SlideShare a Scribd company logo
1 of 1
Download to read offline
Low level somatic variant detection by Sanger sequencing
of formalin-fixed paraffin-embedded (FFPE) samples
Arpad Gerstner, Edgar Schreiber, Steve Jackson and Kamini Varma
Abstract
Deleterious sequence variants play an important role in the initiation and
progression of many different cancer types. The detection of germline variants by
the gold standard Sanger sequencing has been well established, however, the
detection of somatic mutations, especially in heterogeneous tumor samples where
variants may be present at a lower level, has been more challenging.
To facilitate analysis of somatic mutations in tumor samples, we have developed
Sanger sequencing panels that cover the entire coding regions of specific genes
implicated in tumorigenesis (e.g. TP53, KRAS and NRAS). We have also developed
companion software, Minor Variant Finder (MVF), that facilitates detection of low
levels of somatic mutations in Sanger sequencing studies. To demonstrate the
workflow of these panels with MVF, we analyzed DNA from lung cancer FFPE
samples. We initially determined variants of TP53 and KRAS in these samples
using Ion Torrent™ Personal Genome Machine (PGM™) next generation
sequencing (NGS). We confirmed the identity and minor allele frequency of these
variants by Sanger sequencing coupled with MVF. Furthermore, we were able to
confirm these results in 1 ng, 0.5 ng or 0.1 ng of DNA from these samples. Finally,
we made serial dilutions of one of these samples to establish limit of detection
(LOD). We show that this workflow can detect as little as 3% of a minor variant in an
FFPE sample.
Sanger sequencing is the gold standard for confirmation of minor variants detected
by NGS. In this study, we show that Sanger sequencing of limited number of targets,
in conjunction with the MVF software, can also be an ideal first line screening choice
for tumor FFPE samples where limited amount of DNA is available.
For Research Use only – Not for use in diagnostic procedures.
Table 4. Sanger Sequencing confirmation. Variant allele frequences detected by MVF are in line with
allele frequences calculated by NGS. Note: cells highlighted in yellow represent variants where the allele
frequencies were significantly different in forward vs reverse Sanger sequencing reactions, however,
the average of the forward and reverse allele frequency of a particular variant is still in line with the
allele frequency calculated by NGS. By redesigning the primers for those regions, potentionally could
improve the accuracy of the allele frequency measurments by MVF in both forward and reverse
reactions.
Table 5. Effect of low DNA input amount on variant allele frequency across different FFPE samples.
Variants are still detectable even at 0.1 ng DNA, however the allele frequencies might be more variable
below 1 ng of DNA per reaction.
Figure 4. Correlation between allele frequences. Correlation between the average of allele frequences of
forward and reverse Sanger sequencing vs NGS allele frequences (plot on the left) are similar to
correlations between that of forward (F) vs reverse (R) Sanger sequencing (plot on the right).
LOD
~3%
Table 2. Effect of low DNA input amount at 1 ng, 0.5 ng and 0.1 ng on KRAS c. 182A/G minor variant
detection. Note: recommended input amount is 1 ng/reaction. Below 1 ng DNA/reaction, the overall
sequencing quality and the allele ratios might be more variable but the minor variant of interest could
still be detected even at as low as 0.1 ng DNA.
Figure 3. Limit of Detection (LOD) study. Serial dilutions were created mixing FFPE 2162 and CEPH
control DNA. 1 ng DNA per reaction containing a minor variant T at position Chr17: 7,579,619 with minor
variant ratio at 50%, 25%, 12.5%, 6.25%, 3.125% and 1.56%, respectively were tested against the 100 %
G allele found in CEPH control DNA.
Figure 1. Single-gene Sanger sequencing panel of TP53. The entire coding sequence of TP53 is covered
by 24 amplicons. Similar gene-specific panels were built for KRAS and NRAS genes.
Introduction
Deleterious sequence variants play an important role in the initiation and
progression of many different cancer types. These alterations could also predict
prognosis, sensitivity and response to treatment or to specific therapy-associated
toxicities. Molecular profiling of cancers is becoming more and more important not
only as a diagnostic tool but also for selecting and developing targeted drugs in
personalized cancer therapy (precision oncology). The detection of germline variants
at a fixed ratio by the gold standard Sanger Sequencing has been well established,
however, the detection of somatic mutations, especially in heterogeneous tumor
samples where variants may be present at a lower level, has been more
challenging. Next-generation sequencing (NGS) provides a valuable method for
high-throughput applications when many targets and/or samples need to be
multiplexed and screened. However, the workflow and the data analysis can be
complex, lengthy (often >40 hours) and cumbersome. Moreover, NGS is not a cost-
effective approach when only a limited number of targets need to be screened.
Finally, NGS results often require a reliable and sensitive confirmatory method. Only
a minority of cancers are caused by germline variants as opposed to the more
prevalent somatic mutations, so there is clearly a need for a robust, fast, simple and
affordable screening and/or confirmatory method for detecting low level somatic
variants.
Somatic mutations typically drive carcinogenesis by deactivation of protein(s) that
normally suppresses tumorigenesis or by constitutive activation of a protein(s) that
drives carcinogenesis. Molecular profiling of cancer cells, the detection of variants in
specific genes (e.g. TP53, KRAS, NRAS, BRAF and EGFR) could be as important
as identifying the tumor histological type. Depending on the tumor type, in certain
cases the entire coding sequences of some genes need to be screened (for
example tumor suppressors such as TP53), while only specific nucleotide positions
need to be analyzed in others.
Results
We have developed gene-specific Sanger sequencing panels covering the entire
coding regions (all exons) of specific genes (i.e.; TP53, KRAS and NRAS) implicated
in tumorigenesis. TP53 coding sequence was covered by 24, KRAS by 12 and
NRAS by 9 short amplicons (Figure 1.), in the size range of 50 to 151 bp in the
KRAS and NRAS panels and 115-200 bp in the TP53 panel. To demonstrate the
workflow of these panels with MVF, we analyzed DNA from lung tumor FFPE
samples. We initially determined variants of TP53 and KRAS in these samples
using Ion Torrent Personal Genome Machine (PGM) next generation sequencing
(NGS). We confirmed the identity and minor allele frequency of these variants by
Sanger Sequencing coupled with MVF (Table 1. and Figure 2.) We were able to
confirm these results in 1 ng, 0.5 ng or 0.1 ng of DNA from these samples (Table 2.).
To establish limit of detection (LOD), we made serial dilutions using DNA from one
of these cancer FFPE samples mixed with a control DNA. A G/T variant (48/51%:
F/R) at position Chr17: 7,579,619 was detected in amplicon 480354 from the TP53
panel in the FFPE sample 2162 vs 100% G base found in the CEPH DNA control
sample. We used these 2 samples to generate serial dilutions. We show that this
workflow can detect as little as 3% of a minor variant in an FFPE sample (Figure 3.).
We expanded these results by building a larger cancer panel. Allelic variants that
are most frequently found across many different solid tumor types were identified.
We narrowed our focus to those alleles present at frequencies greater than 1%
(Oncomine™ database, Compendia). Primers flanking these variants were
identified using the on-line Primer Designer™ tool, and selected for shortest
amplicon size to facilitate analysis of potentially degraded FFPE DNA (amplicons in
the size range of 126 to 179 bp). This resulted in a panel consisting of 26 amplicons
that queries 66 COSMIC variants, which are most commonly found (>1%) in the
Oncomine database, from 18 different cancer genes (Table 3.). Please note that
these amplicons also encompass additional 1906 less frequently found (<1%)
COSMIC variants (including indels).
To test the panel, we identified 34 commercially available FFPE samples
representing 12 different tissue types where NGS data were also available from our
previous studies. These FFPE samples were used to screen for 14 variants
represented by 10 amplicons. Allele ratios calculated by MVF were in line with
variant allele frequencies found by NGS (Table 4.).
The correlation between the variant allele frequencies generated by Sanger
Sequencing coupled with MVF versus NGS was similar to the correlation between
the variant allele frequencies of forward versus reverse Sanger sequencing (Figure
4.).
In order to explore the minor variant detection using very low amount of DNA input
across FFPE samples from different tissue types and different genes/amplicons, we
selected 3 amplicons and 4 samples that covered common COSMIC mutations at
differing frequencies. We then tested the ability to detect allelic variants using 10 ng,
3 ng, 1 ng, 0.3 and 0.1 ng DNA input (Table 5.). Although the overall sequence
quality was reduced below 1 ng DNA, the variants of interest are often still
detectable even at 0.1 ng DNA level. This represents approximately 15 diploid
genome copies. The sensitivity for low DNA input of this approach could be very
helpful when only very limited amount of biopsy and/or FFPE material is available.
Although the actual percentage of the minor variant frequency interpreted by the
MVF might be more variable below 1 ng of DNA input, the panel will determine
mutational positivity in situations where minute amount of template material is
available.
Conclusions
Sanger sequencing coupled with Minor Variant Finder software is not only the gold
standard for confirmation of minor variants detected by NGS but also an ideal first
line screening choice at limited number of targets.
One of the ideal applications is oncology where, depending on the tumor type, often
only a few clinically relevant mutations required to be screened and limited amount
of DNA available from FFPE samples.
This workflow can detect as little as 3% of a minor variant in an FFPE sample using
1 ng or less DNA per reaction.
In conclusion, this robust and simple approach also offers fast turnaround time (~4
hours including data analysis) at a low cost per sample.
© 2016 Thermo Fisher Scientific, Inc. All rights reserved. All trademarks are the property of Thermo
Fisher Scientific and its subsidiaries unless otherwise specified.
Table 1. Minor variants originally detected in the Colon And Lung Cancer Panel (CLCP) and the Oncomine
Panel by PGM Sequencer were confirmed by Sanger sequencing from both Forward and Reverse
directions (F/R) coupled with Minor Variant Finder software (MVF).
180 Oyster Point Blvd. South San Francisco, CA 94080
Table 3. Extended cancer panel for Sanger sequencing. Panel containing 66 variants, which are most
commonly found (>1%) in the Oncomine database, from 18 different cancer genes was built using 26
amplicons. Note: amplicons also encompass 1906 less frequently found (<1%) COSMIC IDs (including
indels).
Figure 2. Electrophoregrams generated by MVF. Minor variant c.517G/T detected in FFPE sample 2182
using amplicon 836916 from the TP53 panel. Variant was detected at 8.2% in forward and 8.4% in
reverse direction by the MVF compared to the main base C (or G in the corresponding reverse reaction).
C (or G) was detected in the control sample at the allelic ratio of 100% (bottom electrophoregrams).
Minor variant A in the forward reaction (similarly, the corresponding T in the reverse reaction) of the
Test specimen would have been easily missed by visual inspection of the electropherograms of the test
sample (electrophoregrams in the middle), however, the MVF algorithm is able to identify the A (or T)
allele as a minor variant candidate (electrophoregrams on the top after Noise Subtraction and
Submission (NSS)).
PCR and sequencing reactions were performed using BigDye™ Direct Sanger Sequencing Kit with BigDye
XTerminator Purification Kit and separated on the Applied Biosystems™ 3500xL Genetic Analyzer. FFPE
samples were referenced to CEPH DNA control processed under similar conditions on the same 96-well
plate, in both forward and reverse directions.

