next-generation sequencing eric jorgenson epidemiology 217 3/5/13

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Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

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Page 1: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Next-Generation Sequencing

Eric Jorgenson

Epidemiology 217

3/5/13

Page 2: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Outline

• Overview

• Examples of Next Generation Sequencing Studies: Whole Genome, Exome, Families (IBD), Cancer

• PTC Taste Sensitivity

• Implications

Page 3: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Sequencing costs have fallen

Page 4: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Number of Genetic Markers for Genetic StudiesGenome-wide Linkage Studies

300-400 Microsatellite Markers

Genome-wide Association Studies

100,000-2,500,000 SNPs

Exome Sequencing Studies

30,000,000 Basepairs

Exome Array Studies

>240,000 exonic variants

Whole Genome Sequencing Studies

3,200,000,000 Basepairs

Page 5: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

1000 Genomes:http://browser.1000genomes.org/Homo_sapiens/Info/Index

Exome Sequencing Project:https://esp.gs.washington.edu/drupal/

Exome Array Design:http://genome.sph.umich.edu/wiki/Exome_Chip_Design#Second_Generation_Arrays

Links to Sequencing Projects

Page 6: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Variant detection through next generation sequencing

Meyerson et al. NRG 2010

Page 7: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Outline

• Overview

• Examples of Next Generation Sequencing Studies: Whole Genome, Exome, Families (IBD), Cancer

• PTC Taste Sensitivity

• Implications

Page 8: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Sequencing of a Single Individual with Family Data

Lupski et al. NEJM 2010

Page 9: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

The First 8 Human Genomes

Page 10: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

SNP Distribution in Proband

Page 11: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Nonsynonymous SNPs in Known Disease Genes

Page 12: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

CMT Subtypes: Many Genes

Page 13: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

ANNOVAR: Using Annotation to Narrow the Search Space

openbioinformatics.org/annovar

Page 14: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Phenotypes in Unsequenced Family Members

Page 15: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Family Pedigree

Page 16: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Putative Causal Variant at a Conserved Amino Acid

Page 17: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Exome Sequencing Identifies a Tibetan Adaptation

Yi et al. Science 2010

Page 18: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Sequence Data Improves Identity By Descent Resolution

Su and Jorgenson 2012

Page 19: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Family Sequencing for Rare Diseases

Roach et al. Science 2010

Page 20: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Cancer: Tumor vs. Normal

Lee et al. Nature 2010

Page 21: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Barbieri et al. Nature Genetics 2012

Exome Sequencing in Prostate Cancer

Page 22: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Barbieri et al. Nature Genetics 2012

Exome Sequencing in Prostate Cancer

Page 23: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Molenaar et al. Nature 2012

Nonsynonymous Somatic Mutations in Neuroblastoma

Page 24: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Molenaar et al. Nature 2012

Mutation count associated with age, stage, and survival

Page 25: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Outline

• Overview

• Examples of Next Generation Sequencing Studies: Whole Genome, Exome, Families (IBD), Cancer

• PTC Taste Sensitivity

• Implications

Page 26: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Distribution of PTC Phenotype

PTC Score

Nu

mb

er

of S

ubje

cts

Page 27: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

TAS2R38 Receptor Structure

Kim et al. J Dent Res 2004

rs713598

rs1726866

rs10246939

Page 28: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

3 SNPs Form 3 Haplotypes

P A V

A V I

A A V

Taster

Non-taster

Rare

Page 29: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

PTC Phenotype by TAS2R38 Diplotype

PTC Score

Nu

mb

er

of S

ubje

cts

Page 30: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Outliers After Adjusting for TAS2R38 Diplotype

PTC Score

Nu

mb

er

of S

ubje

cts

Page 31: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Unusual PTC Phenotypes (AVI Homozygotes in Green)

11

8

108 9 93 912

9

Page 32: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Unusual PTC Phenotypes (AVI Homozygotes in Green)

14 10 9 11410 2

11

11

Page 33: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

10 Genomes, 5 Hard Drives

Page 34: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Summary of Variation 

Sample 1 Sample 2 Sample 3 Sample 4 Sample 5Gender Female Female Male Female FemaleTotal Sequence (Gb) 214 220 218 243 219Percent fully called 0.95 0.96 0.96 0.97 0.96Coverage (X fold) 53 55 53 63 54

