Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors &...

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Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR

Transcript of Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors &...

Page 1: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

Polymerase Chain ReactionPolymerase Chain Reaction

What is PCR

History of PCR

How PCR works

Optimizing PCR

Fidelity, errors & cloning

PCR primer design

Application of PCR

Page 2: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

Polymorphism among 32 wheat samples revealed by AFLP

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- dominant marker.

- DNA variation is detected by presence/absence of DNA bands due to:

a) presence/absence of restriction sites

b) additional bases (insertion) between two restriction sites are too large

Characteristics of AFLPCharacteristics of AFLP

Page 4: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

- higher reproducibility compared to RAPD.

- highly polymorphic.

AdvantagesAdvantages

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Page 6: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

PCR Requirements

• Magnesium chloride: .5-2.5mM

• Buffer: pH 8.3-8.8

• dNTPs: 20-200µM

• Primers: 0.1-0.5µM

• DNA Polymerase: 1-2.5 units

• Target DNA: 1 µg

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Can I PCR Amplify RNA?

• Not directly — the DNA polymerase requires a DNA template and will not copy RNA.

• mRNA can first be copied into cDNA using reverse transcriptase.

• cDNA is a template for PCR —it need not be double-stranded.

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Cloning PCR Products

• Products should be ligatable into blunt-ended restriction enzyme site.

• Lower than expected efficiency.

• Products are not truly blunt-ended.

• Taq polymerase adds a single nontemplated base (usually A) to the 3´ end:

NNNNNNN…NNNNNNNA

ANNNNNNN…NNNNNNN

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Cloning PCR-generated Fragments

• Generation of compatible ends.

• T/A cloning vectors

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PCR Mutagenesis

Add restriction sites for cloning

Generate deletional mutants

Generate single point mutations

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THE PROBLEM

• QUANTITATION OF mRNA– northern blotting– ribonuclease protection assay– in situ hybridization– PCR

• most sensitive• can discriminate closely related mRNAs• technically simple• but difficult to get truly quantitative results

using conventional PCR

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Protocol RT-PCR

• Isolate RNA (total or polyA selected)

• Use RNA to generate cDNA (reverse transcriptase)

• Use cDNA from RT reaction as template for PCR amplification.

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RT-PCR vs “Real-time” RT-PCR

• RT-PCR is endpoint analysis

• “Real-time” (fluorescent; quantitative) PCR is continual analysis

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Application of “Real-time” PCR

• Expression analysis (RNA)

• Identification/quantification of single base pair polymorphisms (DNA)

• Genotyping (DNA)

• Exposure monitoring RNA)

• Clinical Screening– Cancer (DNA)– Pathogen detection (DNA/RNA)

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Considerations for Fluorescent “Real-time” RT-PCR

• Primer sets– Chosing target sequence– Checking primer sets– Chosing fluorescent label

• Quantification– Relative quantification– Absolute quantification– Standard curves

Page 16: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

• Central hypothesis: Changes in gene expression reflect changes in cell function

• Nearly all physiological changes in animals are accompanied by changes in gene expression– Immune response– Toxic response– Pharmacological response

Basics of real time RT-PCRAbundance of mRNA

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Outline

• Basics of PCR and real time PCR

• Experimental Design

• Data Analysis

• Application to Drug Development and Design

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Polymerase Chain Reaction

• In vitro method for the amplification of short (up to ~5000bp) pieces of DNA

• Relies on a thermostable form of DNA polymerase– Thermus aquaticus

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Polymerase Chain Reaction

• Required reagents:– Template DNA– Primers*– DNA polymerase– dNTPs*– Thermocycler

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Polymerase Chain Reaction

• Proper controls– Water blank– Concentration curve– Internal standard control– Genomic DNA contaminant control

