Kenneth J. Livak’s research while affiliated with Applied Biosystems and other places

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Publications (25)


Schmittgen TD, Livak KJAnalyzing real-time PCR data by the comparative C(T) method. Nat Protocols 3(6): 1101-1108
  • Article
  • Full-text available

February 2008

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21,291 Reads

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16,796 Citations

Nature Protocols

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Kenneth J Livak

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.

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Quantitative PCR based expression analysis on a nanoliter scale using polymer nano-well chips

July 2007

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51 Reads

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40 Citations

Biomedical Microdevices

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Alexander Jung

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Lajos Nyarsik

The analysis of gene expression is an essential element of functional genomics. Expression analysis is mainly based on DNA microarrays due to highly parallel readout and high throughput. Quantitative PCR (qPCR) based expression profiling is the gold standard for the precise monitoring of selected genes, and therefore used for validation of microarray data. Doing qPCR-based expression analysis in an array-like format can combine the higher sensitivity and accuracy of the qPCR methodology with a high data density at relatively low costs. This paper describes the development of an open-well based miniaturized platform for liquid PCR-based assays on the nanoliter scale using cost-effective polypropylene micro reactors (microPCR Chip). We show the quantification ability and reliability of qPCR in 200 nl with the microPCR chip down to 5 starting target molecules using TaqMan chemistry. An RNA expression analysis of four genes in mouse brain, liver and kidney tissues showed similar results in 200 nl as compared to standard 10 microl assays. The high sensitivity and quantification capability of the microPCR chip platform developed herein makes it a promising technology for performing high-throughput qPCR-based analysis in the nanoliter volume range.


Methylation-dependent fragment separation: Direct detection of DNA methylation by capillary electrophoresis of PCR products from bisulfite-converted genomic DNA

August 2006

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64 Reads

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40 Citations

Analytical Biochemistry

Fundamental to understanding the role of cytosine (C) methylation in genomic DNA (gDNA) is the need for robust analysis methods to determine the location and degree of this modification. We report a novel method for methylation detection by denaturing capillary electrophoresis (CE) using standard fragment analysis conditions. Bisulfite treatment of gDNA will selectively deaminate C but not 5-methylcytosine (5mC). Amplicons generated from bisulfite-converted gDNA are analyzed immediately after PCR using a 6-carboxy fluorescein (6-FAM) dye-labeled primer. The amplicons from methylated and unmethylated gDNA separate based solely on base composition due to the presence of multiple C versus thymine (T) differences. By direct detection of PCR amplicons following PCR using primers that anneal independent of methylation status, the overall workflow from gDNA sample input to data analysis is relatively simple. Furthermore, the same PCR product is suitable for additional analyses such as direct sequencing, cloning and sequencing, single-base extension, and post-PCR incorporation of a modified dCTP, the latter of which allows resolution of amplicons with as little as a single C/T difference. We show the utility of this novel CE detection assay by analyzing the hypermethylated region of the fragile-X FMR1 locus.


Relapse of Acute Promyelocytic Leukemia with PML-RARα Mutant Subclones Independent of Proximate All-Trans Retinoic Acid Selection Pressure

April 2006

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54 Reads

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26 Citations

Leukemia

Relapse of acute promyelocytic leukemia (APL) following all-trans retinoic acid (ATRA) therapy has been associated with the acquisition of mutations in the high-affinity ATRA binding site in PML-RARalpha, but little information is available about the selection dynamics of the mutation-harboring subclones. In this study, 6/18 patients treated with sequential ATRA and chemotherapy on protocol INT0129 relapsed with complete replacement of the nonmutant pretreatment APL cell population by a PML-RARalpha mutant subclone. Two patients relapsed in proximity of ATRA treatment; however, in four patients there was a 6-48 month hiatus between the last ATRA treatment and relapse. The mutant subclones were not detectable in samples tested > or = 3 months before relapse at > or = 1 in 10(2) (10(-2)) sensitivity. In one patient, a functionally weak mutation was detected at 10(-4) sensitivity before therapy but only limited pre-relapse enrichment of the mutant subclone was observed on subsequent ATRA therapy. These results indicate that proximate ATRA selection pressure is frequently not the main determinant for the emergence of strongly dominant PML-RARalpha mutant subclones and suggest that APL subclones harboring PML-RARalpha mutations are predisposed to the acquisition of secondary genetic/epigenetic alterations that result in a growth/survival advantage.



