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Clinical Validation of Copy Number Variants Using the AMP Guidelines
Dr. Eli Sward – Field Application Scientist
sward@goldenhelix.com
20 Most Promising Biotech
Technology Providers
Top 10 Analytics
Solution Providers
NIH Grant Funding Acknowledgments
• Research reported in this publication was supported by the National Institute Of General Medical Sciences of the National
Institutes of Health under:
• Award Number R43GM128485-01
• Award Number R43GM128485-02
• Award Number 2R44 GM125432-01
• Award Number 2R44 GM125432-02
• Montana SMIR/STTR Matching Funds Program Grant Agreement Number 19-51-RCSBIR-005
• PI is Dr. Andreas Scherer, CEO Golden Helix.
• The content is solely the responsibility of the authors and does not necessarily represent the official views of the National
Institutes of Health.
Filtering and Annotation
ACMG & AMP Guidelines
Clinical Reports
CNV Analysis
Pipeline: Run Workflows
Variant Warehouse
Centralized Annotations
Hosted Reports
Sharing and Integration
CNV Analysis
GWAS | Genomic Prediction
Large-N Population Studies
RNA-Seq
Large-N CNV-Analysis
Who Are We?
Golden Helix is a global bioinformatics company
founded in 1998
Cited in 1,000s of Peer-Reviewed Publications
Over 400 Customers Globally
SIMPLE, SUBSCRIPTION-
BASED BUSINESS MODEL
o Yearly fee
o Unlimited training & support
SOFTWARE IS VETTED
o 20,000+ users at 400+ organizations
o Quality & feedback
DEEPLY ENGRAINED IN
SCIENTIFIC COMMUNITY
o Give back to the community
o Contribute content and support
INNOVATIVE SOFTWARE SOLUTIONS
o Cited in 1,000s of publications
When you choose Golden Helix,
you receive more than just the software
Power of NGS CNV Detection
Small:1
50b+
Medium:
1 – 10Kb
Large:
10Kb+
Gene
panel
Whole
exome
Whole
genome
MLPA
✓ ✓
CMA
✓ ✓
VS-CNV
✓ ✓ ✓ ✓ ✓ ✓
Detectable events Supported Data types
▪ One single testing paradigm
▪ True simplification of clinical workflow
▪ Saves time and money – all on site
Addressing Issues - CNV Detection via NGS
▪ CNVs detected from coverage data in BAM
▪ Challenges
• Coverage varies between samples
• Coverage fluctuates between targets
• *Systematic biases impact coverage
▪ Solutions
• Data Normalization
• Reference Sample Comparison
• Algorithm works without case/control data
▪ Requirements
• ≥ 30 ref samples
• From same library prep method
• Ideally ≥100X coverage
CNV Detection
▪ Metrics
• Ratio: normalized sample coverage divided
by the average normalized reference
sample coverage
• Z-score: standard deviations from reference
sample mean
• Confidence
• P-value is produced for all called events and
can be customized to determine the
probability that the CNV event is true
• Annotations
• Population catalogs
• SuperDups
• Classification
225+ Users and 15+ Publications
• Journals
• Atherosclerosis
• Journal of lipid research
• Journal of Clinical Lipidology
• American Journal of Medical Genetics
• BMC Medical Genomics
• Medicine
• Analysis topics
• Hypercholesterolemia
• Retinal dystrophy
• Pituitary hormone deficiency
• Rare Mendelian disorders
• Lacocca et al.
• Whole exome CNV detection comparison
• 100% concordance MLP&CMA with VSCNV
• Improves resources, cost, analysis time
• Automates both ACMG and AMP Guidelines all in one suite
• Single nucleotide variants, insertions and deletions, copy number variants, gene fusions
• Creates consistency in evaluations / reduces workflow fatigue
• Educational purposes
• Word-based reporting capabilities
Germline
Somatic
Tier I: Variants of
Strong Clinical
Significance
Therapeutic, prognostic &
diagnostic
Level A Evidence
FDA-approved therapy
Included in professional
guidelines
Level B Evidence
Well-powered studies with
consensus from experts in
the field
Tier II: Variants of
Potential Clinical
Significance
Therapeutic, prognostic &
diagnostic
Level C Evidence
FDA-approved therapy for
different tumor types or
investigational therapies
Multiple small published
studies with some consensus
Level D Evidence
Preclinical trials or a few
case reports without
consensus
Tier III: Variants of
Unknown Clinical
Significance
Not observed at a significant
allele frequency in the
general or specific
subpopulation database, or
pan-cancer or tumor-specific
variant database
No convincing published
evidence of cancer
association
Tier IV: Benign or
Likely Benign Variants
Observed at a significant
allele frequency in the
general or specific
subpopulation databases
No existing published
evidence of cancer
association
(2017) Standards and Guidelines for the Interpretation and Reporting of Sequence Variants in Cancer:
VSClinical - AMP Guidelines: Biomarkers
▪ Biomarkers:
- Biological states with indications for
treatments, prognostic, or diagnostic
outcomes
▪ AMP Guidelines: 4 Tiers
- Tier 1: FDA-approved therapy
- Tier 2: FDA-approved for different tumor
type / Preclinical
- Tier 3: No evidence of cancer association
- Tier 4: High allele frequency variants
AMP Guidelines – Annotations
Population Database to exclude common variants
Cancer Specific Databases
Sequence Repositories
Clinical, Drug, and Prediction annotations
Splice Site and Functional Prediction Algorithms
VSClinical AMP: Golden Helix CancerKB
Haroche J. et al. Dramatic efficacy of vemurafenib in both
multisystemic and refractory Erdheim-Chester disease and
Langerhans cell histiocytosis harboring the BRAF V600E mutation.
