Quantitative PCR (qPCR) is the method of choice for accurate estimation of gene expression. Part of its appeal for researchers comes from having a protocol that is easy to execute. However when your reactions do not result in ideal amplification, troubleshooting "why" can be challenging. Factors including sample quality, template quantity, master mix differences, assay design, and incorrect primer or probe resuspension can all influence efficient amplification. When troubleshooting, analysis of the appearance of your amplification curve can give you clues towards improving your results.
Setting up a qPCR experiment is so simple that it actually becomes dangerous. Without appropriate controls and data normalization, results can be misleading at best. This presentation addresses selection and validation of suitable reference genes as well as the use of the global mean normalization method to obtain accurate data. Also discussed are tools for data generation and analysis.
Real-time quantitative PCR (qPCR) is a preferred platform for high throughput gene expression profiling, where large numbers of samples are characterized for hundreds of expression markers. Technically, the qPCR measurements are performed in the same way as when classical qPCR is used to analyze only a few targets per sample, but the higher throughput introduces additional sources of potential confounding variation that must be controlled for. In this presentation, Dr Kubista describes how high throughput qPCR profiling studies are designed. He covers assay optimization and validation, sample quality testing, and how to merge multi-plate measurements into a common analysis. Dr Kubista also discusses how to cost-effectively measure and compensate for background due to genomic DNA.
Automated DNA extraction from FFPE tissue using a xylene free deparaffinizati...QIAGEN
Formalin-fixed paraffin-embedded (FFPE) tissue samples are routinely used for immunohistochemistry and molecular analysis in cancer research. However, many methods for DNA extraction from FFPE tissue sections are manual procedures that are not standardized, time consuming and often involve the use of hazardous materials like xylene. Recently we introduced an automated solution for the DNA extraction from FFPE tissue using the QIAsymphony SP instrument in combination with the QIAsymphony DNA Mini kit.
Quantitative PCR (qPCR) is the method of choice for accurate estimation of gene expression. Part of its appeal for researchers comes from having a protocol that is easy to execute. However when your reactions do not result in ideal amplification, troubleshooting "why" can be challenging. Factors including sample quality, template quantity, master mix differences, assay design, and incorrect primer or probe resuspension can all influence efficient amplification. When troubleshooting, analysis of the appearance of your amplification curve can give you clues towards improving your results.
Setting up a qPCR experiment is so simple that it actually becomes dangerous. Without appropriate controls and data normalization, results can be misleading at best. This presentation addresses selection and validation of suitable reference genes as well as the use of the global mean normalization method to obtain accurate data. Also discussed are tools for data generation and analysis.
Real-time quantitative PCR (qPCR) is a preferred platform for high throughput gene expression profiling, where large numbers of samples are characterized for hundreds of expression markers. Technically, the qPCR measurements are performed in the same way as when classical qPCR is used to analyze only a few targets per sample, but the higher throughput introduces additional sources of potential confounding variation that must be controlled for. In this presentation, Dr Kubista describes how high throughput qPCR profiling studies are designed. He covers assay optimization and validation, sample quality testing, and how to merge multi-plate measurements into a common analysis. Dr Kubista also discusses how to cost-effectively measure and compensate for background due to genomic DNA.
Automated DNA extraction from FFPE tissue using a xylene free deparaffinizati...QIAGEN
Formalin-fixed paraffin-embedded (FFPE) tissue samples are routinely used for immunohistochemistry and molecular analysis in cancer research. However, many methods for DNA extraction from FFPE tissue sections are manual procedures that are not standardized, time consuming and often involve the use of hazardous materials like xylene. Recently we introduced an automated solution for the DNA extraction from FFPE tissue using the QIAsymphony SP instrument in combination with the QIAsymphony DNA Mini kit.
QIAGEN® Originals — Pure Plasmids, Genuine Kits - Learn moreQIAGEN
Plasmid DNA purification is one of the most commonly used methods in molecular biology. While being relatively simple to perform, purification of high-purity DNA is critical for reliable results in downstream applications.
As the innovator of plasmid DNA purification kits, QIAGEN has consistently set standards by providing faster preps, higher throughput, more convenience, and superior DNA quality for stringent applications. Learn more about the different plasmid purification solutions from QIAGEN for your research.
