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ACMG-Based Variant Classification with
VSClinical
Eli Sward, Ph.D.
Field Application Scientist
20 Most Promising Biotech
Technology Providers
Top 10 Analytics
Solution Providers
Hype Cycle for Life sciences
Questions & Answers
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.
Who Are We?
Golden Helix is a global bioinformatics company founded in
1998
Filtering and Annotation
ACMG 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
Cited in 1,000s of Peer-Reviewed Publications
Over 400 Customers Globally
SIMPLE, SUBSCRIPTION-
BASED BUSINESSMODEL
o Yearlyfee
o Unlimitedtraining&support
SOFTWARE ISVETTED
o 20,000+ usersat 400+ organizations
o Quality&feedback
DEEPLY ENGRAINED IN
SCIENTIFIC COMMUNITY
o Give backto thecommunity
o Contributecontentandsupport
INNOVATIVESOFTWARE SOLUTIONS
o Cited in1,000s ofpublications
When you choose Golden Helix,
you receive more than just the software
VarSeq Suite
Simple Flexible Scalable
Variantannotation
filtering, andinterpretation
PowerfulGUIwith
richvisualizations
Repeatable
workflows
VarSeq - Annotations
• Curated Public Databases
o 1kG Phase3 Variant Frequencies
o RefSeq Genes, NCBI
o ClinGen Dosage Sensitivity
Mapping
o dbNSFP Functional Predictions
• Lock down version
• Notifications for track updates
• Premium Annotations:
o CADD
o COSMIC
o Conservation Scores
o SIFT/PolyPhen2
o Splice Site Algorithms
o OMIM phenotypes and Genes
o dbSNP
o ExAC
o ClinVar
o CIViC
VSClinical - Value
• Consistent results
• Shorten learning curve
• Staying abreast of new
developments
VSClinical - ACMG Rules for Classification
Richards et al. Standards and guidelines for the interpretation of sequence variants: a joint consensus recommendation of the American College of Medical Genetics
and Genomics and the Association for Molecular Pathology. 2015, Genet Med 17: 405-424.
Pathogenic Likely Pathogenic Uncertain
Significance
Likely Benign Benign
Rules Presented in
VSClinical
VSClinical – Four-Phased Workflow
1. Filter and select variants for evaluation
• Follows existing VarSeq filter workflow
2. Assess all evidence for variant
• Presented in VSClinical interpretation hub
3. Develop final classification
• Directly follows ACMG Guidelines
‐ 33 criteria for evaluating evidence
‐ 5 possible classifications built from
criteria
‐ Include caveats and discussion for
evaluating criteria in different contexts
• Develop and catalog variant interpretation
4. Include interpretation in final clinical
report
Benign
Pathogenic
Uncertain Significance
VSClinical – Clinical Report
• Prepared “Templates”
• ACMG Standard Germline Report
• Configurable Global Settings
‐ Logo
‐ Lab information
‐ Test description/disclaimers
• Customizable Sample Inputs
• Patient Information
• Test Results
• Selected Variants Added
• Per-Variant Information
• Customizable
• Default values are scriptable
• Rendering is entirely programmatic
ProjectDemonstration
Questions & Answers
Find Golden Helix in Booth #622!
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.
Questions & Answers

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ACMG-Based Variant Classification with VSClinical

  • 1. ACMG-Based Variant Classification with VSClinical Eli Sward, Ph.D. Field Application Scientist 20 Most Promising Biotech Technology Providers Top 10 Analytics Solution Providers Hype Cycle for Life sciences
  • 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. Who Are We? Golden Helix is a global bioinformatics company founded in 1998 Filtering and Annotation ACMG 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
  • 5. Cited in 1,000s of Peer-Reviewed Publications
  • 7. SIMPLE, SUBSCRIPTION- BASED BUSINESSMODEL o Yearlyfee o Unlimitedtraining&support SOFTWARE ISVETTED o 20,000+ usersat 400+ organizations o Quality&feedback DEEPLY ENGRAINED IN SCIENTIFIC COMMUNITY o Give backto thecommunity o Contributecontentandsupport INNOVATIVESOFTWARE SOLUTIONS o Cited in1,000s ofpublications When you choose Golden Helix, you receive more than just the software
  • 8.
