Implementing Next Generation Seqqg()uencing (NGS) as a ...€¦ · NGS Survey of CAP PT...
Transcript of Implementing Next Generation Seqqg()uencing (NGS) as a ...€¦ · NGS Survey of CAP PT...
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2013 Laboratory Accreditation Program Audioconferences and gWebinars Implementing Next Generation Sequencing (NGS) as a Clinical q g ( )Tool in the Laboratory
Nazneen Aziz, PhD,
Director, Molecular MedicineTransformation Program Office
February 20, 2013
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TopicsTopics
• Next Generation Sequencingo Technology overview o Rapidly evolving field o Factors driving adoption of NGS in diagnostic
medicine o CAP/CLIA standards developed for NGSo CAP/CLIA standards developed for NGS o NGS methods based PT in development
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Introduction to Next Generation SequencingOverview: History
Human genome Project led the path to genomic medicine
Overview: History
(1990–2003) Now
Human Genome Project Genomic medicineHuman Genome Project
13 years | $3 billion
Genomic medicine
Sequence Compare Report
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Research Applications Predict and diagnose diseases
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Sanger Sequencing: Autoradiography ChromatogramsSanger Sequencing: Autoradiography Chromatograms
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The Human Genome Project (first reference sequence) was done using Sanger sequencing.
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Sanger vs Next Generation SequencingSanger vs Next Generation Sequencing
Sanger Next Generation
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Sequencing
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Sanger vs Next Generation SequencingSanger vs Next Generation Sequencing
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Illumina Genome Analyzer
A
Compiled Image
A
C
T
C
G
Flow Cell Clusters
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Qualitative and Quantitative InformationQualitative and Quantitative Information
G>Illumina
Ref SeqG>A
Coverageor number of reads
8
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Next Generation Sequencing BioinformaticsNext Generation Sequencing Bioinformatics
Variant IdentificationImage Capture Identification
Annotation
Giga-Terabyte
Conversion to Bases
Image ProcessingSequence Read
FilesBase Quality Scores
Signal to Noise
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Rapid Evolution of Next Generation SequencersFirst Wave Second Wave
454/Roche“2005” Illumina Life
Tech Helicos Pacific Biosciences
GS FLX GenomeAnalyzer SOLiD HeliScope SMRT
Third Wave
GS Junior
SOLiD 5500 SOLiD 5500xl
GAIIxGAIIe
Ion TorrentJunior GAIIe
HiScanSQHiSeq
PGSIon Proton
miSeqo oto
Proton
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Sequencing Chemistries and Signals are VariedSequencing Chemistries and Signals are Varied
Pyrosequencing454
Sequencing by LigationSOLiD
Reversible Dye TerminatorsIllumina Ion Torrent
Generation of Luminescent or Fluorescent Images gor chemical signals
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Conversion to Sequence
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Illumina HiSeq 2000Illumina HiSeq 2000
2 Independent Flow Cells8 Lanes per Flow Cell
Multiple Samples per Lane
2 G Fl C ll2- 3 Exome(s) per Lane
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2 Genomes per Flow Cell7 days/genome
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New PlatformsL th h t f t t d tiLower throughput - faster turn around time
Ion Torrent PGMIllumina miSeq
Reversible Dye Monitors H+
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Reversible Dye Terminators
Monitors H+ Release
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Ion Proton DNA SequencerIon Proton DNA Sequencer
• Semiconductor chips form the heart of the pmachine.
• CMOS chips detect chemical changes instead of lightinstead of light.
• The Ion Proton I chip has 165 million sensors Mid-2012.
• The Ion Proton II Chip has 660 million sensors.
• Late 2012.
• Significant increase in speed and reduction f th t f l l i
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of the cost of genome-level sequencing.
