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Use	
  cases	
  of	
  GIAB	
  Reference	
  
Materials	
  
NIST,	
  HSPH,	
  Claritas,	
  NCI,	
  MSSM,	
  
Personalis,	
  Qiagen	
  
Genome	
  in	
  a	
  Bo>le	
  Consor?um	
  
Preliminary	
  uses	
  of	
  high-­‐confidence	
  
NIST-­‐GIAB	
  genotypes	
  for	
  NA12878	
  
•  NIST	
  has	
  released	
  several	
  versions	
  of	
  high-­‐
confidence	
  genotypes	
  for	
  its	
  pilot	
  RM	
  
•  We’ve	
  collected	
  some	
  examples	
  of	
  how	
  
people	
  are	
  using	
  these	
  genotypes	
  
• 

• 

is pharmacogenomics — the use ample, three recently published a step fu
of genomic information to iden- clinical trials raise questions consider
tify the right drug at the right about the clinical utility of using conditio
dose for each patient. More than pharmacogenetic information in not, in
120 FDA-approved drugs have the initial dosing of vitamin K premium
pharmacogenomics information anatagonists.3
however,
in their labeling, providing imThe FDA based its decision to
So	
  you’ve	
  sequenced	
  my	
   differences grant marketing authorization for of genom
portant details about
insuranc
genome.	
  How	
  well	
  did	
  the drug and, in the Illumina instrument platform ance, or
you	
  
in response to
do?	
  
some cases, recommending ge- and reagents on their demonThe l
netic testing before prescribing.2 strated accuracy across numer- use of g
–  FDA	
  approval…	
  
NIST	
  work	
  omacogenomics potential of phar- ous human chromosomes. Preci- medicine
n	
  But the full is largely unreal- 19 genomic segments, spanning of this
developing	
  
the	
  most	
  accurate	
   of the logistic chal- sion and reproducibility across Court ru
ized, because
interpreta?on	
  of	
  a	
  human	
   suitable instruments, users, days, and re- lecular Pa
lenges in obtaining
ENGLA ND were also demonstrated. that isol
genomic information in a
genome,	
  coupled	
  with	
  The NEWtimely agent lots JOURNAL of MEDICINE
a	
  
enough fashion to guide
The marketing authorization of DNA ca
NIST	
  Reference	
  Material	
   prescribing. Placing genomic information
platform for clinicurrently	
  being	
  delectronic medical record a sequencingprobably expand the decision
eveloped,	
  
in the
cal use will
access to
enabled	
  FDA	
  to	
  assess	
  the	
   of per- incorporation of genetic informa- but also
would facilitate this kind
performance	
  of	
  the	
  
sonalized medicine. If the pa- tion into health care. But even for the in
sequencer	
  stient’s entire genome were part the most promising technologies quencing
ubmi>ed	
  for	
  
marke?ng	
  aof his or her medical record, cannot fully realize their poten- fore the
pproval.	
  

NIST	
  work	
  with	
  FDA	
  helps	
  answer	
  the	
  
ques?on…	
  

Perspective

Paper	
  Describing	
  NIST-­‐GIAB	
  
n JOURNAL of
The NEW ENGLA NDengl j med nejm.org MEDICINE
2
Characteriza?on	
  of	
  NA12878:	
  
First FDA Authorization for Next-Generation Sequencer
Nature	
  Biotechnology,	
  accepted	
  
The New England Journal of Medicine
Francis S. Collins, M.D., Ph.D., and Margaret A. Hamburg, M.D.
Downloaded from
DOI:	
  arXiv:1307.4661	
  [q-­‐bio.GN]	
   nejm.org at FDA Biosciences Library on November 20, 2013. For personal use only. No
HSPH	
  –	
  Brad	
  Chapman	
  	
  
Comparing	
  variant	
  callers	
  

h>p://bcbio.wordpress.com/2013/10/21/updated-­‐comparison-­‐of-­‐variant-­‐detec?on-­‐
methods-­‐ensemble-­‐freebayes-­‐and-­‐minimal-­‐bam-­‐prepara?on-­‐pipelines/	
  
