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Target SNPs
YRI SNPs from three SNP
discovery projects
N
Y
2.2M selected
markers
provide 90%
coverage of
target SNPs
Update selected SNP list.
SNP selection rule
START
Can we
cover more
target
SNPs?
Selected SNPs
Choose available SNPs that contribute maximally to
coverage, within a narrow range of coverage (r2)
values. Of these, choose the most robust.
STO
P
Candidate SNPs
Validated and available to
be placed on the array
Applica t i o n Brief
Abstract
Genome-wide association studies (GWAS) in African populations pose unique challenges, given the extensive genetic heterogeneity
that has been observed in these populations (Figures 1 and 2). Adding to the GWAS challenge is the increase in the number of known
SNP and insertion/deletion (in/del) markers (driven by sequencing in novel populations). Population-optimized SNP arrays that include
this novel sequencing content and overall high genomic coverage offer great power to detect disease-associated markers. To this end,
the Axiom® Genome-Wide PanAFR Array Set was designed to maximize coverage of novel common and rare variants in populations of
Yoruba (YRI) ancestry. We have also demonstrated the coverage of this array in the following HapMap populations: Africans from the
Southwestern USA (ASW), Maasai (MKK), Luhya (LWK), European (CEU), and Asian (Chinese and Japanese, ASI) (Figure 3).
The Axiom®
Genome-Wide PanAFR Array Set contains ~2.2 million markers (SNPs and insertion/deletion) obtained from HapMap,
dbSNP, the 1000 Genomes Project, and the Southern African Genomes Project (Figure 5). In addition to high genome-wide coverage,
these markers were also selected for coverage of the following categories: chromosomes X and Y, mitochondria, coding regions, recom-
bination hotspots, ADME, miRNA, and disease-associated regions (Figure 4). The array set has been tested using manual and automated
workflows with multiple sample types such as cell line, saliva, and blood-derived DNA. Assay performance was evaluated and shown
to have an average sample call rate greater than 99.0 percent; trio concordance and average sample concordance to independent
DNA genotype information (HapMap) were greater than 99.5 percent, and intra- and inter-run reproducibility were greater than
99.8 percent (Figure 6).
1
SNP genotyping using the Affymetrix® Axiom®
Genome-Wide Pan-African (PanAFR) Array Set
Because African populations
are genetically more diverse
than European and Asian
populations, ~2.5 times more
SNPs are required to provide
the same statistical power
for a GWAS.1
Figure 1: Marker selection strategy for the GWAS challenge
2
Minor allele frequency (%)
Coverage
YRI ASWLWK MKK CEU ASI
1
0.9
0.8
0.7
0.6
0.5
0.4
Y axis = number of intersecting SNPs (million)
YRI + LWK + MKK YRI + LWK YRI + MKK YRI
2
1.5
1
0.5
0
A
YRI + CEU + ASI YRI + CEU YRI + ASI YRI
2
1
0
B
YRI + ASW YRI
2
1.5
1
0.5
0
C
Most YRI SNPs
are also polymorphic
in two other African
populations
Many YRI SNPs are
private relative
to the out-of-Africa
populations
Most YRI SNPs are
also polymorphic
in ASW
Figure 2: Intersection of YRI SNPs with various populations
Figure 3: Overall genetic coverage
Intersection of Axiom Pan-African
markers that exhibit polymorphism
in various populations. Counts of
polymorphic SNPs were determined by
genotyping the ASI, ASW, CEU, LWK,
MKK, and YRI HapMap samples with the
Axiom® Genome-Wide PanAFR Array Set.
Panel A illustrates that the vast majority of
SNPs (~2M) are polymorphic in all three
African populations (YRI, LWK, MKK) while
only a very small subset are polymorphic in
only YRI and LWK but not MKK.
Panel B illustrates that the large majority of
SNPs (2M) are polymorphic in both the YRI
and ASW populations while a small number
(less than 0.25M) are only polymorphic in
YRI but not ASW.