  • 9. VarSeq Suite Simple Flexible Scalable Variantannotation filtering, andinterpretation PowerfulGUIwith richvisualizations Repeatable workflows
  • 10. VarSeq - Annotations • Curated Public Databases o 1kG Phase3 Variant Frequencies o RefSeq Genes, NCBI o ClinGen Dosage Sensitivity Mapping o dbNSFP Functional Predictions • Lock down version • Notifications for track updates • Premium Annotations: o CADD o COSMIC o Conservation Scores o SIFT/PolyPhen2 o Splice Site Algorithms o OMIM phenotypes and Genes o dbSNP o ExAC o ClinVar o CIViC
  • 11. VSClinical - Value • Consistent results • Shorten learning curve • Staying abreast of new developments
  • 12. VSClinical - ACMG Rules for Classification Richards et al. Standards and guidelines for the interpretation of sequence variants: a joint consensus recommendation of the American College of Medical Genetics and Genomics and the Association for Molecular Pathology. 2015, Genet Med 17: 405-424. Pathogenic Likely Pathogenic Uncertain Significance Likely Benign Benign Rules Presented in VSClinical
  • 13. VSClinical – Four-Phased Workflow 1. Filter and select variants for evaluation • Follows existing VarSeq filter workflow 2. Assess all evidence for variant • Presented in VSClinical interpretation hub 3. Develop final classification • Directly follows ACMG Guidelines ‐ 33 criteria for evaluating evidence ‐ 5 possible classifications built from criteria ‐ Include caveats and discussion for evaluating criteria in different contexts • Develop and catalog variant interpretation 4. Include interpretation in final clinical report Benign Pathogenic Uncertain Significance
  • 14. VSClinical – Clinical Report • Prepared “Templates” • ACMG Standard Germline Report • Configurable Global Settings ‐ Logo ‐ Lab information ‐ Test description/disclaimers • Customizable Sample Inputs • Patient Information • Test Results • Selected Variants Added • Per-Variant Information • Customizable • Default values are scriptable • Rendering is entirely programmatic
  • 17. Find Golden Helix in Booth #622!
  • 18. 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.

Editor's Notes

  1. GoldenHelix is a global bioinformatics software and analytics company that enables research and clinical practices to analyze large genomic datasets. We were originally founded in 1998 based of pharmacogenomics work performed at GalxoSmithKline who was and still is a primary investor in our company. We currently have two flagship products Varseq and SNP and Variation Suite (SVS) for short. SVS is our research application platform that enables researchers to perform complex analysis and visualizations on genomic and phenotypic data. SVS has a broad range of tools to easily perform GWAS, Genomic Prediction, Differential expression analysis on RNA-Seq Data and has the ability to process CNV analysis, which we will demonstrate today. VarSeq, on the other hand, is our clinical application platform that is used for filtering and annotating variants of interest. We can also evaluate variants according to the ACMG guidelines with VSCLincal and have the option to automatically create clinical reports from the results of various workflows. Using the same software, we can also perform CNV analysis on targeted gene panels and whole genome sequencing, which we will demonstrate today and We also have an add-in function called VSPipeline – which can take the workflow that you created and automates the process with very little human interaction. Now all of the information produced from VarSeq can be stored in our Warehouse solution, which is designed to be installed on a server location and serve as a repository for your variants evaluations, annotations, and hosted reports. Lastly, VSWarehouse can also be implemented for sharing and integration between license holders.
  2. Our software has been very well received by the industry. We have been cited in thousands of peer-reviewed publications and that’s a testament to our customer base.
  3. We work with over 400 organizations all over the globe. pharmaceutical companies, Bayer and Lilly top-tier institutions, Stanford and yale government organizations, NCI clinics, Sick kids genetic testing labs, prevention genetics and lineage With now well over 20,000 installs of our products and with 1,000’s of unique users. So why is this relevant to you?
