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Katherine B. Gettings, Ph.D.
Research Biologist, Applied Genetics Group
Workshop: Considerations for Implementing NGS Technologies Into a Forensic Laboratory
68th Annual AAFS Meeting
February 23, 2016
Las Vegas, NV
SNP and STR Multiplexes for NGS
Updated Slides:
http://www.slideshare.net/NIST_AppliedGeneticsGroup
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
Updated Slides:
http://www.slideshare.net/NIST_AppliedGeneticsGroup
SNPs and STRs
by NGS
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
Promega PowerSeq Auto/YSTR/Mito System
Applied Biosystems HID Ion AmpliSeq
Ancestry and Identity Panels
NOW AVAILABLE!!!
Forensic NGS Products
for STR and SNP Typing
Illumina ForenSeq
and FGx
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
Assay Number of Samples in Run Estimated Cost per Sample
Life Tech AmpliSeq SNP Panel (PGM) 6 $174
30 $122
59 $115
Illumina
ForenSeq
(FGx)
8 $215
32 $84
96 $55
Promega
PowerSeq
Auto/Y/mito
8 $249
32 $110
96 $68
Let’s Make a Deal!
estimates do not include instruments, labor or consumables
+
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
FGx +
PGM
83 IISNPs
FGx Only
11
PGM Only
7
AISNPsFGx +
PGM
55
FGx Only
1
PGM Only
110
PGM
34
PISNPs
Y SNPs
FGx
24*
FGx
7
auSTRs
X STRs
Y STRs
FGx +
Promega
20
Promega Only
3
FGx Only
6
FGx +
Promega
22
FGx Only
6
*2 FGx PISNPs
overlap with AISNPs
mtDNA Control Region
Promega
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NGS of Forensic STR Loci
Information
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
[TCTA][TCTG]2[TCTA]12
[TCTA][TCTG][TCTA]13
Sequence-Based Heterozygote or Isoallele:
A locus that appears homozygous
by length-based measurements (CE),
but is heterozygous by sequence
Additional Alleles by Sequence at STR Loci
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
N=183
Length
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
Forensic STR Sequence Diversity
N=183
Simple RepeatsNIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
How NGS “Helps” with Stutter
AAFS Criminalistics Session
B180 - Friday Morning
Aponte et al.
Sequence-Based Analysis of
Stutter at STR Loci:
Implementation and Utilization
D12S391NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
How NGS Helps in Mixtures
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
D12S391 1:9:9 Mixture
PERSON 1
PERSON 2
STUTTER FROM PERSON 2
PERSON 3
STUTTER FROM PERSON 3
0
200
400
600
800
1000
1200
1400
1600
1800
2000
17
18
18.3
19
22
23
24
Coverage
Sequences > 75X Coverage
1 additional allele
2 alleles
help with stutter
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NGS of Forensic STR Loci
Assay Performance
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
ForenSeq – Primer Mix A
27 auSTRs + 24 YSTRs + 7 XSTRs
+ 94 iiSNPs + 78 ai/piSNPs +
Amel = 231
PowerSeq Auto + Y
22 auSTRs +
23 YSTRs +
Amel = 46
PowerPlex Fusion
22 auSTRs +
1 YSTR +
Amel = 24
Number of Loci in Multiplex:
~50-fold difference between
lowest and highest coverage locus
Lowest locus = 100X
Highest locus = 5000X
3.6-fold difference
between lowest and
highest coverage locus
2-fold difference between lowest
and highest coverage locus
PowerSeq Auto
22 auSTRs +
1 YSTR +
Amel = 24
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
ForenSeq and Promega PowerSeq STR Size Range
ForenSeq auSTR ForenSeq X/YSTR Powerseq auSTR Powerseq YSTR
85 – 467 102 – 462 129 – 264 139-294
Amplicon Size Range (bp):
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
32 sample run
27 autosomal STRs + Amelogenin
Left side y-axis = heterozygote balance
• ranges from 0.60 to 0.89
Right side y-axis = average STR coverage
• ranges from 133X to 7332X
7 XSTRs - average coverage ranges from
• 140X to 2807X for males and
• 299X to 5463X for females
24 YSTRs - average coverage ranges from
• 118X to 5628X
ForenSeq STRs
Autosomal STRs
*
XSTRs YSTRs
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
32 sample run
27 autosomal STRs + Amelogenin
Left side y-axis = heterozygote balance
• ranges from 0.60 to 0.89
Right side y-axis = average STR coverage
• ranges from 133X to 7332X
ForenSeq and PowerSeq STRs
Autosomal STRs
96 sample run
22 autosomal STRs + 1 YSTR + Amelogenin
Left side y-axis = heterozygote balance
• ranges from 0.87 to 0.91
Right side y-axis = average STR coverage
• ranges from 3100X to 5900X
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
ForenSeq STR and IISNP Statistics
Length-based allele frequencies
Green Bar = sample result
Gray Bar = scaled to range in population
Gray Line = source attribution threshold
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NGS of STRs - Conclusions
• Two assays are available for sequencing forensic STR loci