More Related Content

What's hot

Widespread human T cell receptor beta variable gene polymorphism: implication...
Widespread human T cell receptor beta variable gene polymorphism: implication...Widespread human T cell receptor beta variable gene polymorphism: implication...
Widespread human T cell receptor beta variable gene polymorphism: implication...Thermo Fisher Scientific
 
Characterization of Novel ctDNA Reference Materials Developed using the Genom...
Characterization of Novel ctDNA Reference Materials Developed using the Genom...Characterization of Novel ctDNA Reference Materials Developed using the Genom...
Characterization of Novel ctDNA Reference Materials Developed using the Genom...Thermo Fisher Scientific
 
Direct Sanger CE Sequencing of Individual Ampliseq Cancer Panel Targets from ...
Direct Sanger CE Sequencing of Individual Ampliseq Cancer Panel Targets from ...Direct Sanger CE Sequencing of Individual Ampliseq Cancer Panel Targets from ...
Direct Sanger CE Sequencing of Individual Ampliseq Cancer Panel Targets from ...Thermo Fisher Scientific
 
Biotechnology of High Sensitivity PCR for Oncology Biomarkers
 Biotechnology of High Sensitivity PCR for Oncology Biomarkers Biotechnology of High Sensitivity PCR for Oncology Biomarkers
Biotechnology of High Sensitivity PCR for Oncology BiomarkersKirsten Copren
 
Monitoring of Minimal Residual Disease Principles and Applications
Monitoring of Minimal Residual Disease Principles and ApplicationsMonitoring of Minimal Residual Disease Principles and Applications
Monitoring of Minimal Residual Disease Principles and Applicationsspa718
 
BRECIS SITC conference 2015_Julie Decock
BRECIS SITC conference 2015_Julie DecockBRECIS SITC conference 2015_Julie Decock
BRECIS SITC conference 2015_Julie DecockJulie Decock
 
Dr. adhra al mawali - immunophenotyping and mrd of acute myeloid leukemia
Dr. adhra al mawali - immunophenotyping and mrd of acute myeloid leukemiaDr. adhra al mawali - immunophenotyping and mrd of acute myeloid leukemia
Dr. adhra al mawali - immunophenotyping and mrd of acute myeloid leukemiaHitham Esam
 
Present and future of oncolytic virus therapies
Present and future of oncolytic virus therapiesPresent and future of oncolytic virus therapies
Present and future of oncolytic virus therapiesOncos Therapeutics
 
The Effect of Oflactomedin1 and Latrophilin2 in Glioblastoma Metastasis
The Effect of Oflactomedin1 and Latrophilin2 in Glioblastoma MetastasisThe Effect of Oflactomedin1 and Latrophilin2 in Glioblastoma Metastasis
The Effect of Oflactomedin1 and Latrophilin2 in Glioblastoma MetastasisTingtingThompson
 

What's hot (20)

Widespread human T cell receptor beta variable gene polymorphism: implication...
Widespread human T cell receptor beta variable gene polymorphism: implication...Widespread human T cell receptor beta variable gene polymorphism: implication...
Widespread human T cell receptor beta variable gene polymorphism: implication...
 