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Internal standard

Gene of interest

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Polymerase Chain Reaction

• Advantages– Sensitive– Versatile – easy to test new genes

• Primers are inexpensive

– Reliable • Much more than microarrays for individual transcripts

– Standardized competitor templates or standard curves

• Allow comparison between expts

– Internal standards• Addresses variation in tissue starting amounts or loading

errors

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Polymerase Chain Reaction

• Disadvantages– Optimizations required

• Annealing temperature• Number of cycles

– Small order of magnitiude sensitivity for detection

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AFLPAFLPAmplified Fragment Length PolymorphismAmplified Fragment Length Polymorphism

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Page 27: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

• Principles of Real-Time Quantitative PCR TechniquesPrinciples of Real-Time Quantitative PCR Techniques

(a) SYBR Green I technique: SYBR Green I fluorescence is enormously increased upon binding to double-stranded DNA. During the extension phase, more and more SYBR Green I will bind to the PCR product, resulting in an increased fluorescence. Consequently, during each subsequent PCR cycle more fluorescence signal will be detected.

(b) Hydrolysis probe technique: The hydrolysis probe is conjugated with a quencher fluorochrome, which absorbs the fluorescence of the reporter fluorochrome as long as the probe is intact. However, upon amplification of the target sequence, the hydrolysis probe is displaced and subsequently hydrolyzed by the Taq polymerase. This results in the separation of the reporter and quencher fluorochrome and consequently the fluorescence of the reporter fluorochrome becomes detectable. During each consecutive PCR cycle this fluorescence will further increase because of the progressive and exponential accumulation of free reporter fluorochromes.

(c) Hybridization probes technique: In this technique one probe is labelled with a donor fluorochrome at the 3’ end and a second –adjacent- probe is labelled with an acceptor fluorochrome. When the two fluorochromes are in close vicinity (1–5 nucleotides apart), the emitted light of the donor fluorochrome will excite the acceptor fluorochrome (FRET). This results in the emission of fluorescence, which subsequently can be detected during the annealing phase and first part of the extension phase of the PCR reaction. After each subsequent PCR cycle more hybridization probes can anneal, resulting in higher fluorescence signals.

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What do mRNA levels tell us?What do mRNA levels tell us?

DNAmRNAprotein

• Reflect level of gene expression• Information about cell response• Protein production (not always)

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quantitative mRNA/DNA analysis

Direct

-Northern blotting

-In situ hybridization

PCR amplification

-Regular RT-PCR

-Real time PCR

(Microarrays)

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Why isn´t this good enough?

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What’s Wrong With Agarose Gels?

* Low sensitivity* Low resolution* Non-automated* Size-based discrimination only* Results are not expressed as numbers based on personal evaluation• Ethidium bromide staining is not very

quantitative• End point analysis

ABI: Real-Time PCR vs Traditional PCR (www)

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Different concentrations give similar endpoint results!

Endpoint analysis

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Real-time Principles

•based on the detection and quantitation of a fluorescent reporter

•In stead of measuring the endpoint we focus on the first significant increase in the amount of PCR product.

• The time of the increase correlates inversely to the initial amount of DNA template

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Polymerization

3QR Probe

Forward Primer

3 5

5 3

Reverse Primer

5

5

R = ReporterQ = Quencher

Page 35: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

For Real Time PCR we need a a specific probe with

a fluorescent reporter.

R QProbe

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When in close contact with the reporter, the quencer absobes its emission.

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Strand Displacement

3Q

3 5

5 3

5

5

R

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Cleavage

3Q

R

3 5

5 3

5

5

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Polymerization Completed

3QR

3 5

5 3

5

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Van der Velden. Leukemia 2003 (www)

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SYBR Green (double-stranded DNA binding dye)

* emits a strong fluorescent signal upon binding to double-stranded DNA

* nonspecific binding is a disadvantage

* requires extensive optimisation

•longer amplicons create a stronger signal

• It´s cheap

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Forward Primer

3' 5'

5' 3'

Reverse Primer

5'

5'

Polymerization

3' 5'

5' 3'

5'

5'

