SlideShare a Scribd company logo
A scalable genetic data warehouse for VarSeq.
February 3, 2016
Andreas Scherer, PhD
President & CEO
Gabe Rudy
VP Product & Engineering
Agenda
Introduction Genetic Data Warehousing
Outline Early Adopter Program
2
3
4
VSWarehousing: Concepts and Use Cases
Overview Golden Helix1
Golden Helix – Who We Are
Golden Helix is a global bioinformatics
company founded in 1998.
Filtering and Annotation
Clinical Reports
Pipeline
Data Warehousing
GWAS
Genomic Prediction
Large-N-Population Studies
RNA-Seq
CNV-Analysis
Over 300 customers globally
Cited in over 900 peer-reviewed publications
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
 TRANSPARENCY
 INNOVATION and
SPEED
 CUSTOMIZATIONS
Precision Medicine unfolding
Labs have a lot of data – and more to come!
Billions of Variants
Terra Bytes of Data
+40% Annual Growth
Rate
Genetic Data Warehouse
Reports
Annotation
Queries
Use Cases
 Annotation Source: Have I seen this variant before? If so, at what frequency?
 Conducting Research: Capturing samples, reports: allowing to extract affected
and unaffected study participants to conduct further research on a genomic level
 Connecting with other legacy systems: Integration point between lab and
other hospital systems. Sharing data with other labs and research organizations.
Use the Questions pane in
your GoToWebinar window
Questions during
the presentation
R&D Genetic
Test Workflow
Test
Launched
Cataloging of
Tested Samples
Ongoing Data Science, Re-
Annotation, Medical Archiving
VCF
Variant Call File
Patient
- Phenotype
- Lab Info
- Referring Info
Annotate, Filter, Interpret Workflow
Variants ClinVar Genes
Pop
Freq
Structured Rendered
Pathogenic
Incidental
Lorem ipsum dolor sit amet,
consectetur adipiscing elit, sed do
eiusmod tempor incididunt ut …
Ut enim ad minim veniam, quis
…
Name
Annotated Variants: Marked for Reporting
D.O.B.
Requirements for Variant Warehousing
 A place to archive full VCFs of every
sequenced sample
 Query and retrieve subsets of data
at any time
 Ask the Variant Warehouse:
- Have I ever seen this variant in my
previous test samples?
- What proportion of samples? Frequency
and genotype counts.
- Does this gene contain other rare variants
in my cohort?
- Have I classified this variant and put it
into a report for any previous samples?
- ClinVar’s monthly release has new and
updated variant classifications. Are any of
those variants I reported differently?
Add Sample Calls
Add Report
Update Annotation
SELECT * FROM
VARIANTS WHERE
…
Add Sample Calls
New Evidence
Alert
Time
>_
!
CHR POS ID …
Variant Sites
GT GQ RD AD …
Variant Call Fields
Allele
Counts
ClinVar Gene Pop
Freq
S1
…
S2
S3
S4
S1 Affected
S2 Affected
S3 Control
S4 Control
…
Samples
Var Calls
Rows
Samples
Variants
500K
10
5M
100
12M
1000
Annotations and Algs
The traditional row-based data storage
approach is dead, as row-based storage will
never match column-based storage’s
performance increase by factor 100x
Traditional RDBMS
• Insert/Update/Delete
Rows
• Scales poorly
• Powerful query language
(SQL)
• Unintuitive star topology
(lots of joins)
NoSQL
• Add/Update/Remove
value blobs for keys
• Scales well
• Poor query interface,
only on manually
indexed dimensions
Data Warehouse
• Batch updates to read-
optimized matrixes
• Scales well (disk and
query speeds)
• Intuitive unified topology
• Powerful query interface
possible (SQL front-end)
Michael Stonebraker
Building on VarSeq’s Genomic Toolset
 Mature, Scalable Technology
- Chunked, compressed column-store TSF
- Efficient querying, transparent joining
- Golden Helix core technology for 4 years
 VarSeq Solves NGS Challenges
- Merge, shift and normalize variant calls
- Richly annotate genes, describe variants
- Current and relevant public annotations
- Licensed and private annotations
- QC and Cohort genomic algorithms
 Integrated Experience
- Interpretation and visualization
- Report authoring and previewing
- Sample QC and cataloging
- Subsetting and exporting
Each field is chunked and compressed
Technology Filter on Gene
Effect + Sample
Read Depth
Storage Size in
Tables
PostgreSQL 9.4 6300 ms 2.5 GB
VSWarehouse 560 ms 150MB
Improvement 11x 16x
Web: Query, View, Export
• Uses “Harvest”
biomedical toolkit from
CHOP
• Open source,
extendable
• Access to every variant
and sample table
Access Store Update
API – SQL, REST, Python
Research Exome Warehouse
- V2 (100 samples x 12M variants)
- V1 (50 samples x 6.5M variants)
Tumor Gene Panel Warehouse
- V1 (22 samples x 6k variants) Upload Samples from Projects
Exomes Dx Report (3 samples)
- Report – Genetic Variants (5 var)
- Report – Incident Findings (2 var)
Cancer Panel Report (6 samples)
- Report – Genetic Variants (22 var)
- Report – Incident Findings (46 var)
Common False Positives
Abby Labs Collab Findings
Input Report Interpretations, Sync
Research Exome Freq
Tumor Gene Panel Freq
Viz and Annotate Warehouse Variants
Custom Assessment Catalogs
Illumina TruSight Myeloid
[Demonstration]
Exome Trio Diagnostic
Query Reports and Variants
New e-book!
Architectures: Hub-Spoke Model
Launch timing
Beta
Program
(started in
2015)
Early Adopter
Program Q1
Commercially
Available
March 2016
The Early Adopter Program
 Our goal
- We want to build highly referenceable customers
- We are interested in a variety of use cases
- Case studies
 What is in it for you?
- The ability to influence the product roadmap. Key features can be prioritized.
- Access to our complete tech stack
- VarSeq, VSPipeline, VSReports at no charge
- VSWarehouse at 50% discount
- 15 month license
- We are willing to commit to these terms for 3 years
 Important fine-print: Commitment until March 15 2016.
We limit this offer to three customers.
Questions or
more info:
 Email
info@goldenhelix.com
 Request an evaluation of
the software at
www.goldenhelix.com
Questions?
Use the Questions pane in
your GoToWebinar window