Characterization of Novel ctDNA Reference Materials Developed using the Genom...
Characterization of Novel ctDNA Reference Materials Developed using the Genom...Characterization of Novel ctDNA Reference Materials Developed using the Genom...
Characterization of Novel ctDNA Reference Materials Developed using the Genom...
 
nature13121
nature13121nature13121
nature13121
 
Direct Sanger CE Sequencing of Individual Ampliseq Cancer Panel Targets from ...
Direct Sanger CE Sequencing of Individual Ampliseq Cancer Panel Targets from ...Direct Sanger CE Sequencing of Individual Ampliseq Cancer Panel Targets from ...
Direct Sanger CE Sequencing of Individual Ampliseq Cancer Panel Targets from ...
 
antiviral coursework
antiviral courseworkantiviral coursework
antiviral coursework
 
Biotechnology of High Sensitivity PCR for Oncology Biomarkers
 Biotechnology of High Sensitivity PCR for Oncology Biomarkers Biotechnology of High Sensitivity PCR for Oncology Biomarkers
Biotechnology of High Sensitivity PCR for Oncology Biomarkers
 
nature10868
nature10868nature10868
nature10868
 
Monitoring of Minimal Residual Disease Principles and Applications
Monitoring of Minimal Residual Disease Principles and ApplicationsMonitoring of Minimal Residual Disease Principles and Applications
Monitoring of Minimal Residual Disease Principles and Applications
 
PIIS0016508514604509
PIIS0016508514604509PIIS0016508514604509
PIIS0016508514604509
 
Trk inhibitors
Trk inhibitorsTrk inhibitors
Trk inhibitors
 
BRECIS SITC conference 2015_Julie Decock
BRECIS SITC conference 2015_Julie DecockBRECIS SITC conference 2015_Julie Decock
BRECIS SITC conference 2015_Julie Decock
 
MyAML Poster FINAL
MyAML Poster FINALMyAML Poster FINAL
MyAML Poster FINAL
 
Cancer genetics
Cancer genetics Cancer genetics
Cancer genetics
 
CTNeT - Dr. Geyer Presentation CPRIT 2012
CTNeT - Dr. Geyer Presentation CPRIT 2012CTNeT - Dr. Geyer Presentation CPRIT 2012
CTNeT - Dr. Geyer Presentation CPRIT 2012
 
2012 AACR poster
2012 AACR poster2012 AACR poster
2012 AACR poster
 
Cancer genome (2)
Cancer genome (2)Cancer genome (2)
Cancer genome (2)
 
Dr. adhra al mawali - immunophenotyping and mrd of acute myeloid leukemia
Dr. adhra al mawali - immunophenotyping and mrd of acute myeloid leukemiaDr. adhra al mawali - immunophenotyping and mrd of acute myeloid leukemia
Dr. adhra al mawali - immunophenotyping and mrd of acute myeloid leukemia
 
Single nucleotide polymorphism (sn ps)
Single nucleotide polymorphism (sn ps)Single nucleotide polymorphism (sn ps)
Single nucleotide polymorphism (sn ps)
 
Present and future of oncolytic virus therapies
Present and future of oncolytic virus therapiesPresent and future of oncolytic virus therapies
Present and future of oncolytic virus therapies
 
The Effect of Oflactomedin1 and Latrophilin2 in Glioblastoma Metastasis
The Effect of Oflactomedin1 and Latrophilin2 in Glioblastoma MetastasisThe Effect of Oflactomedin1 and Latrophilin2 in Glioblastoma Metastasis
The Effect of Oflactomedin1 and Latrophilin2 in Glioblastoma Metastasis
 

Similar to Low level somatic variant detection in FFPE samples by Sanger sequencing and MVF software

Low Level Somatic Variant Detection by Sanger Sequencing of FFPE Samples for ...
Low Level Somatic Variant Detection by Sanger Sequencing of FFPE Samples for ...Low Level Somatic Variant Detection by Sanger Sequencing of FFPE Samples for ...
Low Level Somatic Variant Detection by Sanger Sequencing of FFPE Samples for ...Thermo Fisher Scientific
 
Comparitive genomic hybridisation
Comparitive genomic hybridisationComparitive genomic hybridisation
Comparitive genomic hybridisationnamrathrs87
 
Multiplex TaqMan Assays for Rare Mutation Analysis Using Digital PCR
Multiplex TaqMan Assays for Rare Mutation Analysis Using Digital PCRMultiplex TaqMan Assays for Rare Mutation Analysis Using Digital PCR
Multiplex TaqMan Assays for Rare Mutation Analysis Using Digital PCRThermo Fisher Scientific
 
Developing a framework for for detection of low frequency somatic genetic alt...
Developing a framework for for detection of low frequency somatic genetic alt...Developing a framework for for detection of low frequency somatic genetic alt...
Developing a framework for for detection of low frequency somatic genetic alt...Ronak Shah
 
Single nucleotide polymorphisms (sn ps), haplotypes,
Single nucleotide polymorphisms (sn ps), haplotypes,Single nucleotide polymorphisms (sn ps), haplotypes,
Single nucleotide polymorphisms (sn ps), haplotypes,Karan Veer Singh
 
allele distributionIn population genetics, allele frequencies are.pdf
allele distributionIn population genetics, allele frequencies are.pdfallele distributionIn population genetics, allele frequencies are.pdf
allele distributionIn population genetics, allele frequencies are.pdfaparnaagenciestvm
 
Gene sequencing and tb – a new age approach.pptx
Gene sequencing and tb – a new age approach.pptxGene sequencing and tb – a new age approach.pptx
Gene sequencing and tb – a new age approach.pptxShajahanPS
 
Next Generation Sequencing
Next Generation SequencingNext Generation Sequencing
Next Generation SequencingShelomi Karoon
 
Development of a next-generation (NGS) assay for pediatric, childhood, and yo...
Development of a next-generation (NGS) assay for pediatric, childhood, and yo...Development of a next-generation (NGS) assay for pediatric, childhood, and yo...
Development of a next-generation (NGS) assay for pediatric, childhood, and yo...Thermo Fisher Scientific
 
High Sensitivity Detection of Tumor Gene Mutations-v3
High Sensitivity Detection of Tumor Gene Mutations-v3High Sensitivity Detection of Tumor Gene Mutations-v3
High Sensitivity Detection of Tumor Gene Mutations-v3Michael Powell
 
Rare Mutation Analysis Using Digital PCR on QuantStudio™ 3D to Verify Ion Amp...
Rare Mutation Analysis Using Digital PCR on QuantStudio™ 3D to Verify Ion Amp...Rare Mutation Analysis Using Digital PCR on QuantStudio™ 3D to Verify Ion Amp...
Rare Mutation Analysis Using Digital PCR on QuantStudio™ 3D to Verify Ion Amp...Thermo Fisher Scientific
 
GTC group 8 - Next Generation Sequencing
GTC group 8 - Next Generation SequencingGTC group 8 - Next Generation Sequencing
GTC group 8 - Next Generation SequencingYanqi Chan
 