Panel C illustrates that greater than 1M SNPs
are polymorphic in the YRI and CEU and ASI
populations while slightly less than 1M SNPs
are polymorphic in only the YRI population
and not the CEU and ASI populations. A
small subset of SNPs are polymorphic in YRI
and CEU but not ASI and are polymorphic in
YRI and ASI but not CEU.
Genetic coverage: Single-marker coverage is the proportion of SNPs and in/dels with r2 ≥0.8 to a marker on the
Axiom Genome-Wide PanAFR Array.
3
Minor allele frequency (%)
Coverage
1
0.9
0.8
0.7
0.6
0.5
0.4
12M target SNPs comprised of:
1. All HapMap.
2. 1000G Pilot 1 low coverage
SNPs that were validated by
other projects (Affymetrix or
1000 Genomes Trio project).2
3. Southern African Genomes
Project, validated by Affymetrix.
SNP origins: The great majority of SNPs on Axiom GW PanAFR Array were discovered by the 1000 Genomes Pilot Projects.
8.8M candidate SNPs
Subset of target SNPs with
robust genotype cluster
properties and evidence
of polymorphism
2.2M selected SNPs
Figure 4: Coverage of markers in biological categories
Figure 5: Markers for the Axiom® Genome-Wide PanAFR Array are from three discovery projects
Coverage of biologically relevant SNPs: Single-marker coverage (r2 ≥0.8 for YRI) of SNPs and in/dels associated with
selected genes and regions.
1000
Genomes
1.2M
Southern
African
Genomes
Project
13K
51K
Other
821K 92K
2.2K
HapMap
100
10K
Cardio- Immunity and NHGRI Sanger
ADME vascular inflamation MHC disease cancer
......................................
Work-flow options
include 3-plate automated or 3-plate manual assay
Samples requirements
300 ng gDNA (100 ng per array) from saliva, whole
blood, or WGA samples
2.2M SNPs and in/dels genotyped across a
3-plate Axiom® Array Set
* Includes 24 pairs of matched blood-saliva samples and
cell line replicates
References:
1
Teo Y. Y., et al. Methodological challenges of genome-wide association analysis in Africa. Nature Reviews Genetics 11(2) 149-60 (2010).
2
Altshuler D., et al. The 1000 Genome Project Consortium, a map of human genome variation from population-scale sequencing. Nature 467(7319):1061-73 (2010).
Figure 6: Axiom® Genome-Wide PanAFR Array Set specifications
A ffymetrix, Inc. Tel: +1-888-362-2447  A ffymetrix UK Ltd. Tel: +44-(0)-1628-552550  A ffymetrix Japan K.K. Tel: +81-(0)3-6430-4020
Panomics Solutions Tel: +1-877-726-6642 panomics.affymetrix.com  USB Products Tel: +1-800-321-9322 usb.affymetrix.com
www.affymetrix.com Please visit our website for international distributor contact information.
“For Research Use Only. Not for use in diagnostic procedures.”
P/N DNA01074 Rev. 1
©Affymetrix, Inc. All rights reserved. Affymetrix® , Axiom® , Command Console® , CytoScan® , DMET™ , GeneAtlas® , GeneChip® , GeneChip-compatible™ , GeneTitan® , Genotyping Console™ , myDesign™ , NetAffx® ,
OncoScan™ , Powered by Affymetrix™ , PrimeView® , Procarta® , and QuantiGene® are trademarks or registered trademarks of Affymetrix, Inc. All other trademarks are the property of their respective owners.
Products may be covered by one or more of the following patents: U.S. Patent Nos. 5,445,934; 5,744,305; 5,945,334; 6,140,044; 6,399,365; 6,420,169; 6,551,817; 6,733,977; 7,629,164;
7,790,389 and D430,024 and other U.S. or foreign patents. Products are manufactured and sold under license from OGT under 5,700,637 and 6,054,270.
