The Importance of Quality Control Steps in Experiments
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Transcript of The Importance of Quality Control Steps in Experiments
Sample to Insight
1
Dr. Pierre-Henri FerdinandGlobal Product Management
You Can’t Always Trust your DNA to be There For You - The Importance of Quality Control Steps in Experiments
Trust your samples, trust your results - nucleic acids quality control
Sample to Insight
Legal Disclaimer
2
QIAGEN products shown here are intended for molecular biology applications. These products are not intended for the diagnosis, prevention, or treatment of a disease.
For up-to-date licensing information and product-specific disclaimers, see the respective QIAGEN kit handbook or user manual. QIAGEN kit handbooks and user manuals are available at www.QIAGEN.com or can be requested from QIAGEN Technical Services or your local distributor.
Trust your samples, trust your results - nucleic acids quality control
Sample to Insight
Trust your samples, trust your results - nucleic acids quality control 3
Outline
Why is sample QC so important?1
Main sample QC parameters2
Advantages of laboratory automation for quality samples and quality results
3
Wrap up4
Sample to Insight
Trust your samples, trust your results - nucleic acids quality control 4
Outline
Why is sample QC so important?1
Main sample QC parameters2
Advantages of laboratory automation for quality samples and quality results
3
Wrap up4
Sample to Insight
5
http://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.1002165
“Low reproducibility rates within life science research undermine cumulative knowledge production and contribute to both delays and costs of therapeutic drug development. An analysis of past studies indicates that the cumulative (total) prevalence of irreproducible preclinical research exceeds 50%, resulting in approximately US$28 Billion/year spent on preclinical research that is not reproducible—in the United States alone.”
Freedman LP, et al. (2015) The Economics of Reproducibility in Preclinical Research. PLoS Biol.
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http://www.sciencemag.org/news/2015/06/study-claims-28-billion-year-spent-irreproducible-biomedical-researchhttp://www.nature.com/news/reproducibility-1.17552http://www.nature.com/news/1-500-scientists-lift-the-lid-on-reproducibility-1.19970
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Non reproducibleReproducible biomedical
research
50%• Culture of “publish or perish”• Inefficiencies in designing, conducting, and reporting of
studies• Lack of standardization of sample quality for inter-lab
reproducibility
Some solutions for tackling the issue:• Implementing quality control procedures at key steps of laboratory workflows to help
standardizing the parameters of the samples, and thus the quality of the data generated.
• Combining lab automation with quality chemistries to enhance reproducibility of experiments, bringing confidence in data interpretation.
Trust your samples, trust your results - nucleic acids quality control
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QC emphasizes on gaining insight into a sample quality and assess its suitability for downstream applications and its potential for generating reliable results.
QC plays an important role when it comes to developing routine procedures or troubleshooting an experiment.
µg
?
Purity?
Quantity?
Integrity?
Sequence?
Are these parameters in the range of my experiment’s requirements for generating high-quality results?
Sample Quality?
• Sample to sample variations• Human errors• Operator-to-operator variations• Tools imprecisions/misuse• Environmental changes
Risks of degrading sample quality and generating results of poor quality
What is sample QC?
Trust your samples, trust your results - nucleic acids quality control
Sample to Insight
Why is sample QC so important?
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? % success
µg
Assess sample quality according to relevant parameters and thresholds
Process downstream only samples of good quality, maximizing success of assays
Highest quality results are only achieved from quality samples Only quality results are worth sharing
Analyse, interpret, validate and share results with confidence
Track sample quality along the workflow
Sample to Insight
At least one QC step required in each workflow
Trust your samples, trust your results - nucleic acids quality control 10
Sample collection/
stabilization
DNA purification Amplification
Ampliconsdetection and
analysis
Data analysis &
interpretation
Genotyping
QC
Sample collection/
stabilization
RNA purification,
cDNA & cRNA synthesis
Quantification, Normalization, Fragmentation
Array Hybridization and scanning
Data analysis &
interpretation
Gene expression Microarrays
QC QC V&V
Sample collection/
stabilization
RNA purification Amplification Analysis
Data analysis &
interpretation
Gene expression RT-PCR
QC V&V
Sample collection/
stabilization
DNA/RNA purification
NGS Library Prep Sequencing
Data analysis &
interpretation
Next Generation Sequencing
QC QC V&V
V&V
Sample to Insight
Why is QC it so important ?