SNPs 3,270,920 3,269,487 3,278,557 3,355,266 3,341,154Insertions 184,763 190,633 197,830 210,805 206,120Deletions 195,419 200,495 208,031 221,532 216,578

Synonymous SNPs 9,666 9,547 9,808 10,004 9,981Missense SNPs 9,253 9,135 9,350 9,486 9,581Nonsense SNPs 90 97 82 88 92Frameshift Insertions 103 102 97 112 127Frameshift Deletions 99 101 91 108 116

Novel SNPs 0.04 0.04 0.04 0.04 0.04Novel Insertions 0.18 0.18 0.19 0.20 0.19Novel Deltions 0.22 0.22 0.23 0.23 0.23

Page 35: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Quality Control:99.8% Concordance

Sample 1 Genotyping

Sequencing Homozygous Reference

Heterozygous Homozygous Variant

Homozygous Reference

479,773 429 422

Heterozygous426 234,156 293

Homozygous Variant

65 168 172,479

Page 36: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Variant Distribution in Utah

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Variant Distribution in Utah

Page 38: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Using Relatedness

11

8

108 9 93 912

9

Page 39: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Identity By Descent

Page 40: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Identity By Descent

Page 41: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Chromosome Gene Start Stop1 ANXA9 150958836 1509588361 S100A7A 153391729 1533917295 PCDHB5 140517174 1405171746 HLA-A 29910604 299106046 HLA-A 29912856 299128567 ZAN 100371474 1003714749 BAG1 33264540 3326454010 WDR96 105957714 10595771410 GSTO1 106027059 10602705911 MUC6 1018116 101811611 OR4C45 48367311 4836731111 TRIM64 89701844 8970184412 NANOGNB 7917936 791793614 ZBTB1 64988830 6498883019 PSG3 43243238 43243238X HDHD1 6975782 6975782X ZCCHC16 111698036 111698036X SAGE1 134994005 134994005X GPR101 136112707 136112707

Nonsynonymous Variants

Page 42: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Outline

• Overview

• Examples of Next Generation Sequencing Studies: Whole Genome, Exome, Families (IBD), Cancer

• PTC Taste Sensitivity

• Implications

Page 43: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

How can whole genome sequence influence treatment?• Identify Genes with Protein Altering

Mutations

• Determine Variation in Specific Genes

Page 44: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Genes with Protein Altering Variants

0 1000 2000 3000 4000 5000 6000 7000 8000 9000

Sample 1

Sample 2

Sample 3

Sample 4

Sample 5

Sample 6

Sample 7

Sample 8

Sample 9

Sample 10

KnownNovel

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ABO Blood Group

Page 46: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Determination of ABO Type

Population Genotype Blood Type261 796 803

UtahSample 1 -/- G/G C/C OO OSample 2 -/- G/G C/C OO OSample 3 -/- G/G C/C OO OSample 4 C/- G/G C/C AO ASample 5 C/- G/G C/C AO A

Costa RicaSample 6 C/- G/G C/C AO ASample 7 C/- G/G C/C AO ASample 8 -/- G/G C/C OO OSample 9 C/? G/G C/C AO or AA ASample 10 -/- G/G C/C OO O

Position

Page 47: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Huntington’s Disease Testing

Almqvist AJHG 1999

Page 48: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

http://www.bloomberg.com/video/84364498/

http://www.bloomberg.com/video/84364540/

http://www.businessweek.com/videos/2012-11-06/bloomberg-reporter-gets-second-opinion-on-dna-test

http://www.bloomberg.com/news/2012-01-17/search-genome-as-tennis-thrice-weekly-no-barrier-to-decoded-dna.html

http://www.bloomberg.com/news/2012-02-15/harvard-mapping-my-dna-turns-scary-as-threatening-gene-emerges.html

http://www.businessweek.com/news/2012-11-06/my-dna-results-spur-alzheimer-s-anxiety-at-12-000-cost#p1

Links to videos and articles

Page 49: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Appendix: Study Design Considerations in Sequencing

• Families

Page 50: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Roach et al. Science 2010

Families can reduce error rates

Page 51: Next-Generation Sequencing Eric Jorgenson Epidemiology 217 3/5/13

Roach et al. Science 2010

Families can reduce error rates