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Workflows for Copy Number Variants in VarSeq
A Users Perspective
Steve Hystad – Field Application Scientist
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Biotech Technology
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Life sciences
Use the Questions pane in
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Questions during
the presentation
Golden Helix – Who We Are
Golden Helix is a global bioinformatics
company founded in 1998.
GWAS
Genomic Prediction
Large-N-Population Studies
RNA-Seq
Large-N CNV-Analysis
Variant Warehouse
Centralized Annotations
Hosted Reports
Sharing and Integration
Variant Calling
Filtering and Annotation
Clinical Reports
CNV Analysis
Pipeline: Run Workflows
Cited in over 1100 peer-reviewed publications
Over 350 customers globally
Golden Helix – Who We Are
When you choose a Golden Helix solution, you get more than just software
 REPUTATION
 TRUST
 EXPERIENCE
 INDUSTRY FOCUS
 THOUGHT
LEADERSHIP
 COMMUNITY
 TRAINING
 SUPPORT
 RESPONSIVENESS
 INNOVATION and
SPEED
 CUSTOMIZATIONS
VarSeq Clinical Workflows Stack
VarSeq CNV
Gene Panels
Exomes
Genomes
Annotate and Filter
VS-CNV
- Call CNVs from Gene Panels
VS-CNV 2.0
- Call large and small CNVs & LOH on Exome
datasets
Whole Genome Sequence CNV Caller
- Call CNVs from low and ultra low read depth
datsets.
- Call CNVs from the command line
CNV annotations
- Quickly examine clinically relevant CNVs
- Reduce false positives and filter out common
CNVs
- Capture and store clinical CNV assessments
VarSeq
CNV Detection
 Chromosomal microarray
- Current best practice
- Slow
- Additional expense
- Only detects large events
 CNV calling from NGS data
- Calls from existing coverage data
- Detects small single-exon events
- Provides faster results, simplified clinical
workflow
CNV Detection via NGS
 CNVs are called from
coverage data
 Challenges
- Coverage varies between
samples
- Coverage fluctuates
between targets
- Systematic biases impact
coverage
 Solutions
- Data Normalization
- Reference Sample
Comparison
CNV calling in VarSeq
 Reference samples used for normalization
 Metrics
- Z-score: number of standard deviations from
reference sample mean
- Ratio: sample coverage divided by reference
sample mean
- VAF: Variant Allele Frequency
 For Gene Panels and Exomes
- Probabilistic model used to call CNVs
- Segmentation identifies large cytogenetic events
 For Whole Genome Data
- Targets segmented using Z-scores
- Events called based on Z-score and Ratio
thresholds
Annotations
RefSeq
• Genes
• Clinical Assessments
• Population Frequencies
• Cancer
• CNV
Genomic Superdups
low Complexity Regions
ExAC CNV
Sample Data for Single Exome Analysis
 Four Single Exome Samples
 BAM files from 1000 Genomes Phase 3 Illumina Exome Alignment
 Used Sentieon tools for variant calling.
Sample CRExome-18 has chronic history of stomach ulcers and reported hearing
impairment phenotype.
VarSeq Demonstration
Lets Review
Gene Panels
Exomes
Genomes
Annotate and Filter
VS-CNV
- Call CNVs from Gene Panels, Exomes, and
WGS
CNV annotations
- Quickly examine clinically relevant CNVs
- Reduce false positives and filter out common
CNVs
CNV algorithms
- Complete control over annotations
- Match Gene linked to Phenotype
- CNV Phorank!
CNV Assessment Catalogs
- Build knowledge base
- Plot, Annotate, and Repeat
VarSeq
Webcasts
- CNV Analysis in VarSeq – December 7th 2016
- Calling Large LOH and CNV Events with NGS Exomes – March 8th 2017
- CNV Analysis in VarSeq – A User’s Perspective – April 19th 2017
- Comprehensive Clinical Workflows for CNVs in VarSeq – Sept 27th 2017
Tutorials
- VarSeq CNV Caller Tutorial
Support from Field Application Scientists
- Support@Goldenhelix.com
CNV Resources
Additional Information
 Secondary Analysis ebook
- Calling SNVs & CNVs from NGS data
 Golden Helix at ASHG 2017!
- Booth 902
- Come see demos and ask us questions!