Polymerization completed

SYBR® Green I Chemistry

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Real-time PCR advantages

* not influenced by non-specific amplification

* amplification can be monitored real-time

* no post-PCR processing of products (high throughput, low contamination risk)

* requirement of 1000-fold less RNA than conventional assays(3 picogram = one genome equivalent)

* most specific, sensitive and reproducible

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Housekeeping gene

• Knowing the amount of mRNA in one sample from one specific gene does not tell us alot

• You don´t know the total amount of mRNA in your sample

• You also dont know how much the mRNA level has changed compared to other mRNA levels

Example:mRNA levels increase 2x after inductionIt is possable that all genexpression in the cell has

increasedWe have to compare the expression of our gene to

another gene which expression is normally constant, a housekeeping gene

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Real-time PCR advantagesReal-time PCR advantages

* not influenced by non-specific amplification

* amplification can be monitored real-time

* no post-PCR processing of products (high throughput, low contamination risk)

* ultra-rapid cycling (30 minutes to 2 hours)

* wider dynamic range of up to 1010-fold

* requirement of 1000-fold less RNA than conventional assays(3 picogram = one genome equivalent)

* detection is capable down to a 2-fold change

* confirmation of specific amplification by melting curve analysis

* most specific, sensitive and reproducible

* not much more expensive than conventional PCR(except equipment cost)

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Real-time PCR disadvantagesReal-time PCR disadvantages

* setting up requires high technical skill and support

* high equipment cost

* * *

* intra- and inter-assay variation

* RNA lability

* DNA contamination (in mRNA analysis)

Page 47: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

Principles of Real-Time Quantitative PCR TechniquesPrinciples of Real-Time Quantitative PCR Techniques

(a) SYBR Green I technique: SYBR Green I fluorescence is enormously increased upon binding to double-stranded DNA. During the extension phase, more and more SYBR Green I will bind to the PCR product, resulting in an increased fluorescence. Consequently, during each subsequent PCR cycle more fluorescence signal will be detected.

(b) Hydrolysis probe technique: The hydrolysis probe is conjugated with a quencher fluorochrome, which absorbs the fluorescence of the reporter fluorochrome as long as the probe is intact. However, upon amplification of the target sequence, the hydrolysis probe is displaced and subsequently hydrolyzed by the Taq polymerase. This results in the separation of the reporter and quencher fluorochrome and consequently the fluorescence of the reporter fluorochrome becomes detectable. During each consecutive PCR cycle this fluorescence will further increase because of the progressive and exponential accumulation of free reporter fluorochromes.

(c) Hybridization probes technique: In this technique one probe is labelled with a donor fluorochrome at the 3’ end and a second –adjacent- probe is labelled with an acceptor fluorochrome. When the two fluorochromes are in close vicinity (1–5 nucleotides apart), the emitted light of the donor fluorochrome will excite the acceptor fluorochrome (FRET). This results in the emission of fluorescence, which subsequently can be detected during the annealing phase and first part of the extension phase of the PCR reaction. After each subsequent PCR cycle more hybridization probes can anneal, resulting in higher fluorescence signals.

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Schematic diagram comparing three different fluorescence-monitoring systems for DNA amplification. System A uses dsDNA-specific dyes (F) such as SYBR"Green I, which increase in fluorescence when bound to accumulating amplification product. System B uses dual-labelled probes and depends on the 5'-exonuclease activity of the polymerase to separate donor (D) and acceptor (A) by hydrolysis. Donor fluorescence is increased by removing acceptor quenching. System C depends on the independent hybridization of adjacent donor (D) and acceptor (A) probes. Their approximation increases resonance energy transfer from the donor to the acceptor. Other symbols are "hv" for excitation light and "x" for a 3'-phosphate.

Page 49: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

TaqMan ProbesTaqMan Probes

FRET = Förster/fluorescence resonance energy transfer &DNA Polymerase 5' exonuclease activity

* Tm value 100 C higher than primers

* runs of identical nucleotides (no consecutive Gs)

* G+C content 30-80%

* more Cs than Gs

* no G at the 5' end

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FRET = Förster/fluorescence resonance energy transfer FRET = Förster/fluorescence resonance energy transfer

ABI: Real-Time PCR vs Traditional PCR (www)

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Mocellin et al. Trends Mol Med 2003 (www)

DNA Polymerase 5' Exonuclease ActivityDNA Polymerase 5' Exonuclease Activity

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The TaqMan 5’ Exonuclease AssayIn addition to two conventional PCR primers, P1 and P2, which are specific for the target sequence, a third primer, P3, is designed to

bind specifically to a site on the target sequence downstream of the P1 binding site. P3 is labelled with two fluorophores, a reporter dye (R) is attached at the 5 end, and a quencher dye (D), which has a different emission wavelength to the reporter dye, is attached at its 3

end. Because its 3 end is blocked, primer P3 cannot by itself prime any new DNA synthesis. During the PCR reaction, Taq DNA polymerase synthesizes a new DNA strand primed by P1 and as the enzyme approaches P3, its 5 3 exonuclease activity processively

degrades the P3 primer from its 5 end. The end result is that the nascent DNA strand extends beyond the P3 binding site and the reporter and quencher dyes are no longer bound to the same molecule. As the reporter dye is no longer in close proximity to the

quencher, the resulting increase in reporter emission intensity is easily detected.

Human Molecular Genetics 2. NCBI Books (www)

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TaqMan PrimersTaqMan Primers

* equal Tm (58-600 C)

* 15-30 bases in length

* G+C content 30-80%

* no runs of four or more Gs (any nucleotide)

* no more than two G+C at the 3’ end

* no G at the 5' end

* amplicon size 50-150 bp (max 400)

* span exon-exon junctions in cDNA

Page 54: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

SYBR GreenSYBR Green (double-stranded DNA binding dye)

* emits a strong fluorescent signal upon binding to double-stranded DNA

* nonspecific binding is a disadvantage

* requires extensive optimization

* requires melting point curve determination

* longer amplicons create a stronger signal

* may be multiplexed when coupled with melting curve analysis

Page 55: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

Fluoresces when boundto dsDNA

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SYBR Green(1) At the beginning of amplification, the reaction mixture contains the denatured DNA, the primers,

and the dye. The unbound dye molecules weakly fluoresce, producing a minimal background fluorescence signal which is subtracted during computer analysis. (2) After annealing of the primers, a few dye molecules can bind to the double strand. DNA binding results in a dramatic increase of the

SYBR Green I molecules to emit light upon excitation. (3) During elongation, more and more dye molecules bind to the newly synthesized DNA. If the reaction is monitored continuously, an increase in fluorescence is viewed in real-time. Upon denaturation of the DNA for the next heating cycle, the

dye molecules are released and the fluorescence signal falls.

Page 57: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

* Assays that do not require specificity of probe based assays. Detection of 1000s of molecules

* General screening of transcripts prior to moving to probe based assays

* When the PCR system is fully optimized -no primer dimers or non-specific amplicons, e.g. from genomic DNA

When to Choose SYBR GreenWhen to Choose SYBR Green

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When Not to Choose SYBR GreenWhen Not to Choose SYBR Green

* Allelic discrimination assays (not an absolute one)

* Multiplex reactions (not an absolute one)

* Amplification of rare transcripts

* Low level pathogen detection

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Real-Time PrinciplesReal-Time Principles

Three general methods for the quantitative detection:

1. Hydrolysis probes

(TaqMan, Beacons, Scorpions)

2. Hybridization probes

(Light Cycler)

3. DNA-binding agents

(SYBR Green)

Page 60: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

Mocellin et al. Trends Mol Med 2003 (www)

Molecular BeaconsMolecular Beacons

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Real-Time PrinciplesReal-Time Principles

Three general methods for the quantitative detection:

