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The Quest for Meaningful
Analysis Results of a
23andMe Exome Pilot Trio of
Myself, Wife, and Son
February 22, 2013
Gabe Rudy, Vice President of
Product Development
Home Brewed Personalized Genomics
Exome Sequencing in Consumer Genomics
 Exomes done as part of Pilot
Program
 80x coverage
 Raw data with no interpretation
Erin
JIA
Gabe
(me)
Ethan
Overview
Consumer genetics data: research or clinical grade?
Using exome data to explain a rare autoimmune disorder
1
2
3
Treating my healthy self to a Mendelian disease analysis
Consumer exomes: done using best practices
 Sequencing done on HiSeq 2000
- 75bp PE
- Agilent SureSelect exome capture
 Aligned and called with BWA/GATK
- Broad’s Best Practices with GATK Guide
- Indel realignment
- UnifiedGenotyper called samples concurrently
 Deliverables
- BAM (minus indel realignments)
- VCF (some filters applied)
- PDF of Summary Report
Research or clinical grade?
Total Reads 140M
Unique Align 87%
Mean Target 105x
% Target at 2x 97%
% Target at 10x 94%
% Target at 20x 89%
% Target at 30x 83%
Clinical grade
Unfiltered Provided RD>10 & GQ>20 Exonic
SNPs 98621 89132 65009 19365
InDels 8141 7800 6503 428
Ts/Tv 2.36 2.45 2.54 3.26
Mendel Errors 234 202 46 3
Gabe
Trio
Summary Report
Updated VCF and report at end of October
GATK is a Research Tool. Clinics Beware.
Using exome data to explain a rare autoimmune disorder
Treating my healthy self to a Mendelian disease analysis
Overview
1
2
3
Consumer genetics data: research or clinical grade?
Rare Variant Analysis:
The Hammer
My Exome:
The Nail
Filtering and analysis strategy
Everything
Low quality &
phantom
Non-synonymous
or
LoF
Rare
 1,698
17K
85K
151K
Now what?
 Follow best
practices for high-
impact variants
 Weed out false-
positives
 Use functional
prediction
 Interpretation more
open-ended
Population catalog and variant classification
Variant Rare (Novel)
Intergenic 8,462 3,609 (1,130)
Intronic 48,826 7,516 (4,418)
UTR 3/5 4,128 669 (303)
Non-coding 1,643 648 (183)
Variant Rare (Novel)
Splicing 79 28 (17)
Frameshift Ins/Del 196 138 (118)
Stop gain/loss 113 31 (9)
Non-synonymous 10,252 1,501 (447)
In-frame Ins/Del 256 162 (89)
Synonymous 11,080 885 (215)
Unknown 589 176 (36)
Non-codingCoding
Loss-of-function: 197
Nonsynonymous: 1,501
More filtering strategies
 Regions of Chromosomal Duplication (SuperDups)
 Look at genes in OMIM (most)
 Use predictions of genes as recessive/haploinsufficient to
weed out low-priority genes
 For nonsynonymous missense variants can use functional
prediction (SIFT/Polyphen2) to annotate
Genes of interest and homozygous variants
Rare !Dups OMIM Rec Genes
Splicing 28 17 12 (2) 0 (0)
Frameshift Del 60 44 32 (4) 1 (0)
Frameshift Ins 78 66 46 (5) 3 (1)
Stop gain 31 8 7 (0) 0 (0)
Rare !Dups OMIM Rec Genes
Damaging (3/3) 337 108 85 (0) 9 (0)
Damaging (2/3) 205 139 97 (0) 7 (0)
Damaging (1/3) 136 194 129 (1) 12 (0)
Tolerated/Unk 781 339 204 (4) 10 (1)