Factors affecting the performance of 5 ' nuclease PCR assays for Listeria monocytogenes detection

December 2002

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56 Reads

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46 Citations

Journal of Microbiological Methods

The design and operating parameters affecting the performance of 5' nuclease PCR (TaqMan) assays for the detection of Listeria monocytogenes was investigated. A system previously developed and based on the hlyA gene was used as a model [Appl. Environ. Microbiol. 61 (1995) 3724]. A series of fluorogenic probes labeled with a reporter and a quencher dye was synthesized to explore the effect of probe position and sequence content on the efficiency of probe hydrolysis. In addition, a series of PCR primer pairs that altered the distance between the upstream primer and the interceding probe was examined. The effects of various assay parameters were evaluated by measuring the ratio of the fluorescence intensity of the reporter dye over the quencher dye (deltaRQ). For a given probe sequence, the deltaRQ was typically lower if the 5' terminus was a G residue. Decreasing the probe concentration increased the deltaRQ, although this was at the expense of reproducibility in the assay readout. The distance between the upstream primer and the interceding probe has a significant effect on probe hydrolysis. Reducing the primer-probe distance from, for example, 127 to 4 nt increased the deltaRQ from 2.87 to 5.00. These general rules were used to develop a 5' nuclease PCR (TaqMan) assay with enhanced signal output, providing higher and more reproducible deltaRQ values for L. monocytogenes detection.


SNP Genotyping by the 5'-Nuclease Reaction

January 2002

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33 Reads

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37 Citations

The chief attribute of the fluorogenic 5′ nuclease assay is that it is completely homogeneous. After mixing the sample and reaction components, the assay is run in a closed tube format with no postpolymerase chain reaction (PCR) processing steps. Results are obtained by simply measuring the fluorescence of the completed reactions. By eliminating post-PCR processing, allelic discrimination with fluorogenic probes reduces the time of analysis, eliminates the labor and supply costs of post-PCR steps, reduces the risk of crossover contamination, and minimizes sources of error. The assay has the sensitivity of PCR so that a minimum amount of genomic DNA is required. The use of endpoint fluorescence measurements maximizes throughput. Using a single ABI Prism® 7900HT Sequence Detection System and 24-h operation, it is possible to generate up to 250,000 SNP results per day. TaqMan® MGB probes and the entire operating system outlined below make it possible to quickly apply the 5′ nuclease assay to any allelic discrimination application where high throughput is of paramount concern.


Analysis of Relative Gene Expression Data using Real-Time Quantitative PCR

January 2002

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16,831 Reads

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141,032 Citations

Methods

The two most commonly used methods to analyze data from real-time, quantitative PCR experiments are absolute quantification and relative quantification. Absolute quantification determines the input copy number, usually by relating the PCR signal to a standard curve. Relative quantification relates the PCR signal of the target transcript in a treatment group to that of another sample such as an untreated control. The 2(-Delta Delta C(T)) method is a convenient way to analyze the relative changes in gene expression from real-time quantitative PCR experiments. The purpose of this report is to present the derivation, assumptions, and applications of the 2(-Delta Delta C(T)) method. In addition, we present the derivation and applications of two variations of the 2(-Delta Delta C(T)) method that may be useful in the analysis of real-time, quantitative PCR data.


Pre-Clinical Validation of a Novel, Highly Sensitive Assay to Detect PML-RARα mRNA Using Real-Time Reverse-Transcription Polymerase Chain Reaction

November 2001

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28 Reads

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62 Citations

Journal of Molecular Diagnostics

We have developed a sensitive and quantitative reverse-transcription polymerase chain reaction (RT-PCR) assay for detection of PML-RARalpha, the fusion oncogene present as a specific marker in >99% of cases of acute promyelocytic leukemia (APL). The assay is linear over at least 5 orders of magnitude of input DNA or RNA, and detects as few as 4 copies of PML-RARalpha plasmid DNA. PML-RARalpha transcripts could be detected in mixtures containing 2 to 5 pg of RNA from fusion-containing cells in a background of 1 microg of RNA from PML-RARalpha-negative cells. Using 1.0 to 2.5 microg of input RNA, the sensitivity of the assay was between 10(-5) and 10(-6). Furthermore, determination of GAPDH copy number in each reaction allowed an accurate assessment of sample-to-sample variation in RNA quality and reaction efficiency, with consequent definition of a detection limit for each sample assayed. Using an internal calibrator, assay precision was high, with coefficients of variation between 10 and 20%. An interlaboratory study using coded samples demonstrated excellent reproducibility and high concordance between laboratories. This assay will be used to test the hypothesis that sensitive and quantitative measurement of leukemic burden, during or after therapy of APL, can stratify patients into discrete risk groups, and thereby serve as a basis for risk-adapted therapy in APL.


