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Bioinformatics workflow to annotate four confidence levels
21 replicates
6 institutions 63 pairs of BAM files Variants called and scored in each tumor-normal pair
cross-aligner and
cross-institution
reproducibility
SNV indels
AmpliSeq validated
SomaticSeq classifications consistent across sequencing replicates and aligners
Breakdown of confidence levels and VAFs
VAF peaks correspond to Copy Number states
For Research Use Only. Not for use in diagnostic procedures. 5
1/1 2/2
1/2
3/3
2/3
1/3
2/4
1/4
4/5
2/5
1/5
2/6
3/6
4/6
5/6
1/6
VAF shifts correspond to Copy Number changes
6
SNV INDEL
AmpliSeq Validation (Depth ≈ 2000X)
For Research Use Only. Not for use in diagnostic procedures. 7
Validated Invalidated
X Uninterpretable (low depth or unclear signal)
Validation Rate =
+
Total Number | Interpretable | Validation Rate
3/247 HighConf Calls “Negatively Validated”
1. Weak but clear variant signal in Normal ( x2 )
2. Strong variant signal everywhere else ( x1 )
7/105 Unclassified Calls “Positively Validated”
1. Low mapping quality scores ( x3 )
2. Part of di-nucleotide change ( x2 )
3. Adjacent to large deletions ( x2 )
Discrepancies between Super Set and AmpliSeq
For Research Use Only. Not for use in diagnostic procedures.8
Normal VAF
(Gold Set)
Normal VAF
(AmpliSeq)
i) 0.7% 12.4%
ii) 5.0% 3.2%
AmpliSeq
0
0.1
0.2
0.3
0.4
0.5
0.6
VAF
BWA
Bowtie2
NovoAlign
SNV INDEL
Ion Torrent Validation (Depth = 34X )
For Research Use Only. Not for use in diagnostic procedures. 9
Validated Invalidated
X Uninterpretable (low depth or unclear signal)
Validation Rate =
+
Total Number | Interpretable | Validation Rate
Summary
• Vast majority of calls either have broad support everywhere, or not much at all
• Limitations
• Unmappable (by short-reads) regions
• Very low VAF
• Complex variants, i.e., multi-nucleotide variants
• Adjacent indels
• Comprehensive somatic mutation call set
• Across (most of) the entire genome
• Sensitive and accurate down to ~ 5% VAF
For Research Use Only. Not for use in diagnostic procedures.10
Doing now what patients need next
All product names and trademarks are the properties of their respective owners.
11
The Somatic Mutation Working Group
Government Industry Academic
EPA Abbvie Cornell University
FDA/CBER AstraZenca EATRIS
FDA/CDER ATCC Fudan U.
FDA/CDRH DNANexus Garvan Institute
FDA/OC Du Pont HudsonAlpha
FDA/NCTR Genentech Indiana U.
NIH/NCBI Illumina LLU
NIH/NCI MedImmune Mayo Clinical
NIH/NHLBI Novartis MD Anderson
NIH/NIDCD PacBio U. Toledo
NIH/NIEHS Roche U.of Cologne
USACE Seven Bridges Yale
~200 members
60+ institutes
Participants: Wenming Xiao FDA
Huixiao Hong FDA
Yongmei Zhao NCI
Daoud Meerzaman NCI
Charles Wang Loma Linda U.
Li Tai Fang Roche
Mehdi Pirooznia NHLBI
Chunlin Xiao NCBI
Leming Shi Fudan U.
Leaders:

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How giab fits in the rest of the world seqc2 tumor normal

  • 1.
  • 2. Bioinformatics workflow to annotate four confidence levels 21 replicates 6 institutions 63 pairs of BAM files Variants called and scored in each tumor-normal pair cross-aligner and cross-institution reproducibility
  • 3. SNV indels AmpliSeq validated SomaticSeq classifications consistent across sequencing replicates and aligners
  • 4. Breakdown of confidence levels and VAFs
  • 5. VAF peaks correspond to Copy Number states For Research Use Only. Not for use in diagnostic procedures. 5 1/1 2/2 1/2 3/3 2/3 1/3 2/4 1/4 4/5 2/5 1/5 2/6 3/6 4/6 5/6 1/6
  • 6. VAF shifts correspond to Copy Number changes 6
  • 7. SNV INDEL AmpliSeq Validation (Depth ≈ 2000X) For Research Use Only. Not for use in diagnostic procedures. 7 Validated Invalidated X Uninterpretable (low depth or unclear signal) Validation Rate = + Total Number | Interpretable | Validation Rate
  • 8. 3/247 HighConf Calls “Negatively Validated” 1. Weak but clear variant signal in Normal ( x2 ) 2. Strong variant signal everywhere else ( x1 ) 7/105 Unclassified Calls “Positively Validated” 1. Low mapping quality scores ( x3 ) 2. Part of di-nucleotide change ( x2 ) 3. Adjacent to large deletions ( x2 ) Discrepancies between Super Set and AmpliSeq For Research Use Only. Not for use in diagnostic procedures.8 Normal VAF (Gold Set) Normal VAF (AmpliSeq) i) 0.7% 12.4% ii) 5.0% 3.2% AmpliSeq 0 0.1 0.2 0.3 0.4 0.5 0.6 VAF BWA Bowtie2 NovoAlign
  • 9. SNV INDEL Ion Torrent Validation (Depth = 34X ) For Research Use Only. Not for use in diagnostic procedures. 9 Validated Invalidated X Uninterpretable (low depth or unclear signal) Validation Rate = + Total Number | Interpretable | Validation Rate
  • 10. Summary • Vast majority of calls either have broad support everywhere, or not much at all • Limitations • Unmappable (by short-reads) regions • Very low VAF • Complex variants, i.e., multi-nucleotide variants • Adjacent indels • Comprehensive somatic mutation call set • Across (most of) the entire genome • Sensitive and accurate down to ~ 5% VAF For Research Use Only. Not for use in diagnostic procedures.10 Doing now what patients need next All product names and trademarks are the properties of their respective owners.
  • 11. 11 The Somatic Mutation Working Group Government Industry Academic EPA Abbvie Cornell University FDA/CBER AstraZenca EATRIS FDA/CDER ATCC Fudan U. FDA/CDRH DNANexus Garvan Institute FDA/OC Du Pont HudsonAlpha FDA/NCTR Genentech Indiana U. NIH/NCBI Illumina LLU NIH/NCI MedImmune Mayo Clinical NIH/NHLBI Novartis MD Anderson NIH/NIDCD PacBio U. Toledo NIH/NIEHS Roche U.of Cologne USACE Seven Bridges Yale ~200 members 60+ institutes Participants: Wenming Xiao FDA Huixiao Hong FDA Yongmei Zhao NCI Daoud Meerzaman NCI Charles Wang Loma Linda U. Li Tai Fang Roche Mehdi Pirooznia NHLBI Chunlin Xiao NCBI Leming Shi Fudan U. Leaders: