clinical cancer genotyping - cinvestavlabsergen.langebio.cinvestav.mx/bioinformatics/jacob/... ·...
TRANSCRIPT
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Clinical Cancer GenotypingClinical Cancer Genotyping
Long Phi Le, MD/PhDLong Phi Le, MD/PhD
Department of PathologyDepartment of Pathology
Diagnostic Molecular Pathology LaboratoryDiagnostic Molecular Pathology Laboratory
Translational Research LaboratoryTranslational Research Laboratory
Massachusetts General HospitalMassachusetts General Hospital
Boston, MABoston, MA
[email protected]@partners.org
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The case for broad cancer genotypingThe case for broad cancer genotyping
Our current approachOur current approach
Next generation sequencingNext generation sequencing
SOLiDSOLiD / Ion Torrent Pilot/ Ion Torrent Pilot
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The Old Paradigm in Cancer TreatmentThe Old Paradigm in Cancer Treatment
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The New Paradigm in Cancer TreatmentThe New Paradigm in Cancer Treatment
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t(9;22) in CMLt(9;22) in CML
Blast crisis
Obrien et al., Imatinib Compared
with Interferon and Low-Dose
Cytarabine for Newly Diagnosed
Chronic-Phase Chronic Myeloid
Leukemia. N Engl J Med 2003
-100
0
100
200
300
400
500
600
700
800
900
Well
Cycle
4
Cycle
8
Cycle
12
Cycle
16
Cycle
20
Cycle
24
Cycle
28
Cycle
32
Cycle
36
Cycle
40
Cycle
44
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FISH detects HER2 amplification in
15-25% of ductal carcinomas
Predicts responsiveness to
Trastuzumab
HER2 Amplification in Breast CancerHER2 Amplification in Breast Cancer
Romond EH et al., Trastuzumab
plus Adjuvant Chemotherapy for
Operable HER2-Positive Breast
Cancer. N Engl J Med 353:1673.
2005.
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EGFR: Erlotinib/ Gefitinib
20% Lung adenocarcinomas
KRAS: Cetuximab resistance
36-50% Colon adenocarcinoma
Molecular Markers and Targeted TherapyMolecular Markers and Targeted Therapy
ALK: Crizotinib
3-5% Lung adenocarcinoma
BRAF V600E: PLX4032
60% Melanoma
BRAF
1799 T>A
V600E
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DRUG MECHANISM OF ACTION ACTIVE MGH STUDIES
Axitinib PDGFR, VEGFR Inhibitor 1
AZD-2171/Cediranib VEGFR Inhibitor 4
AZD-6244 MEK Inhbitor 1
Bevacizumab Anti-VEGF 15
BI-2536 Plk-1 Inhibitor 1
Cetuximab Anti-EGFR 6
Dasatinib Bcr-Abl, Src Kinase Inhibitor 2
Erlotinib hydrochloride EGFR Inhibitor 6
Enzastaurin hydrochloride PKC beta inhibitor 1
Gefitinib EGFR Inhibitor 4
Lapatinib ditosylate EGFR, HER2 Inhibitor 1
Targeted Molecular Therapy in Active MGH TrialsTargeted Molecular Therapy in Active MGH Trials
Neratinib EGFR, HER2 Inhibitor 1
PF-02341066 MET Inhibitor 1
Rituximab Anti-CD20 3
Sirolimus mTOR Inhibitor 1
Temsirolimus mTOR Inhibitor 1
Trastuzumab Anti-HER2 1
CP-751871 Anti-IGF-1R 1
EXEL-7647 EGFR, HER2, EphB4, VEGFR Inhibitor 2
EXEL-2880 MET, VEGFR-2 Inhibitor 1
AZD-6244 MEK Inhibitor 1
Everolimus mTOR, FKBP12 Inhibitor 1
Tandutinib PDGFR, KIT, Flt3 Inhibitor 1
Sorafenib Multi-kinase Inhibitor 2
Sunitinib Flt3, VEGFR, KIT, PDGFR Inhibitor 11
Vatalanib VEGFR-2, KIT, PDGFR Inhibitor 2
Volociximab Integrin Inhibitor 1
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Metastatic Colorectal Cancer & KRAS TestingMetastatic Colorectal Cancer & KRAS Testing
“Based on systematic reviews of the relevant literature, all patients
with metastatic colorectal carcinoma who are candidates for anti-
EGFR antibody therapy should have their tumor tested for KRAS
mutations in a CLIA-accredited laboratory. If KRAS mutation in
codon 12 or 13 is detected, then patients with metastatic colorectal
carcinoma should not receive anti-EGFR antibody therapy as part of carcinoma should not receive anti-EGFR antibody therapy as part of
their treatment.”