Figure 1 5-nuclease assay with FP detection.  
Table 1. PCR Primer and TaqMan Probe Sequences for SNP Markers Studied 
Table 2. 5-Nuclease Assay Results for Marker D2S1301 Detected by FP Changes 
Fluorescence Polarization in Homogeneous Nucleic Acid Analysis II: 5'-Nuclease Assay

April 2001

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204 Reads

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73 Citations

Genome Research

When the temperature and viscosity of the solvent is held constant, the degree of fluorescence polarization (FP) detected when a fluorescent dye is excited by plane polarized light depends mostly on the molecular weight of the dye molecule. By monitoring the FP of a fluorescent dye molecule, one can detect significant changes in the molecular weight of a fluorescent molecule without separation or purification. The 5'-nuclease (TaqMan) assay is a robust single nucleotide polymorphism genotyping method where an allele-specific probe that binds to a perfectly complementary target is cleaved by the 5'-nuclease activity of Taq DNA polymerase. Because the TaqMan probe is labeled with a fluorescent dye, it has high FP value when intact but a low FP value after cleavage. In this study, we compared the results of the 5'-nuclease assay based on standard fluorescence intensity readings and FP readings when genotyping 90 individuals with 20 single nucleotide polymorphisms. Our results show that FP is just as robust and reliable as the standard fluorescence detection method. Use of FP detection makes it possible to reduce the cost of TaqMan probes by abrogating the need for a fluorescence quencher.


Citations (24)


... Genotyping was performed for the following single nucleotide polymorphisms (SNPs): GUCY1A1 rs7692387, SELL rs2205849 and rs2229569 (TaqMan Assay IDs: C__29125113_10, C___2459431_10 and C__25474627_10) using pre-validated allelic discrimination TaqMan real-time PCR assays (Life Technologies, Waltham, MA, USA) and TaqMan GTXpress Master Mix (Life Technologies, Waltham, MA, USA). All reactions were run in duplicate in a final volume of 12 µL (reaction temperature profile: 95 • C for 20 s; followed by 40 cycles of 95 • C for 1 s and 60 • C for 20 s) [17,18]. ...

Reference:

i>SELL and GUCY1A1 Gene Polymorphisms in Patients with Unstable Angina
SNP Genotyping by the 5'-Nuclease Reaction
  • Citing Chapter
  • January 2002

... The fluorescence is detected by a charge-coupled camera (capable of converting light input into electronic signal output) connected to a computer system. The result is displayed as a graph of fluorescence produced against the number of cycles [72]. This improved version of polymerase reaction is used to develop advanced techniques that are utilized in the authentication of herbal products. ...

Nucleic acid sequence detection systems: Revolutionary automation for monitoring and reporting PCR products
  • Citing Article
  • January 1996

Australasian Biotechnology

... The tomato ACTIN2 gene was used as an internal control. Relative gene expression was calculated as previously described (Livak & Schmittgen, 2001). Gene-specific primers used for RT-qPCR were listed in Supporting Information Table S1. ...

Analysis of relative gene expression data using real-time quantitative PCR and the 2-DDCt method.
  • Citing Article
  • January 2001

Methods

... Horn phenotypes can be accurately predicted with an accuracy of approximately 0.7 when utilizing a SNP for prediction [33]. Consequently, investigations into phenotypic correlation with genetic variation are more likely to yield successful outcomes if the SNPs employed have been demonstrated to exhibit linkage imbalance through methodologies such as haplotype analysis [48][49][50]. The alleles located on OAR10 at position 29,461,968 were found to be genetically linked with the neighboring loci in the gene map [14,30]. ...

