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A Walk Through GWAS
January 20th, 2016
Jami Bartole
Senior Field Application Scientist
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Golden Helix – Who We Are
Golden Helix is a global bioinformatics
company founded in 1998.
We are cited in over 900 peer-reviewed publications
Our Customers
Over 200 organizations world wide, and thousands of users, trust our software.
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
Core
Features
Packages
Core Features
 Powerful Data Management
 Rich Visualizations
 Robust Statistics
 Flexible
Applications
 Genotype Analysis
 DNA sequence analysis
 CNV Analysis
 RNA-seq differential
expression
SNP & Variation Suite (SVS)
GenomeBrowse
 Powerful visualization software for
DNA and RNA sequencing data
 Supports most standard
bioinformatics file formats
 Fast and responsive for interactive
analysis
 Intuitive controls
 Stream data from the cloud and
from your own remote data servers
Approximate Agenda
Explore Results from a GWAS Project
Q&A
2
3
4
Population Stratification in Analysis
1 Background of GWAS
A brief background of GWAS
 First the naïve approaches:
Trend Tests, Contingency
Tables, Linear/Logistic
Regression
 Batch Effects, Population
Structure and sharing of controls
may violate assumptions of the
naïve approaches and result in
confounding of results.
 Stratification effects are more
pronounced with larger sample
sizes.
 Non-independence of samples is
especially problematic in
agrigenomic applications.
Summary of GWAS Dataset
 513 individuals
 29 populations from the
Human Genome
Diversity Project (HGDP)
 Illumina Infinium
HumanHap550
Genotyping BeadChip
 Simulated Case/Control
Phenotype
Demonstration
Q-Q Plots
λ = 2.549
λ = 0.979
λ = 1.049
Demonstration
Overview of Methods
Corr/Trend Test
• Quality Control of
Samples and
Markers
PCA Correction (Eigenstrat
Price 2006)
• Direct correction of
genotype and phenotype
data
• Adding PCs as
covariates to regression
model
EMMAX (Kang 2010)
• Using the Genomic
Relationship Matrix
(IBD) to account for
stratification
Naïve GWAS
GWAS + Correcting
for Population
Stratification
Mixed Model
Approach
Demonstration
Summary
• Performed Basic Association Test
• Verified contingency table counts
http://goldenhelix.com/SNP_Variation/scripts/pages/FrequencyTable.html
• Q-Q Plot to look for inflation of p-values
http://goldenhelix.com/SNP_Variation/scripts/pages/CalculatePseudoLambda.html
• Examined workflow to determine reasons for inflation of p-values
• Sample/Marker Statistics
• Call Rate Histograms
• Cryptic Relatedness through IBD
• IBD Heat Maps
• Population Stratification with PCA
• PCA Plots (2D & 3D)
• Adjusted Analysis for Population Stratification
• Using PCA from within Association Testing dialog
• Using PCs as Covariates in Numeric Regression
• Using Mixed Linear Model Analysis
Questions or
more info:
 Email
info@goldenhelix.com
 Request an evaluation of
the software at
www.goldenhelix.com
 Check out our abstract
competition!

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A Walk Through GWAS

  • 1. A Walk Through GWAS January 20th, 2016 Jami Bartole Senior Field Application Scientist
  • 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. We are cited in over 900 peer-reviewed publications
  • 4. Our Customers Over 200 organizations world wide, and thousands of users, trust our software.
  • 5. 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
  • 6. Core Features Packages Core Features  Powerful Data Management  Rich Visualizations  Robust Statistics  Flexible Applications  Genotype Analysis  DNA sequence analysis  CNV Analysis  RNA-seq differential expression SNP & Variation Suite (SVS)
  • 7. GenomeBrowse  Powerful visualization software for DNA and RNA sequencing data  Supports most standard bioinformatics file formats  Fast and responsive for interactive analysis  Intuitive controls  Stream data from the cloud and from your own remote data servers
  • 8. Approximate Agenda Explore Results from a GWAS Project Q&A 2 3 4 Population Stratification in Analysis 1 Background of GWAS
  • 9. A brief background of GWAS  First the naïve approaches: Trend Tests, Contingency Tables, Linear/Logistic Regression  Batch Effects, Population Structure and sharing of controls may violate assumptions of the naïve approaches and result in confounding of results.  Stratification effects are more pronounced with larger sample sizes.  Non-independence of samples is especially problematic in agrigenomic applications.
  • 10. Summary of GWAS Dataset  513 individuals  29 populations from the Human Genome Diversity Project (HGDP)  Illumina Infinium HumanHap550 Genotyping BeadChip  Simulated Case/Control Phenotype
  • 12. Q-Q Plots λ = 2.549 λ = 0.979 λ = 1.049
  • 14. Overview of Methods Corr/Trend Test • Quality Control of Samples and Markers PCA Correction (Eigenstrat Price 2006) • Direct correction of genotype and phenotype data • Adding PCs as covariates to regression model EMMAX (Kang 2010) • Using the Genomic Relationship Matrix (IBD) to account for stratification Naïve GWAS GWAS + Correcting for Population Stratification Mixed Model Approach
  • 16. Summary • Performed Basic Association Test • Verified contingency table counts http://goldenhelix.com/SNP_Variation/scripts/pages/FrequencyTable.html • Q-Q Plot to look for inflation of p-values http://goldenhelix.com/SNP_Variation/scripts/pages/CalculatePseudoLambda.html • Examined workflow to determine reasons for inflation of p-values • Sample/Marker Statistics • Call Rate Histograms • Cryptic Relatedness through IBD • IBD Heat Maps • Population Stratification with PCA • PCA Plots (2D & 3D) • Adjusted Analysis for Population Stratification • Using PCA from within Association Testing dialog • Using PCs as Covariates in Numeric Regression • Using Mixed Linear Model Analysis
  • 17. Questions or more info:  Email info@goldenhelix.com  Request an evaluation of the software at www.goldenhelix.com  Check out our abstract competition!