-Allegra et al. J Clin Oncol 2009
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US Growth in Genetic TestingUS Growth in Genetic Testing
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MolecularMolecular
CytogeneticsCytogeneticsMicroarraysMicroarrays
Molecular Diagnostic TechniquesMolecular Diagnostic Techniques
PCR and QPCRPCR and QPCR SequencingSequencing
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Genomic
TL-09-267 20 ng/panel DNA
More With LessMore With Less
TL-09-267 20 ng/panel DNA
TL-09-285 3.04ng/panel DNA
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Considerations in Clinical Genotyping PlatformConsiderations in Clinical Genotyping Platform
Clinical Test
• Archived FFPE tissue
• Analytical sensitivity
• 2 week turnaround time
• Report in patient’s record
• Performed in a CLIA lab
Actionable Targets
• Predicts response/resistance
• Clinches diagnosis
• Yields prognosis
• Stratify patients for trials
• Adaptability for new targets
Logistics
• Clinical patient coordinator
• Accessioning
• Automation
• Eventually test all tumors
Other
• Economics
• Finances and billing
• Bioinformatics
• Potential for research
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Distribution of KRAS MutationsDistribution of KRAS Mutations
COSMIC, Wellcome Trust Sanger Institute, 2010
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ddNTP
ddNTP
ddNTP
loci of interest
Multiplex PCR Single Base Extension Reaction Capillary Electrophoresis
SNaPshot GenotypingSNaPshot Genotyping
Electrophoretic Output
Increasing
molecular weight
Re
lative
flu
ore
sce
nce
A B DC FE
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Gene Amino Acid – cDNA Residue Gene Amino Acid – cDNA Residue AKT1 49G - E17 KRAS G12 - 34G KRAS G12 - 35G APC R1114 - 3340C KRAS G13 - 37G APC Q1338 - 4012C KRAS G13 - 38G APC R1450 - 4348C APC T1556fs* - 4666_4667insA NOTCH1 L1575 - 4724T NOTCH1 L1601 - 4802T BRAF V600 - 1798G BRAF V600 - 1799T NRAS G12 - 34G NRAS G12 - 35G CTNNB1 D32 - 94G NRAS G13 - 37G CTNNB1 D32 - 95A NRAS G13 - 38G CTNNB1 S33 - 98C NRAS Q61 - 181C CTNNB1 G34 - 101G NRAS Q61 - 182A CTNNB1 S37 - 109T NRAS Q61 - 183A
AKT1 49G – E17
MGH SNaPshot AssayMGH SNaPshot Assay
CTNNB1 S37 - 109T NRAS Q61 - 183A CTNNB1 S37 - 110C CTNNB1 T41 - 121A PIK3CA R88 - 263G CTNNB1 T41 - 122C PIK3CA E542 - 1624G CTNNB1 S45 - 133T PIK3CA E545 - 1633G CTNNB1 S45 - 134C PIK3CA Q546 - 1636C PIK3CA Q546 - 1637A EGFR G719 - 2155G PIK3CA H1047 - 3139C EGFR T790 - 2369C PIK3CA H1047 - 3140A EGFR L858 - 2573T PIK3CA G1049 - 3145G EGFR E746_A750 - 2235_2249del EGFR E746_A750 - 2236_2250del PTEN R130 - 388C EGFR Exon 19 deletions PTEN R173 - 517C PTEN R233 - 697C FLT3 D835 - 2503G PTEN K267fs*- 800delA IDH1 R132 - 394C TP53 R175 - 524G IDH1 R132 - 395G TP53 G245 - 733G TP53 R248 - 742C JAK2 V617 - 1849G TP53 R248 - 743G TP53 R273 - 817C KIT D816 - 2447A TP53 R273 - 818G TP53 R306 - 916C
ERBB2 Exon 20 insertions
IDH1 R132 -394C
IDH1 R132 -395G
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EGFR2235_49R
NRAS38
NRAS182
PI3K263 bCat95bCat122
TP53.742
Genomic DNA
BRAF1799
MGH SNaPshot v1.0MGH SNaPshot v1.0
Melanoma
BRAF
1799 T>A
V600E
0.44
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TP53 5%
IDH1 <1%
NRAS 1%BRAF 2%
HER2 2%
PIK3CA 4%
ALK 3%