  4. This means that over the course of 20 years our products have received a lot user feedback, which we are always very receptive to when developing and releasing newer versions of our products. This user feedback allows our software to stay relevant and well vetted in it’s capabilities and qualities which builds our products reputation, trust, and client experience. We also stay on the forefront of the needs of the industry and community by regularly attending conferences and providing useful product information via eBooks, tutorials, and blog posts. Your access to the software is a simple subscription based model where we don’t charge per sample nor per version. You also maintain full access to our support and training staff to get you up to speed quickly with your analysis
  5. Golden Helix provides the workflow that allows starting with an initial FASTQ file all the way down to a clinical report. Sentieon can perform the alignment and variant calling creating the VCF and BAM files which can then be implemented in VarSeq for variant annotation, filtering and interpretation AND CAN be used to create a clinical report. Warehouse allows the storage for this information which provides researchers and clinicians with access to this information to view previous findings.
  6. VarSeq is a power, flexible, and scalable variant annotation filtering and interpretation engine. This commercial grade software designed for your local hardware so it is a desktop application that is installed locally on your computer and is very simple to use (as well see). VarSeq also has GenomeBrowse built in which allows rich visualization of for a variety of data types built right into the software. In addition with Varseq we have the ability to build and run repeatable workflows within the GUI and on the command line with our VSpipeline add-on tool. So once you have developed a workflow in VarSeq, and decided the type of filtering you would like to do, what annotation sources you would like, you can save that workflow as a template which can really streamline the analysis time.
  7. VaqSeq is a filtering and annotation engine so of course that means we are only as good as the annotations that we have available. Varseq is backed by an extensive list of publically curated data sources – this is where you are going to see the common variant frequency catalogs from 1k genomes, ExAC, NHLBI the exome variant server data. These are all free for use for anybody within the software. If there is a public source of data that we don’t currently support that you would like added to the software, all you have to do is let us know and we can look into getting that supported. With annotation sources and workflows in VarSeq, Any template created is going use a specific version of these annotations sources and lock it down and this is not something that we overwrite automatically. For example, you create a workflow and annotate your variants of interest using ClinVar annotation source. ClinVar releases updated information on a monthly schedule and we do try to stick to that monthly schedule. So once a month there is a new version of ClinVar that becomes available. if your workflow is specifying that you were using a (Octobers), then anytime you run that workflow, the (Octobers) version of ClinVar will be used. But we will provide a notification within the software that tells you when a new version of ClinVAR becomes available. So with just a few clicks, you can updating your workflow with a newer version of ClinVar. We are not going to do it for you because we are cognizant of anybody that needs to validate those sources and so your workflows don’t get overwritten. We also have a couple of annotation sources that we consider secure or cloud based annotations because these are not freely available for public use. There is a fee associated with these annotation sources to get access to them, but your sales representative can talk more about these when he talks licensing and getting everyone set up. So these sources are 1.) MedGenome OncoMD which is specific cancer database which provides drug targeting information as well as supporting clinical trial information specifically involving cancer mutations. 2.) OMIM information is available on the cloud source. We have their genes, phenotypes, and variants information. This information is a part of our reporting functionality and is used to fill in a lot of information regarding particular variants. We will explore this when we discuss reporting in VarSeq. 3.) CADD functional prediction scoring tools as well. If you have your own custom annotation source that you would like made available in the software, we have tools available that can basically take any delimited text file, a VCF file, or BED file just a wide variety of other sources that can be taken into the software using our convert wizard and converted into a source that can be used as an annotation source or filtering option within the software.