PCR - From Setup to Cleanup: A Beginner`s Guide with Useful Tips and Tricks -...QIAGEN
This End-Point PCR Beginner´s Guide will not only give you a comprehensive overview of tools and techniques to help you to get the most out of your samples, but also give you information on dedicated solutions and complete workflows on multiplex PCR and PCR fragment analysis.
Introduction to Real Time PCR (Q-PCR/qPCR/qrt-PCR): qPCR Technology Webinar S...QIAGEN
This slidedeck introduces the concepts of real-time PCR and how to conduct a real-time PCR assay. The topics that are covered include an overview of real-time PCR chemistries, protocols, quantification methods, real-time PCR applications and factors for success.
In this slide contains definition and details of Qualification Of HPLC
Presented by: KHALID KUWAITY (Department of pharmaceutical analysis).RIPER, anantapur
Quality Control of RNA Samples - For Gene-Expression Results you Can Rely onQIAGEN
By their very nature RNA molecules, especially mRNA and regulator RNA, are labile and can be highly unstable and sensitive to heat, UV and RNase contamination. The quality, relevance and scientific impact of gene expression results directly depends on the ability to extract RNA without losing any fraction of interest, while preserving the integrity of the biological information it carries. RNA quality control is thus critical to ensure high-quality results and for turning these results into actionable insights with confidence.
In this webinar, we will introduce you to the main parameters influencing RNA-based assays and their respective impact on downstream applications, discuss how to monitor them and cover the advantages of automation for quality control along complex workflows.
Monitoring Released N-Glycans in Biopharma Development/QC with Fluorescence &...Waters Corporation
Learn how new technologies from Waters, the RapiFluor-MS Labeling Reagent and the ACQUITY QDa Mass Detector, enable biopharmaceutical development and QC labs to monitor released N-glycans with complementary fluorescence and mass detection. http://www.waters.com/glycans
Industry and government experts will discuss Australian, New Zealand's and global policy and regulatory issues and the impact of the cooling sector on climate change. Key topics discussed will include the Kigali Amendment, the transition to zero net emissions systems, sustainability and renewables in integrated solutions.
Performance and Efficiency Analysis with Value Stream Mapping for Increasing ...Eylül Ceren Altın
The aim of the research is to analyze the performance and efficiency of the production processes of dish-washing machines in order to increase the production capacity. Initially, the production processes of a selected dish-washer model in the production line are observed, and the duration of all process steps are measured via time study. Then the process parameters, i.e. cycle time, changeover, inventories as well as the information flows are analyzed with the Current State Value Stream Map. Improvement opportunities based on findings are discussed with the company managers. Afterwards, a simulation model of the system is developed via Arena Simulation Software. Various improvement scenarios are simulated, before-after situations are compared with the simulation model, and the one giving the best output is displayed in the Future State VSM.
QIAGEN® Originals — Pure Plasmids, Genuine Kits - Learn moreQIAGEN
Plasmid DNA purification is one of the most commonly used methods in molecular biology. While being relatively simple to perform, purification of high-purity DNA is critical for reliable results in downstream applications.
As the innovator of plasmid DNA purification kits, QIAGEN has consistently set standards by providing faster preps, higher throughput, more convenience, and superior DNA quality for stringent applications. Learn more about the different plasmid purification solutions from QIAGEN for your research.
PCR - From Setup to Cleanup: A Beginner`s Guide with Useful Tips and Tricks -...QIAGEN
This End-Point PCR Beginner´s Guide will not only give you a comprehensive overview of tools and techniques to help you to get the most out of your samples, but also give you information on dedicated solutions and complete workflows on multiplex PCR and PCR fragment analysis.
Introduction to Real Time PCR (Q-PCR/qPCR/qrt-PCR): qPCR Technology Webinar S...QIAGEN
This slidedeck introduces the concepts of real-time PCR and how to conduct a real-time PCR assay. The topics that are covered include an overview of real-time PCR chemistries, protocols, quantification methods, real-time PCR applications and factors for success.
In this slide contains definition and details of Qualification Of HPLC
Presented by: KHALID KUWAITY (Department of pharmaceutical analysis).RIPER, anantapur
Quality Control of RNA Samples - For Gene-Expression Results you Can Rely onQIAGEN
By their very nature RNA molecules, especially mRNA and regulator RNA, are labile and can be highly unstable and sensitive to heat, UV and RNase contamination. The quality, relevance and scientific impact of gene expression results directly depends on the ability to extract RNA without losing any fraction of interest, while preserving the integrity of the biological information it carries. RNA quality control is thus critical to ensure high-quality results and for turning these results into actionable insights with confidence.
In this webinar, we will introduce you to the main parameters influencing RNA-based assays and their respective impact on downstream applications, discuss how to monitor them and cover the advantages of automation for quality control along complex workflows.
Monitoring Released N-Glycans in Biopharma Development/QC with Fluorescence &...Waters Corporation
Learn how new technologies from Waters, the RapiFluor-MS Labeling Reagent and the ACQUITY QDa Mass Detector, enable biopharmaceutical development and QC labs to monitor released N-glycans with complementary fluorescence and mass detection. http://www.waters.com/glycans
Industry and government experts will discuss Australian, New Zealand's and global policy and regulatory issues and the impact of the cooling sector on climate change. Key topics discussed will include the Kigali Amendment, the transition to zero net emissions systems, sustainability and renewables in integrated solutions.
Performance and Efficiency Analysis with Value Stream Mapping for Increasing ...Eylül Ceren Altın
The aim of the research is to analyze the performance and efficiency of the production processes of dish-washing machines in order to increase the production capacity. Initially, the production processes of a selected dish-washer model in the production line are observed, and the duration of all process steps are measured via time study. Then the process parameters, i.e. cycle time, changeover, inventories as well as the information flows are analyzed with the Current State Value Stream Map. Improvement opportunities based on findings are discussed with the company managers. Afterwards, a simulation model of the system is developed via Arena Simulation Software. Various improvement scenarios are simulated, before-after situations are compared with the simulation model, and the one giving the best output is displayed in the Future State VSM.
New Progress in Pyrosequencing for DNA MethylationQIAGEN
Pyrosequencing is a highly flexible technology that lets you rapidly analyze short- to medium-length sequences fast and quantitatively with high accuracy. The real-time, high-resolution sequence output makes the technology highly suitable for applications including complex mutation analysis, microbial identification and DNA methylation quantification.
The main bottleneck in Pyrosequencing has been limited sequence length, which is critical for some applications. Our new technology, software, and chemistry overcome this bottleneck and give sequence reads that are typically twice as long as those from previous PyroMark systems. The new PyroMark Q24 Advanced system also reduces background noise, improving quantification even at sites distant from the sequencing start. The new system is ideal for applications requiring analysis of longer sequences, such as DNA methylation analysis in epigenetic research, frequency determination in mutation analysis, and various de novo sequencing applications.
In this presentation, we will discuss the following applications and technology improvements:
• DNA methylation analysis at single base resolution at CpG and CpN sites
• Improved quantification of sequence variations at any sequence position
• Easy and improved base calling functionality
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شرکت ویراژن نماینده فروش و خدمات پس از فروش فریزرهای منفی 86 درجه ایلشین کره جنوبی در حجمهای مختلف از 50 لیتر تا 500 لیتر
Viragene Akam co. is Ilshin distributor in Iran for sales and after sales services .
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In Odoo, the multi-company feature allows you to manage multiple companies within a single Odoo database instance. Each company can have its own configurations while still sharing common resources such as products, customers, and suppliers.
Operation “Blue Star” is the only event in the history of Independent India where the state went into war with its own people. Even after about 40 years it is not clear if it was culmination of states anger over people of the region, a political game of power or start of dictatorial chapter in the democratic setup.
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2024.06.01 Introducing a competency framework for languag learning materials ...Sandy Millin
http://sandymillin.wordpress.com/iateflwebinar2024
Published classroom materials form the basis of syllabuses, drive teacher professional development, and have a potentially huge influence on learners, teachers and education systems. All teachers also create their own materials, whether a few sentences on a blackboard, a highly-structured fully-realised online course, or anything in between. Despite this, the knowledge and skills needed to create effective language learning materials are rarely part of teacher training, and are mostly learnt by trial and error.
Knowledge and skills frameworks, generally called competency frameworks, for ELT teachers, trainers and managers have existed for a few years now. However, until I created one for my MA dissertation, there wasn’t one drawing together what we need to know and do to be able to effectively produce language learning materials.
This webinar will introduce you to my framework, highlighting the key competencies I identified from my research. It will also show how anybody involved in language teaching (any language, not just English!), teacher training, managing schools or developing language learning materials can benefit from using the framework.
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Biological screening of herbal drugs: Introduction and Need for
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Ampliqon seminar 29 , 30 Nov 2015 by Viragene Akam Co.
1. 1
Perfect Results
a matter of knowledge
Mark N. Møller
Molecular Biologist and developer of RealQ Plus
Master Mix
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
2. 2
Ampliqon Real-Time Mixes
December 7, 2015 Mark N. Møller 2
RealQ Plus Green 2x Master Mix
• A323402 - Without ROX
• A324402 - Low ROX
• A325402 - High ROX
RealQ Plus Probe 2x Master Mix
• A313402 - Without ROX
• A314402 - Low ROX
• A315402 - High ROX
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
4. 4
Disposition
Definitions and Concepts
Real-time PCR chemistry
Optimizing and analyzing data
o Primer optimization and PCR protocol
o Amplification Plot
o Standard Curves
o Multi Component Plot
o Melt Curve
Example
Conclusions
December 7, 2015 Mark N. Møller 4
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
5. 5
Definitions and Concepts
qPCR = Quantitative real-time PCR
Quantification not quantitation
Cq = Quantification cycle (Ct, Cp and TOP)
Reference genes = Genes used for normalization
December 7, 2015 Mark N. Møller 5
The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments.
Clinical chemistry 55:4, 611-622 (2009). Stephen A. Bustin et al.
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
6. 6
Definitions and Concepts
Analytical Sensitivity:
”Minimum number of copies in a sample that
can be measured accurately with an assay”.
December 7, 2015 Mark N. Møller 6
The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments.
Clinical chemistry 55:4, 611-622 (2009). Stephen A. Bustin et al.
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
7. 7
Definitions and Concepts
Analytical Specificity:
”the qPCR assay detecting the appropriate
target sequence rather than other, nonspecific
targets also present in a sample”.
December 7, 2015 Mark N. Møller 7
The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments.
Clinical chemistry 55:4, 611-622 (2009). Stephen A. Bustin et al.
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
8. 8
Definitions and Concepts
Repeatability:
”the precision and robustness of the assay with the
same samples repeatedly analyzed in the same
assay. It may be expressed as the SD for the Cq
variance”
December 7, 2015 Mark N. Møller 8
The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments.
Clinical chemistry 55:4, 611-622 (2009). Stephen A. Bustin et al.
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
9. 9
Definitions and Concepts
December 7, 2015 Mark N. Møller 9
Reproducibility:
”the variation in results between runs or between
different laboratories and is typically expressed as
the SD or CV of copy number or concentrations”
The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments.
Clinical chemistry 55:4, 611-622 (2009). Stephen A. Bustin et al.