Trust your samples, trust your results - nucleic acids quality control 11
Risk of failure Workflows are complex, error- and failure-prone multi-step procedures A lot of things can potentially go wrong – at each step DNA and especially RNA can be unstable: sensitive to heat, radiations and
nucleases
Confidence in results At the end, only the final result matters Reliability and reproducibility of results are affected by poor quality samples
or sample sets for which quality is not standardized. Robust results have more impact and only best results are worth sharing
Cost aspects Detection technologies get more and more sensitive but not necessarily
more robust Downstream analysis can incur high price per sample (NGS, Arrays, etc.) Failure means waste of time and resources
Sample to Insight
Trust your samples, trust your results - nucleic acids quality control 12
Cost of insufficient or inappropriate QC
Cost of QCInstruments, consumables, training, time… ?
The overall cost of not performing QC, i.e. risking processing poor quality samples along downstream applications, is often overlooked if calculated at all.
• Can you exactly tell the cost/sample of your qPCR experiment? • Time spent interpreting challenging results?• Price of your confidence and peace of mind?
Sample to Insight
Trust your samples, trust your results - nucleic acids quality control 13
Cost of insufficient or inappropriate QC
Cost of QCInstruments, consumables, training, time… ?
The overall cost of not performing QC, i.e. risking processing poor quality samples along downstream applications, is often overlooked if calculated at all.
Price per sample Time
Downstream application
qPCR 1.5 $US 4-5 hrs
Pyrosequencing 3.0 $US 7-8 hrs
Sanger Sequencing 5-6 $US 4-6 hrs
Next-Gen Sequencing >200 $US(5plex) 2-3 working days
A trade-off must be found between the cost of QC procedure and the cost of not doing QC
Sample to Insight
Trust your samples, trust your results - nucleic acids quality control 14
Outline
Why is sample QC so important?1
Main sample QC parameters2
Advantages of laboratory automation for quality samples and quality results
3
Wrap up4
Sample to Insight
Parameters are of prime relevance for sample Quality Control
Trust your samples, trust your results - nucleic acids quality control 15
QC Criteria UV spectro. Gels Dye-based spectro.
CE / µ-fluidic UV/VISspectro.
Pyro-sequencing
Protein contaminants(A260/280) Salts & other contaminants(A260/230)
Quantity of dsDNA vs. other NA Yield () Degradation/Size distribution () Sizing Sample sequence
There is no one-for-all solution – 3 technologies cover all sample QC needs
purity
quantity
integrity
sequence
Sample to Insight
Their impact on downstream applications
Trust your samples, trust your results - nucleic acids quality control 16
AGCC
GA
GATC
CA
CCTT
CA
Purity
Quantity
Integrity
Sequence
Phenol, ethanol, salts, etc. can jeopardize sensitivity and efficiency of downstream enzymatic reactions.Large amounts of unwanted RNA, ssDNA or dsDNA template lead to overestimation of the molecule of interest and interferes with downstream applications.
When the concentration of NA is overestimated, the input amount will be too low. This leads to weak amplification and weak signal strength.When the concentration of DNA is underestimated the input amount will be too high and can lead to overuse of precious samples, increased concentration of inhibitors, false priming, unfavorable ratios, etc.
NA samples of poor integrity can affect PCR reactions and lead to errors in replication and/or lower yields e.g. irrelevant CT values. Degraded samples can produce false negative results.NGS libraries of incorrect size distribution or containing contaminating NA (primers and/or adaptor dimers) can lead to loss in sequencing coverage.
Failing at detecting mutations can be misleading when linking an observed phenotype to a genotype or highlighting mutations/variant which could explain an observed phenotype.
Sample to Insight
Trust your samples, trust your results - nucleic acids quality control 17
Sample QC requirements vary from one workflow to another and small deviations in key sample parameters can have important impact on final results.
Appropriate QC procedures and accurate monitoring of key quality parameters is essential in order to save time, money, and peace of mind when turning samples into insights.