Freebayes	
  SNP	
  calls	
  changed	
  very	
  li>le	
  in	
  2013	
  

h>p://www.bioplanet.com/gcat/reports/1933-­‐westleouzm/variant-­‐calls/illumina-­‐100bp-­‐pe-­‐exome-­‐150x/bwamem-­‐
freebayes-­‐0-­‐9-­‐10-­‐131226/compare-­‐1934-­‐akckizzzfr-­‐1931-­‐laqgzjytqw-­‐1935-­‐xwckffckoa/snp/group-­‐quality	
  
Freebayes	
  indel	
  calls	
  improved	
  in	
  2013	
  

h>p://www.bioplanet.com/gcat/reports/1933-­‐westleouzm/variant-­‐calls/illumina-­‐100bp-­‐pe-­‐exome-­‐150x/bwamem-­‐
freebayes-­‐0-­‐9-­‐10-­‐131226/compare-­‐1934-­‐akckizzzfr-­‐1931-­‐laqgzjytqw-­‐1935-­‐xwckffckoa/indel/group-­‐quality	
  
Feedback	
  from	
  MoCha	
  lab	
  in	
  NCI	
  	
  
•  We	
  built	
  a	
  targeted	
  amplicons	
  NGS	
  assay	
  for	
  
detec?ng	
  muta?ons	
  in	
  clinical	
  tumor	
  specimens	
  
•  To	
  assess	
  the	
  assay’s	
  specificity,	
  we	
  compared	
  84	
  
runs	
  of	
  CEPH	
  NA12878	
  data	
  from	
  our	
  assay	
  with	
  
NIST’s	
  consensus	
  variant	
  list	
  (VCF	
  v2.15)	
  	
  
•  We	
  observed	
  a	
  high	
  overall	
  concordance	
  with	
  a	
  
few	
  FP	
  variants	
  in	
  homopolymeric	
  regions	
  unique	
  
in	
  our	
  plahorm	
  
•  We	
  concluded	
  that	
  NIST	
  GIAB	
  is	
  a	
  useful	
  
reference	
  standard	
  to	
  evaluate	
  assay	
  specificity	
  
Personalis	
  –	
  Categorizing	
  exome	
  regions	
  

h>p://www.personalis.com/assets/files/posters/ashg2013/Towards_a_medical-­‐grade_exome.pdf	
  
Genome	
  in	
  a	
  Bo>le	
  @	
  
Mount	
  Sinai	
  
Michael	
  Linderman	
  

	
  
Icahn	
  Ins?tute	
  for	
  Genomics	
  and	
  Mul?scale	
  Biology	
  
Dept.	
  of	
  Gene?cs	
  and	
  Genomic	
  Sciences	
  
Ongoing	
  clinical	
  pipeline	
  valida?on	
  	
  
Reference	
  Materials	
  
SNP	
  Array	
  

Technical	
  replicates:	
  
NA12878	
  
NA12891	
  
NA12892	
  
NA18507	
  
NA10080	
  

Sanger	
  

Concordance	
  Analysis	
  

Genome	
  in	
  
a	
  Bo>le	
  
Pla?num	
  
Genomes	
  
Evalua?ng	
  and	
  tuning	
  variant	
  calling	
  &	
  
filtering	
  
Measure	
  overall	
  analy?cal	
  
performance	
  

Tune	
  VQSR	
  threshold	
  senng	
  to	
  inflec?on	
  point	
  

We	
  evaluate	
  a	
  set	
  of	
  NA12878	
  technical	
  replicates	
  against	
  GIAB	
  for	
  each	
  new	
  
pipeline	
  version	
  
GIAB	
  Use	
  at	
  Qiagen	
  (Frederick,	
  MD)	
  
•  Use	
  GIAB	
  false	
  posi?ve	
  sites	
  to	
  quickly	
  iden?fy	
  
PCR	
  ar?facts	
  in	
  reads	
  from	
  PCR-­‐enriched	
  
samples.	
  
•  Compare	
  accuracy	
  of	
  PCR-­‐enrichment	
  
amplicon	
  sequencing	
  to	
  accuracy	
  of	
  
hybridiza?on-­‐capture	
  whole-­‐exome	
  
sequencing.	
  