2015_Annual AACR_Poster_TROV Technology_Final
2015_Annual AACR_Poster_TROV Technology_Final2015_Annual AACR_Poster_TROV Technology_Final
2015_Annual AACR_Poster_TROV Technology_Finalerin clark
 
Unfortunately several cancers are not predictable with simple tests .pdf
Unfortunately several cancers are not predictable with simple tests .pdfUnfortunately several cancers are not predictable with simple tests .pdf
Unfortunately several cancers are not predictable with simple tests .pdfaquastore223
 
Genomics Technologies
Genomics TechnologiesGenomics Technologies
Genomics TechnologiesSean Davis
 

Similar to Low level somatic variant detection in FFPE samples by Sanger sequencing and MVF software (20)

Low Level Somatic Variant Detection by Sanger Sequencing of FFPE Samples for ...
Low Level Somatic Variant Detection by Sanger Sequencing of FFPE Samples for ...Low Level Somatic Variant Detection by Sanger Sequencing of FFPE Samples for ...
Low Level Somatic Variant Detection by Sanger Sequencing of FFPE Samples for ...
 
Comparitive genomic hybridisation
Comparitive genomic hybridisationComparitive genomic hybridisation
Comparitive genomic hybridisation
 
Multiplex TaqMan Assays for Rare Mutation Analysis Using Digital PCR
Multiplex TaqMan Assays for Rare Mutation Analysis Using Digital PCRMultiplex TaqMan Assays for Rare Mutation Analysis Using Digital PCR
Multiplex TaqMan Assays for Rare Mutation Analysis Using Digital PCR
 
Developing a framework for for detection of low frequency somatic genetic alt...
Developing a framework for for detection of low frequency somatic genetic alt...Developing a framework for for detection of low frequency somatic genetic alt...
Developing a framework for for detection of low frequency somatic genetic alt...
 
Single nucleotide polymorphisms (sn ps), haplotypes,
Single nucleotide polymorphisms (sn ps), haplotypes,Single nucleotide polymorphisms (sn ps), haplotypes,
Single nucleotide polymorphisms (sn ps), haplotypes,
 
allele distributionIn population genetics, allele frequencies are.pdf
allele distributionIn population genetics, allele frequencies are.pdfallele distributionIn population genetics, allele frequencies are.pdf
allele distributionIn population genetics, allele frequencies are.pdf
 
Gene sequencing and tb – a new age approach.pptx
Gene sequencing and tb – a new age approach.pptxGene sequencing and tb – a new age approach.pptx
Gene sequencing and tb – a new age approach.pptx
 
Som aacr2011poster
Som aacr2011posterSom aacr2011poster
Som aacr2011poster
 
Next Generation Sequencing
Next Generation SequencingNext Generation Sequencing
Next Generation Sequencing
 
Development of a next-generation (NGS) assay for pediatric, childhood, and yo...
Development of a next-generation (NGS) assay for pediatric, childhood, and yo...Development of a next-generation (NGS) assay for pediatric, childhood, and yo...
Development of a next-generation (NGS) assay for pediatric, childhood, and yo...
 
High Sensitivity Detection of Tumor Gene Mutations-v3
High Sensitivity Detection of Tumor Gene Mutations-v3High Sensitivity Detection of Tumor Gene Mutations-v3
High Sensitivity Detection of Tumor Gene Mutations-v3
 
Rare Mutation Analysis Using Digital PCR on QuantStudio™ 3D to Verify Ion Amp...
Rare Mutation Analysis Using Digital PCR on QuantStudio™ 3D to Verify Ion Amp...Rare Mutation Analysis Using Digital PCR on QuantStudio™ 3D to Verify Ion Amp...
Rare Mutation Analysis Using Digital PCR on QuantStudio™ 3D to Verify Ion Amp...
 
GTC group 8 - Next Generation Sequencing
GTC group 8 - Next Generation SequencingGTC group 8 - Next Generation Sequencing
GTC group 8 - Next Generation Sequencing
 
2015_Annual AACR_Poster_TROV Technology_Final
2015_Annual AACR_Poster_TROV Technology_Final2015_Annual AACR_Poster_TROV Technology_Final
2015_Annual AACR_Poster_TROV Technology_Final
 
Qpcr
QpcrQpcr
Qpcr
 
Qpcr
QpcrQpcr
Qpcr
 
Unfortunately several cancers are not predictable with simple tests .pdf
Unfortunately several cancers are not predictable with simple tests .pdfUnfortunately several cancers are not predictable with simple tests .pdf
Unfortunately several cancers are not predictable with simple tests .pdf
 
Genomics Technologies
Genomics TechnologiesGenomics Technologies
Genomics Technologies
 
Shahbaz Str
Shahbaz StrShahbaz Str
Shahbaz Str
 
Shahbaz Str
Shahbaz StrShahbaz Str
Shahbaz Str
 

More from Thermo Fisher Scientific

Why you would want a powerful hot-start DNA polymerase for your PCR
Why you would want a powerful hot-start DNA polymerase for your PCRWhy you would want a powerful hot-start DNA polymerase for your PCR
Why you would want a powerful hot-start DNA polymerase for your PCRThermo Fisher Scientific
 
TCRB chain convergence in chronic cytomegalovirus infection and cancer
TCRB chain convergence in chronic cytomegalovirus infection and cancerTCRB chain convergence in chronic cytomegalovirus infection and cancer
TCRB chain convergence in chronic cytomegalovirus infection and cancerThermo Fisher Scientific
 
Improvement of TMB Measurement by removal of Deaminated Bases in FFPE DNA
Improvement of TMB Measurement by removal of Deaminated Bases in FFPE DNAImprovement of TMB Measurement by removal of Deaminated Bases in FFPE DNA
Improvement of TMB Measurement by removal of Deaminated Bases in FFPE DNAThermo Fisher Scientific
 
What can we learn from oncologists? A survey of molecular testing patterns
What can we learn from oncologists? A survey of molecular testing patternsWhat can we learn from oncologists? A survey of molecular testing patterns
What can we learn from oncologists? A survey of molecular testing patternsThermo Fisher Scientific
 
Evaluation of ctDNA extraction methods and amplifiable copy number yield usin...
Evaluation of ctDNA extraction methods and amplifiable copy number yield usin...Evaluation of ctDNA extraction methods and amplifiable copy number yield usin...
Evaluation of ctDNA extraction methods and amplifiable copy number yield usin...Thermo Fisher Scientific
 
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...Thermo Fisher Scientific
 
Novel Spatial Multiplex Screening of Uropathogens Associated with Urinary Tra...
Novel Spatial Multiplex Screening of Uropathogens Associated with Urinary Tra...Novel Spatial Multiplex Screening of Uropathogens Associated with Urinary Tra...
Novel Spatial Multiplex Screening of Uropathogens Associated with Urinary Tra...Thermo Fisher Scientific
 
Liquid biopsy quality control – the importance of plasma quality, sample prep...
Liquid biopsy quality control – the importance of plasma quality, sample prep...Liquid biopsy quality control – the importance of plasma quality, sample prep...
Liquid biopsy quality control – the importance of plasma quality, sample prep...Thermo Fisher Scientific
 