Sample to Insight
Sample quality control in workflows
Trust your samples, trust your results - nucleic acids quality control 18
Gene Expression
Genotyping
Next-Gen Sequencing
gDNA integrity
DNA/RNA integrityLibrary QC
RNA QC
V&VDetection
V&V
V&V
Quantity & Purity
Integrity & size distribution Sequence
Extraction yieldcontamination
Extraction yieldcontamination
Extraction yieldcontamination
QIAxpert QIAxcel Advanced PyroMark Q48 AP
Sample to Insight
These instrument match requirements for efficient QC
Trust your samples, trust your results - nucleic acids quality control 19
Short time to result:
High performance:
Value for money:
Quantity & Purity
Integrity & size distribution Sequence
QIAxpert QIAxcel Advanced PyroMark Q48 AP
• Ease of use, don’t require extensive trainings
• Convenient data management for traceability
Sample to Insight
How does QIAGEN helps you achieving reliable QC?
Trust your samples, trust your results - nucleic acids quality control 20
Sample collection/
stabilization
DNA/RNA purification
Amplification/ NGS Library
PrepAnalysis
Data analysis &
interpretationQC V&VQC
Quantity & Purity
Integrity & size distribution
Sequence
QIAxpert QIAxcel Advanced PyroMark Q48 AP
Sample to Insight
With QIAxpert – tell DNA from RNA and other contaminants without a dye
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High-speed microfluidics• No drop & clean action required, no cross contamination• Evaporation-safe for 2h• Flexible input & up to 16 samples in <2 min
Comprehensive Export• Reports can be viewed on any browser• USB and Network data output• No extra software or computer required
Easy interaction• Inbuilt touchscreen• Simple GUI • Variety of pre-installed protocols
Spectral content profiling• Differentiation between molecules• Quantify and subtract identified impurities• Give best insight into samples’ quality
Trust your samples, trust your results - nucleic acids quality control
Sample to Insight
QIAxpert uses innovative microfluidic sample carrier
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Key features:
1
2
34
5
1
2
3
4
5
Sample loading wellCapillariesMicrocuvetteOverflowVent hole for vacuum
Only 2 µl of sample required
DNA range: 1.5 ng/μl up to 2000 ng/μl dsDNA (A260)
Fast analysis, up to 16 samples in less than 2 minutes
Algorithm can unmixe sample’s spectra to differentiate contribution of different molecules.
QIAxpert is a high-speed spectrophotometer for DNA, RNA and
protein analysis. It is fast, accurate and sensitive.
Trust your samples, trust your results - nucleic acids quality control
Sample to Insight
Trust your samples, trust your results - nucleic acids quality control 23
QIAxpert – Unique spectral content profiling protocols
A230: impurities
A280: proteins
A260: nucleic acids
Sample to Insight
Trust your samples, trust your results - nucleic acids quality control 24
1. Absorbance measurement (and background correction)
2. Content profiling of the measured spectrum by fitting of reference spectra into
• Specific DNA or RNA spectrum• Impurities spectrum • Residue spectrum
3. Quality control• Impurities spectrum• Residue spectrum • Backround spectrum• A260/A280 ratio for protein
contamination
QIAxpert – Unique spectral content profiling protocols
Quantity of DNA or RNA you think you have
Quantity of DNA or RNA you actually have
Sample to Insight
Quantity & Purity !
QIAxpert – Unique spectral content profiling protocols
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Classic spectrophotometry
Quantity
Spectral Content Profiling
For internal use only
• DNA or RNA spectrum• Impurities spectrum • Residue spectrum
Trust your samples, trust your results - nucleic acids quality control
Sample to Insight
How does QIAGEN helps you achieving reliable QC?
Trust your samples, trust your results - nucleic acids quality control 26
Sample collection/
stabilization
DNA/RNA purification
Amplification/ NGS Library
PrepAnalysis
Data analysis &
interpretationQC V&VQC
Quantity & Purity
Integrity & size distribution
Sequence
QIAxpert QIAxcel Advanced PyroMark Q48 AP
Sample to Insight
QIAxcel Advanced allows separation, detection and analysis of NA
27Trust your samples, trust your results - nucleic acids quality control
QIAxcel Advanced is an automated capillary electrophoresis system for
DNA and RNA analysis.
Sample to Insight
QIAxcel Advanced allows separation, detection and analysis of NA
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QIAxcel Advanced
Fully automated DNA and RNA analysis
Fast processing: 12 samples in 8 – 13 min
Up to 96 samples per run, more with lab automation
High resolution down to 3 – 5 bp up to 500 bp
Safety and convenience with ready-to-use gel cartridges
Digital data output
QIAxcel Advanced allows analysis of gDNA, RNA and NGS libraries
Trust your samples, trust your results - nucleic acids quality control
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How does it work?
Place the gel cartridge into the instrument
Load samples (tube strips or 96-well plates), buffers, and markers
Select the Process Profile of your choice... and GO!
Look at the results in real-time on the screen and report data just a few minutes later
Operating the QIAxcel Advanced system:
Trust your samples, trust your results - nucleic acids quality control 29
Sample to Insight
QIAxcel Advanced - Quality Control of genomic DNA
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A&B. Agarose gel (left) and QIAxcel gel (right) photo showing gDNA in various states of degradation (sonication)
Lane 1 non-degraded gDNA Lane 3 gDNA partially degraded Lane 5 gDNA fully degraded
C. Electropherograms of gDNA samples Lane 1: Very good quality gDNA Lane 3: Partially degraded gDNA Lane 5: Highly degraded gDNA
Trust your samples, trust your results - nucleic acids quality control
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RNA Quality Control - RNA Integrity Score (RIS)
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A1 RIS: 9.5 A7 RIS: 5.8
A11 RIS: 3.6 Superimposed view
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RIS10 1
RNA Integrity
Sample to Insight
QIAxcel Advanced - Quality Control of RNA
Trust your samples, trust your results - nucleic acids quality control 32
• RIS (RNA Integrity Score) value directly reflects RNA integrity • Provides objective quality measurement for RNA samples• Eliminates need for human interpretation and enables implementation of
rigorous QC• Allows comparison between samples and standardization of experiments• High correlation with RIN number
RIS
RIN
R² = 92.92%
Sample to Insight
RIS is more robust than RIN for assessing RNA integrity
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• Depending on the degradation mechanism (heat, nuclease or UV), total RNA samples have different electrophoretic behavior
• Different RNA degradation methods result in different ranges of ΔΔCt values for identical RIS/RIN values
• “Overall, RIS was more robust than RIN for assessing RNA integrity” Unger, C et al., 2015
Learn more about RNA quality control by listening to our RNA QC webinar!
http://www.ncbi.nlm.nih.gov/pubmed/25998866www.researchgate.net/publication/277080839_Ultraviolet_C_radiation_influences_the_robustness_of_RNA_integrity_measurement
Trust your samples, trust your results - nucleic acids quality control
Sample to Insight
QIAxcel Advanced - Quality Control of NGS libraries
34Trust your samples, trust your results - nucleic acids quality control
Recommended quality control steps
Primer and/or adaptors dimers?
Concentration/Molarity of the library?
Large fragments?
Small fragments?
Illumina HiSeq—Whole Genome Sequencing
Sample to Insight
GeneReader – QC of a high quality library
Trust your samples, trust your results - nucleic acids quality control
AoI1 „Small“
AoI2 „Library“
AoI3„Large“
170bp 300bp
Molarity<20%
Molarity<10%
Height≥ 40 S/N
AoI = Area of Interest
QIAxcel Advanced automates objective and reliable QC of NGS libraries
Sample to Insight
How does QIAGEN helps you achieving reliable QC?
Trust your samples, trust your results - nucleic acids quality control 36
Sample collection/
stabilization
DNA/RNA purification
Amplification/ NGS Library
PrepAnalysis
Data analysis &
interpretationQC V&VQC
Quantity & Purity
Integrity & size distribution
Sequence
QIAxpert QIAxcel Advanced PyroMark Q48 AP
Sample to Insight
Pyrosequencing provides the most detailed validation data
37
Sanger sequencing Pyrosequencing
PCR Real-time PCR
• Quantification of sequence variations o LOD down to 1–2%o short to medium sequences
• Detection of sequence variationso LOD approximately 20%o medium to long sequences
• Detection of single sequence variationso LOD <1%
• Quantification of single sequence variations o LOD typically <1%
Complex analysis
Non-quantitative Quantitative
Simple analysis
Seq
uenc
e va
riatio
n
Result requirement
xsingle mutation or SNP
xx x xx xmultiple mutations or SNPs
ABC D E F
Trust your samples, trust your results - nucleic acids quality control
Sample to Insight
Trust your samples, trust your results - nucleic acids quality control 38
Outline
Why is sample QC so important?1
Main sample QC parameters2
Advantages of laboratory automation for quality samples and quality results
3
Wrap up4
Sample to Insight
How does QIAGEN helps you achieving reliable QC?