4
Genotyping performance with HapMap cell line,
blood, and saliva samples
Average call rate
(blood and cell line) ≥99.5%
Average call rate (saliva) ≥99.3%
Average concordance
with HapMap (cell line) ≥99.8%
Average reproducibility
of calls* ≥99.8%

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SNP genotyping using the Affymetrix® Axiom® Genome-Wide Pan-African (PanAFR) Array Set

  • 1. Target SNPs YRI SNPs from three SNP discovery projects N Y 2.2M selected markers provide 90% coverage of target SNPs Update selected SNP list. SNP selection rule START Can we cover more target SNPs? Selected SNPs Choose available SNPs that contribute maximally to coverage, within a narrow range of coverage (r2) values. Of these, choose the most robust. STO P Candidate SNPs Validated and available to be placed on the array Applica t i o n Brief Abstract Genome-wide association studies (GWAS) in African populations pose unique challenges, given the extensive genetic heterogeneity that has been observed in these populations (Figures 1 and 2). Adding to the GWAS challenge is the increase in the number of known SNP and insertion/deletion (in/del) markers (driven by sequencing in novel populations). Population-optimized SNP arrays that include this novel sequencing content and overall high genomic coverage offer great power to detect disease-associated markers. To this end, the Axiom® Genome-Wide PanAFR Array Set was designed to maximize coverage of novel common and rare variants in populations of Yoruba (YRI) ancestry. We have also demonstrated the coverage of this array in the following HapMap populations: Africans from the Southwestern USA (ASW), Maasai (MKK), Luhya (LWK), European (CEU), and Asian (Chinese and Japanese, ASI) (Figure 3). The Axiom® Genome-Wide PanAFR Array Set contains ~2.2 million markers (SNPs and insertion/deletion) obtained from HapMap, dbSNP, the 1000 Genomes Project, and the Southern African Genomes Project (Figure 5). In addition to high genome-wide coverage, these markers were also selected for coverage of the following categories: chromosomes X and Y, mitochondria, coding regions, recom- bination hotspots, ADME, miRNA, and disease-associated regions (Figure 4). The array set has been tested using manual and automated workflows with multiple sample types such as cell line, saliva, and blood-derived DNA. Assay performance was evaluated and shown to have an average sample call rate greater than 99.0 percent; trio concordance and average sample concordance to independent DNA genotype information (HapMap) were greater than 99.5 percent, and intra- and inter-run reproducibility were greater than 99.8 percent (Figure 6). 1 SNP genotyping using the Affymetrix® Axiom® Genome-Wide Pan-African (PanAFR) Array Set Because African populations are genetically more diverse than European and Asian populations, ~2.5 times more SNPs are required to provide the same statistical power for a GWAS.1 Figure 1: Marker selection strategy for the GWAS challenge
  • 2. 2 Minor allele frequency (%) Coverage YRI ASWLWK MKK CEU ASI 1 0.9 0.8 0.7 0.6 0.5 0.4 Y axis = number of intersecting SNPs (million) YRI + LWK + MKK YRI + LWK YRI + MKK YRI 2 1.5 1 0.5 0 A YRI + CEU + ASI YRI + CEU YRI + ASI YRI 2 1 0 B YRI + ASW YRI 2 1.5 1 0.5 0 C Most YRI SNPs are also polymorphic in two other African populations Many YRI SNPs are private relative to the out-of-Africa populations Most YRI SNPs are also polymorphic in ASW Figure 2: Intersection of YRI SNPs with various populations Figure 3: Overall genetic coverage Intersection of Axiom Pan-African markers that exhibit polymorphism in various populations. Counts of polymorphic SNPs were determined by genotyping the ASI, ASW, CEU, LWK, MKK, and YRI HapMap samples with the Axiom® Genome-Wide PanAFR Array Set. Panel A illustrates that the vast majority of SNPs (~2M) are polymorphic in all three African populations (YRI, LWK, MKK) while only a very small subset are polymorphic in only YRI and LWK but not MKK. Panel B illustrates that the large majority of SNPs (2M) are polymorphic in both the YRI and ASW populations while a small number (less than 0.25M) are only polymorphic in YRI but not ASW. Panel C illustrates that greater than 1M SNPs are polymorphic in the YRI and CEU and ASI populations while slightly less than 1M SNPs are polymorphic in only the YRI population and not the CEU and ASI populations. A small subset of SNPs are polymorphic in YRI and CEU but not ASI and are polymorphic in YRI and ASI but not CEU. Genetic coverage: Single-marker coverage is the proportion of SNPs and in/dels with r2 ≥0.8 to a marker on the Axiom Genome-Wide PanAFR Array.