Blood 2013 121
▪ Interpretations for Cancer Biomarkers
- Biomarker and Gene interpretations
- Assess drug sensitivity, resistance, prognostic, and diagnostic information
- Build biomarker classification and interpretation
▪ Updated by users and reviewed by expert panel
▪ Jumpstarts interpretation enhances knowledge base and productivity
to final report
VSClinical – Clinical Report
• VSClinical conducts the clinical variant analysis based
on ACMG and AMP guidelines
- Automated population of the clinical report-based workflow
outcome
- Standardizing of variant level interpretation based on
customizable assessment catalogs
- For somatic variants, GHI provides predefined clinical
assessments via our CancerKB catalog
• Rendering of clinical reports within seconds
• Supported output formats
- Word
- PDF
VSClinical – AMP Guidelines: Project Demonstration
• CNV background
- ~ 50 Reference samples
- Predefined workflow
- Quality/Confidence filtering
- Remove common CNVs
- Targeted phenotype
• Evaluate CNV in VSClinical – AMP hub
- Patient info
- Mutation selection
- Biomarker interpretation + treatment options
- Clinical report
Project Demonstration
NIH Grant Funding Acknowledgments
• Research reported in this publication was supported by the National Institute Of General Medical Sciences of the National
Institutes of Health under:
• Award Number R43GM128485-01
• Award Number R43GM128485-02
• Award Number 2R44 GM125432-01
• Award Number 2R44 GM125432-02
• Montana SMIR/STTR Matching Funds Program Grant Agreement Number 19-51-RCSBIR-005
• PI is Dr. Andreas Scherer, CEO Golden Helix.
• The content is solely the responsibility of the authors and does not necessarily represent the official views of the National
Institutes of Health.
CoLab Discussions:
Wednesday, Oct 16th - 12:45-1:30pm | Clinical Variant Analysis: Applying the AMP & ACMG
Guidelines in the Clinical Practice
Thursday, Oct 17th - 12:45-1:30pm | State of the Art Clinical Copy Number Variant Analysis in Next-
Gen Sequencing Data: Gene Panels, Whole Exome, Whole Genome
Additional Questions?
info@goldenhelix.com | goldenhelix.com

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Clinical Validation of Copy Number Variants Using the AMP Guidelines

  • 1. Clinical Validation of Copy Number Variants Using the AMP Guidelines Dr. Eli Sward – Field Application Scientist sward@goldenhelix.com 20 Most Promising Biotech Technology Providers Top 10 Analytics Solution Providers
  • 2.
  • 3. NIH Grant Funding Acknowledgments • Research reported in this publication was supported by the National Institute Of General Medical Sciences of the National Institutes of Health under: • Award Number R43GM128485-01 • Award Number R43GM128485-02 • Award Number 2R44 GM125432-01 • Award Number 2R44 GM125432-02 • Montana SMIR/STTR Matching Funds Program Grant Agreement Number 19-51-RCSBIR-005 • PI is Dr. Andreas Scherer, CEO Golden Helix. • The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.
  • 4. Filtering and Annotation ACMG & AMP Guidelines Clinical Reports CNV Analysis Pipeline: Run Workflows Variant Warehouse Centralized Annotations Hosted Reports Sharing and Integration CNV Analysis GWAS | Genomic Prediction Large-N Population Studies RNA-Seq Large-N CNV-Analysis Who Are We? Golden Helix is a global bioinformatics company founded in 1998
  • 5. Cited in 1,000s of Peer-Reviewed Publications
  • 7. SIMPLE, SUBSCRIPTION- BASED BUSINESS MODEL o Yearly fee o Unlimited training & support SOFTWARE IS VETTED o 20,000+ users at 400+ organizations o Quality & feedback DEEPLY ENGRAINED IN SCIENTIFIC COMMUNITY o Give back to the community o Contribute content and support INNOVATIVE SOFTWARE SOLUTIONS o Cited in 1,000s of publications When you choose Golden Helix, you receive more than just the software
  • 8.