CTNNB1 2%
AKT 1%
Lung Cancers: SNaPshotLung Cancers: SNaPshot
KRAS 23%
No Mutation 42%
EGFR 15%
TP53 5%
N=650
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KRAS
56 isolated
(58 total)
EGFR
36 isolated
(50 total)
PIK3CA
51 1
13
B-cat
Lung Cancers: Mutation OverlapLung Cancers: Mutation Overlap
1
2
(58 total)
ALK
13
T790M
5TP53 11
14
2
APC
NRAS
BRAF
13
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No Mutation Identified34%
PIK3CA 6%
NRAS 3%
APC 4%
BRAF 7%
Colorectal Cancers: SNaPshotColorectal Cancers: SNaPshot
KRAS25%TP53
21%
N=250
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PIK3CA
BRAF
6 isolated
4
3
1
1
3
1
Colorectal Cancers: Mutation OverlapColorectal Cancers: Mutation Overlap
KRAS
20 isolated
(36 total)
TP53
18 isolated
(28 total)
APC
1 NRAS
3
4
261
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More Than Just Point MutationsMore Than Just Point Mutations
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The Future of Clinical Cancer GenotypingThe Future of Clinical Cancer Genotyping
Do we have the technology?
Is it cost-effective?
What to genotype?
The challenges?
By Angela Canada Hopkins
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Next Generation Sequencing: The Big BrothersNext Generation Sequencing: The Big Brothers
Roche 454 Illumina/Solexa
Life Technology SOLiD Helicos
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Next Generation Sequencing: Uno Tube, Mucho DataNext Generation Sequencing: Uno Tube, Mucho Data
Next Generation Sequencing
First Generation Sequencing
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Ten Years of SequencingTen Years of Sequencing
Adapted from Nature 1 April 2010
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Next Generation Sequencing: The Little BrothersNext Generation Sequencing: The Little Brothers
Roche 454 GS Jr Illumina GA IIe
Life Technology SOLiD PI Life Technology Ion Torrent
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The Future of Clinical Cancer GenotypingThe Future of Clinical Cancer Genotyping
Do we have the technology?
Is it cost-effective?
What to genotype?
The challenges?
By Angela Canada Hopkins
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How Many Genes?How Many Genes?
Pre-Human Genome Project
• >100,000 genes
Post-Human Genome Project
• 30,000 genes• 30,000 genes
• 20,000-25,000
Human exome
• ~180,000 exons � 1% of the
genome � ~30Mb
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Clinical Cancer Genotyping: A Mountain to Climb?Clinical Cancer Genotyping: A Mountain to Climb?
Published Cancer Exomes
• 11 Colorectal – Science 2007
Bert Vogelstein:
AACR 2010 Meeting
Plenary Session
Mu
tati
on
s p
er
Tum
or
Non-Silent Mutations in Pancreatic Cancer
• 11 Colorectal – Science 2007
• 11 Breast – Science 2007
• 24 Pancreas – Science 2008
• 22 Gliomas – Science 2008
• 2 Leukemias – NEJM, Nature 2008
• 1 Breast – Nature 2010
• 1 Breast – Nature 2009
• 4 Granulosa Cell – NEJM 2009
• 1 Lung – Nature 2010
• 1 Melanoma – Nature 2010
• 22 Medulloblastomas - Unpublished
Mu
tati
on
s p
er
Tum
or
Mu
tati
on
s p
er
Tum
or
Non-Silent Mutations in Different Tumors
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Clinical Cancer Genotyping: Focus! Focus!Clinical Cancer Genotyping: Focus! Focus!