Lossof
FunctionNon-Synonymous
Homozygous: in OMIM: 16
Heterozygous in Rec Genes: 40
Homozygous variants
Note Variant AD DP GQ Gene(s) Classification HGVS Coding 1
common 1:54605319-Ins 50,26 76 99 CDCP2 Frameshift Ins c.1224_1225insC
reference 2:71062833-Ins 106,1 107 99 CD207 Splicing
in-wife 5:156721864-Ins 6,91 97 99 CYFIP2 Frameshift Ins c.279_280insC
bad-call 6:44269193-Del 120,1 121 99 AARS2 Frameshift Del c.2607delG
bad-call? 10:46999604-SNV 21,140 161 99 GPRIN2 Nonsyn SNV c.724A>G
common 12:26834806-Ins 95,1 96 99 ITPR2 Splicing
in-wife 14:63784408-Ins 3,141 144 99 GPHB5 Frameshift Ins c.156_157insC
bad-call 17:7606722-Del 161,6 167 99 WRAP53 Frameshift Del c.1565delC
bad-call 19:54649671-Del 142,1 143 99 CNOT3 Frameshift Del c.729delT
in-wife 22:19189004-Ins 6,183 189 99 CLTCL1 Frameshift Ins c.3601_3602insG
VUS X:16657321-SNV 0,54 54 99 CTPS2 Nonsyn SNV c.1342A>C
pathogenic X:38226614-SNV 0,29 29 84.27 OTC Nonsyn SNV c.148G>A
VUS X:100496711-SNV 0,65 66 99 DRP2 Nonsyn SNV c.380C>T
VUS/in-5-M X:105167411-SNV 0,16 16 48.13 NRK Nonsyn SNV c.2912A>G
wrong-geno X:112022302-Ins 61,1 62 99 AMOT Frameshift Ins c.3080_3081insCC
VUS/common X:150349559-Del 106,4 110 96.99 GPR50 Frameshift Del
c.1504_1514delACCACT
GGCCA
Review Homozygous Variants
in SNP & Variation Suite and GenomeBrowseX:38226614X:38226614
Overview
Consumer genetics data: research or clinical grade?1
2
3
Treating my healthy self to a Mendelian disease analysis
Using exome data to explain a rare autoimmune disorder
Juvenile Idiopathic Arthritis (JIA)
 Unknown cause, onset before 16
 Between 8 and 150 of every 100,000
children
 50% have pauciarticular JIA
40% have polyarticular JIA
 Polyarticular RF negative sub-phenotype
has heritability similar to Rheumatoid
Arthritis (RA)
- RA is expected to be 60% heritable
- 51% explained through current genetic
associations
- 36% of heritability in HLA
IVA – Rare deleterious variance within 1 hop of JIA
1KG: 0.0013 AAF NHLBI: 0.0008 AA=0/AG=7/GG=4293
Altered T Cell and B Cell Signaling – Mostly HLA-DRB1
Variants in the Alerted T Cell and B Cell
Signaling Pathway fall in HLA-DRB1/HLA-
DQA1/HLA-DQB1 and one in NFKB1
HLA Typing with Omixon Target HLA
 32 HLA genes, “types” based on IMGT/HLA nomenclature
 HLA-A*02 predisposes to early-onset JIA
 HLA-DRB1*08 and HLA-DPB1*03 predispose to poly RF- JIA
 HLA-DRB1*04, HLA-DQA1*03 and HLA-DQB1*03 predispose to poly RF+JIA
HLA-DRB1
DRB1*04:07:01
DRB1*14:54:01
HLA-DPB1
DPB1*04:01:01
DPB1*04:01:01
HLA-A
A*24:02:01:01
A*03:01:01:01
HLA-DQA1
DQA1*01:04:01
DQA1*03:03:01
Predicting Lifetime Risk from Population Studies
GWAS for JIA
rs4272626 has R^2 of 1 with
rs4453038 which is 537bp away
UK 2012
CCHMC 2010
CCHMC 2012
Combined
 No smoking gun, but variants of interest
 Ongoing RA research with population level WGS and family NGS
 To be seen how much of autoimmune disorder heritability is explained by rare
variants with higher effect sizes.