More Related Content

Viewers also liked

Comorbidities Present in the Alopecia Areata Registry, Biobank & Clinical Tri...
Comorbidities Present in the Alopecia Areata Registry, Biobank & Clinical Tri...Comorbidities Present in the Alopecia Areata Registry, Biobank & Clinical Tri...
Comorbidities Present in the Alopecia Areata Registry, Biobank & Clinical Tri...
National Alopecia Areata Foundation
 
Exposome & Expotype - Exploring new challenges for Health Informatics Researc...
Exposome & Expotype - Exploring new challenges for Health Informatics Researc...Exposome & Expotype - Exploring new challenges for Health Informatics Researc...
Exposome & Expotype - Exploring new challenges for Health Informatics Researc...
Fernando Martin-Sanchez
 
Fight cancer with personalized medicine
Fight cancer with personalized medicineFight cancer with personalized medicine
Fight cancer with personalized medicine
Avi Dey
 
Elsevier Medical Graph – mit Machine Learning zu Precision Medicine
Elsevier Medical Graph – mit Machine Learning zu Precision MedicineElsevier Medical Graph – mit Machine Learning zu Precision Medicine
Elsevier Medical Graph – mit Machine Learning zu Precision Medicine
Rising Media Ltd.
 
Precision medicine the future of_healthcare
Precision medicine  the future of_healthcarePrecision medicine  the future of_healthcare
Precision medicine the future of_healthcare
Thomas Wilckens
 
HealthStartup Europe - Concept & Format
HealthStartup Europe - Concept & FormatHealthStartup Europe - Concept & Format
HealthStartup Europe - Concept & Format
Healthstartup
 
A Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge SystemA Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge System
Warren Kibbe
 
opdracht3crisis
opdracht3crisisopdracht3crisis
opdracht3crisis
Chantal van Wijnen
 
NORMAS APA
NORMAS APANORMAS APA
NORMAS APA
UNIANDES
 
οι μαθητές της β1 τάξης μιλούν για την αληθινή φιλία
οι μαθητές της β1 τάξης μιλούν για την αληθινή φιλίαοι μαθητές της β1 τάξης μιλούν για την αληθινή φιλία
οι μαθητές της β1 τάξης μιλούν για την αληθινή φιλία
Κατερίνα Καραμπαΐρη
 
Using Clinical Reports as a part of a Gene Panel Pipeline
Using Clinical Reports as a part of a Gene Panel PipelineUsing Clinical Reports as a part of a Gene Panel Pipeline
Using Clinical Reports as a part of a Gene Panel Pipeline
Golden Helix Inc
 
Προτάσεις προστασίας της γης
Προτάσεις προστασίας της γηςΠροτάσεις προστασίας της γης
Προτάσεις προστασίας της γης
Κατερίνα Καραμπαΐρη
 
Geography definitions
Geography definitionsGeography definitions
Geography definitionsjeon1009
 
Θρησκευτικά ήθη και έθιμα στο Νέο Σκοπό Σερρών.
Θρησκευτικά ήθη και έθιμα στο Νέο Σκοπό Σερρών.Θρησκευτικά ήθη και έθιμα στο Νέο Σκοπό Σερρών.
Θρησκευτικά ήθη και έθιμα στο Νέο Σκοπό Σερρών.
Κατερίνα Καραμπαΐρη
 
Έθιμα της περιοχής μας
Έθιμα της περιοχής μαςΈθιμα της περιοχής μας
Έθιμα της περιοχής μας
Κατερίνα Καραμπαΐρη
 

Viewers also liked (20)

Comorbidities Present in the Alopecia Areata Registry, Biobank & Clinical Tri...
Comorbidities Present in the Alopecia Areata Registry, Biobank & Clinical Tri...Comorbidities Present in the Alopecia Areata Registry, Biobank & Clinical Tri...
Comorbidities Present in the Alopecia Areata Registry, Biobank & Clinical Tri...
 
Exposome & Expotype - Exploring new challenges for Health Informatics Researc...
Exposome & Expotype - Exploring new challenges for Health Informatics Researc...Exposome & Expotype - Exploring new challenges for Health Informatics Researc...
Exposome & Expotype - Exploring new challenges for Health Informatics Researc...
 