Review of Literature/Databases
• 116,432 human cancers
Bert Vogelstein:
AACR 2010 Meeting
Plenary Session
Mu
tati
on
s p
er
Tum
or
Genetic Alterations in Pancreatic Cancer
• 116,432 human cancers
• 353 histopathologic subtypes
• 130,072 intragenic somatic mutations
• 3142 mutated genes
Potential Driver Genes
• 286 tumor suppressor genes (>15% of
mutations are truncating)
• 33 oncogenes (same codon mutated in
at least 2 tumors)
Mu
tati
on
s p
er
Tum
or
Driver Gene Alterations in Pancreatic Cancer
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A Little MathA Little Math
Desired Analytical Sensitivity
• 1-5%
Typical NGS Error Rate
• 1-2%
Whole Genome Sequencing
• 30x• 30x
• 1 error � >3.3% sensitivity
Targeted Sequencing
• 200-500x
• 0-4 errors in 200 reads � 1%-2%
error
• Set threshold at ≥5%
Whole Genome Sequencing at 200x
• >$60,000!
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Target Exon CaptureTarget Exon Capture
Microdroplet PCR Solid-phase Capture Solution-phase Capture
Metzker ML, Nature Reviews Genetics 2010
Reaction Array
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Cost of Next Generation SequencingCost of Next Generation Sequencing
Adapted from Nature 1 April 2010
Library Preparation Cost
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The Future of Clinical Cancer GenotypingThe Future of Clinical Cancer Genotyping
Do we have the technology?
Is it cost-effective?
What to genotype?
The challenges?
By Angela Canada Hopkins
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SOLiD Sequencing Pilot Study on SNaPshot SamplesSOLiD Sequencing Pilot Study on SNaPshot Samples
• Emulsion PCR used to template
each sample on to magnetic beads.
• Beads modified at 3’ end to allow
for deposition on to sequencing slide.
• PCR amplicons concatenated and
sheared for barcoded fragment library
construction.
•Samples pooled prior to emulsion PCR
Courtesy of Life Technologies
50 bp
• 5 mer barcode sequenced first to parse each library
• Sequence 50 bases sequenced in the forward direction.
• Mapping and SNP calling performed in CLC Bio Genomics
Workbench (ungapped local alignment in colorspace, SNP
cutoff at 5%)
• Deposited slide loaded into one of two
available flow cells on SOLiD instrument.
5 bp BC
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SOLiD Sequencing Pilot ResultsSOLiD Sequencing Pilot ResultsC
ase
Tota
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Re
ad
s
% Ma
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ed
Min
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m
Co
vera
ge
Ma
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um
Co
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1
8,551,464 35.2 804 113000 28691
2
8,380,102 35.9 851 126000 29282
3
9,700,737 35.7 1270 123000 32229
SOLiD
Next Generation
Sequencing
Variant Calls
SNaPshot
Single Base Extension
Genotyping Results
KRAS c.34G>T (30.1%)
EGFR c.2235_2249del15
KRAS c.34G>T
EGFR 15 bp del
TP53 c.743G>T (26.0%)
TP53 c.743G>T
KRAS c.34G>A (16.4%)
TP53 c.536A>T (10.4%) KRAS c.34G>A9,700,737 35.7 1270 123000 32229
4
7,487,505 35.2 905 100000 24460
57,447,964 34.7 913 84008 24020
6
7,424,530 35.1 189 116000 25268
7
7,788,914 34.9 185 135000 26097
8
7,748,550 35.3 281 130000 25881
9
9,260,386 34.7 283 146000 30972
TP53 c.536A>T (10.4%) KRAS c.34G>A
NRAS c.182A>G (47.7%)
TP53 c.880G>T (63.3%)
EGFR c.2240_2257del18
NRAS c.182A>G
EGFR 18 bp del
KRAS c.34G>C (63.3%) KRAS c.34G>C
KRAS c.38G>A (22.6%)
PIK3CA c.1633G>A (18.8%)
TP53 c.818G>A (39.9%)
KRAS c.38G>A
PIK3CA c.1633G>A
TP53 c.818G>A
BRAF c.1799T>A (22.1%)