 Most promising signal is in genotype SNPs that might be tagging for functional
mutations in regulatory regions.
 Rare sub-classifications like JIA polyarticular RF negative
may be difficult to nail down with population studies
 Family studies looking at shared biomarkers along
with symptoms may be better suited to find cause-effect
relationships
 Wife’s nuclear family has diagnosed cases of:
̵ Pheochromocytoma: 2-8 per 1,000,000
̵ Guillain-Barré: 0.6-4 per 100,000
Final thoughts
Acknowledgements
 Dr. Peter Gregersen
- Director, Robert S. Boas Center for Genomics and Human
Genetics, The Feinstein Institute
 Dr. Gerald Nepom
- Director, Benaroya Research Institute, Director, Immune
Tolerance Network
 Golden Helix
- SNP & Variation Suite
- GenomeBrowse
 Sean Scott - Ingenuity
- Variant Analysis
 Tim Hague - Omixon
- Target HLA Typing
 Dr. Brian Naughton, 23andMe
- Trio exome sequencing
Dr. Peter Gregersen
Dr. Gerald Nepom

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AGBT 2013: Home Brewed Personalized Genomics - The Quest for Meaningful Analysis Results of a 23andMe Exome Pilot Trio of Myself, Wife, and Son

  • 1. The Quest for Meaningful Analysis Results of a 23andMe Exome Pilot Trio of Myself, Wife, and Son February 22, 2013 Gabe Rudy, Vice President of Product Development Home Brewed Personalized Genomics
  • 2. Exome Sequencing in Consumer Genomics  Exomes done as part of Pilot Program  80x coverage  Raw data with no interpretation Erin JIA Gabe (me) Ethan
  • 3. Overview Consumer genetics data: research or clinical grade? Using exome data to explain a rare autoimmune disorder 1 2 3 Treating my healthy self to a Mendelian disease analysis
  • 4. Consumer exomes: done using best practices  Sequencing done on HiSeq 2000 - 75bp PE - Agilent SureSelect exome capture  Aligned and called with BWA/GATK - Broad’s Best Practices with GATK Guide - Indel realignment - UnifiedGenotyper called samples concurrently  Deliverables - BAM (minus indel realignments) - VCF (some filters applied) - PDF of Summary Report
  • 5. Research or clinical grade? Total Reads 140M Unique Align 87% Mean Target 105x % Target at 2x 97% % Target at 10x 94% % Target at 20x 89% % Target at 30x 83%
  • 6. Clinical grade Unfiltered Provided RD>10 & GQ>20 Exonic SNPs 98621 89132 65009 19365 InDels 8141 7800 6503 428 Ts/Tv 2.36 2.45 2.54 3.26 Mendel Errors 234 202 46 3 Gabe Trio
  • 8. Updated VCF and report at end of October GATK is a Research Tool. Clinics Beware.