Fight cancer with personalized medicine
Fight cancer with personalized medicineFight cancer with personalized medicine
Fight cancer with personalized medicine
 
Elsevier Medical Graph – mit Machine Learning zu Precision Medicine
Elsevier Medical Graph – mit Machine Learning zu Precision MedicineElsevier Medical Graph – mit Machine Learning zu Precision Medicine
Elsevier Medical Graph – mit Machine Learning zu Precision Medicine
 
Precision medicine the future of_healthcare
Precision medicine  the future of_healthcarePrecision medicine  the future of_healthcare
Precision medicine the future of_healthcare
 
HealthStartup Europe - Concept & Format
HealthStartup Europe - Concept & FormatHealthStartup Europe - Concept & Format
HealthStartup Europe - Concept & Format
 
A Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge SystemA Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge System
 
opdracht3crisis
opdracht3crisisopdracht3crisis
opdracht3crisis
 
NORMAS APA
NORMAS APANORMAS APA
NORMAS APA
 
Workplace india
Workplace indiaWorkplace india
Workplace india
 
οι μαθητές της β1 τάξης μιλούν για την αληθινή φιλία
οι μαθητές της β1 τάξης μιλούν για την αληθινή φιλίαοι μαθητές της β1 τάξης μιλούν για την αληθινή φιλία
οι μαθητές της β1 τάξης μιλούν για την αληθινή φιλία
 
Using Clinical Reports as a part of a Gene Panel Pipeline
Using Clinical Reports as a part of a Gene Panel PipelineUsing Clinical Reports as a part of a Gene Panel Pipeline
Using Clinical Reports as a part of a Gene Panel Pipeline
 
Προτάσεις προστασίας της γης
Προτάσεις προστασίας της γηςΠροτάσεις προστασίας της γης
Προτάσεις προστασίας της γης
 
01 79831
01 7983101 79831
01 79831
 
Geography definitions
Geography definitionsGeography definitions
Geography definitions
 
Sustantivos
SustantivosSustantivos
Sustantivos
 
Θρησκευτικά ήθη και έθιμα στο Νέο Σκοπό Σερρών.
Θρησκευτικά ήθη και έθιμα στο Νέο Σκοπό Σερρών.Θρησκευτικά ήθη και έθιμα στο Νέο Σκοπό Σερρών.
Θρησκευτικά ήθη και έθιμα στο Νέο Σκοπό Σερρών.
 
Έθιμα της περιοχής μας
Έθιμα της περιοχής μαςΈθιμα της περιοχής μας
Έθιμα της περιοχής μας
 
Prezentacja1
Prezentacja1Prezentacja1
Prezentacja1
 
Ecuaciones de laplace
Ecuaciones de laplaceEcuaciones de laplace
Ecuaciones de laplace
 

Similar to Introducing VSWarehouse - A Scalable Genetic Data Warehouse for VarSeq

Two Clinical Workflows
Two Clinical WorkflowsTwo Clinical Workflows
Two Clinical Workflows
Delaina Hawkins
 
Two Clinical Workflows - From Unfiltered Variants to a Clinical Report
Two Clinical Workflows - From Unfiltered Variants to a Clinical ReportTwo Clinical Workflows - From Unfiltered Variants to a Clinical Report
Two Clinical Workflows - From Unfiltered Variants to a Clinical Report
Golden Helix Inc
 
Getting Started with VSWarehouse - The User Experience
Getting Started with VSWarehouse - The User ExperienceGetting Started with VSWarehouse - The User Experience
Getting Started with VSWarehouse - The User Experience
Golden Helix Inc
 
Getting Started with VSWarehouse
Getting Started with VSWarehouseGetting Started with VSWarehouse
Getting Started with VSWarehouse
Golden Helix
 
Big Data at Golden Helix: Scaling to Meet the Demand of Clinical and Research...
Big Data at Golden Helix: Scaling to Meet the Demand of Clinical and Research...Big Data at Golden Helix: Scaling to Meet the Demand of Clinical and Research...
Big Data at Golden Helix: Scaling to Meet the Demand of Clinical and Research...
Golden Helix Inc
 
Golden Helix's End-to-End Solution for Clinical Labs
Golden Helix's End-to-End Solution for Clinical LabsGolden Helix's End-to-End Solution for Clinical Labs
Golden Helix's End-to-End Solution for Clinical Labs
Golden Helix
 
Performing a Trio Analysis in VSClinical
Performing a Trio Analysis in VSClinicalPerforming a Trio Analysis in VSClinical
Performing a Trio Analysis in VSClinical
Golden Helix
 
CS Guest Lecture 2015 10-05 advanced databases
CS Guest Lecture 2015 10-05 advanced databasesCS Guest Lecture 2015 10-05 advanced databases
CS Guest Lecture 2015 10-05 advanced databases
Gabe Rudy
 
Cancer Workflows in VarSeq
Cancer Workflows in VarSeqCancer Workflows in VarSeq
Cancer Workflows in VarSeq
Golden Helix Inc
 
Cancer Workflows in VarSeq
Cancer Workflows in VarSeqCancer Workflows in VarSeq
Cancer Workflows in VarSeq
Golden Helix
 
Clinical Reporting Made Easy
Clinical Reporting Made EasyClinical Reporting Made Easy
Clinical Reporting Made Easy
Golden Helix Inc
 
Clinical Reporting Made Easy
Clinical Reporting Made EasyClinical Reporting Made Easy
Clinical Reporting Made Easy
Golden Helix
 
Production Bioinformatics, emphasis on Production
Production Bioinformatics, emphasis on ProductionProduction Bioinformatics, emphasis on Production
Production Bioinformatics, emphasis on Production
Chris Dwan
 