• STR sequencing will increase allelic diversity, improving
differentiation among individuals in a mixture
– Locus specific gains in repeat regions and flanking regions
– Extent of gain is difficult to quantify
• Characterize “peak height ratios”, interlocus balance and
stutter by NGS (assay and locus specific)
• Sequence-based allele frequency databases
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NGS of Forensic SNP Loci
Information
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
• IISNP-Individual Identification SNP
• AISNP-Ancestry Informative SNP
• PISNP-Phenotype Informative SNP
SNP Information
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
SNP Information
• IISNP-Individual Identification
• PGM Identity SNP Panel and
ForenSeq both contain:
– Kidd 45 and SNPforID52
– With occasional exceptions
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
IISNP Benefits for
Degraded DNA
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
• PISNP-Phenotype
• ForenSeq contains all 24 HIrisplex SNPs
• Only NGS assay with phenotype SNPs
SNP Information
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
• AISNP - Ancestry Information
• PGM Ancestry SNP Panel contains
– Seldin 128 (with some exceptions)
– Kidd 55
• ForenSeq contains Kidd 55
SNP Information
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
Kosoy 2008
“Seldin 128”
Present in
PGM Ancestry Panel
Kidd 2014
“Kidd 55”
Present in
ForenSeq and
PGM Ancestry Panel
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NGS of Forensic SNP Loci
Assay Performance
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
172 SNPs - Identity, Ancestry & Phenotype
Contains (with a few exceptions):
• Kidd 55 for Ancestry
• Kidd 45 + SNPforID52 for Identity
• HIrisplex 24
Left side y-axis = average SNP coverage
• ranges from 23X to 3567X (>150 fold)
Right side y-axis = average het balance
• ranges from 0.42 to 0.94
ForenSeq SNPs
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
Ion Torrent PGM AISNP Panel
165 SNPs - Ancestry
Contains Kidd 55 and Seldin 128
(with exceptions)
Left side y-axis = average SNP coverage
• ranges from 264X to 2000X (7.6 fold)
Right side y-axis = average het balance
• ranges from 0.43 to 0.98
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
– PGM plugin uses ALFRED population data
• Evaluates expected occurrence of profile in
each ALFRED population
• Potential for very specific ancestry prediction
Ion Torrent PGM AISNP Panel
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
Ion Torrent PGM AISNP Panel
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
ForenSeq software uses Hirisplex Model
for Phenotype Prediction
ForenSeq AISNP + PISNP Panel
And 1000 Genome data for Continental
level ancestry prediction
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
PGM – Kidd 55
PGM – Seldin 128
ForenSeq – Kidd 55
African American Individual
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
PGM – Kidd 55
PGM – Seldin 128
ForenSeq – Kidd 55
East Asian Individual
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
PGM – Kidd 55
PGM – Seldin 128
ForenSeq – Kidd 55
Half European –
Half East Asian Individual
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
PGM – Kidd 55
PGM – Seldin 128
ForenSeq – Kidd 55
Hispanic Individual
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
PGM – Kidd 55
Hispanic Individual
Equally likely to be Central Asian,
Native American or European
Over a billion times more likely
European / Central Asian / Native American
than
East Asian / African
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
Individuals Grouped by Self Described Eye Color
Brown Blue
Hirisplex Eye
Color Prediction
Categories
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
Individuals Grouped by Self Described Hair Color
Black Very Dark Brown Dark Brown Medium Brown Light Brown
Hirisplex Hair Color Prediction Categories
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NGS of SNPs - Conclusions
• Ancestry SNP prediction relies on appropriate
training data
• More guidance is needed for ancestry and
phenotype prediction interpretation
• Identity panels may be useful in degraded samples
• Combining across SNP panels and with STR data may
be useful
– LD must be evaluated
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
Acknowledgements
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST
Pete Vallone
Kevin Kiesler
Lisa Borsuk
Nate Olson
Becky Steffen
Margaret Kline
Mike Coble
Dave Duewer
GWU
Daniele Podini
Rachel Aponte
Acknowledgements
Contact Information
katherine.gettings@nist.gov
NIST Disclaimer: Certain commercial equipment, instruments and materials are
identified in order to specify experimental procedures as completely as possible.