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
10. 10
Disposition
Definitions and Concepts
Real-time PCR chemistry
Optimizing and analyzing data
o Primer optimization and PCR protocol
o Amplification Plot
o Standard Curves
o Multi Component Plot
o Melt Curve
Examples
Conclusions
December 7, 2015 Mark N. Møller 10
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
11. 11
Real-time PCR Chemistry
December 7, 2015 Mark N. Møller 11
RealQ Plus Green 2x Master Mix
• A323402 - Without ROX
• A324402 - Low ROX
• A325402 - High ROX
RealQ Plus Probe 2x Master Mix
• A313402 - Without ROX
• A314402 - Low ROX
• A315402 - High ROX
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
12. 12
Real-time PCR Chemistry
SYBR Green
• ≥ 1000-fold increase
• Fluorescent signal is proportional to the amount of dsDNA
• Binds all dsDNA (unspecific)
”the qPCR assay detecting the appropriate target sequence rather than other, nonspecific
targets also present in a sample”. - MIQE
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
13. 13
Real-time PCR Chemistry
Hydrolysis Probe
• TaqMan is a hydrolysis probe
• One reporter signal One amplified target
• Fluorescence when intended target is amplified (Specific)
”the qPCR assay detecting the appropriate target sequence rather than other, nonspecific
targets also present in a sample”. - MIQE
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
14. 14
Real-time PCR Chemistry
ROX Passive Reference Dye
December 7, 2015 Mark N. Møller 14
Intended to normalize for non-PCR related fluorescence variations
ROX can correct for:
- Air bubbles
- Fluorescence variations because of concentration and volumes (limited)
- Fluorescence variations beacuse of sample effects (limited)
ROX can identify:
- Evaporation
- Poor mixing
- Some pipetting errors
Excitation spectrum Emission spectrum
585 nm 605 nm
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
16. 16
Disposition
Definitions and Concepts
Real-time PCR chemistry principles
Optimizing and analyzing data
• Primer optimization and PCR protocol
• Amplification Plot
• Standard Curves
• Multi Component Plot
• Melt Curve
Example
Conclusions
December 7, 2015 Mark N. Møller 16
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
17. 17
Optimizing and Analyzing Data
Primer optimization and PCR protocol
Primer design affects specificity, efficiency and accuracy.
• Find target sequence (NCBI)
• Upload correct sequence to primer software
• Primer 3
• http://primers.gene-quantification.info/
• PrimerExpress (ABI)
• Important parameters
• Melting temperature (TM)
• GC-content
• Target length (50-150 bp)
• Self priming
• Primer concentration (100-500 nM)
December 7, 2015 Mark N. Møller 17
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
18. 18
Optimizing and Analyzing Data
Primer optimization and PCR protocol
December 7, 2015 Mark N. Møller 18
Initial heating
15 min.
Cycling
15 -
30 sec.
30 sec.
30 sec.
Melt Curve
15 sec.
15 sec.
1 min.
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
19. 19
40 °C 50 °C45 °C 55 °C 60 °C
Mismatch vs. perfect match
”Although primer optimization has become unfashionable, it is clear that poor annealing
optimization has a large effect on assay quality” - MIQE
Optimizing and Analyzing Data
Primer optimization and PCR protocol
A TT C G AA
T C
A T A AT C G A C AATT G A C G AATT
A A
A T C GT AA
T T T TC C CG G G GT TA AT T T TC C CA A A AT T T TC CA AG G
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
20. 20
Disposition
Definitions and Concepts
Real-time PCR chemistry
Optimizing and analyzing data
o Primer concentration and PCR protocol
o Amplification Plot
o Standard Curves
o Multi Component Plot
o Melt Curve
Example
Conclusions
December 7, 2015 Mark N. Møller 20
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
21. 21
Optimizing and Analyzing Data
The amplification plot
December 7, 2015 Mark N. Møller 21
0
0,5
1
1,5
2
2,5
3
3,5
4
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40
ΔRn
Cycle
Lag Phase
Plateau Phase
Linear Phase
Log Phase
Linear View vs. Log View
0,01
0,1
1
10
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40
ΔRn
Cycle
Lag Phase
Log Phase
Linear Phase
Plateau Phase
Log phase is the most important phase!
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
22. 22
Optimizing and Analyzing Data
Lag Phase - Baseline
December 7, 2015 Mark N. Møller 22
Rn dRn
• Spread lag phase
• Different cross points
• Flat lag phase
• One y-axis cross point in 0
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
23. 23
Optimizing and Analyzing Data
Lag Phase - Baseline
December 7, 2015 Mark N. Møller 23
Too Low!
Increase the end cycle
Too high!
Decrease the end cycle and start
cycle
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
24. 24
24
Optimizing and Analyzing Data
Lag Phase - Baseline
Baseline set correct!
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
25. 25
Optimizing and Analyzing Data
The amplification plot
December 7, 2015 Mark N. Møller 25
0
0,5
1
1,5
2
2,5
3
3,5
4
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40
ΔRn
Cycle
Lag Phase
Plateau Phase
Linear Phase
Log Phase
(Exponential)
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
WWW.AMPLIQON.IR .
26. 26
Optimizing and Analyzing Data
Linear and Plateau Phase
December 7, 2015 Mark N. Møller 26
”After 30 cycles of PCR, well over 90 % of
primers and nucleotides are not consumed
and once the plateau is reached,
amplification cannot be restarted by adding
fresh reagents”
J. Hedman, doctoral thesis: ”DNA Analysis of PCR inhibitory forensic samples”,
2011.
IRAN Distributor , Viragene Akam Co .
Tel : (+9821) 88611552-3, 88062042-3
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27. 27
27
Optimizing and Analyzing Data
Linear and Plateau Phase
Two main factors on linear and plateau phase:
• Target product inhibition of Polymerase
• Annealing competion: dsDNA self-annealing vs.
primer annealing
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28. 28
Optimizing and Analyzing Data
The amplification plot
December 7, 2015 Mark N. Møller 28
How can we use the amplification plot to optimize,
analyze and help us generate the perfect results?
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29. 29
Optimizing and Analyzing Data
Log Phase – Defining Cq
December 7, 2015 Mark N. Møller 29
Second derivative maximum method:
Cq - value
Second derivative of
amplification plot
Amplification Plot
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30. 30
Optimizing and Analyzing Data
Log Phase – Defining Cq
December 7, 2015 Mark N. Møller 30
0
0,5
1
1,5
2
2,5
3
3,5
4
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40
ΔRn
Cycle
Perfect
Fluorescence threshold – Linear View
Cq - value
Too high
Too Low
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31. 31
0,01
0,1
1
10
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40
ΔRn
Cycle
Optimizing and Analyzing Data
Log Phase – Defining Cq
December 7, 2015 Mark N. Møller 31
Perfect
Fluorescence threshold – Log View
Cq - value
Too high
Too Low
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32. 32
Let’s look at it
December 7, 2015 Mark N. Møller 32
Steep
Flat
(Inhibitors)
Modified from J. Hedman, doctoral thesis: ”DNA Analysis of PCR inhibitory forensic samples”, 2011.
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33. 33
Check list for perfect results
Amplification Plot
December 7, 2015 Mark N. Møller 33
Sigmoidal curves with four phases
Steep sigmoidal curve
Standard deviation ≤ 0.2
between replicates
Negative controls (NTC) within limits
(≥ 40 cycles)
Consistent spacing (Standard curves)
Checklist:
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35. 35
Disposition
Definitions and Concepts
Real-time PCR chemistry principles
Optimizing and analyzing data
o Primer optimization and PCR protocol
o Amplification Plot
o Standard Curves
o Multi Component Plot
o Melt Curve
Example
Conclusions
December 7, 2015 Mark N. Møller 35
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36. 36
Optimizing and Analyzing Data
Standard curve
December 7, 2015 Mark N. Møller 36
18
20
22
24
26
28
30
32
34
-1,5 -1 -0,5 0 0,5 1 1,5 2 2,5
Cq
Log ng DNA
Standard Curve
0
1
2
3
4
5
6
10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40 42
ΔRn
Cycle
Amplification Plot
Efficiency = How efficient the polymerase amplifies the target.
1 cycle with 1 DNA doubling = 100 % efficiency
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37. 37
Optimizing and Analyzing Data
Standard curve
December 7, 2015 Mark N. Møller 37
”Amplification efficiency should be determined
from the slope of the log-linear portion of the
calibration curve… The dynamic range should
cover at least 3 orders of magnitude and ideally
should extend to 5 or 6 log10 concentrations.”
S. Bustin et al.: ”The MIQE guidelines: Minimum Information for Publication of
Quantitative Real-Time PCR Experiments”, 2009.
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38. 38
Optimizing and Analyzing Data
Standard curve
December 7, 2015 Mark N. Møller 38
PCR efficiency = 10−1/𝑠𝑙𝑜𝑝𝑒
− 1
18
20
22
24
26
28
30
32
34
-1,5 -1 -0,5 0 0,5 1 1,5 2 2,5
Cq
Log ng DNA
Standard Curve
R2 = Statistical measure of how close the
data are fitted to the regression line (≥ 0.98)
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39. 39
Optimizing and Analyzing Data
Standard curve
December 7, 2015 Mark N. Møller 39
For a precise standard curve, it important to:
- Prepare the dilution series from the previous tube (change filter tips in
between)
- Dip the tip as little as possible and pipet carefully and use low retention
tips
- Calibrate pipets and use sufficient volumes
- Have at least three replicates
- Mix thoroughly, but do not vortex nor pipet up and down when mixing
doublestranded DNA
- Use same DNA as target
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40. 40
Optimizing and Analyzing Data
Standard curve
December 7, 2015 Mark N. Møller 40
How can we use the standard curve to optimize, analyze
and help us generate the perfect results?
IRAN Distributor , Viragene Akam Co .
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41. 41
Optimizing and Analyzing Data
Standard curve
December 7, 2015 Mark N. Møller 41
Too low Efficiency Too high efficiency
PCR efficiency = 10−1/𝑠𝑙𝑜𝑝𝑒
− 1
18
20
22
24
26
28
30
0 0,5 1 1,5 2 2,5 3
Cq
Log ng DNA
y = -3.7411x + 29.142
R2 = 0.9781
18
20
22
24
26
28
30
0 0,5 1 1,5 2 2,5 3
Cq
Log ng DNA
y = -3.0767x + 28.277
R2 = 0.964
= 10−1/−3.7411 − 1
= 0.851
PCR efficiency = 10−1/𝑠𝑙𝑜𝑝𝑒
− 1
= 10−1/−3.0767
− 1
= 1.114
= 111.4%= 85.1 %
90 – 110 %
(-3.6 > Efficiency > -3.1)
100 % = -3.322
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42. 42
• Too low efficiency = reached sensitivity limit
• Too low efficiency = lack of annealing temperature or primer
concentration optimization
• Too low efficiency = lack of primer sequence optimization
• Too high efficiency = Inhibitors and lack of sample
concentration optimization
• Too high efficiency = Too high primer concentration
• Too high efficiency = Unspecific amplification
42
Optimizing and Analyzing Data
Standard curve
Sensitivity: ”Minimum number of copies in a sample that can be measured
accurately with an assay”.
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43. 43
43
Optimizing and Analyzing Data
Standard curve
”PCR efficiency is particularly important when reporting mRNA
concentrations for target genes relative to those for reference genes.
The ΔΔCq method is one of the most popular means of determining
differences in concentrations between samples and is based on
normalization with a single reference gene…The 2 genes must be
amplified with comparable efficiencies for this comparison to be
accurate.” - MIQE
Relative quantification
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44. 44
Check list for perfect results
Standard Curve
December 7, 2015 Mark N. Møller 44
Efficiency between 90-110 %
R2 value ≥ 0.98
Efficiency is not falsely high
No banana shaped standard curve
Checklist:
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45. 45
Disposition
Definitions and Concepts
Real-time PCR chemistry principles
Optimizing and analyzing data
o Primer optimization and PCR protocol
o Amplification Plot
o Standard Curves
o Multi Component Plot
o Melt Curve
Example
Conclusions
December 7, 2015 Mark N. Møller 45
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46. 46
Optimizing and Analyzing Data
Multi component view
December 7, 2015 Mark N. Møller 46
ROX
SYBR
Amplification
Plot
Melt
Curve
Fluorescence raw data
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47. 47
Optimizing and Analyzing Data
Multi Component View
December 7, 2015 Mark N. Møller 47
How can we use the multi component view to optimize,
analyze and help us generate the perfect results?
IRAN Distributor , Viragene Akam Co .
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48. 48
Optimizing and Analyzing Data
Multi component view
December 7, 2015 Mark N. Møller 48
Low SYBR signal:
• Failing bulb
• Mix expiration
High SYBR signal
• Can inhibit PCR
ROX signal inconsistency:
• Evaporation
• Poor mixing
• Some pipetting errors
Cq Values:
• Manipulative with SYBR
• Manipulative with ROX
ROX
SYBR
Cq difference
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49. 49
Check list for perfect results
Multi Component View
December 7, 2015 Mark N. Møller 49
Reporter within range and at the desired
levels
ROX passive reference dye signal
is unchanged
ROX level correct and help maintain
low standard deviation
Checklist:
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50. 50
Disposition
Definitions and Concepts
Real-time PCR chemistry principles
Optimizing and analyzing data
o Primer optimization and PCR protocol
o Amplification Plot
o Standard Curves
o Multi Component Plot
o Melt Curve
Example
Conclusions
December 7, 2015 Mark N. Møller 50
IRAN Distributor , Viragene Akam Co .