XabTracker & SeqAgent: Integrated LIMS & Sequence Analysis Tools for Antibody...
XabTracker & SeqAgent: Integrated LIMS & Sequence Analysis Tools for Antibody...XabTracker & SeqAgent: Integrated LIMS & Sequence Analysis Tools for Antibody...
XabTracker & SeqAgent: Integrated LIMS & Sequence Analysis Tools for Antibody...
Mark Evans
 
Making NGS Data Analysis Clinically Practical: Repeatable and Time-Effective ...
Making NGS Data Analysis Clinically Practical: Repeatable and Time-Effective ...Making NGS Data Analysis Clinically Practical: Repeatable and Time-Effective ...
Making NGS Data Analysis Clinically Practical: Repeatable and Time-Effective ...
Golden Helix Inc
 
Annotation capabilities
Annotation capabilitiesAnnotation capabilities
Annotation capabilities
Golden Helix
 
2015 functional genomics variant annotation and interpretation- tools and p...
2015 functional genomics   variant annotation and interpretation- tools and p...2015 functional genomics   variant annotation and interpretation- tools and p...
2015 functional genomics variant annotation and interpretation- tools and p...
Gabe Rudy
 
VarSeq 2.6.0: Advancing Pharmacogenomics and Genomic Analysis
VarSeq 2.6.0: Advancing Pharmacogenomics and Genomic AnalysisVarSeq 2.6.0: Advancing Pharmacogenomics and Genomic Analysis
VarSeq 2.6.0: Advancing Pharmacogenomics and Genomic Analysis
Golden Helix
 
Rare Variant Analysis Workflows: Analyzing NGS Data in Large Cohorts
Rare Variant Analysis Workflows: Analyzing NGS Data in Large CohortsRare Variant Analysis Workflows: Analyzing NGS Data in Large Cohorts
Rare Variant Analysis Workflows: Analyzing NGS Data in Large Cohorts
Golden Helix Inc
 
100,000 Genomes Project.
100,000 Genomes Project.100,000 Genomes Project.
100,000 Genomes Project.
David Montaner
 

Similar to Introducing VSWarehouse - A Scalable Genetic Data Warehouse for VarSeq (20)

Two Clinical Workflows
Two Clinical WorkflowsTwo Clinical Workflows
Two Clinical Workflows
 
Two Clinical Workflows - From Unfiltered Variants to a Clinical Report
Two Clinical Workflows - From Unfiltered Variants to a Clinical ReportTwo Clinical Workflows - From Unfiltered Variants to a Clinical Report
Two Clinical Workflows - From Unfiltered Variants to a Clinical Report
 
Getting Started with VSWarehouse - The User Experience
Getting Started with VSWarehouse - The User ExperienceGetting Started with VSWarehouse - The User Experience
Getting Started with VSWarehouse - The User Experience
 
Getting Started with VSWarehouse
Getting Started with VSWarehouseGetting Started with VSWarehouse
Getting Started with VSWarehouse
 
Big Data at Golden Helix: Scaling to Meet the Demand of Clinical and Research...
Big Data at Golden Helix: Scaling to Meet the Demand of Clinical and Research...Big Data at Golden Helix: Scaling to Meet the Demand of Clinical and Research...
Big Data at Golden Helix: Scaling to Meet the Demand of Clinical and Research...
 
Golden Helix's End-to-End Solution for Clinical Labs
Golden Helix's End-to-End Solution for Clinical LabsGolden Helix's End-to-End Solution for Clinical Labs
Golden Helix's End-to-End Solution for Clinical Labs
 
Performing a Trio Analysis in VSClinical
Performing a Trio Analysis in VSClinicalPerforming a Trio Analysis in VSClinical
Performing a Trio Analysis in VSClinical
 
CS Guest Lecture 2015 10-05 advanced databases
CS Guest Lecture 2015 10-05 advanced databasesCS Guest Lecture 2015 10-05 advanced databases
CS Guest Lecture 2015 10-05 advanced databases
 
Cancer Workflows in VarSeq
Cancer Workflows in VarSeqCancer Workflows in VarSeq
Cancer Workflows in VarSeq
 
Cancer Workflows in VarSeq
Cancer Workflows in VarSeqCancer Workflows in VarSeq
Cancer Workflows in VarSeq
 
Clinical Reporting Made Easy
Clinical Reporting Made EasyClinical Reporting Made Easy
Clinical Reporting Made Easy
 
Clinical Reporting Made Easy
Clinical Reporting Made EasyClinical Reporting Made Easy
Clinical Reporting Made Easy
 
Production Bioinformatics, emphasis on Production
Production Bioinformatics, emphasis on ProductionProduction Bioinformatics, emphasis on Production
Production Bioinformatics, emphasis on Production
 
XabTracker & SeqAgent: Integrated LIMS & Sequence Analysis Tools for Antibody...
XabTracker & SeqAgent: Integrated LIMS & Sequence Analysis Tools for Antibody...XabTracker & SeqAgent: Integrated LIMS & Sequence Analysis Tools for Antibody...
XabTracker & SeqAgent: Integrated LIMS & Sequence Analysis Tools for Antibody...
 
Making NGS Data Analysis Clinically Practical: Repeatable and Time-Effective ...
Making NGS Data Analysis Clinically Practical: Repeatable and Time-Effective ...Making NGS Data Analysis Clinically Practical: Repeatable and Time-Effective ...
Making NGS Data Analysis Clinically Practical: Repeatable and Time-Effective ...
 