 VarSeq CNV Powerpack (end Oct)
- VarSeq + VSCNV + Sentieon + VSReports - $ 15,995
 SVS & VarSeq Bundle
- CADD & OMIM included - $7,995
 Small Lab Warehouse + VS-CNV
- 2 users $36,00
Questions or
more info:
 Email
info@goldenhelix.com
 Request an evaluation of
the software at
www.goldenhelix.com

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VS-CNV Annotations from the User's Perspective

  • 1. Workflows for Copy Number Variants in VarSeq A Users Perspective Steve Hystad – Field Application Scientist 20 most promising Biotech Technology Providers Top 10 Analytics Solution Providers Hype Cycle for Life sciences
  • 2. Use the Questions pane in your GoToWebinar window Questions during the presentation
  • 3. Golden Helix – Who We Are Golden Helix is a global bioinformatics company founded in 1998. GWAS Genomic Prediction Large-N-Population Studies RNA-Seq Large-N CNV-Analysis Variant Warehouse Centralized Annotations Hosted Reports Sharing and Integration Variant Calling Filtering and Annotation Clinical Reports CNV Analysis Pipeline: Run Workflows
  • 4. Cited in over 1100 peer-reviewed publications
  • 6. Golden Helix – Who We Are When you choose a Golden Helix solution, you get more than just software  REPUTATION  TRUST  EXPERIENCE  INDUSTRY FOCUS  THOUGHT LEADERSHIP  COMMUNITY  TRAINING  SUPPORT  RESPONSIVENESS  INNOVATION and SPEED  CUSTOMIZATIONS
  • 8. VarSeq CNV Gene Panels Exomes Genomes Annotate and Filter VS-CNV - Call CNVs from Gene Panels VS-CNV 2.0 - Call large and small CNVs & LOH on Exome datasets Whole Genome Sequence CNV Caller - Call CNVs from low and ultra low read depth datsets. - Call CNVs from the command line CNV annotations - Quickly examine clinically relevant CNVs - Reduce false positives and filter out common CNVs - Capture and store clinical CNV assessments VarSeq
  • 9. CNV Detection  Chromosomal microarray - Current best practice - Slow - Additional expense - Only detects large events  CNV calling from NGS data - Calls from existing coverage data - Detects small single-exon events - Provides faster results, simplified clinical workflow
  • 10. CNV Detection via NGS  CNVs are called from coverage data  Challenges - Coverage varies between samples - Coverage fluctuates between targets - Systematic biases impact coverage  Solutions - Data Normalization - Reference Sample Comparison
  • 11. CNV calling in VarSeq  Reference samples used for normalization  Metrics - Z-score: number of standard deviations from reference sample mean - Ratio: sample coverage divided by reference sample mean - VAF: Variant Allele Frequency  For Gene Panels and Exomes - Probabilistic model used to call CNVs - Segmentation identifies large cytogenetic events  For Whole Genome Data - Targets segmented using Z-scores - Events called based on Z-score and Ratio thresholds
  • 12. Annotations RefSeq • Genes • Clinical Assessments • Population Frequencies • Cancer • CNV Genomic Superdups low Complexity Regions ExAC CNV
  • 13. Sample Data for Single Exome Analysis  Four Single Exome Samples  BAM files from 1000 Genomes Phase 3 Illumina Exome Alignment  Used Sentieon tools for variant calling. Sample CRExome-18 has chronic history of stomach ulcers and reported hearing impairment phenotype.
  • 15. Lets Review Gene Panels Exomes Genomes Annotate and Filter VS-CNV - Call CNVs from Gene Panels, Exomes, and WGS CNV annotations - Quickly examine clinically relevant CNVs - Reduce false positives and filter out common CNVs CNV algorithms - Complete control over annotations - Match Gene linked to Phenotype - CNV Phorank! CNV Assessment Catalogs - Build knowledge base - Plot, Annotate, and Repeat VarSeq
  • 16. Webcasts - CNV Analysis in VarSeq – December 7th 2016 - Calling Large LOH and CNV Events with NGS Exomes – March 8th 2017 - CNV Analysis in VarSeq – A User’s Perspective – April 19th 2017 - Comprehensive Clinical Workflows for CNVs in VarSeq – Sept 27th 2017 Tutorials - VarSeq CNV Caller Tutorial Support from Field Application Scientists - Support@Goldenhelix.com CNV Resources
  • 17. Additional Information  Secondary Analysis ebook - Calling SNVs & CNVs from NGS data  Golden Helix at ASHG 2017! - Booth 902 - Come see demos and ask us questions!  VarSeq CNV Powerpack (end Oct) - VarSeq + VSCNV + Sentieon + VSReports - $ 15,995  SVS & VarSeq Bundle - CADD & OMIM included - $7,995  Small Lab Warehouse + VS-CNV - 2 users $36,00
  • 18. Questions or more info:  Email info@goldenhelix.com  Request an evaluation of the software at www.goldenhelix.com