•  Tune	
  variant	
  calling	
  pipeline	
  for	
  good	
  balance	
  
between	
  sensi?vity	
  and	
  specificity.	
  
•  Compare	
  variant	
  calling	
  methods,	
  of	
  course!	
  
	
  
iden?fy	
  PCR	
  ar?facts	
  quickly	
  

•  example:	
  sequenced	
  fragment	
  was	
  primed	
  by	
  a	
  PCR	
  primer-­‐
dimer	
  strand	
  formed	
  in	
  earlier	
  PCR	
  cycles	
  
5-GGACCTGTGGGTGGGTAAC-3
oligo intended for chr1 locus	
  
|||||||||||xxxx	
  
3-GACACCCACCCGAGGTT-5 oligo intended for chr5 locus

	
  

5-GGGTCTGTGGGTGGGCTCCAA-3 DNA sample (chr5 locus)
|| |||||||||||||||||	
  
3-CCTGGACACCCACCCGAGGTT-5 dimer product primes 4 bp upstream
AC
false positive variant called
	
  
compare	
  amplicon	
  enrichment	
  to	
  
hybridiza?on	
  capture	
  enrichment	
  
•  characterize	
  panels	
  for	
  mul?plex-­‐PCR	
  enrichment	
  
•  compare	
  to	
  exome	
  capture	
  read	
  set	
  from	
  Mount	
  Sinai	
  
Medical	
  School	
  (105x	
  coverage,	
  36.6Mb)	
  
read	
  set	
  

indel	
  

TPR	
  

PPV	
  

GeneRead	
  662	
  Kb	
  

46.9	
  

0.94	
  

0.92	
  

Mount	
  Sinai	
  37	
  Mb	
  

snp	
  

FPR	
  x	
  1E6	
  

7.6	
  

0.89	
  

0.99	
  

GeneRead	
  662	
  Kb	
  

9.1	
  

0.60	
  

0.79	
  

Mount	
  Sinai	
  37Mb	
  

0.7	
  

0.75	
  

0.98	
  
tune	
  variant	
  calling	
  
pipelines	
  
•  generate	
  ROC	
  curves	
  to	
  
compare	
  Strelka	
  and	
  MuTect	
  
matched	
  tumor/normal	
  
•  “tumor”	
  here	
  is	
  8,	
  16,	
  36,	
  and	
  
100%	
  spike-­‐in	
  of	
  NA12878	
  DNA	
  
NIST GIAB Confident Calls as the Gold Standard
●  Community resource to which all can contribute and access
○  Group-specific or internally-generated gold standards have unknown
methods, origin, and curation.
○  NIST GIAB confident calls allows public access and contributions.
●  Claritas Genomics uses this callset for:
●  Technology feasibility, research and development
○  test new technologies, protocols, reagents, methods, etc.
●  Validation and verification
○  assay validation and verification for clinical use
●  Critical attributes:
○  a large number of confident true negative positions!
○  confident region allows for scale or genome-scale sensitivity and
specificity analysis.
○  part of a large well-characterized pedigree
○  a trusted source of truth

CONFIDENTIAL
CLARITAS GENOMICS
Other	
  use	
  cases?	
  
•  What	
  other	
  types	
  of	
  uses	
  might	
  people	
  
develop?	
  

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140128 use cases of giab RMs