Annotation capabilities
Annotation capabilitiesAnnotation capabilities
Annotation capabilities
 
2015 functional genomics variant annotation and interpretation- tools and p...
2015 functional genomics   variant annotation and interpretation- tools and p...2015 functional genomics   variant annotation and interpretation- tools and p...
2015 functional genomics variant annotation and interpretation- tools and p...
 
VarSeq 2.6.0: Advancing Pharmacogenomics and Genomic Analysis
VarSeq 2.6.0: Advancing Pharmacogenomics and Genomic AnalysisVarSeq 2.6.0: Advancing Pharmacogenomics and Genomic Analysis
VarSeq 2.6.0: Advancing Pharmacogenomics and Genomic Analysis
 
Rare Variant Analysis Workflows: Analyzing NGS Data in Large Cohorts
Rare Variant Analysis Workflows: Analyzing NGS Data in Large CohortsRare Variant Analysis Workflows: Analyzing NGS Data in Large Cohorts
Rare Variant Analysis Workflows: Analyzing NGS Data in Large Cohorts
 
100,000 Genomes Project.
100,000 Genomes Project.100,000 Genomes Project.
100,000 Genomes Project.
 

More from Golden Helix Inc

Pharmacological Induction of FoxO3 is a Potential Treatment for Sickle Cell D...
Pharmacological Induction of FoxO3 is a Potential Treatment for Sickle Cell D...Pharmacological Induction of FoxO3 is a Potential Treatment for Sickle Cell D...
Pharmacological Induction of FoxO3 is a Potential Treatment for Sickle Cell D...
Golden Helix Inc
 
Uncovering novel candidate genes for pyridoxine-responsive epilepsy in a cons...
Uncovering novel candidate genes for pyridoxine-responsive epilepsy in a cons...Uncovering novel candidate genes for pyridoxine-responsive epilepsy in a cons...
Uncovering novel candidate genes for pyridoxine-responsive epilepsy in a cons...
Golden Helix Inc
 
Authoring Clinical Reports in VarSeq
Authoring Clinical Reports in VarSeqAuthoring Clinical Reports in VarSeq
Authoring Clinical Reports in VarSeq
Golden Helix Inc
 
SETBP1 as a novel candidate gene for neurodevelopmental disorders of speech a...
SETBP1 as a novel candidate gene for neurodevelopmental disorders of speech a...SETBP1 as a novel candidate gene for neurodevelopmental disorders of speech a...
SETBP1 as a novel candidate gene for neurodevelopmental disorders of speech a...
Golden Helix Inc
 
The Molecular Sciences Made Personal
The Molecular Sciences Made PersonalThe Molecular Sciences Made Personal
The Molecular Sciences Made Personal
Golden Helix Inc
 
Prediction and Meta-Analysis
Prediction and Meta-AnalysisPrediction and Meta-Analysis
Prediction and Meta-Analysis
Golden Helix Inc
 
Using VarSeq to Improve Variant Analysis Research Workflows
Using VarSeq to Improve Variant Analysis Research WorkflowsUsing VarSeq to Improve Variant Analysis Research Workflows
Using VarSeq to Improve Variant Analysis Research Workflows
Golden Helix Inc
 
A Walk Through GWAS
A Walk Through GWASA Walk Through GWAS
A Walk Through GWAS
Golden Helix Inc
 
MM-KBAC – Using Mixed Models to Adjust for Population Structure in a Rare-var...
MM-KBAC – Using Mixed Models to Adjust for Population Structure in a Rare-var...MM-KBAC – Using Mixed Models to Adjust for Population Structure in a Rare-var...
MM-KBAC – Using Mixed Models to Adjust for Population Structure in a Rare-var...
Golden Helix Inc
 
Pharmacogenomic Prediction of Antracycline-induced Cardiotoxicity
Pharmacogenomic Prediction of Antracycline-induced CardiotoxicityPharmacogenomic Prediction of Antracycline-induced Cardiotoxicity
Pharmacogenomic Prediction of Antracycline-induced Cardiotoxicity
Golden Helix Inc
 
Custom Family Workflows
Custom Family WorkflowsCustom Family Workflows
Custom Family Workflows
Golden Helix Inc
 
Using WES in Distant Relationships to Identify Cardiomyopathy Genes
Using WES in Distant Relationships to Identify Cardiomyopathy GenesUsing WES in Distant Relationships to Identify Cardiomyopathy Genes
Using WES in Distant Relationships to Identify Cardiomyopathy Genes
Golden Helix Inc
 
Investigating Shared Additive Genetic Variation for Alcohol Dependence
Investigating Shared Additive Genetic Variation for Alcohol DependenceInvestigating Shared Additive Genetic Variation for Alcohol Dependence
Investigating Shared Additive Genetic Variation for Alcohol Dependence
Golden Helix Inc
 
Personalized Medicine through Tumor Sequencing
Personalized Medicine through Tumor SequencingPersonalized Medicine through Tumor Sequencing
Personalized Medicine through Tumor Sequencing
Golden Helix Inc
 
CNV Analysis in VarSeq
CNV Analysis in VarSeqCNV Analysis in VarSeq
CNV Analysis in VarSeq
Golden Helix Inc
 
Beagle Imputation in SVS
Beagle Imputation in SVSBeagle Imputation in SVS
Beagle Imputation in SVS
Golden Helix Inc
 