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51. 51
Optimizing and Analyzing Data
Melt Curve
December 7, 2015 51
Intensity
Temperature
TM
50 %
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52. 52
52
50 °C 95 °C
FluorescenceIntensity
Optimizing and Analyzing Data
Melt Curve
Temperature
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53. 53
53
dI/dT
Temperature
TM
Mark N. Møller
Temperature
- dI/dT
TM
Optimizing and Analyzing Data
Melt Curve
Intensity
Temperature
TM
50 %
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54. 54
Optimizing and Analyzing Data
Melt Curve
December 7, 2015 Mark N. Møller 54
Target
Melt point influenced by:
• DNA amount
• pH
• Buffer composition
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55. 55
55
Optimizing and Analyzing Data
Melt Curve
Different buffers can give different TM
=> Optimize annealing temperature to your
specific buffer
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56. 56
Optimizing and Analyzing Data
Melt Curve
December 7, 2015 Mark N. Møller 56
How can we use the melt curve to optimize, analyze and
help us generate the perfect results?
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57. 57
Optimizing and Analyzing Data
Melt Curve
December 7, 2015 Mark N. Møller 57
Unspecific
product
Target
• Redesign primers
• Optimize annealing temperature
• Optimize primer concentration
Target
• Have separate work spaces
• Setup
• PCR run
• Opening plates
+ NTC
(contamination)
Unspecific
product
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58. 58
Optimizing and Analyzing Data
Melt Curve
December 7, 2015 Mark N. Møller
58
Primer
dimers
Target
• Redesign primers
• Optimize annealing temperature
• Hot Start enzyme
Primer dimer formation
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59. 59
Check list for perfect results
Melt Curve
December 7, 2015 Mark N. Møller 59
Clear and distinguished peak at intended
temperature
No primer dimers
Negative NTC’s
No unspecific amplification
Checklist:
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61. 61
Disposition
Definitions and Concepts
Real-time PCR chemistry principles
Optimizing and analyzing data
o Primer optimization and PCR protocol
o Amplification Plot
o Standard Curves
o Multi Component Plot
o Melt Curve
Example
Conclusions
December 7, 2015 Mark N. Møller 61
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62. 62
Example
Absolute Quantification
December 7, 2015 Mark N. Møller 62
0
1
2
3
4
5
6
10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40 42
ΔRn
Cycle
Amplification Plot
SD = 0.07
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63. 63
Example
Absolute Quantification
December 7, 2015 Mark N. Møller 63
18
20
22
24
26
28
30
32
34
-1,5 -1 -0,5 0 0,5 1 1,5 2 2,5
Ct
Log ng DNA
Standard Curve
Slope: -3.376
R2: 0.999
PCR efficiency = 10−1/𝑠𝑙𝑜𝑝𝑒 − 1
= 10−1/−3.376 − 1
= 0.978
= 97.8 %
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65. 65
Example
Absolute Quantification
December 7, 2015 Mark N. Møller 65
0
10000
20000
30000
40000
50000
60000
70000
80000
90000
100000
110000
120000
130000
60 65 70 75 80 85 90 95 100
DerivativeReporter(-R')
Temperature (°C)
Melt Curve
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66. 66
Disposition
Definitions and Concepts
Real-time PCR chemistry
Optimizing and analyzing data
o Primer optimization and PCR protocol
o Amplification Plot
o Standard Curves
o Multi Component Plot
o Melt Curve
Example
Conclusions
December 7, 2015 Mark N. Møller 66
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67. 67
Conclusions
To get the best results it is important to know:
• How to set up and optimize your experiment
• How to analyze your results
• This can be done with Ampliqon RealQ Plus
Master Mixes!
December 7, 2015 Mark N. Møller 67
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68. 68
December 7, 2015 Mark N. Møller 68
IRAN Distributor , Viragene Akam Co .
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