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Oxford Nanopore: Single Molecule Sequencing Oxford Nanopore: Single Molecule Sequencing
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Alignment SoftwareAcademic Software
Alignment Software
maq assemble [-sp] [-m maxmis] [-Q maxerr] [-r hetrate] [-t coef] [-q minQ] [-N nHap] out.cns in.ref.bfa in.aln.map2> out.cns.log
• In-house built
• Free
• Genome community supportGenome community support
• Feature rich user interface
Commercial Software
• $$$
• Company support
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AgendaAgenda
• Next Generation Sequencingo Technology overview o Rapidly evolving field
F t d i i d ti f NGS i di ti di io Factors driving adoption of NGS in diagnostic medicine o Standards developed for laboratory accreditation at CAP o NGS methods based PT in developmentp
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Growth in Sequencing Revenues: Genetic TestingGrowth in Sequencing Revenues: Genetic Testing
Estimated to reachEstimated to reach $5 billion : 2015
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The Cost of Genome Sequencing is Decreasing Rapidly and Driving Clinical Adoption of Genomic Analysis g p y
Cost per Genome Data Generation, Sep 2001 – Oct 2011$100 000 000
$10,000,000
$100,000,000
$100,000
$1,000,000
$1,000
$10,000
$1,000
Oct
-01
Apr
-02
Oct
-02
Apr
-03
Oct
-03
Apr
-04
Oct
-04
Apr
-05
Oct
-05
Apr
-06
Oct
-06
Apr
-07
Oct
-07
Apr
-08
Oct
-08
Apr
-09
Oct
-09
Apr
-10
Oct
-10
Apr
-11
Oct
-11
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Cost for genome sequence data generation today is <$3,000
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Decline in Sequencing Costs Likely to ContinueDecline in Sequencing Costs Likely to Continue
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Genomic Analysis by Next Gen Sequencing Currently UsedCurrently Used
Past and Continuing Molecular Pathology Tests Genomic Analysis: Most
commonly used
Genomic Analysis:Growing and perhaps
common in the near future
Si l G /P th
Single/Few Mutations Gene Panels
E T i t
Genome
Single Gene/Pathogen
Few Genes
Exome Transcriptome
Genomic Analysis by Next Gen Sequencing
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NGS Survey of CAP PT CustomersNGS Survey of CAP PT Customers
• 19% current users• 55% plan to begin NGS
• 20% within 6 months20% within 6 months• 14% within 12 months• 21% within 1 – 3 years
• 19% do not plan to begin using NGS technology 176 d gy
• Of those using NGS technology, 61% perform less than 10 tests per month
176 responders
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per month
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Disease Area NGS TestsDisease Area NGS Tests
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NGS Tests Offered: Panel Exome GenomeNGS Tests Offered: Panel, Exome, Genome
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Expansion Plans of NGS Test OfferedExpansion Plans of NGS Test Offered
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Confirmation Using Alternate TechnologiesConfirmation Using Alternate Technologies
• 41% always use Sanger or other technologies to confirm pathogenic variants prior to
tireporting
• 22% use it only for specific cases/assayscases/assays
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Bioinformatics SupportBioinformatics Support
30% require out-sourced bioinformatics support
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Clinical Genomic Analysis ProcessClinical Genomic Analysis Process
Pre-AnalyticalPre-Analytical
Sequence Data GenerationSequence Data Generation
Sequence Data Interpretationq p
Reporting & Billing
Clinical Consultation
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Pre-Analyticale a yt ca
D t i if t ti i li i ll f l• Determine if testing is clinically useful
• Determine appropriate test, specimen, and laboratorypp p , p , y
• Obtain sample and patient consent
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Sequence Data Generation
Data QA & Sequence AlignmentSequencing Process
• DNA extraction • Quality assessment of sequence data (d th f i t f
• DNA fragmentation
• Fragment selection
(depth of coverage, variant frequency, etc.)
• Align sequence data to reference • Fragment selection
• Adapter ligation
g qsequence
• Identify variants based on reference sequence• Clonal amplification
• Sequencing
sequence
• 6 Billion bases (maternal and paternal)
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• 4 Million variants (10% complex variants: indels, SV, CNVs…)
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Sequence Data Interpretation
Cli i l I t t tiV i t A t Clinical Interpretation Variant Assessment
• Compare variants to databases • Integration of potentially Compare variants to databases (OMIM, COSMIC, dbSNP, 1000 Genomes, ENCODE, etc.)
V i t i t l i ( l ti
teg at o o pote t a ysignificant variants with clinical phenotype of the patient, family, and literature
• Variant impact analysis (evolutionary conservancy analysis, protein structural analysis, pathway analysis, etc.)