SNPing Away at Complex Diseases: Analysis of Single-Nucleotide Polymorphisms around APOE in Alzheimer Disease
  • Citing Article
  • August 2000

The American Journal of Human Genetics

... Undoubtedly, the major threat to food safety is the emergence of "new" pathogens. The presence of Listeria monocytogenes, Escherichia coli O157:H7, Campylobacter jejuni, Yersinia enterocolitica and Vibrio parahemolyticus as foodborne microorganisms has been related to the increase in outbreaks when compared to traditional food pathogens (Bassler et al., 1995;Church, 2004;Elmi, 2004). ...

Use of a Fluorogenic Probe in a PCR-Based Assay for the Detection ofListeria monocytogenes

... Using radioactive probes and gel electrophoresis, Holland et al. were the first to suggest that the 5 -3 exonuclease activity of Thermus aquaticus (Taq) DNA polymerase could generate a specific, detectable signal during PCR amplification [ 8 ]. This concept was applied to the development of dual labeled fluorogenic qPCR probes containing a fluorophore covalently labeled on the 5 end of the oligonucleotide, and a fluorescence quencher located at the 3 end or an internal position of the oligonucleotide [9][10][11]. Hybridization of the probe to the PCR amplicon and primer extension coupled with the 5 -3 exonuclease activity leads to increased fluorescence due to the cleavage of the fluorophore from the quencher. ...

Oligonucleotides with Fluorescent Dyes at Opposite Ends Provide A Quenched Probe System Useful for Detecting PCR Product and Nucleic-Acid Hybridization

PCR methods and applications

... Accurate profiling of disease-related SNVs has been a key focus in diagnostics and precision medicine because SNVs provide extensive diagnostic and therapeutic insights, including information on genetic predispositions, therapeutic targets, drug resistance, and prognosis assessment [ 3 , 4 ]. Commonly, SNVs are identified using DNA hybridization probes [ 5 ], such as TaqMan probes [ 6 ], molecular beacons [ 7 , 8 ], allele-specific polymerase chain reaction (ARMS-PCR) [ 9 ], and toehold-exchange probes [ 10 ]. These probes are designed to distinguish a single mismatch in 20-30 nucleotide sequences by utilizing hybridization reactions that are sensitive to the free energy changes ( G) between wild-type (WT) and mutant sequences. ...

Livak KJ, Marmaro J, Todd JATowards fully automated genome-wide polymorphism screening. Nat Genet 9(4): 341-342
  • Citing Article
  • May 1995

Nature Genetics

... A structured data collection questionnaire ( Figure S1) was collected alongside all samples, detailing each patient's geographic origin, clinical symptoms, travel history, and probable viral source. rRT-PCR for SARS-CoV-2 detection was performed using fluorescent probes and the result was considered positive when the cycle threshold (Ct) values of both the ORF1ab and N genes were < 32 and < 35, as measured by ROX [28] and FAM [29] dyes [30][31][32]. We attempted to choose samples proportionally to confirmed cases per district (see Figure S2 for a comparison of sequences to confirmed cases per district), whilst also still including a high percentage of samples from likely under-sampled regions. ...

A PCR-Based Assay for the Detection ofEscherichia coli Shiga-Like Toxin Genes in Ground Beef

... One hydroxyl is protected with a dimethoxytrityl (DMTr) group, while the other is phosphitylated to provide the phosphoramidite function or enable grafting onto a solid support. Several scaffolds with three functions have been utilized for this purpose, such as glycerol [4] serinol, [5] diethylmalonate, [6] 3-(tert-butyldimethylsiloxy)glutaric anhydride [7] or tris(hydroxymethyl) ethane (THME). [8][9] Among these compounds, THME was selected due to its relatively lower cost and the ease with which a new function can be introduced onto a hydroxyl group. ...

Efficient synthesis of double dye-labeled oligodeoxyribonucleotide probes and their application in a real time PCR assay

Nucleic Acids Research

... Although polyacrylamide gel electrophoresis (PAGE) [15] or a high percentage agarose gel [16,17] can be used for distinguishing a few base pair (bp) differences, they are more labor intensive, costly, and requires substantially longer electrophoresis times. Real-time PCR methods employing allele specific probes or high-resolution melting analysis [18][19][20][21][22][23][24] can also be used for small indel genotyping, but higher cost is also a factor in these cases. ...

A Homogeneous, Ligase-Mediated DNA Diagnostic Test
  • Citing Article
  • June 1998

Genome Research