1. Hydrolysis probes

(TaqMan, Beacons, Scorpions)

2. Hybridization probes

(Light Cycler)

3. DNA-binding agents

(SYBR Green)

Page 62: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

Bustin SA. J Mol Endocrinol 2002 (www)

ScorpionsScorpions

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Bustin SA. J Mol Endocrinol 2002 (www)

ScorpionsScorpions

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Threshold CycleThreshold Cycle

* threshold cycle or the CT value is the cycle at which a

significant increase in Rn is first detected

* it is the parameter used for quantitation

* CT value of 40 or more means no amplification and cannot be

included in the calculations

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The Amplification Plot contains valuable information for the quantitative measurement of DNA or RNA. The Threshold line is the level of detection or the point at which a reaction reaches a fluorescent intensity above background. The threshold line is set in the exponential phase of the amplification for the most accurate reading. The cycle at which

the sample reaches this level is called the Cycle Threshold, CT. These two values are very important for data analysis

using the 5’ nuclease assay.

What is CWhat is CTT??

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Albumin (ALB) gene dosage by real-time PCR

Laurendeau et al. Clin Chem 1999 (www)

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RnRn

* Rn+ is the Rn value of a reaction containing all components (the sample of interest); Rn- is the Rn value detected in NTC (baseline

value)

* Rn is the difference between Rn+ and Rn-. It is an indicator of the magnitude of the signal generated by the PCR

* Rn is plotted against cycle numbers to produce the amplification curves and gives the CT value

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What is What is Rn?Rn?

0 10 20 30 40

cycle number

Rn

CT

Threshold Rn

Sample

No TemplateControl

Rn

Rn

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(www)

What is What is Rn?Rn?

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Endogenous/Internal ControlEndogenous/Internal Control(Normalization)

* usually an abundantly and constantly expressed housekeeping gene

* most commonly used ones are the least reliable ones

* best to run a validity test for the selected endogenous control

* combination may/should be used

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Endogenous Control SelectionEndogenous Control Selection

Sabek et al. Transplantation 2002 (www)

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EfficiencyEfficiency

The slope of the log-linear phase is a reflection of the amplification efficiency

The efficiency of the reaction can be calculated by the following equation: Eff=10(-1/slope) –1. The efficiency of the PCR should be 90-

100% (ideal slope = 3.3)

A number of variables can affect the efficiency of the PCR. These factors can include length of the amplicon, secondary structure, and

primer design, to name a few

Approximation vs Pfaffl method

(Efficiency Determination)

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Page 75: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

Using the PCR EquationUsing the PCR Equation

Xn = X0(1 + E)n

Xn = PCR product after cycle nX0 = initial copy numberE = amplification efficiencyn = cycle number

Xn

XX00

cycle number

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Effect of Amplification EfficiencyEffect of Amplification Efficiency

Xn = X0(1+E)n

Case 1: E = 0.9 Case 1: E = 0.9 Case 2: E = 0.8Case 2: E = 0.8

XXnn = 100 (1+0.9) = 100 (1+0.9)3030 XXnn = 100 (1+0.8) = 100 (1+0.8)3030

XXnn = 2.3 x 10 = 2.3 x 101010 XXnn = 4.6 x 10 = 4.6 x 1099

ResultA difference of 0.1 in amplification

efficiencies created a five-fold difference in thefinal ratio of PCR products after 30 cycles

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Determination of real-time PCR efficiencies of reference gene (Gst), target gene 1 (TyrA) and target gene 2 (PyrB). CP cycles

versus cDNA (reverse transcribed total RNA) concentration input were plotted to calculate the slope (mean ± SD; n = 3). The corresponding real-time PCR efficiencies were calculated

according to the equation: E = 10[–1/slope]

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If the CT values for each of the dilutions are plotted against concentrations, the result should be a linear graph with a high correlation coefficient (> 0.99). The slope of this graph is also a measure of efficiency, and can be readily used to calculate efficiency - this is done by most software (iCycler, for example).

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Nigel Walker, NIEHS (www)

Page 80: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

Nigel Walker, NIEHS (www)

Page 81: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

Assay ValidationAssay Validation

* Test primer pairs in all combinations with the probe witha known template (plasmid clone, sDNA, RNA)

* Use standard assay conditions: 300-400 nM primers;100 nM probe, 3 mM MgCl2

* Choose the primer pair that gives the highest Rnand the lowest CT

* Make a dilution of a template, either sDNA, sRNA or totalRNA for a standard curve

* Correlation coefficient of the standard curve > 0.99?

* If the slope of the standard curve of the best primerpair is around -3.5 increase the MgCl2 to 5 mM

* If the slope is higher than -3.6, change primers

* An ideal assay will have a slope of -3.3

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One-Step or Two-Step PCROne-Step or Two-Step PCR

* one-step real-time RT-PCR performs reverse transcription and PCR in a single buffer system and in one tube

* in two-step RT-PCR, these two steps are performed separately in different tubes

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The really big deal

• Isolation of DNA polymerase from Thermus

• aquaticus (Mullis and Faloona 1987)

• • T. aquaticus is a hot springs bacterium

• • Therefore, has thermally stable DNA

• polymerase (e.g. not killed by heat)

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Importance of T. aquaticus

• Extension at 72 C: Most polymerases are• active at 45 C or below (e.g. normal• body/environmental temps)-temps below• normal annealing temps-results in nonspecific• binding of primers• 2. From Bacterium that lives in near boiling• water: Most polymerase inactivated by high• temperatures-initially had to add new• polymerase each cycle

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CPSC265 Class 8

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Cloning

• Cloning is the way in which we can take a single molecule, and make lots of bacterial cells that contain an identical molecule.

• These cells are clones, hence the name

• This used to be the only way to amplify DNA. It is still by far the most accurate.

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Page 88: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

Plasmid vectors – circular, autonomous bacterial DNA

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The vector is made with a “T” overhang

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Taq polymerase leaves an “A” overhang

• Taq is the thermostable DNA polymerase from Thermus aquaticus we used for PCR.

• When Taq synthesizes a new strand, it always puts an extra “A” at the end

• This can be useful, but note: other polymerases do not do this, they leave “blunt” ends. Only Taq polymerase leaves ‘A’ overhangs. ‘Blunt’ end vectors do not work with Taq, we need a ‘T’ overhang.

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Page 92: Polymerase Chain Reaction What is PCR History of PCR How PCR works Optimizing PCR Fidelity, errors & cloning PCR primer design Application of PCR.

DNA ligase

• Repairs gaps in the sugar-phosphate backbone of DNA

• Creates phosphodiester bonds

• Does not do anything with the bases

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Transformation of bacteria

• Two main methods for transformation

• Chemical / Heat Shock

As done in last practical, this method gets DNA into the cell by making them porous using CaCl2 and a 42 C heat treatment

• Electroporation

Makes cells porous using high-voltage electricity

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Imperfect science

• Most of the plasmid / insert combinations will not ligate

• Most of the bacteria will not be transformed

• We only need one molecule to get into one bacterium to make one colony.

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PCR from clones

• Often clones will religate containing any old DNA (eg primer dimers)..

• The DNA can go in in either orientation

• We can use the PCR to tell which colonies have the insert we want, and which orientation it is in.

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Some population genetics software

Microsatellite toolkit: Excel plug-in for creating Arlequin, FSTAT and Genepop files.

Microchecker: Estimate null allele frequency. Adjust allele frequencies.

Arlequin: HW equilibrium, Linkage Disequilibrium, Fst, exact test of differentiation, Amova, Mantel test

FSTAT: Allelic richness, Fst per locus (to check contribution of each locus to observed pattern of differentiation)

Structure, BAPS: Population structuring, population assignment.

Migrate: Estimates of effective population size and migration rates

Bottleneck: Check for very recent population bottlenecks