Streamlined next generation sequencing assay development using a highly multi...
Streamlined next generation sequencing assay development using a highly multi...Streamlined next generation sequencing assay development using a highly multi...
Streamlined next generation sequencing assay development using a highly multi...Thermo Fisher Scientific
 
Targeted T-cell receptor beta immune repertoire sequencing in several FFPE ti...
Targeted T-cell receptor beta immune repertoire sequencing in several FFPE ti...Targeted T-cell receptor beta immune repertoire sequencing in several FFPE ti...
Targeted T-cell receptor beta immune repertoire sequencing in several FFPE ti...Thermo Fisher Scientific
 
Development of Quality Control Materials for Characterization of Comprehensiv...
Development of Quality Control Materials for Characterization of Comprehensiv...Development of Quality Control Materials for Characterization of Comprehensiv...
Development of Quality Control Materials for Characterization of Comprehensiv...Thermo Fisher Scientific
 
A High Throughput System for Profiling Respiratory Tract Microbiota
A High Throughput System for Profiling Respiratory Tract MicrobiotaA High Throughput System for Profiling Respiratory Tract Microbiota
A High Throughput System for Profiling Respiratory Tract MicrobiotaThermo Fisher Scientific
 
A high-throughput approach for multi-omic testing for prostate cancer research
A high-throughput approach for multi-omic testing for prostate cancer researchA high-throughput approach for multi-omic testing for prostate cancer research
A high-throughput approach for multi-omic testing for prostate cancer researchThermo Fisher Scientific
 
Why is selecting the right thermal cycler important?
Why is selecting the right thermal cycler important?Why is selecting the right thermal cycler important?
Why is selecting the right thermal cycler important?Thermo Fisher Scientific
 
A rapid library preparation method with custom assay designs for detection of...
A rapid library preparation method with custom assay designs for detection of...A rapid library preparation method with custom assay designs for detection of...
A rapid library preparation method with custom assay designs for detection of...Thermo Fisher Scientific
 
Generation of Clonal CRISPR/Cas9-edited Human iPSC Derived Cellular Models an...
Generation of Clonal CRISPR/Cas9-edited Human iPSC Derived Cellular Models an...Generation of Clonal CRISPR/Cas9-edited Human iPSC Derived Cellular Models an...
Generation of Clonal CRISPR/Cas9-edited Human iPSC Derived Cellular Models an...Thermo Fisher Scientific
 
TaqMan®Advanced miRNA cDNA synthesis kit to simultaneously study expression o...
TaqMan®Advanced miRNA cDNA synthesis kit to simultaneously study expression o...TaqMan®Advanced miRNA cDNA synthesis kit to simultaneously study expression o...
TaqMan®Advanced miRNA cDNA synthesis kit to simultaneously study expression o...Thermo Fisher Scientific
 
Identifying novel and druggable targets in a triple negative breast cancer ce...
Identifying novel and druggable targets in a triple negative breast cancer ce...Identifying novel and druggable targets in a triple negative breast cancer ce...
Identifying novel and druggable targets in a triple negative breast cancer ce...Thermo Fisher Scientific
 
Evidence for antigen-driven TCRβ chain convergence in the melanoma-infiltrati...
Evidence for antigen-driven TCRβ chain convergence in the melanoma-infiltrati...Evidence for antigen-driven TCRβ chain convergence in the melanoma-infiltrati...
Evidence for antigen-driven TCRβ chain convergence in the melanoma-infiltrati...Thermo Fisher Scientific
 
Analytical performance of a novel next generation sequencing assay for Myeloi...
Analytical performance of a novel next generation sequencing assay for Myeloi...Analytical performance of a novel next generation sequencing assay for Myeloi...
Analytical performance of a novel next generation sequencing assay for Myeloi...Thermo Fisher Scientific
 

More from Thermo Fisher Scientific (20)

Why you would want a powerful hot-start DNA polymerase for your PCR
Why you would want a powerful hot-start DNA polymerase for your PCRWhy you would want a powerful hot-start DNA polymerase for your PCR
Why you would want a powerful hot-start DNA polymerase for your PCR
 
TCRB chain convergence in chronic cytomegalovirus infection and cancer
TCRB chain convergence in chronic cytomegalovirus infection and cancerTCRB chain convergence in chronic cytomegalovirus infection and cancer
TCRB chain convergence in chronic cytomegalovirus infection and cancer
 
Improvement of TMB Measurement by removal of Deaminated Bases in FFPE DNA
Improvement of TMB Measurement by removal of Deaminated Bases in FFPE DNAImprovement of TMB Measurement by removal of Deaminated Bases in FFPE DNA
Improvement of TMB Measurement by removal of Deaminated Bases in FFPE DNA
 
What can we learn from oncologists? A survey of molecular testing patterns
What can we learn from oncologists? A survey of molecular testing patternsWhat can we learn from oncologists? A survey of molecular testing patterns
What can we learn from oncologists? A survey of molecular testing patterns
 
Evaluation of ctDNA extraction methods and amplifiable copy number yield usin...
Evaluation of ctDNA extraction methods and amplifiable copy number yield usin...Evaluation of ctDNA extraction methods and amplifiable copy number yield usin...
Evaluation of ctDNA extraction methods and amplifiable copy number yield usin...
 
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
 
Novel Spatial Multiplex Screening of Uropathogens Associated with Urinary Tra...
Novel Spatial Multiplex Screening of Uropathogens Associated with Urinary Tra...Novel Spatial Multiplex Screening of Uropathogens Associated with Urinary Tra...
Novel Spatial Multiplex Screening of Uropathogens Associated with Urinary Tra...
 
Liquid biopsy quality control – the importance of plasma quality, sample prep...
Liquid biopsy quality control – the importance of plasma quality, sample prep...Liquid biopsy quality control – the importance of plasma quality, sample prep...
Liquid biopsy quality control – the importance of plasma quality, sample prep...
 
Streamlined next generation sequencing assay development using a highly multi...
Streamlined next generation sequencing assay development using a highly multi...Streamlined next generation sequencing assay development using a highly multi...
Streamlined next generation sequencing assay development using a highly multi...
 
Targeted T-cell receptor beta immune repertoire sequencing in several FFPE ti...
Targeted T-cell receptor beta immune repertoire sequencing in several FFPE ti...Targeted T-cell receptor beta immune repertoire sequencing in several FFPE ti...
Targeted T-cell receptor beta immune repertoire sequencing in several FFPE ti...
 
Development of Quality Control Materials for Characterization of Comprehensiv...
Development of Quality Control Materials for Characterization of Comprehensiv...Development of Quality Control Materials for Characterization of Comprehensiv...
Development of Quality Control Materials for Characterization of Comprehensiv...
 