  • 9. Power of NGS CNV Detection Small:1 50b+ Medium: 1 – 10Kb Large: 10Kb+ Gene panel Whole exome Whole genome MLPA ✓ ✓ CMA ✓ ✓ VS-CNV ✓ ✓ ✓ ✓ ✓ ✓ Detectable events Supported Data types ▪ One single testing paradigm ▪ True simplification of clinical workflow ▪ Saves time and money – all on site
  • 10. Addressing Issues - CNV Detection via NGS ▪ CNVs detected from coverage data in BAM ▪ Challenges • Coverage varies between samples • Coverage fluctuates between targets • *Systematic biases impact coverage ▪ Solutions • Data Normalization • Reference Sample Comparison • Algorithm works without case/control data ▪ Requirements • ≥ 30 ref samples • From same library prep method • Ideally ≥100X coverage
  • 11. CNV Detection ▪ Metrics • Ratio: normalized sample coverage divided by the average normalized reference sample coverage • Z-score: standard deviations from reference sample mean • Confidence • P-value is produced for all called events and can be customized to determine the probability that the CNV event is true • Annotations • Population catalogs • SuperDups • Classification
  • 12. 225+ Users and 15+ Publications • Journals • Atherosclerosis • Journal of lipid research • Journal of Clinical Lipidology • American Journal of Medical Genetics • BMC Medical Genomics • Medicine • Analysis topics • Hypercholesterolemia • Retinal dystrophy • Pituitary hormone deficiency • Rare Mendelian disorders • Lacocca et al. • Whole exome CNV detection comparison • 100% concordance MLP&CMA with VSCNV • Improves resources, cost, analysis time
  • 13. • Automates both ACMG and AMP Guidelines all in one suite • Single nucleotide variants, insertions and deletions, copy number variants, gene fusions • Creates consistency in evaluations / reduces workflow fatigue • Educational purposes • Word-based reporting capabilities Germline Somatic
  • 14. Tier I: Variants of Strong Clinical Significance Therapeutic, prognostic & diagnostic Level A Evidence FDA-approved therapy Included in professional guidelines Level B Evidence Well-powered studies with consensus from experts in the field Tier II: Variants of Potential Clinical Significance Therapeutic, prognostic & diagnostic Level C Evidence FDA-approved therapy for different tumor types or investigational therapies Multiple small published studies with some consensus Level D Evidence Preclinical trials or a few case reports without consensus Tier III: Variants of Unknown Clinical Significance Not observed at a significant allele frequency in the general or specific subpopulation database, or pan-cancer or tumor-specific variant database No convincing published evidence of cancer association Tier IV: Benign or Likely Benign Variants Observed at a significant allele frequency in the general or specific subpopulation databases No existing published evidence of cancer association (2017) Standards and Guidelines for the Interpretation and Reporting of Sequence Variants in Cancer: VSClinical - AMP Guidelines: Biomarkers ▪ Biomarkers: - Biological states with indications for treatments, prognostic, or diagnostic outcomes ▪ AMP Guidelines: 4 Tiers - Tier 1: FDA-approved therapy - Tier 2: FDA-approved for different tumor type / Preclinical - Tier 3: No evidence of cancer association - Tier 4: High allele frequency variants
  • 15. AMP Guidelines – Annotations Population Database to exclude common variants Cancer Specific Databases Sequence Repositories Clinical, Drug, and Prediction annotations Splice Site and Functional Prediction Algorithms
  • 16. VSClinical AMP: Golden Helix CancerKB Haroche J. et al. Dramatic efficacy of vemurafenib in both multisystemic and refractory Erdheim-Chester disease and Langerhans cell histiocytosis harboring the BRAF V600E mutation. Blood 2013 121 ▪ Interpretations for Cancer Biomarkers - Biomarker and Gene interpretations - Assess drug sensitivity, resistance, prognostic, and diagnostic information - Build biomarker classification and interpretation ▪ Updated by users and reviewed by expert panel ▪ Jumpstarts interpretation enhances knowledge base and productivity to final report
  • 17. VSClinical – Clinical Report • VSClinical conducts the clinical variant analysis based on ACMG and AMP guidelines - Automated population of the clinical report-based workflow outcome - Standardizing of variant level interpretation based on customizable assessment catalogs - For somatic variants, GHI provides predefined clinical assessments via our CancerKB catalog • Rendering of clinical reports within seconds • Supported output formats - Word - PDF
  • 18. VSClinical – AMP Guidelines: Project Demonstration • CNV background - ~ 50 Reference samples - Predefined workflow - Quality/Confidence filtering - Remove common CNVs - Targeted phenotype • Evaluate CNV in VSClinical – AMP hub - Patient info - Mutation selection - Biomarker interpretation + treatment options - Clinical report
  • 20. NIH Grant Funding Acknowledgments • Research reported in this publication was supported by the National Institute Of General Medical Sciences of the National Institutes of Health under: • Award Number R43GM128485-01 • Award Number R43GM128485-02 • Award Number 2R44 GM125432-01 • Award Number 2R44 GM125432-02 • Montana SMIR/STTR Matching Funds Program Grant Agreement Number 19-51-RCSBIR-005 • PI is Dr. Andreas Scherer, CEO Golden Helix. • The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.
  • 21.
  • 22. CoLab Discussions: Wednesday, Oct 16th - 12:45-1:30pm | Clinical Variant Analysis: Applying the AMP & ACMG Guidelines in the Clinical Practice Thursday, Oct 17th - 12:45-1:30pm | State of the Art Clinical Copy Number Variant Analysis in Next- Gen Sequencing Data: Gene Panels, Whole Exome, Whole Genome
  • 23.