PIK3CA c.1636C>A (14.4%)
EGFR c.2264C>A (7.4%)
BRAF c.1799T>A
PIK3CA c.1636C>A
TP53 c.743G>A (2.3%)
TP53 c.752T>G (1.9%) TP53 c.743G>A
KRAS c.35G>T (12.0%)
TP53 c.713G>T (20.9%) KRAS c.35G>T
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KRAS Exon 2: Per Base Error & CoverageKRAS Exon 2: Per Base Error & Coverage
Per Base CoveragePer Base Coverage
Average Per Base Error
+/- Standard Deviation
Average Per Base Error
+/- Standard Deviation
Per Base Error
95% Confidence Interval
Per Base Error
95% Confidence Interval
Circles = Outliers Outside
Per Base Error 95% CI
Circles = Outliers Outside
Per Base Error 95% CI
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KRAS Exon 2: Per Base Error & CoverageKRAS Exon 2: Per Base Error & Coverage
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KRAS Exon 2: Per Base Error & CoverageKRAS Exon 2: Per Base Error & Coverage
#1
#5
#4
#3
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#2
#9
TP53 Exon 7: Detection of Compound HeterozygosityTP53 Exon 7: Detection of Compound Heterozygosity
#8
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Detection of Compound HeterozygosityDetection of Compound Heterozygosity
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Detection of Compound HeterozygosityDetection of Compound Heterozygosity
468 mutations
10 mutations
Sanger COSMIC Website
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Sample #1 Sample #4
EGFR Deletion: MappingEGFR Deletion: Mapping
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Digital Genotyping and Structured DataDigital Genotyping and Structured Data
CDS Variant aa Variant Confidence
Score
Allele
Frequency
Relevance Prevalence Literature
BRAF
c.1799G>T
BRAF V600E 95 45% (1) Oncogenic
(2) Response
to PLX4032
2% Lung ACA
7% Colon ACA
60% Melanoma
Flaherty et al.
NEJM 2010
Laboratory (genotype):
Variant Confidence Score = f(Quality Value, Coverage, Error, Bi-directionality)
Patient Diagnosis Stage Genotype Treatment Response Literature
Jane Doe Metastatic
melanoma
III BRAF
c.1799G>T
Plexxikon
PLX4032
81% Melanoma Flaherty et al.
NEJM 2010
Clinical (phenotype):
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Clinical Cancer Genotyping: At The Tipping PointClinical Cancer Genotyping: At The Tipping Point
Clinical targeted sequencing of
FFPE DNA
• initially 100 exons � >1000
• 200-500X coverage
• 100-150+ Mb data
• 3-4 week turnaround time
• $500 raw reagent cost• $500 raw reagent cost
Desired
• Whole exon coverage
• Tumor vs. normal?
• Copy number?
• RNA expression?
• Rearrangements?
• Methylation?
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• Cancer genetics is rapidly expanding with high complexity
• Molecular profiling will drive cancer management
• Continued need for higher-throughput cancer genotyping
SummarySummary
• Next gen sequencing poses a huge informatics challenge
• Clinical next generation sequencing is comingis already here
^
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MGH Molecular Diagnostics
Dora Dias-Santagata
Kathy Vernovsky
Arjola Cosper
Breton Roussel
Kristin Bergethon
Hannah Stubbs
Vanessa Scialabba
Sara Akhavanfard
Quynh Lam
MGH Cancer Center
Daniel Haber
David Louis
Leif Ellisen
Darrell Borger
ABI/LifeTech
Kevin McKernan
Rosemary Obrien
Steve McLaughlin
Clarence Lee
Nancy Gangemi
Timothy Harkins
Jeremy Stuart
Eric Tsung
Ion Torrent/LifeTechKenny Fan
Jae Han
Ion Torrent/LifeTech
Andrew Felton
Jason Meyers
Maneesh Jain
Simon Cawley
Stuart Davidson
Mike Lelivelt
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Questions?Questions?