Population Structure & Genetic Improvement in Livestock
Population Structure & Genetic Improvement in LivestockPopulation Structure & Genetic Improvement in Livestock
Population Structure & Genetic Improvement in Livestock
Golden Helix Inc
 
GWAS in a model organism: Arabidopsis thaliana
GWAS in a model organism: Arabidopsis thalianaGWAS in a model organism: Arabidopsis thaliana
GWAS in a model organism: Arabidopsis thaliana
Golden Helix Inc
 
MM - KBAC: Using mixed models to adjust for population structure in a rare-va...
MM - KBAC: Using mixed models to adjust for population structure in a rare-va...MM - KBAC: Using mixed models to adjust for population structure in a rare-va...
MM - KBAC: Using mixed models to adjust for population structure in a rare-va...
Golden Helix Inc
 
New Study Identifies High-Risk Variants Associated with Autism Spectrum Disor...
New Study Identifies High-Risk Variants Associated with Autism Spectrum Disor...New Study Identifies High-Risk Variants Associated with Autism Spectrum Disor...
New Study Identifies High-Risk Variants Associated with Autism Spectrum Disor...
Golden Helix Inc
 

More from Golden Helix Inc (20)

Pharmacological Induction of FoxO3 is a Potential Treatment for Sickle Cell D...
Pharmacological Induction of FoxO3 is a Potential Treatment for Sickle Cell D...Pharmacological Induction of FoxO3 is a Potential Treatment for Sickle Cell D...
Pharmacological Induction of FoxO3 is a Potential Treatment for Sickle Cell D...
 
Uncovering novel candidate genes for pyridoxine-responsive epilepsy in a cons...
Uncovering novel candidate genes for pyridoxine-responsive epilepsy in a cons...Uncovering novel candidate genes for pyridoxine-responsive epilepsy in a cons...
Uncovering novel candidate genes for pyridoxine-responsive epilepsy in a cons...
 
Authoring Clinical Reports in VarSeq
Authoring Clinical Reports in VarSeqAuthoring Clinical Reports in VarSeq
Authoring Clinical Reports in VarSeq
 
SETBP1 as a novel candidate gene for neurodevelopmental disorders of speech a...
SETBP1 as a novel candidate gene for neurodevelopmental disorders of speech a...SETBP1 as a novel candidate gene for neurodevelopmental disorders of speech a...
SETBP1 as a novel candidate gene for neurodevelopmental disorders of speech a...
 
The Molecular Sciences Made Personal
The Molecular Sciences Made PersonalThe Molecular Sciences Made Personal
The Molecular Sciences Made Personal
 
Prediction and Meta-Analysis
Prediction and Meta-AnalysisPrediction and Meta-Analysis
Prediction and Meta-Analysis
 
Using VarSeq to Improve Variant Analysis Research Workflows
Using VarSeq to Improve Variant Analysis Research WorkflowsUsing VarSeq to Improve Variant Analysis Research Workflows
Using VarSeq to Improve Variant Analysis Research Workflows
 
A Walk Through GWAS
A Walk Through GWASA Walk Through GWAS
A Walk Through GWAS
 
MM-KBAC – Using Mixed Models to Adjust for Population Structure in a Rare-var...
MM-KBAC – Using Mixed Models to Adjust for Population Structure in a Rare-var...MM-KBAC – Using Mixed Models to Adjust for Population Structure in a Rare-var...
MM-KBAC – Using Mixed Models to Adjust for Population Structure in a Rare-var...
 
Pharmacogenomic Prediction of Antracycline-induced Cardiotoxicity
Pharmacogenomic Prediction of Antracycline-induced CardiotoxicityPharmacogenomic Prediction of Antracycline-induced Cardiotoxicity
Pharmacogenomic Prediction of Antracycline-induced Cardiotoxicity
 
Custom Family Workflows
Custom Family WorkflowsCustom Family Workflows
Custom Family Workflows
 
Using WES in Distant Relationships to Identify Cardiomyopathy Genes
Using WES in Distant Relationships to Identify Cardiomyopathy GenesUsing WES in Distant Relationships to Identify Cardiomyopathy Genes
Using WES in Distant Relationships to Identify Cardiomyopathy Genes
 
Investigating Shared Additive Genetic Variation for Alcohol Dependence
Investigating Shared Additive Genetic Variation for Alcohol DependenceInvestigating Shared Additive Genetic Variation for Alcohol Dependence
Investigating Shared Additive Genetic Variation for Alcohol Dependence
 
Personalized Medicine through Tumor Sequencing
Personalized Medicine through Tumor SequencingPersonalized Medicine through Tumor Sequencing
Personalized Medicine through Tumor Sequencing
 
CNV Analysis in VarSeq
CNV Analysis in VarSeqCNV Analysis in VarSeq
CNV Analysis in VarSeq
 
Beagle Imputation in SVS
Beagle Imputation in SVSBeagle Imputation in SVS
Beagle Imputation in SVS
 
Population Structure & Genetic Improvement in Livestock
Population Structure & Genetic Improvement in LivestockPopulation Structure & Genetic Improvement in Livestock
Population Structure & Genetic Improvement in Livestock
 
GWAS in a model organism: Arabidopsis thaliana
GWAS in a model organism: Arabidopsis thalianaGWAS in a model organism: Arabidopsis thaliana
GWAS in a model organism: Arabidopsis thaliana
 
MM - KBAC: Using mixed models to adjust for population structure in a rare-va...
MM - KBAC: Using mixed models to adjust for population structure in a rare-va...MM - KBAC: Using mixed models to adjust for population structure in a rare-va...
MM - KBAC: Using mixed models to adjust for population structure in a rare-va...
 
New Study Identifies High-Risk Variants Associated with Autism Spectrum Disor...
New Study Identifies High-Risk Variants Associated with Autism Spectrum Disor...New Study Identifies High-Risk Variants Associated with Autism Spectrum Disor...
New Study Identifies High-Risk Variants Associated with Autism Spectrum Disor...
 

Recently uploaded

Lateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensiveLateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensive
silvermistyshot
 
Richard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlandsRichard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlands
Richard Gill
 
Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.
Nistarini College, Purulia (W.B) India
 
Leaf Initiation, Growth and Differentiation.pdf
Leaf Initiation, Growth and Differentiation.pdfLeaf Initiation, Growth and Differentiation.pdf
Leaf Initiation, Growth and Differentiation.pdf
RenuJangid3
 
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
Sérgio Sacani
 
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Sérgio Sacani
 
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptxBody fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
muralinath2
 
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdfDMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
fafyfskhan251kmf
 
extra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdfextra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdf
DiyaBiswas10
 
GBSN- Microbiology (Lab 3) Gram Staining
GBSN- Microbiology (Lab 3) Gram StainingGBSN- Microbiology (Lab 3) Gram Staining
GBSN- Microbiology (Lab 3) Gram Staining
Areesha Ahmad
 
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
Wasswaderrick3
 
Unveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdfUnveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdf
Erdal Coalmaker
 
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
Scintica Instrumentation
 
BLOOD AND BLOOD COMPONENT- introduction to blood physiology
BLOOD AND BLOOD COMPONENT- introduction to blood physiologyBLOOD AND BLOOD COMPONENT- introduction to blood physiology
BLOOD AND BLOOD COMPONENT- introduction to blood physiology
NoelManyise1
 
Comparative structure of adrenal gland in vertebrates
Comparative structure of adrenal gland in vertebratesComparative structure of adrenal gland in vertebrates
Comparative structure of adrenal gland in vertebrates
sachin783648
 
NuGOweek 2024 Ghent - programme - final version
NuGOweek 2024 Ghent - programme - final versionNuGOweek 2024 Ghent - programme - final version
NuGOweek 2024 Ghent - programme - final version
pablovgd
 
Chapter 12 - climate change and the energy crisis
Chapter 12 - climate change and the energy crisisChapter 12 - climate change and the energy crisis
Chapter 12 - climate change and the energy crisis
tonzsalvador2222
 
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Ana Luísa Pinho
 
in vitro propagation of plants lecture note.pptx
in vitro propagation of plants lecture note.pptxin vitro propagation of plants lecture note.pptx
in vitro propagation of plants lecture note.pptx
yusufzako14
 
bordetella pertussis.................................ppt
bordetella pertussis.................................pptbordetella pertussis.................................ppt
bordetella pertussis.................................ppt
kejapriya1
 

Recently uploaded (20)

Lateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensiveLateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensive
 
Richard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlandsRichard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlands
 
Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.
 
Leaf Initiation, Growth and Differentiation.pdf
Leaf Initiation, Growth and Differentiation.pdfLeaf Initiation, Growth and Differentiation.pdf
Leaf Initiation, Growth and Differentiation.pdf
 
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
 
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
 
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptxBody fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
 
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdfDMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
 
extra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdfextra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdf
 
GBSN- Microbiology (Lab 3) Gram Staining
GBSN- Microbiology (Lab 3) Gram StainingGBSN- Microbiology (Lab 3) Gram Staining
GBSN- Microbiology (Lab 3) Gram Staining
 
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
 
Unveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdfUnveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdf
 
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
 
BLOOD AND BLOOD COMPONENT- introduction to blood physiology
BLOOD AND BLOOD COMPONENT- introduction to blood physiologyBLOOD AND BLOOD COMPONENT- introduction to blood physiology
BLOOD AND BLOOD COMPONENT- introduction to blood physiology
 
Comparative structure of adrenal gland in vertebrates
Comparative structure of adrenal gland in vertebratesComparative structure of adrenal gland in vertebrates
Comparative structure of adrenal gland in vertebrates
 
NuGOweek 2024 Ghent - programme - final version
NuGOweek 2024 Ghent - programme - final versionNuGOweek 2024 Ghent - programme - final version
NuGOweek 2024 Ghent - programme - final version
 
Chapter 12 - climate change and the energy crisis
Chapter 12 - climate change and the energy crisisChapter 12 - climate change and the energy crisis
Chapter 12 - climate change and the energy crisis
 
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
 
in vitro propagation of plants lecture note.pptx
in vitro propagation of plants lecture note.pptxin vitro propagation of plants lecture note.pptx
in vitro propagation of plants lecture note.pptx
 
bordetella pertussis.................................ppt
bordetella pertussis.................................pptbordetella pertussis.................................ppt
bordetella pertussis.................................ppt
 