  • 1. Use  cases  of  GIAB  Reference   Materials   NIST,  HSPH,  Claritas,  NCI,  MSSM,   Personalis,  Qiagen   Genome  in  a  Bo>le  Consor?um  
  • 2. Preliminary  uses  of  high-­‐confidence   NIST-­‐GIAB  genotypes  for  NA12878   •  NIST  has  released  several  versions  of  high-­‐ confidence  genotypes  for  its  pilot  RM   •  We’ve  collected  some  examples  of  how   people  are  using  these  genotypes  
  • 3. •  •  is pharmacogenomics — the use ample, three recently published a step fu of genomic information to iden- clinical trials raise questions consider tify the right drug at the right about the clinical utility of using conditio dose for each patient. More than pharmacogenetic information in not, in 120 FDA-approved drugs have the initial dosing of vitamin K premium pharmacogenomics information anatagonists.3 however, in their labeling, providing imThe FDA based its decision to So  you’ve  sequenced  my   differences grant marketing authorization for of genom portant details about insuranc genome.  How  well  did  the drug and, in the Illumina instrument platform ance, or you   in response to do?   some cases, recommending ge- and reagents on their demonThe l netic testing before prescribing.2 strated accuracy across numer- use of g –  FDA  approval…   NIST  work  omacogenomics potential of phar- ous human chromosomes. Preci- medicine n  But the full is largely unreal- 19 genomic segments, spanning of this developing   the  most  accurate   of the logistic chal- sion and reproducibility across Court ru ized, because interpreta?on  of  a  human   suitable instruments, users, days, and re- lecular Pa lenges in obtaining ENGLA ND were also demonstrated. that isol genomic information in a genome,  coupled  with  The NEWtimely agent lots JOURNAL of MEDICINE a   enough fashion to guide The marketing authorization of DNA ca NIST  Reference  Material   prescribing. Placing genomic information platform for clinicurrently  being  delectronic medical record a sequencingprobably expand the decision eveloped,   in the cal use will access to enabled  FDA  to  assess  the   of per- incorporation of genetic informa- but also would facilitate this kind performance  of  the   sonalized medicine. If the pa- tion into health care. But even for the in sequencer  stient’s entire genome were part the most promising technologies quencing ubmi>ed  for   marke?ng  aof his or her medical record, cannot fully realize their poten- fore the pproval.   NIST  work  with  FDA  helps  answer  the   ques?on…   Perspective Paper  Describing  NIST-­‐GIAB   n JOURNAL of The NEW ENGLA NDengl j med nejm.org MEDICINE 2 Characteriza?on  of  NA12878:   First FDA Authorization for Next-Generation Sequencer Nature  Biotechnology,  accepted   The New England Journal of Medicine Francis S. Collins, M.D., Ph.D., and Margaret A. Hamburg, M.D. Downloaded from DOI:  arXiv:1307.4661  [q-­‐bio.GN]   nejm.org at FDA Biosciences Library on November 20, 2013. For personal use only. No
  • 4. HSPH  –  Brad  Chapman     Comparing  variant  callers   h>p://bcbio.wordpress.com/2013/10/21/updated-­‐comparison-­‐of-­‐variant-­‐detec?on-­‐ methods-­‐ensemble-­‐freebayes-­‐and-­‐minimal-­‐bam-­‐prepara?on-­‐pipelines/  
  • 5. Freebayes  SNP  calls  changed  very  li>le  in  2013   h>p://www.bioplanet.com/gcat/reports/1933-­‐westleouzm/variant-­‐calls/illumina-­‐100bp-­‐pe-­‐exome-­‐150x/bwamem-­‐ freebayes-­‐0-­‐9-­‐10-­‐131226/compare-­‐1934-­‐akckizzzfr-­‐1931-­‐laqgzjytqw-­‐1935-­‐xwckffckoa/snp/group-­‐quality  
  • 6. Freebayes  indel  calls  improved  in  2013   h>p://www.bioplanet.com/gcat/reports/1933-­‐westleouzm/variant-­‐calls/illumina-­‐100bp-­‐pe-­‐exome-­‐150x/bwamem-­‐ freebayes-­‐0-­‐9-­‐10-­‐131226/compare-­‐1934-­‐akckizzzfr-­‐1931-­‐laqgzjytqw-­‐1935-­‐xwckffckoa/indel/group-­‐quality  