  • 3. 3 Minor allele frequency (%) Coverage 1 0.9 0.8 0.7 0.6 0.5 0.4 12M target SNPs comprised of: 1. All HapMap. 2. 1000G Pilot 1 low coverage SNPs that were validated by other projects (Affymetrix or 1000 Genomes Trio project).2 3. Southern African Genomes Project, validated by Affymetrix. SNP origins: The great majority of SNPs on Axiom GW PanAFR Array were discovered by the 1000 Genomes Pilot Projects. 8.8M candidate SNPs Subset of target SNPs with robust genotype cluster properties and evidence of polymorphism 2.2M selected SNPs Figure 4: Coverage of markers in biological categories Figure 5: Markers for the Axiom® Genome-Wide PanAFR Array are from three discovery projects Coverage of biologically relevant SNPs: Single-marker coverage (r2 ≥0.8 for YRI) of SNPs and in/dels associated with selected genes and regions. 1000 Genomes 1.2M Southern African Genomes Project 13K 51K Other 821K 92K 2.2K HapMap 100 10K Cardio- Immunity and NHGRI Sanger ADME vascular inflamation MHC disease cancer
  • 4. ...................................... Work-flow options include 3-plate automated or 3-plate manual assay Samples requirements 300 ng gDNA (100 ng per array) from saliva, whole blood, or WGA samples 2.2M SNPs and in/dels genotyped across a 3-plate Axiom® Array Set * Includes 24 pairs of matched blood-saliva samples and cell line replicates References: 1 Teo Y. Y., et al. Methodological challenges of genome-wide association analysis in Africa. Nature Reviews Genetics 11(2) 149-60 (2010). 2 Altshuler D., et al. The 1000 Genome Project Consortium, a map of human genome variation from population-scale sequencing. Nature 467(7319):1061-73 (2010). Figure 6: Axiom® Genome-Wide PanAFR Array Set specifications A ffymetrix, Inc. Tel: +1-888-362-2447  A ffymetrix UK Ltd. Tel: +44-(0)-1628-552550  A ffymetrix Japan K.K. Tel: +81-(0)3-6430-4020 Panomics Solutions Tel: +1-877-726-6642 panomics.affymetrix.com  USB Products Tel: +1-800-321-9322 usb.affymetrix.com www.affymetrix.com Please visit our website for international distributor contact information. “For Research Use Only. Not for use in diagnostic procedures.” P/N DNA01074 Rev. 1 ©Affymetrix, Inc. All rights reserved. Affymetrix® , Axiom® , Command Console® , CytoScan® , DMET™ , GeneAtlas® , GeneChip® , GeneChip-compatible™ , GeneTitan® , Genotyping Console™ , myDesign™ , NetAffx® , OncoScan™ , Powered by Affymetrix™ , PrimeView® , Procarta® , and QuantiGene® are trademarks or registered trademarks of Affymetrix, Inc. All other trademarks are the property of their respective owners. Products may be covered by one or more of the following patents: U.S. Patent Nos. 5,445,934; 5,744,305; 5,945,334; 6,140,044; 6,399,365; 6,420,169; 6,551,817; 6,733,977; 7,629,164; 7,790,389 and D430,024 and other U.S. or foreign patents. Products are manufactured and sold under license from OGT under 5,700,637 and 6,054,270. 4 Genotyping performance with HapMap cell line, blood, and saliva samples Average call rate (blood and cell line) ≥99.5% Average call rate (saliva) ≥99.3% Average concordance with HapMap (cell line) ≥99.8% Average reproducibility of calls* ≥99.8%