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Page 1: Clinical Cancer Genotyping - CINVESTAVlabsergen.langebio.cinvestav.mx/bioinformatics/jacob/... · 2017. 10. 25. · EXEL-7647 EGFR, HER2, EphB4, VEGFR Inhibitor 2 EXEL-2880 MET, VEGFR-2

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

l

Re

ad

s

% Ma

pp

ed

Min

imu

m

Co

vera

ge

Ma

xim

um

Co

vera

ge

Ave

rag

e

Co

vera

ge

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?