• Interpretive report generation)
• Literature reviews
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Reporting & Billing
• Report in LIS, EHR., and PHR
• Code and bill for testing & interpretationCode and bill for testing & interpretation
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Clinical Consultation
Ph i i lt• Physician consults
• Clinical conferences
• Patient consultations with physician and genetic counselorscounselors
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Clinical Genomic Analysis Process Sequence Data Generation
Data QA & Sequence AlignmentSequencing ProcessPre-Analytical
• DNA extraction • Quality assessment of sequence data (depth • Determine if testing DNA extraction• DNA fragmentation• Fragment selection• Adapter ligation• Clonal amplification
Sequencing
Quality assessment of sequence data (depth of coverage, variant frequency, etc.)
• Align sequence data to reference sequence• Identify variants based on reference
sequence6 Billion bases (maternal and paternal)
Determine if testing is clinically useful
• Determine appropriate test, specimen, and laboratory
Sequence Data Interpretation
• Sequencing • 6 Billion bases (maternal and paternal)• 4 Million variants (10% complex variants:
indels, SV, CNVs…)
laboratory• Obtain/document
patient consent
Integration of Report in LIS • Individual • Compare variants to databases
Clinical Consultation
Reporting & Billing
Clinical Interpretation Variant Assessment
• Integration of potentiallysignificant variants with clinical, family, and literature
• Report in LIS, EHR and PHR
• Code and bill for testing & interpretation
• Individual physician consults
• Clinical Conferences
• Compare variants to databases (OMIM, COSMIC, dbSNP, 1000 Genomes, ENCODE, etc.)
• Variant impact analysis (evolutionary conservancy
• Write interpretive report
• Patient consultations
analysis, protein structural analysis, pathway analysis, etc.)
• Literature reviews© 2013 College of American Pathologists. All rights reserved. 34
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CAP/CLIA Steps in Clinical Genomic Testing Process
Work FlowWork Flow
CAP/CLIA Steps in Clinical Genomic Testing Process
Physician Genome CLIA lab Deliver data PatientPhysician orders IGS for patient
Genome Sequencing
and QC
CLIA lab delivers
results to physician
Deliver data to patient
Patient Understands Implications
CAP’s standards in accreditation, PT services, reporting of NGS labs
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AgendaAgenda
• Next Generation Sequencingo Technology overview
R idl l i fi ldo Rapidly evolving field o Factors driving adoption of NGS in diagnostic medicine o Standards developed for laboratory accreditation at CAPo Standards developed for laboratory accreditation at CAP o NGS methods based PT in development
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Why do we need to have standards for NGS clinical tests?Why do we need to have standards for NGS clinical tests?
3 3 53- 3.5 Million variants/genome
Dramatically increased complexity
Test results need to capture not only the unique genetic differences but also the
tt f diff© 2013 College of American Pathologists. All rights reserved.
patterns of differences37
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NGS Work Group Charter
Id tif R fi d R d L b t A dit tiIdentify, Refine, and Recommend Laboratory Accreditation Standards for the Analytical and Bioinformatics Workflow for Clinical Tests Using NGS
1
Recommend Proficiency Testing Protocols, Reference Materials and Product Development2 Materials, and Product Development
Other Goals: Adapt to Meet Growing Questions/NeedsRaised by Next Generation Sequencing3
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Process We Follow
• Employ Existing “Applicable” RequirementsEmploy Existing Applicable Requirements
• Introduce New Requirements Where Needed
• Find the Right Balance
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Next Generation Sequencing: Steps in WorkflowNext Generation Sequencing: Steps in Workflow
Analytical Wet Bench Process: sample handling librarysample handling, library preparation, sequence generation
Bioinformatics process:Alignment, variant calling, and variant annotation
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Clinical Interpretation
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NGS Accreditation Checklist Themes:
Documentation Documentation
Test Validation
Quality control and quality assurance
Traceability of test results reported (instrument, chemistry, versions)
Test Validation
Quality control and quality assurance
Traceability of test results reported (instrument, chemistry, versions)Traceability of test results reported (instrument, chemistry, versions)
Exceptional log - test samples
Confirmatory testing using an alternate method during validation
Traceability of test results reported (instrument, chemistry, versions)
Exceptional log - test samples
Confirmatory testing using an alternate method during validation
Monitoring and implementing- upgrades to the chemistry or bioinformatics
software
D t t d d t t f l d ti d HIPAA
Monitoring and implementing- upgrades to the chemistry or bioinformatics
software
D t t d d t t f l d ti d HIPAA Data storage and data transfer – cloud computing and HIPAA
Clinical interpretation of variants - using professional guidelines
Reporting of unexpected and significant findings (incidental findings)
Data storage and data transfer – cloud computing and HIPAA
Clinical interpretation of variants - using professional guidelines
Reporting of unexpected and significant findings (incidental findings)
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p g p g g ( g )p g p g g ( g )
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MOL.XXX02The laboratory validates the analytical wet bench process and revalidates after changes or upgrades to any components used to generate next generation sequencing dataor upgrades to any components used to generate next-generation sequencing data.
