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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
Use the Questions pane in
your GoToWebinar window
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