  • 7. Feedback  from  MoCha  lab  in  NCI     •  We  built  a  targeted  amplicons  NGS  assay  for   detec?ng  muta?ons  in  clinical  tumor  specimens   •  To  assess  the  assay’s  specificity,  we  compared  84   runs  of  CEPH  NA12878  data  from  our  assay  with   NIST’s  consensus  variant  list  (VCF  v2.15)     •  We  observed  a  high  overall  concordance  with  a   few  FP  variants  in  homopolymeric  regions  unique   in  our  plahorm   •  We  concluded  that  NIST  GIAB  is  a  useful   reference  standard  to  evaluate  assay  specificity  
  • 8. Personalis  –  Categorizing  exome  regions   h>p://www.personalis.com/assets/files/posters/ashg2013/Towards_a_medical-­‐grade_exome.pdf  
  • 9. Genome  in  a  Bo>le  @   Mount  Sinai   Michael  Linderman     Icahn  Ins?tute  for  Genomics  and  Mul?scale  Biology   Dept.  of  Gene?cs  and  Genomic  Sciences  
  • 10. Ongoing  clinical  pipeline  valida?on     Reference  Materials   SNP  Array   Technical  replicates:   NA12878   NA12891   NA12892   NA18507   NA10080   Sanger   Concordance  Analysis   Genome  in   a  Bo>le   Pla?num   Genomes  
  • 11. Evalua?ng  and  tuning  variant  calling  &   filtering   Measure  overall  analy?cal   performance   Tune  VQSR  threshold  senng  to  inflec?on  point   We  evaluate  a  set  of  NA12878  technical  replicates  against  GIAB  for  each  new   pipeline  version  
  • 12. GIAB  Use  at  Qiagen  (Frederick,  MD)   •  Use  GIAB  false  posi?ve  sites  to  quickly  iden?fy   PCR  ar?facts  in  reads  from  PCR-­‐enriched   samples.   •  Compare  accuracy  of  PCR-­‐enrichment   amplicon  sequencing  to  accuracy  of   hybridiza?on-­‐capture  whole-­‐exome   sequencing.   •  Tune  variant  calling  pipeline  for  good  balance   between  sensi?vity  and  specificity.   •  Compare  variant  calling  methods,  of  course!    
  • 13. iden?fy  PCR  ar?facts  quickly   •  example:  sequenced  fragment  was  primed  by  a  PCR  primer-­‐ dimer  strand  formed  in  earlier  PCR  cycles   5-GGACCTGTGGGTGGGTAAC-3 oligo intended for chr1 locus   |||||||||||xxxx   3-GACACCCACCCGAGGTT-5 oligo intended for chr5 locus   5-GGGTCTGTGGGTGGGCTCCAA-3 DNA sample (chr5 locus) || |||||||||||||||||   3-CCTGGACACCCACCCGAGGTT-5 dimer product primes 4 bp upstream AC false positive variant called  
  • 14. compare  amplicon  enrichment  to   hybridiza?on  capture  enrichment   •  characterize  panels  for  mul?plex-­‐PCR  enrichment   •  compare  to  exome  capture  read  set  from  Mount  Sinai   Medical  School  (105x  coverage,  36.6Mb)   read  set   indel   TPR   PPV   GeneRead  662  Kb   46.9   0.94   0.92   Mount  Sinai  37  Mb   snp   FPR  x  1E6   7.6   0.89   0.99   GeneRead  662  Kb   9.1   0.60   0.79   Mount  Sinai  37Mb   0.7   0.75   0.98  
  • 15. tune  variant  calling   pipelines   •  generate  ROC  curves  to   compare  Strelka  and  MuTect   matched  tumor/normal   •  “tumor”  here  is  8,  16,  36,  and   100%  spike-­‐in  of  NA12878  DNA  
  • 16. NIST GIAB Confident Calls as the Gold Standard ●  Community resource to which all can contribute and access ○  Group-specific or internally-generated gold standards have unknown methods, origin, and curation. ○  NIST GIAB confident calls allows public access and contributions. ●  Claritas Genomics uses this callset for: ●  Technology feasibility, research and development ○  test new technologies, protocols, reagents, methods, etc. ●  Validation and verification ○  assay validation and verification for clinical use ●  Critical attributes: ○  a large number of confident true negative positions! ○  confident region allows for scale or genome-scale sensitivity and specificity analysis. ○  part of a large well-characterized pedigree ○  a trusted source of truth CONFIDENTIAL CLARITAS GENOMICS
  • 17. Other  use  cases?   •  What  other  types  of  uses  might  people   develop?