A High Throughput System for Profiling Respiratory Tract Microbiota
A High Throughput System for Profiling Respiratory Tract MicrobiotaA High Throughput System for Profiling Respiratory Tract Microbiota
A High Throughput System for Profiling Respiratory Tract Microbiota
 
A high-throughput approach for multi-omic testing for prostate cancer research
A high-throughput approach for multi-omic testing for prostate cancer researchA high-throughput approach for multi-omic testing for prostate cancer research
A high-throughput approach for multi-omic testing for prostate cancer research
 
Why is selecting the right thermal cycler important?
Why is selecting the right thermal cycler important?Why is selecting the right thermal cycler important?
Why is selecting the right thermal cycler important?
 
A rapid library preparation method with custom assay designs for detection of...
A rapid library preparation method with custom assay designs for detection of...A rapid library preparation method with custom assay designs for detection of...
A rapid library preparation method with custom assay designs for detection of...
 
Generation of Clonal CRISPR/Cas9-edited Human iPSC Derived Cellular Models an...
Generation of Clonal CRISPR/Cas9-edited Human iPSC Derived Cellular Models an...Generation of Clonal CRISPR/Cas9-edited Human iPSC Derived Cellular Models an...
Generation of Clonal CRISPR/Cas9-edited Human iPSC Derived Cellular Models an...
 
TaqMan®Advanced miRNA cDNA synthesis kit to simultaneously study expression o...
TaqMan®Advanced miRNA cDNA synthesis kit to simultaneously study expression o...TaqMan®Advanced miRNA cDNA synthesis kit to simultaneously study expression o...
TaqMan®Advanced miRNA cDNA synthesis kit to simultaneously study expression o...
 
Identifying novel and druggable targets in a triple negative breast cancer ce...
Identifying novel and druggable targets in a triple negative breast cancer ce...Identifying novel and druggable targets in a triple negative breast cancer ce...
Identifying novel and druggable targets in a triple negative breast cancer ce...
 
Evidence for antigen-driven TCRβ chain convergence in the melanoma-infiltrati...
Evidence for antigen-driven TCRβ chain convergence in the melanoma-infiltrati...Evidence for antigen-driven TCRβ chain convergence in the melanoma-infiltrati...
Evidence for antigen-driven TCRβ chain convergence in the melanoma-infiltrati...
 
Analytical performance of a novel next generation sequencing assay for Myeloi...
Analytical performance of a novel next generation sequencing assay for Myeloi...Analytical performance of a novel next generation sequencing assay for Myeloi...
Analytical performance of a novel next generation sequencing assay for Myeloi...
 

Recently uploaded

Call Girls in Majnu Ka Tilla Delhi 🔝9711014705🔝 Genuine
Call Girls in Majnu Ka Tilla Delhi 🔝9711014705🔝 GenuineCall Girls in Majnu Ka Tilla Delhi 🔝9711014705🔝 Genuine
Call Girls in Majnu Ka Tilla Delhi 🔝9711014705🔝 Genuinethapagita
 
(9818099198) Call Girls In Noida Sector 14 (NOIDA ESCORTS)
(9818099198) Call Girls In Noida Sector 14 (NOIDA ESCORTS)(9818099198) Call Girls In Noida Sector 14 (NOIDA ESCORTS)
(9818099198) Call Girls In Noida Sector 14 (NOIDA ESCORTS)riyaescorts54
 
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...lizamodels9
 
User Guide: Orion™ Weather Station (Columbia Weather Systems)
User Guide: Orion™ Weather Station (Columbia Weather Systems)User Guide: Orion™ Weather Station (Columbia Weather Systems)
User Guide: Orion™ Weather Station (Columbia Weather Systems)Columbia Weather Systems
 
Pests of Bengal gram_Identification_Dr.UPR.pdf
Pests of Bengal gram_Identification_Dr.UPR.pdfPests of Bengal gram_Identification_Dr.UPR.pdf
Pests of Bengal gram_Identification_Dr.UPR.pdfPirithiRaju
 
Transposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.pptTransposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.pptArshadWarsi13
 
The dark energy paradox leads to a new structure of spacetime.pptx
The dark energy paradox leads to a new structure of spacetime.pptxThe dark energy paradox leads to a new structure of spacetime.pptx
The dark energy paradox leads to a new structure of spacetime.pptxEran Akiva Sinbar
 
Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024AyushiRastogi48
 
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
Behavioral Disorder: Schizophrenia & it's Case Study.pdf
Behavioral Disorder: Schizophrenia & it's Case Study.pdfBehavioral Disorder: Schizophrenia & it's Case Study.pdf
Behavioral Disorder: Schizophrenia & it's Case Study.pdfSELF-EXPLANATORY
 
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptx
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptxRESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptx
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptxFarihaAbdulRasheed
 
Davis plaque method.pptx recombinant DNA technology
Davis plaque method.pptx recombinant DNA technologyDavis plaque method.pptx recombinant DNA technology
Davis plaque method.pptx recombinant DNA technologycaarthichand2003
 
Neurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 trNeurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 trssuser06f238
 
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.aasikanpl
 
User Guide: Capricorn FLX™ Weather Station
User Guide: Capricorn FLX™ Weather StationUser Guide: Capricorn FLX™ Weather Station
User Guide: Capricorn FLX™ Weather StationColumbia Weather Systems
 
Pests of castor_Binomics_Identification_Dr.UPR.pdf
Pests of castor_Binomics_Identification_Dr.UPR.pdfPests of castor_Binomics_Identification_Dr.UPR.pdf
Pests of castor_Binomics_Identification_Dr.UPR.pdfPirithiRaju
 
Grafana in space: Monitoring Japan's SLIM moon lander in real time
Grafana in space: Monitoring Japan's SLIM moon lander  in real timeGrafana in space: Monitoring Japan's SLIM moon lander  in real time
Grafana in space: Monitoring Japan's SLIM moon lander in real timeSatoshi NAKAHIRA
 
FREE NURSING BUNDLE FOR NURSES.PDF by na
FREE NURSING BUNDLE FOR NURSES.PDF by naFREE NURSING BUNDLE FOR NURSES.PDF by na
FREE NURSING BUNDLE FOR NURSES.PDF by naJASISJULIANOELYNV
 
Scheme-of-Work-Science-Stage-4 cambridge science.docx
Scheme-of-Work-Science-Stage-4 cambridge science.docxScheme-of-Work-Science-Stage-4 cambridge science.docx
Scheme-of-Work-Science-Stage-4 cambridge science.docxyaramohamed343013
 
Microphone- characteristics,carbon microphone, dynamic microphone.pptx
Microphone- characteristics,carbon microphone, dynamic microphone.pptxMicrophone- characteristics,carbon microphone, dynamic microphone.pptx
Microphone- characteristics,carbon microphone, dynamic microphone.pptxpriyankatabhane
 

Recently uploaded (20)

Call Girls in Majnu Ka Tilla Delhi 🔝9711014705🔝 Genuine
Call Girls in Majnu Ka Tilla Delhi 🔝9711014705🔝 GenuineCall Girls in Majnu Ka Tilla Delhi 🔝9711014705🔝 Genuine
Call Girls in Majnu Ka Tilla Delhi 🔝9711014705🔝 Genuine
 
(9818099198) Call Girls In Noida Sector 14 (NOIDA ESCORTS)
(9818099198) Call Girls In Noida Sector 14 (NOIDA ESCORTS)(9818099198) Call Girls In Noida Sector 14 (NOIDA ESCORTS)
(9818099198) Call Girls In Noida Sector 14 (NOIDA ESCORTS)
 
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...
 
User Guide: Orion™ Weather Station (Columbia Weather Systems)
User Guide: Orion™ Weather Station (Columbia Weather Systems)User Guide: Orion™ Weather Station (Columbia Weather Systems)
User Guide: Orion™ Weather Station (Columbia Weather Systems)
 
Pests of Bengal gram_Identification_Dr.UPR.pdf
Pests of Bengal gram_Identification_Dr.UPR.pdfPests of Bengal gram_Identification_Dr.UPR.pdf
Pests of Bengal gram_Identification_Dr.UPR.pdf
 
Transposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.pptTransposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.ppt
 
The dark energy paradox leads to a new structure of spacetime.pptx
The dark energy paradox leads to a new structure of spacetime.pptxThe dark energy paradox leads to a new structure of spacetime.pptx
The dark energy paradox leads to a new structure of spacetime.pptx
 
Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024
 
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
 
Behavioral Disorder: Schizophrenia & it's Case Study.pdf
Behavioral Disorder: Schizophrenia & it's Case Study.pdfBehavioral Disorder: Schizophrenia & it's Case Study.pdf
Behavioral Disorder: Schizophrenia & it's Case Study.pdf
 
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptx
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptxRESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptx
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptx
 
Davis plaque method.pptx recombinant DNA technology
Davis plaque method.pptx recombinant DNA technologyDavis plaque method.pptx recombinant DNA technology
Davis plaque method.pptx recombinant DNA technology
 
Neurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 trNeurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 tr
 
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Munirka Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
 
User Guide: Capricorn FLX™ Weather Station
User Guide: Capricorn FLX™ Weather StationUser Guide: Capricorn FLX™ Weather Station
User Guide: Capricorn FLX™ Weather Station
 
Pests of castor_Binomics_Identification_Dr.UPR.pdf
Pests of castor_Binomics_Identification_Dr.UPR.pdfPests of castor_Binomics_Identification_Dr.UPR.pdf
Pests of castor_Binomics_Identification_Dr.UPR.pdf
 
Grafana in space: Monitoring Japan's SLIM moon lander in real time
Grafana in space: Monitoring Japan's SLIM moon lander  in real timeGrafana in space: Monitoring Japan's SLIM moon lander  in real time
Grafana in space: Monitoring Japan's SLIM moon lander in real time
 
FREE NURSING BUNDLE FOR NURSES.PDF by na
FREE NURSING BUNDLE FOR NURSES.PDF by naFREE NURSING BUNDLE FOR NURSES.PDF by na
FREE NURSING BUNDLE FOR NURSES.PDF by na
 
Scheme-of-Work-Science-Stage-4 cambridge science.docx
Scheme-of-Work-Science-Stage-4 cambridge science.docxScheme-of-Work-Science-Stage-4 cambridge science.docx
Scheme-of-Work-Science-Stage-4 cambridge science.docx
 
Microphone- characteristics,carbon microphone, dynamic microphone.pptx
Microphone- characteristics,carbon microphone, dynamic microphone.pptxMicrophone- characteristics,carbon microphone, dynamic microphone.pptx
Microphone- characteristics,carbon microphone, dynamic microphone.pptx
 

Low level somatic variant detection in FFPE samples by Sanger sequencing and MVF software