Trust your samples, trust your results - nucleic acids quality control 39
Quantity & Purity
Integrity & size distribution
Sequence
QIAxpert QIAxcel Advanced PyroMark Q48 AP
Let lab automation work for you and do the job they are excellent at: Delivering reliable and reproducible results
Perform accurate measurements, keep track of your sample quality, standardize your experiments and increase reproducibility of your results.
Increase your lab productivity: automation frees your hands and your mind!
Sample to Insight
Frame of reference of QIAGEN automated solutions:• Flexible throughput along your workflow
• Shorter time to results : get faster insights into your samples
• Increases productivity : free up your hands so you can focus on your other tasks
• High reproducibility: automation decreases manual errors and standardizes your results
• Compatibility with QIAGEN quality chemistries
Trust your samples, trust your results - nucleic acids quality control
Sample to Insight
Trust your samples, trust your results - nucleic acids quality control 41
Outline
Why is sample QC so important?1
Main sample QC parameters2
Advantages of laboratory automation for quality samples and quality results
3
Wrap up4
Sample to Insight
Key quality indicators
Trust your samples, trust your results - nucleic acids quality control 42
QC Criteria UV spectro. Gels Dye-based spectro
CE / µ-fluidic UV/VISspectro.
Pyro-sequencing
Protein contaminants(A260/280) Salts & other contaminants(A260/230)
Quantity of dsDNA vs. other NA Yield () Degradation/Size distribution () Sizing Sample sequence
There is no one-for-all solution
purity
quantity
integrity
sequence
Sample to Insight
Key quality indicators
Trust your samples, trust your results - nucleic acids quality control 43
QC Criteria UV spectro. Gels Dye-based spectro
QIAxcel Advanced
QIAxpert PyroMark Q48 AP
Protein contaminants(A260/280) Salts & other contaminants(A260/230)
Quantity of dsDNA vs. other NA Yield () Degradation/Size distribution () Sizing Sample sequence
There is no one-for-all solution – QIAGEN covers all your needs for sample Quality Control!
purity
quantity
integrity
sequence
Sample to Insight
Sample QC can save you time, money, and peace of mind
44
Application Price per sample Time
Downstream application
qPCR 1.5 $US 4-5 hrs
Sanger Sequencing 5-6 $US 4-6 hrs
Next-Gen Sequencing >200 $US(5plex) 2-3 working days
Affymetrix GeneChip Analysis
500-800 $US/sample > 2 working days
Sample Quality Control
QIAxpert <1$US 90 seconds(16 samples in parallel)
QIAxcel Advanced <1$US 3-10 minutes(12 samples in parallel)
Purity & quantity
Integrity
QC gives insights into sample suitability for
downstream application
• Brings confidence in data analysis and interpretation, troubleshooting• Saves time, money, and peace of mind by excluding samples of poor quality
“Save time, money, and peace of mind only dealing with the samples you deserve: the ones of highest quality”
Trust your samples, trust your results - nucleic acids quality control
Sample to Insight
QIAGEN helps you achieving reliable QC
Trust your samples, trust your results - nucleic acids quality control 45
Quantity & Purity
Integrity & size distribution
Sequence
QIAxpert QIAxcel Advanced
More info on:QIAGEN.com/QCSolutions
• Learn about sample Quality Control• Understand how QIAGEN helps you improving the
reproducibility of your experiments and achieving quality results• Discover your instruments with our interactive online demo tools
and request a free demo in your lab!
PyroMark Q48 AP
Sample to Insight
46
Questions?
Thank you for your attention!
Pierre-Henri FerdinandGlobal Product Management
Trust your samples, trust your results - nucleic acids quality control
More about nucleic acids QC:QIAGEN.com/QCSolutions