  8. The value of VS Clinical is that it provides a simple solution to a complex variant classification process. VSClinical reduces user oversight and fatigue by automating the ACMG Guidelines. This automation, in turn, ensures that classifications and interpretations are consistently created and can reduce analysis time when analyzing large numbers of samples. Because VSClinical is also intuitive, there is a short learning curve with familiarization. This can enhance workflow efficiency by giving even the newest user the capability of thoroughly classifying more variants in less time. And lastly, automating the ACMG guidelines will allow users of VSClinical to have more time to stay abreast new developments including interpreting and processing variants and it will alleviate the complexity of setting up taxing bioinformatic pipelines. That said, lets now focus on how VSClinical directly follows the ACMG rules for classifying variants.
  9. VSClinical directly utilizes the rules sourced from the ACMG standard guidelines article, and shown are the 5 potential classifications and the associated rule logic for all relevant criteria. Focusing on the pathogenic classification, you can see a number of different paths the criteria can follow. For example, in option 1, pathogenicity can be achieved with a single “very strong” PVS1 criteria in addition to four other options (a,b,c,d). Now even the most adept clinicians familiar to the guidelines suffer from this tedious manual process, let alone the complexity in teaching these fundamentals to new technicians. But as mentioned, VSClinical is an automated solution to the complex ACMG guidelines process, so in this demonstration we will present how VSClinical follows the true to form ACMG classification rules. As an example, VSClinical outputs the final classification and the rule logic which we can see for a final Pathogenic classification for a RAF1 variant that was determined based on rule 3, which is one strong, three moderate, and two supporting criteria. Ultimately, even with the automation of VSClinical the user will always be presented with the true to form ACMG classification rules. That said, now lets focus on some other key concepts of VSClincal.
  10. With any variant workflow, the first goal is to annotate and filter your variants to a subset that are clinically interesting. Because the ACMG classifier is also an annotation source it can be easily added to your predefined workflow. Next, you want a simple approach to investigate all the available evidence for any specific variant. This evidence is directly fed into the ACMG classifier to produce an autoclassification, but also all of the annotation evidence can be investigated in the VSClinical interpretation interface. After processing all available annotation evidence for the variant, the user will be presented with the scored ACMG criteria that then follows the ACMG rules for the 5 potential final classifications. VSClinical also provides accountability for possible caveats and links to discussions important for less clear variants. Once the evaluation is complete, the variant and the classification interpretation are stored in the user’s catalog for future reference. The final stage of this process is to render an ACMG based clinical report. VarSeq has a custom reporting capability that automatically grabs any classified variants with their cataloged interpretation and this reporting capability is performed all in one suite.
  11. With Varseq users can create custom ACMG guideline based clinical report just like the one seen here. With some easy configurable options users can customize their report to include their lab logo, patient information and test description and disclaimers. You can also select which variants you want to pull into the clinical report. More detailed customizations are also optional with some javascript and html experience that allows for the inclusion of any additional annotation or samples fields in your VarSeq project.
  12. GoldenHelix is a global bioinformatics software and analytics company that enables research and clinical practices to analyze large genomic datasets. We were originally founded in 1998 based of pharmacogenomics work performed at GalxoSmithKline who was and still is a primary investor in our company. We currently have two flagship products Varseq and SNP and Variation Suite (SVS) for short. SVS is our research application platform that enables researchers to perform complex analysis and visualizations on genomic and phenotypic data. SVS has a broad range of tools to easily perform GWAS, Genomic Prediction, Differential expression analysis on RNA-Seq Data and has the ability to process CNV analysis, which we will demonstrate today. VarSeq, on the other hand, is our clinical application platform that is used for filtering and annotating variants of interest. We can also evaluate variants according to the ACMG guidelines with VSCLincal and have the option to automatically create clinical reports from the results of various workflows. Using the same software, we can also perform CNV analysis on targeted gene panels and whole genome sequencing, which we will demonstrate today and We also have an add-in function called VSPipeline – which can take the workflow that you created and automates the process with very little human interaction. Now all of the information produced from VarSeq can be stored in our Warehouse solution, which is designed to be installed on a server location and serve as a repository for your variants evaluations, annotations, and hosted reports. Lastly, VSWarehouse can also be implemented for sharing and integration between license holders.