  • 9. Using exome data to explain a rare autoimmune disorder Treating my healthy self to a Mendelian disease analysis Overview 1 2 3 Consumer genetics data: research or clinical grade? Rare Variant Analysis: The Hammer My Exome: The Nail
  • 10. Filtering and analysis strategy Everything Low quality & phantom Non-synonymous or LoF Rare  1,698 17K 85K 151K Now what?  Follow best practices for high- impact variants  Weed out false- positives  Use functional prediction  Interpretation more open-ended
  • 11. Population catalog and variant classification Variant Rare (Novel) Intergenic 8,462 3,609 (1,130) Intronic 48,826 7,516 (4,418) UTR 3/5 4,128 669 (303) Non-coding 1,643 648 (183) Variant Rare (Novel) Splicing 79 28 (17) Frameshift Ins/Del 196 138 (118) Stop gain/loss 113 31 (9) Non-synonymous 10,252 1,501 (447) In-frame Ins/Del 256 162 (89) Synonymous 11,080 885 (215) Unknown 589 176 (36) Non-codingCoding Loss-of-function: 197 Nonsynonymous: 1,501
  • 12. More filtering strategies  Regions of Chromosomal Duplication (SuperDups)  Look at genes in OMIM (most)  Use predictions of genes as recessive/haploinsufficient to weed out low-priority genes  For nonsynonymous missense variants can use functional prediction (SIFT/Polyphen2) to annotate
  • 13. Genes of interest and homozygous variants Rare !Dups OMIM Rec Genes Splicing 28 17 12 (2) 0 (0) Frameshift Del 60 44 32 (4) 1 (0) Frameshift Ins 78 66 46 (5) 3 (1) Stop gain 31 8 7 (0) 0 (0) Rare !Dups OMIM Rec Genes Damaging (3/3) 337 108 85 (0) 9 (0) Damaging (2/3) 205 139 97 (0) 7 (0) Damaging (1/3) 136 194 129 (1) 12 (0) Tolerated/Unk 781 339 204 (4) 10 (1) Lossof FunctionNon-Synonymous Homozygous: in OMIM: 16 Heterozygous in Rec Genes: 40
  • 14. Homozygous variants Note Variant AD DP GQ Gene(s) Classification HGVS Coding 1 common 1:54605319-Ins 50,26 76 99 CDCP2 Frameshift Ins c.1224_1225insC reference 2:71062833-Ins 106,1 107 99 CD207 Splicing in-wife 5:156721864-Ins 6,91 97 99 CYFIP2 Frameshift Ins c.279_280insC bad-call 6:44269193-Del 120,1 121 99 AARS2 Frameshift Del c.2607delG bad-call? 10:46999604-SNV 21,140 161 99 GPRIN2 Nonsyn SNV c.724A>G common 12:26834806-Ins 95,1 96 99 ITPR2 Splicing in-wife 14:63784408-Ins 3,141 144 99 GPHB5 Frameshift Ins c.156_157insC bad-call 17:7606722-Del 161,6 167 99 WRAP53 Frameshift Del c.1565delC bad-call 19:54649671-Del 142,1 143 99 CNOT3 Frameshift Del c.729delT in-wife 22:19189004-Ins 6,183 189 99 CLTCL1 Frameshift Ins c.3601_3602insG VUS X:16657321-SNV 0,54 54 99 CTPS2 Nonsyn SNV c.1342A>C pathogenic X:38226614-SNV 0,29 29 84.27 OTC Nonsyn SNV c.148G>A VUS X:100496711-SNV 0,65 66 99 DRP2 Nonsyn SNV c.380C>T VUS/in-5-M X:105167411-SNV 0,16 16 48.13 NRK Nonsyn SNV c.2912A>G wrong-geno X:112022302-Ins 61,1 62 99 AMOT Frameshift Ins c.3080_3081insCC VUS/common X:150349559-Del 106,4 110 96.99 GPR50 Frameshift Del c.1504_1514delACCACT GGCCA
  • 15. Review Homozygous Variants in SNP & Variation Suite and GenomeBrowseX:38226614X:38226614
  • 16. Overview Consumer genetics data: research or clinical grade?1 2 3 Treating my healthy self to a Mendelian disease analysis Using exome data to explain a rare autoimmune disorder
  • 17. Juvenile Idiopathic Arthritis (JIA)  Unknown cause, onset before 16  Between 8 and 150 of every 100,000 children  50% have pauciarticular JIA 40% have polyarticular JIA  Polyarticular RF negative sub-phenotype has heritability similar to Rheumatoid Arthritis (RA) - RA is expected to be 60% heritable - 51% explained through current genetic associations - 36% of heritability in HLA