In no case does such identification imply a recommendation or it imply that any
of the materials, instruments or equipment identified are necessarily the best
available for the purpose. Funding FBI: DNA as a Biometric
NIST Applied Genetics Group
NIST Applied Genetics Group
NIST Applied Genetics Group

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SNP and STR Multiplexes for NGS

  • 1. Katherine B. Gettings, Ph.D. Research Biologist, Applied Genetics Group Workshop: Considerations for Implementing NGS Technologies Into a Forensic Laboratory 68th Annual AAFS Meeting February 23, 2016 Las Vegas, NV SNP and STR Multiplexes for NGS Updated Slides: http://www.slideshare.net/NIST_AppliedGeneticsGroup NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 2. Updated Slides: http://www.slideshare.net/NIST_AppliedGeneticsGroup SNPs and STRs by NGS NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 3. Promega PowerSeq Auto/YSTR/Mito System Applied Biosystems HID Ion AmpliSeq Ancestry and Identity Panels NOW AVAILABLE!!! Forensic NGS Products for STR and SNP Typing Illumina ForenSeq and FGx NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 4. Assay Number of Samples in Run Estimated Cost per Sample Life Tech AmpliSeq SNP Panel (PGM) 6 $174 30 $122 59 $115 Illumina ForenSeq (FGx) 8 $215 32 $84 96 $55 Promega PowerSeq Auto/Y/mito 8 $249 32 $110 96 $68 Let’s Make a Deal! estimates do not include instruments, labor or consumables + NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 5. FGx + PGM 83 IISNPs FGx Only 11 PGM Only 7 AISNPsFGx + PGM 55 FGx Only 1 PGM Only 110 PGM 34 PISNPs Y SNPs FGx 24* FGx 7 auSTRs X STRs Y STRs FGx + Promega 20 Promega Only 3 FGx Only 6 FGx + Promega 22 FGx Only 6 *2 FGx PISNPs overlap with AISNPs mtDNA Control Region Promega NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 6. NGS of Forensic STR Loci Information NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 7. [TCTA][TCTG]2[TCTA]12 [TCTA][TCTG][TCTA]13 Sequence-Based Heterozygote or Isoallele: A locus that appears homozygous by length-based measurements (CE), but is heterozygous by sequence Additional Alleles by Sequence at STR Loci NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 8. N=183 Length NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 9. Forensic STR Sequence Diversity N=183 Simple RepeatsNIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 10. NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 11. NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 12. How NGS “Helps” with Stutter AAFS Criminalistics Session B180 - Friday Morning Aponte et al. Sequence-Based Analysis of Stutter at STR Loci: Implementation and Utilization D12S391NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 13. How NGS Helps in Mixtures NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 14. D12S391 1:9:9 Mixture PERSON 1 PERSON 2 STUTTER FROM PERSON 2 PERSON 3 STUTTER FROM PERSON 3 0 200 400 600 800 1000 1200 1400 1600 1800 2000 17 18 18.3 19 22 23 24 Coverage Sequences > 75X Coverage 1 additional allele 2 alleles help with stutter NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 15. NGS of Forensic STR Loci Assay Performance NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 16. ForenSeq – Primer Mix A 27 auSTRs + 24 YSTRs + 7 XSTRs + 94 iiSNPs + 78 ai/piSNPs + Amel = 231 PowerSeq Auto + Y 22 auSTRs + 23 YSTRs + Amel = 46 PowerPlex Fusion 22 auSTRs + 1 YSTR + Amel = 24 Number of Loci in Multiplex: ~50-fold difference between lowest and highest coverage locus Lowest locus = 100X Highest locus = 5000X 3.6-fold difference between lowest and highest coverage locus 2-fold difference between lowest and highest coverage locus PowerSeq Auto 22 auSTRs + 1 YSTR + Amel = 24 NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 17. ForenSeq and Promega PowerSeq STR Size Range ForenSeq auSTR ForenSeq X/YSTR Powerseq auSTR Powerseq YSTR 85 – 467 102 – 462 129 – 264 139-294 Amplicon Size Range (bp): NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 18. 32 sample run 27 autosomal STRs + Amelogenin Left side y-axis = heterozygote balance • ranges from 0.60 to 0.89 Right side y-axis = average STR coverage • ranges from 133X to 7332X 7 XSTRs - average coverage ranges from • 140X to 2807X for males and • 299X to 5463X for females 24 YSTRs - average coverage ranges from • 118X to 5628X ForenSeq STRs Autosomal STRs * XSTRs YSTRs NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 19. 