombinant Escherichia coli cultures are presented. Two compatible methods based on absolute and relative analyses were tested with recombinant E. coli DH5 � harboring pBR322, which is a common bacterial cloning vector. The se ..."
Abstract - Cited by 22 (0 self) - Add to MetaCart
Real-time QPCR based methods for determination of plasmid copy number in recombinant Escherichia coli cultures are presented. Two compatible methods based on absolute and relative analyses were tested with recombinant E. coli DH5 � harboring pBR322, which is a common bacterial cloning vector. The separate detection of the plasmid and the host chromosomal DNA was achieved using two separate primer sets, specific for the plasmid �-lactamase gene (bla) and for the chromosomal d-1deoxyxylulose 5-phosphate synthase gene (dxs), respectively. Since both bla and dxs are single-copy genes of pBR322 and E. coli chromosomal DNA, respectively, the plasmid copy number can be determined as the copy ratio of bla to dxs. These methods were successfully applied to determine the plasmid copy number of pBR322 of E. coli host cells. The results of the absolute and relative analyses were identical and highly reproducible with coefficient of variation (CV) values of 2.8–3.9% and 4.7–5.4%, respectively. The results corresponded to the previously reported values of pBR322 copy number within E. coli host cells, 15–20. The methods introduced in this study are convenient to perform and cost-effective compared to the traditionally used Southern blot method. The primer sets designed in this study can be used to determine plasmid copy number of any recombinant E. coli with a plasmid vector having bla gene.
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... as a fold ratio of the normalized target amounts. In this experiment, bla and dxs were used as the target and reference genes, respectively. Relative quantification was performed by the ��CT method (=-=Livak and Schmittgen, 2001-=-): relative amount of target = (1 + E) −��CT (3) where ��CT: �CT of the sample − �CT of the calibrator, �CT: CT of the target − CT of the reference, target: bla in pBR322, reference: dxs in E. coli ch...

Eight-channel itraq enables comparison of the activity of 6 leukaemogenic tyrosine kinases

by Andrew Pierce, Richard D. Unwin, Caroline A. Evans, Stephen Griffiths, Louise Carney, Liqun Zhang, Ewa Jaworska, Chia-fang Lee, David Blinco, Michal J. Okoniewski, Crispin J. Miller, Danny A. Bitton, Elaine Spooncer, Anthony D. Whetton - Mol. Cell Proteomics , 2007
"... tyrosine kinases. ..."
Abstract - Cited by 20 (1 self) - Add to MetaCart
tyrosine kinases.
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... a 7900HT Fast Real-Time PCR System. ∆∆Ct values were calculated for eachssample against the average of the two housekeeping genes which weresemployed to calculate fold change using the 2-∆∆Ct method =-=(20)-=-.sChemotaxis assayss9sChemotaxis assays were performed as previously described (21) except thatsserum free StemSpan medium (Stem Cell Technologies, Vancouver, BC) wassemployed to preclude oncogene-med...

Chlamydial type III secretion system is encoded on ten operons preceded by sigma 70-like promoter elements

by P. Scott Hefty, Richard S. Stephens, P. Scott Hefty, Richard S. Stephens - J , 2007
"... This article cites 64 articles, 36 of which can be accessed free ..."
Abstract - Cited by 17 (1 self) - Add to MetaCart
This article cites 64 articles, 36 of which can be accessed free
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...n the geometric phase of exponential amplification, and the C T was determined for each reaction. Fold change in transcript (E� 70 versus core RNA polymerase) was determined using the 2 ��� CT method =-=(32)-=-. RESULTS Genes are often organized into a coexpressed and coregulated unit termed an operon that shares an RNA transcript (29). Operon expression occurs through regulatory factors which typically exe...

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