Introducing VSWarehouse - A Scalable Genetic Data Warehouse for VarSeq

  • 1. A scalable genetic data warehouse for VarSeq. February 3, 2016 Andreas Scherer, PhD President & CEO Gabe Rudy VP Product & Engineering
  • 2. Agenda Introduction Genetic Data Warehousing Outline Early Adopter Program 2 3 4 VSWarehousing: Concepts and Use Cases Overview Golden Helix1
  • 3. Golden Helix – Who We Are Golden Helix is a global bioinformatics company founded in 1998. Filtering and Annotation Clinical Reports Pipeline Data Warehousing GWAS Genomic Prediction Large-N-Population Studies RNA-Seq CNV-Analysis
  • 5. Cited in over 900 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  TRANSPARENCY  INNOVATION and SPEED  CUSTOMIZATIONS
  • 8. Labs have a lot of data – and more to come! Billions of Variants Terra Bytes of Data +40% Annual Growth Rate
  • 10. Use Cases  Annotation Source: Have I seen this variant before? If so, at what frequency?  Conducting Research: Capturing samples, reports: allowing to extract affected and unaffected study participants to conduct further research on a genomic level  Connecting with other legacy systems: Integration point between lab and other hospital systems. Sharing data with other labs and research organizations.
  • 11. Use the Questions pane in your GoToWebinar window Questions during the presentation
  • 12. R&D Genetic Test Workflow Test Launched Cataloging of Tested Samples Ongoing Data Science, Re- Annotation, Medical Archiving VCF Variant Call File Patient - Phenotype - Lab Info - Referring Info Annotate, Filter, Interpret Workflow Variants ClinVar Genes Pop Freq Structured Rendered Pathogenic Incidental Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut … Ut enim ad minim veniam, quis … Name Annotated Variants: Marked for Reporting D.O.B.
  • 13. Requirements for Variant Warehousing  A place to archive full VCFs of every sequenced sample  Query and retrieve subsets of data at any time  Ask the Variant Warehouse: - Have I ever seen this variant in my previous test samples? - What proportion of samples? Frequency and genotype counts. - Does this gene contain other rare variants in my cohort? - Have I classified this variant and put it into a report for any previous samples? - ClinVar’s monthly release has new and updated variant classifications. Are any of those variants I reported differently? Add Sample Calls Add Report Update Annotation SELECT * FROM VARIANTS WHERE … Add Sample Calls New Evidence Alert Time >_ !
  • 14. CHR POS ID … Variant Sites GT GQ RD AD … Variant Call Fields Allele Counts ClinVar Gene Pop Freq S1 … S2 S3 S4 S1 Affected S2 Affected S3 Control S4 Control … Samples Var Calls Rows Samples Variants 500K 10 5M 100 12M 1000 Annotations and Algs
  • 15. The traditional row-based data storage approach is dead, as row-based storage will never match column-based storage’s performance increase by factor 100x Traditional RDBMS • Insert/Update/Delete Rows • Scales poorly • Powerful query language (SQL) • Unintuitive star topology (lots of joins) NoSQL • Add/Update/Remove value blobs for keys • Scales well • Poor query interface, only on manually indexed dimensions Data Warehouse • Batch updates to read- optimized matrixes • Scales well (disk and query speeds) • Intuitive unified topology • Powerful query interface possible (SQL front-end) Michael Stonebraker
  • 16. Building on VarSeq’s Genomic Toolset  Mature, Scalable Technology - Chunked, compressed column-store TSF - Efficient querying, transparent joining - Golden Helix core technology for 4 years  VarSeq Solves NGS Challenges - Merge, shift and normalize variant calls - Richly annotate genes, describe variants - Current and relevant public annotations - Licensed and private annotations - QC and Cohort genomic algorithms  Integrated Experience - Interpretation and visualization - Report authoring and previewing - Sample QC and cataloging - Subsetting and exporting Each field is chunked and compressed Technology Filter on Gene Effect + Sample Read Depth Storage Size in Tables PostgreSQL 9.4 6300 ms 2.5 GB VSWarehouse 560 ms 150MB Improvement 11x 16x
  • 17. Web: Query, View, Export • Uses “Harvest” biomedical toolkit from CHOP • Open source, extendable • Access to every variant and sample table Access Store Update API – SQL, REST, Python Research Exome Warehouse - V2 (100 samples x 12M variants) - V1 (50 samples x 6.5M variants) Tumor Gene Panel Warehouse - V1 (22 samples x 6k variants) Upload Samples from Projects Exomes Dx Report (3 samples) - Report – Genetic Variants (5 var) - Report – Incident Findings (2 var) Cancer Panel Report (6 samples) - Report – Genetic Variants (22 var) - Report – Incident Findings (46 var) Common False Positives Abby Labs Collab Findings Input Report Interpretations, Sync Research Exome Freq Tumor Gene Panel Freq Viz and Annotate Warehouse Variants Custom Assessment Catalogs
  • 18. Illumina TruSight Myeloid [Demonstration] Exome Trio Diagnostic Query Reports and Variants
  • 21. Launch timing Beta Program (started in 2015) Early Adopter Program Q1 Commercially Available March 2016
  • 22. The Early Adopter Program  Our goal - We want to build highly referenceable customers - We are interested in a variety of use cases - Case studies  What is in it for you? - The ability to influence the product roadmap. Key features can be prioritized. - Access to our complete tech stack - VarSeq, VSPipeline, VSReports at no charge - VSWarehouse at 50% discount - 15 month license - We are willing to commit to these terms for 3 years  Important fine-print: Commitment until March 15 2016. We limit this offer to three customers.
  • 23. Questions or more info:  Email info@goldenhelix.com  Request an evaluation of the software at www.goldenhelix.com
  • 24. Questions? Use the Questions pane in your GoToWebinar window