32 sample run 27 autosomal STRs + Amelogenin Left side y-axis = heterozygote balance • ranges from 0.60 to 0.89 Right side y-axis = average STR coverage • ranges from 133X to 7332X ForenSeq and PowerSeq STRs Autosomal STRs 96 sample run 22 autosomal STRs + 1 YSTR + Amelogenin Left side y-axis = heterozygote balance • ranges from 0.87 to 0.91 Right side y-axis = average STR coverage • ranges from 3100X to 5900X NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 20. ForenSeq STR and IISNP Statistics Length-based allele frequencies Green Bar = sample result Gray Bar = scaled to range in population Gray Line = source attribution threshold NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 21. NGS of STRs - Conclusions • Two assays are available for sequencing forensic STR loci • STR sequencing will increase allelic diversity, improving differentiation among individuals in a mixture – Locus specific gains in repeat regions and flanking regions – Extent of gain is difficult to quantify • Characterize “peak height ratios”, interlocus balance and stutter by NGS (assay and locus specific) • Sequence-based allele frequency databases NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 22. NGS of Forensic SNP Loci Information NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 23. • IISNP-Individual Identification SNP • AISNP-Ancestry Informative SNP • PISNP-Phenotype Informative SNP SNP Information NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 24. SNP Information • IISNP-Individual Identification • PGM Identity SNP Panel and ForenSeq both contain: – Kidd 45 and SNPforID52 – With occasional exceptions NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 25. IISNP Benefits for Degraded DNA NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 26. • PISNP-Phenotype • ForenSeq contains all 24 HIrisplex SNPs • Only NGS assay with phenotype SNPs SNP Information NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 27. • AISNP - Ancestry Information • PGM Ancestry SNP Panel contains – Seldin 128 (with some exceptions) – Kidd 55 • ForenSeq contains Kidd 55 SNP Information NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 28. Kosoy 2008 “Seldin 128” Present in PGM Ancestry Panel Kidd 2014 “Kidd 55” Present in ForenSeq and PGM Ancestry Panel NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 29. NGS of Forensic SNP Loci Assay Performance NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 30. 172 SNPs - Identity, Ancestry & Phenotype Contains (with a few exceptions): • Kidd 55 for Ancestry • Kidd 45 + SNPforID52 for Identity • HIrisplex 24 Left side y-axis = average SNP coverage • ranges from 23X to 3567X (>150 fold) Right side y-axis = average het balance • ranges from 0.42 to 0.94 ForenSeq SNPs NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 31. Ion Torrent PGM AISNP Panel 165 SNPs - Ancestry Contains Kidd 55 and Seldin 128 (with exceptions) Left side y-axis = average SNP coverage • ranges from 264X to 2000X (7.6 fold) Right side y-axis = average het balance • ranges from 0.43 to 0.98 NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 32. – PGM plugin uses ALFRED population data • Evaluates expected occurrence of profile in each ALFRED population • Potential for very specific ancestry prediction Ion Torrent PGM AISNP Panel NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 33. Ion Torrent PGM AISNP Panel NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 34. ForenSeq software uses Hirisplex Model for Phenotype Prediction ForenSeq AISNP + PISNP Panel And 1000 Genome data for Continental level ancestry prediction NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 35. PGM – Kidd 55 PGM – Seldin 128 ForenSeq – Kidd 55 African American Individual NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 36. PGM – Kidd 55 PGM – Seldin 128 ForenSeq – Kidd 55 East Asian Individual NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 37. PGM – Kidd 55 PGM – Seldin 128 ForenSeq – Kidd 55 Half European – Half East Asian Individual NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 38. PGM – Kidd 55 PGM – Seldin 128 ForenSeq – Kidd 55 Hispanic Individual NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 39. PGM – Kidd 55 Hispanic Individual Equally likely to be Central Asian, Native American or European Over a billion times more likely European / Central Asian / Native American than East Asian / African NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 40. Individuals Grouped by Self Described Eye Color Brown Blue Hirisplex Eye Color Prediction Categories NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 41. Individuals Grouped by Self Described Hair Color Black Very Dark Brown Dark Brown Medium Brown Light Brown Hirisplex Hair Color Prediction Categories NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 42. NGS of SNPs - Conclusions • Ancestry SNP prediction relies on appropriate training data • More guidance is needed for ancestry and phenotype prediction interpretation • Identity panels may be useful in degraded samples • Combining across SNP panels and with STR data may be useful – LD must be evaluated NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 43. Acknowledgements NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group
  • 44. NIST Pete Vallone Kevin Kiesler Lisa Borsuk Nate Olson Becky Steffen Margaret Kline Mike Coble Dave Duewer GWU Daniele Podini Rachel Aponte Acknowledgements Contact Information katherine.gettings@nist.gov NIST Disclaimer: Certain commercial equipment, instruments and materials are identified in order to specify experimental procedures as completely as possible. In no case does such identification imply a recommendation or it imply that any of the materials, instruments or equipment identified are necessarily the best available for the purpose. Funding FBI: DNA as a Biometric NIST Applied Genetics Group NIST Applied Genetics Group NIST Applied Genetics Group