  • 1. Low level somatic variant detection by Sanger sequencing of formalin-fixed paraffin-embedded (FFPE) samples Arpad Gerstner, Edgar Schreiber, Steve Jackson and Kamini Varma Abstract Deleterious sequence variants play an important role in the initiation and progression of many different cancer types. The detection of germline variants by the gold standard Sanger sequencing has been well established, however, the detection of somatic mutations, especially in heterogeneous tumor samples where variants may be present at a lower level, has been more challenging. To facilitate analysis of somatic mutations in tumor samples, we have developed Sanger sequencing panels that cover the entire coding regions of specific genes implicated in tumorigenesis (e.g. TP53, KRAS and NRAS). We have also developed companion software, Minor Variant Finder (MVF), that facilitates detection of low levels of somatic mutations in Sanger sequencing studies. To demonstrate the workflow of these panels with MVF, we analyzed DNA from lung cancer FFPE samples. We initially determined variants of TP53 and KRAS in these samples using Ion Torrent™ Personal Genome Machine (PGM™) next generation sequencing (NGS). We confirmed the identity and minor allele frequency of these variants by Sanger sequencing coupled with MVF. Furthermore, we were able to confirm these results in 1 ng, 0.5 ng or 0.1 ng of DNA from these samples. Finally, we made serial dilutions of one of these samples to establish limit of detection (LOD). We show that this workflow can detect as little as 3% of a minor variant in an FFPE sample. Sanger sequencing is the gold standard for confirmation of minor variants detected by NGS. In this study, we show that Sanger sequencing of limited number of targets, in conjunction with the MVF software, can also be an ideal first line screening choice for tumor FFPE samples where limited amount of DNA is available. For Research Use only – Not for use in diagnostic procedures. Table 4. Sanger Sequencing confirmation. Variant allele frequences detected by MVF are in line with allele frequences calculated by NGS. Note: cells highlighted in yellow represent variants where the allele frequencies were significantly different in forward vs reverse Sanger sequencing reactions, however, the average of the forward and reverse allele frequency of a particular variant is still in line with the allele frequency calculated by NGS. By redesigning the primers for those regions, potentionally could improve the accuracy of the allele frequency measurments by MVF in both forward and reverse reactions. Table 5. Effect of low DNA input amount on variant allele frequency across different FFPE samples. Variants are still detectable even at 0.1 ng DNA, however the allele frequencies might be more variable below 1 ng of DNA per reaction. Figure 4. Correlation between allele frequences. Correlation between the average of allele frequences of forward and reverse Sanger sequencing vs NGS allele frequences (plot on the left) are similar to correlations between that of forward (F) vs reverse (R) Sanger sequencing (plot on the right). LOD ~3% Table 2. Effect of low DNA input amount at 1 ng, 0.5 ng and 0.1 ng on KRAS c. 182A/G minor variant detection. Note: recommended input amount is 1 ng/reaction. Below 1 ng DNA/reaction, the overall sequencing quality and the allele ratios might be more variable but the minor variant of interest could still be detected even at as low as 0.1 ng DNA. Figure 3. Limit of Detection (LOD) study. Serial dilutions were created mixing FFPE 2162 and CEPH control DNA. 1 ng DNA per reaction containing a minor variant T at position Chr17: 7,579,619 with minor variant ratio at 50%, 25%, 12.5%, 6.25%, 3.125% and 1.56%, respectively were tested against the 100 % G allele found in CEPH control DNA. Figure 1. Single-gene Sanger sequencing panel of TP53. The entire coding sequence of TP53 is covered by 24 amplicons. Similar gene-specific panels were built for KRAS and NRAS genes. Introduction Deleterious sequence variants play an important role in the initiation and progression of many different cancer types. These alterations could also predict prognosis, sensitivity and response to treatment or to specific therapy-associated toxicities. Molecular profiling of cancers is becoming more and more important not only as a diagnostic tool but also for selecting and developing targeted drugs in personalized cancer therapy (precision oncology). The detection of germline variants at a fixed ratio by the gold standard Sanger Sequencing has been well established, however, the detection of somatic mutations, especially in heterogeneous tumor samples where variants may be present at a lower level, has been more challenging. Next-generation sequencing (NGS) provides a valuable method for high-throughput applications when many targets and/or samples need to be multiplexed and screened. However, the workflow and the data analysis can be complex, lengthy (often >40 hours) and cumbersome. Moreover, NGS is not a cost- effective approach when only a limited number of targets need to be screened. Finally, NGS results often require a reliable and sensitive confirmatory method. Only a minority of cancers are caused by germline variants as opposed to the more prevalent somatic mutations, so there is clearly a need for a robust, fast, simple and affordable screening and/or confirmatory method for detecting low level somatic variants. Somatic mutations typically drive carcinogenesis by deactivation of protein(s) that normally suppresses tumorigenesis or by constitutive activation of a protein(s) that drives carcinogenesis. Molecular profiling of cancer cells, the detection of variants in specific genes (e.g. TP53, KRAS, NRAS, BRAF and EGFR) could be as important as identifying the tumor histological type. Depending on the tumor type, in certain cases the entire coding sequences of some genes need to be screened (for example tumor suppressors such as TP53), while only specific nucleotide positions need to be analyzed in others. Results We have developed gene-specific Sanger sequencing panels covering the entire coding regions (all exons) of specific genes (i.e.; TP53, KRAS and NRAS) implicated in tumorigenesis. TP53 coding sequence was covered by 24, KRAS by 12 and NRAS by 9 short amplicons (Figure 1.), in the size range of 50 to 151 bp in the KRAS and NRAS panels and 115-200 bp in the TP53 panel. To demonstrate the workflow of these panels with MVF, we analyzed DNA from lung tumor FFPE samples. We initially determined variants of TP53 and KRAS in these samples using Ion Torrent Personal Genome Machine (PGM) next generation sequencing (NGS). We confirmed the identity and minor allele frequency of these variants by Sanger Sequencing coupled with MVF (Table 1. and Figure 2.) We were able to confirm these results in 1 ng, 0.5 ng or 0.1 ng of DNA from these samples (Table 2.). To establish limit of detection (LOD), we made serial dilutions using DNA from one of these cancer FFPE samples mixed with a control DNA. A G/T variant (48/51%: F/R) at position Chr17: 7,579,619 was detected in amplicon 480354 from the TP53 panel in the FFPE sample 2162 vs 100% G base found in the CEPH DNA control sample. We used these 2 samples to generate serial dilutions. We show that this workflow can detect as little as 3% of a minor variant in an FFPE sample (Figure 3.). We expanded these results by building a larger cancer panel. Allelic variants that are most frequently found across many different solid tumor types were identified. We narrowed our focus to those alleles present at frequencies greater than 1% (Oncomine™ database, Compendia). Primers flanking these variants were identified using the on-line Primer Designer™ tool, and selected for shortest amplicon size to facilitate analysis of potentially degraded FFPE DNA (amplicons in the size range of 126 to 179 bp). This resulted in a panel consisting of 26 amplicons that queries 66 COSMIC variants, which are most commonly found (>1%) in the Oncomine database, from 18 different cancer genes (Table 3.). Please note that these amplicons also encompass additional 1906 less frequently found (<1%) COSMIC variants (including indels). To test the panel, we identified 34 commercially available FFPE samples representing 12 different tissue types where NGS data were also available from our previous studies. These FFPE samples were used to screen for 14 variants represented by 10 amplicons. Allele ratios calculated by MVF were in line with variant allele frequencies found by NGS (Table 4.). The correlation between the variant allele frequencies generated by Sanger Sequencing coupled with MVF versus NGS was similar to the correlation between the variant allele frequencies of forward versus reverse Sanger sequencing (Figure 4.). In order to explore the minor variant detection using very low amount of DNA input across FFPE samples from different tissue types and different genes/amplicons, we selected 3 amplicons and 4 samples that covered common COSMIC mutations at differing frequencies. We then tested the ability to detect allelic variants using 10 ng, 3 ng, 1 ng, 0.3 and 0.1 ng DNA input (Table 5.). Although the overall sequence quality was reduced below 1 ng DNA, the variants of interest are often still detectable even at 0.1 ng DNA level. This represents approximately 15 diploid genome copies. The sensitivity for low DNA input of this approach could be very helpful when only very limited amount of biopsy and/or FFPE material is available. Although the actual percentage of the minor variant frequency interpreted by the MVF might be more variable below 1 ng of DNA input, the panel will determine mutational positivity in situations where minute amount of template material is available. Conclusions Sanger sequencing coupled with Minor Variant Finder software is not only the gold standard for confirmation of minor variants detected by NGS but also an ideal first line screening choice at limited number of targets. One of the ideal applications is oncology where, depending on the tumor type, often only a few clinically relevant mutations required to be screened and limited amount of DNA available from FFPE samples. This workflow can detect as little as 3% of a minor variant in an FFPE sample using 1 ng or less DNA per reaction. In conclusion, this robust and simple approach also offers fast turnaround time (~4 hours including data analysis) at a low cost per sample. © 2016 Thermo Fisher Scientific, Inc. All rights reserved. All trademarks are the property of Thermo Fisher Scientific and its subsidiaries unless otherwise specified. Table 1. Minor variants originally detected in the Colon And Lung Cancer Panel (CLCP) and the Oncomine Panel by PGM Sequencer were confirmed by Sanger sequencing from both Forward and Reverse directions (F/R) coupled with Minor Variant Finder software (MVF). 180 Oyster Point Blvd. South San Francisco, CA 94080 Table 3. Extended cancer panel for Sanger sequencing. Panel containing 66 variants, which are most commonly found (>1%) in the Oncomine database, from 18 different cancer genes was built using 26 amplicons. Note: amplicons also encompass 1906 less frequently found (<1%) COSMIC IDs (including indels). Figure 2. Electrophoregrams generated by MVF. Minor variant c.517G/T detected in FFPE sample 2182 using amplicon 836916 from the TP53 panel. Variant was detected at 8.2% in forward and 8.4% in reverse direction by the MVF compared to the main base C (or G in the corresponding reverse reaction). C (or G) was detected in the control sample at the allelic ratio of 100% (bottom electrophoregrams). Minor variant A in the forward reaction (similarly, the corresponding T in the reverse reaction) of the Test specimen would have been easily missed by visual inspection of the electropherograms of the test sample (electrophoregrams in the middle), however, the MVF algorithm is able to identify the A (or T) allele as a minor variant candidate (electrophoregrams on the top after Noise Subtraction and Submission (NSS)). PCR and sequencing reactions were performed using BigDye™ Direct Sanger Sequencing Kit with BigDye XTerminator Purification Kit and separated on the Applied Biosystems™ 3500xL Genetic Analyzer. FFPE samples were referenced to CEPH DNA control processed under similar conditions on the same 96-well plate, in both forward and reverse directions.