NOTE: Validation of the analytical wet bench process can be method-based or analyte-specific and must describe required performance characteristics of the entire analytical process and individual process steps. Revalidation may cover all or a subset of steps in the process depending on the extent of the modification. Acceptance criteria for analytical runs must be established.
•Validations must include information on the analytical target (examples: exons, genes, exomes, genomes, transcriptomes). The ability of the analytical process to sequence the target (e.g., percentage of target adequately sequenced) must be describedadequately sequenced) must be described.
•Validations must determine and document analytical sensitivity, specificity, reproducibility, repeatability and precision for the types of variants assayed (e.g., single nucleotide variants, insertions and deletions, homopolymer or repetitive sequences).
•Interference by clinically relevant pseudogenes and other sequences highly homologous to the target must be determined and documented.
•Sequencing error rates (i.e., false positives and false negatives) for variants assayed must be determinedSequencing error rates (i.e., false positives and false negatives) for variants assayed must be determined and documented using an alternative method which may include an alternate NGS chemistry.
•Indexing (bar coding) and sample pooling methods must be validated to ensure that individual sample identity is maintained throughout the analytical wet bench process.
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Evidence of compliance:•Records of validation and revalidation studies
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MOL 34936: Validation Wet Bench AnalyticalMOL.34936: Validation - Wet Bench Analytical The laboratory validates the analytical wet bench process and revalidates after changes or upgrades to any components used torevalidates after changes or upgrades to any components used to generate next generation sequencing data
•Validations must determine and document analytical sensitivity, specificity, reproducibility repeatability and precision for the types of variants assayedreproducibility, repeatability and precision for the types of variants assayed (e.g. single nucleotide variants, insertions and deletions, homopolymer or repetitive sequences).
•Interference by clinically relevant pseudogenes and other sequences highly homologous to the target must be determined and documented.
•Sequencing error rates (i.e. false positives and false negatives) for variantsSequencing error rates (i.e. false positives and false negatives) for variants assayed must be determined and documented using an alternative method which may include an alternate NGS chemistry.
I d i (b di ) d l li th d t b lid t d t
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•Indexing (barcoding) and sample pooling methods must be validated to ensure that individual sample identity is maintained throughout the analytical wet bench process.
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MOL 34940 C fi t T tiMOL.34940: Confirmatory Testing
The laboratory has a policy for when confirmatory testing of id tifi d t d i t ill b d t i d bidentified or reported variants will be determined by an alternative method.
The laboratory maintains an ongoing record of the sensitivity, specificity, false positives, false negatives, reproducibility and repeatability of results and compares these with datarepeatability of results and compares these with data obtained during the validation process.
Evidence of Compliance:Policy or procedure that describes the indications for confirmatory testing.
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y g
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MOL 34944 P ti t R tMOL.34944: Patient Reports
The specific methods, instrument(s) and reagents are t bl f h ti t ttraceable for each patient report.
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MOL 34948 M it i f U dMOL.34948: Monitoring of Upgrades
The laboratory has a policy for monitoring andThe laboratory has a policy for monitoring and implementing upgrades to instruments, sequencing chemistries, and reagents or kits used to generate next
ti d tgeneration sequence data.