  • 18. IVA – Rare deleterious variance within 1 hop of JIA
  • 19. 1KG: 0.0013 AAF NHLBI: 0.0008 AA=0/AG=7/GG=4293
  • 20. Altered T Cell and B Cell Signaling – Mostly HLA-DRB1
  • 21. Variants in the Alerted T Cell and B Cell Signaling Pathway fall in HLA-DRB1/HLA- DQA1/HLA-DQB1 and one in NFKB1
  • 22. HLA Typing with Omixon Target HLA  32 HLA genes, “types” based on IMGT/HLA nomenclature  HLA-A*02 predisposes to early-onset JIA  HLA-DRB1*08 and HLA-DPB1*03 predispose to poly RF- JIA  HLA-DRB1*04, HLA-DQA1*03 and HLA-DQB1*03 predispose to poly RF+JIA HLA-DRB1 DRB1*04:07:01 DRB1*14:54:01 HLA-DPB1 DPB1*04:01:01 DPB1*04:01:01 HLA-A A*24:02:01:01 A*03:01:01:01 HLA-DQA1 DQA1*01:04:01 DQA1*03:03:01
  • 23. Predicting Lifetime Risk from Population Studies
  • 25. rs4272626 has R^2 of 1 with rs4453038 which is 537bp away
  • 30.  No smoking gun, but variants of interest  Ongoing RA research with population level WGS and family NGS  To be seen how much of autoimmune disorder heritability is explained by rare variants with higher effect sizes.  Most promising signal is in genotype SNPs that might be tagging for functional mutations in regulatory regions.  Rare sub-classifications like JIA polyarticular RF negative may be difficult to nail down with population studies  Family studies looking at shared biomarkers along with symptoms may be better suited to find cause-effect relationships  Wife’s nuclear family has diagnosed cases of: ̵ Pheochromocytoma: 2-8 per 1,000,000 ̵ Guillain-Barré: 0.6-4 per 100,000 Final thoughts
  • 31. Acknowledgements  Dr. Peter Gregersen - Director, Robert S. Boas Center for Genomics and Human Genetics, The Feinstein Institute  Dr. Gerald Nepom - Director, Benaroya Research Institute, Director, Immune Tolerance Network  Golden Helix - SNP & Variation Suite - GenomeBrowse  Sean Scott - Ingenuity - Variant Analysis  Tim Hague - Omixon - Target HLA Typing  Dr. Brian Naughton, 23andMe - Trio exome sequencing Dr. Peter Gregersen Dr. Gerald Nepom

Hinweis der Redaktion

  1. Show these in GB more than talking about them here
  2. OMIM or Recessive technically Known or Likely Recessive P(Rec) > 0.7 or in a gene with a known recessive pathogenic pattern
  3. Not in NHLBI, 1KG, has pathogenic allele status in dbSNP for OTC Deficiency of proper OTC production can lead to metabolic crisis due to ammonia accumulation (especially in terms of protein breakdown) Such low penetrance of gene variants is particularly common in conditions affecting nutrient metabolism.
  4. 23andMe Provides Genotyping Service ~1M SNPs genotyped 48 Diseases Carrier Status 57 Traits 20 Drug Responses 119 Diseases Risk Predictions Exome done as Pilot Program 80X coverage Raw Data No Interpretation Carrier Status: Cystic Fibrosis, some BRCA mutations Traits: Blood Glucose/LDL Cholesterol Levels to Hair Thikness and Freckling to Drug Responses: - Warfarin, Statin response. Caffein Metabolism and various effacacy and toxisity PGX Disease Risk: Various Specific Cancers, Celiacs, Parkinson’s, Alzheimer’s (Age Related Macular Degeneration – my 3x increased risk) Narcisism
  5. Some interesting rare variants here
  6. Need more notes no thoughts here
  7. Encrypted bundle
  8. Have 677 poly RF- in CCHMC study through Maybe put # JIA and # Poly RF-
  9. Cochran–Mantel–Haenszel statistics