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MOL 34952 Sequence Variants: Interpretation/ReportingMOL. 34952 Sequence Variants: Interpretation/Reporting
Interpretation and reporting of sequence variants takesInterpretation and reporting of sequence variants takes into consideration professional organizations' recommendations and guidelines.
•The laboratory should have a decision making process for classifying and interpreting pathogenic variants, potential pathogenic variants, benign variants, and variants of unknown clinical significance.
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MOL 34954 Cli i ll Si ifi t G ti Fi diMOL.34954: Clinically Significant Genetic Findings
The laboratory has a policy regarding reporting ofThe laboratory has a policy regarding reporting of clinically significant genetic findings unrelated to the clinical purpose for testing.
• Gene panel(s), exome, transcriptome, and genome sequencing may yield unexpected (or incidental) clinically q g y y p ( ) ysignificant genetic findings unrelated to the disorder for which the patient is undergoing testing.
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MOL 34958 P /Pi li D t tiMOL.34958: Process/Pipeline DocumentationThe laboratory documents the bioinformatics process or pipeline(s) used to support the analysis, interpretation, and reporting of next generation sequencing based results.
• A bioinformatics process or pipeline includes all algorithms, software, scripts, database packages, reference sequences, and databases whether in-house developed, vendor-developed and/or supported or open source. Flow diagrams may be helpful in providing a graphical overview of processes.
Documentation used to support clinical operations must include:• The individual applications used, with versions and appropriate command line flags or other
configuration items that deviate from the standard, baseline installation
• Additional scripts or steps used to connect discrete applications
• Description of input and output data files or information in each process step
• Metrics and QC parameters for optimal performance
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• Criteria for variant calling
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MOL 34968 V i T bilitMOL.34968: Version Traceability
The specific version(s) of the bioinformatics process or pipeline(s) d t t t ti i d t t bl fused to generate next generation sequencing data are traceable for
each patient report.
• Details of the version of the bioinformatics process or pipeline used to generate each patient report may utilize a laboratory-specific system that refers to the entire process or pipeline, as well as changes to the versions of the individual components within the process or pipeline.
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MOL 34972 D t T f C fid ti lit P liMOL.34972: Data Transfer Confidentiality PolicyThere are procedures in place to ensure that internal and external storage and transfer of sequencing data provides reasonablestorage and transfer of sequencing data provides reasonable confidentiality and security, and conforms to patient confidentiality requirements.
• It is recognized that laboratories may transfer data to external laboratories and other service providers for storage and analysis. This may include data storage and analysis through cloud-based computing.
• Procedures to ensure confidentiality might include message security, system and user authentication activity logs encryption and accesssystem and user authentication, activity logs, encryption, and access restrictions.
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AgendaAgenda
• Next Generation Sequencingo Technology overview
R idl l i fi ldo Rapidly evolving field o Factors driving adoption of NGS in diagnostic medicine o Standards developed for laboratory accreditation at CAPo Standards developed for laboratory accreditation at CAP o NGS methods based PT in development
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Plans for Proficiency Testing in NGS Plans for Proficiency Testing in NGS
• Offer a pilot product in 2013
• Learn from this offering:Technology platforms usedWGS Exome gene panels usedWGS, Exome, gene panels used
• Troubleshoot
• Full fledged PT offering by 2014 – 2015
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Types of Next Generation Sequencing PTTypes of Next Generation Sequencing PT
Analytical Wet Bench Process: sample handling library Wet challengesample handling, library preparation, sequence generation Total
g
Total challenge
Bioinformatics process:Alignment, variant calling, and variant annotation
Dry challenge
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Clinical Interpretation© 2013 College of American Pathologists. All rights reserved.
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Relevant White PapersRelevant White Papers
• Opportunities and Challenges Associated with Clinical Diagnostic Genome Sequencing. A Report of the Association for Molecular Pathology. The Journal of Molecular Diagnostics. Vol. 14, No. 6, November 2012.
• Assuring the quality of next-generation sequencing in clinical laboratory practice. Nature Biotechnology. Vol. 30, No. 11, November 20122012.
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AcknowledgementsAcknowledgements
• Karl Voelkerding for some slides on NGS methods
• NGS Work Group at CAP for development of the NGS checklistNGS checklist
• The Case-for-Change M4 Team at CAP for some slidesslides
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