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Vanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome-wide) approach to define the molecular basis of malignancy and identify curative strategies

Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

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Page 1: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Vanquishing Cancer Through Genomics

…and by genomics I mean any systematic (genome-wide) approach to define the molecular basis of malignancy and identify curative strategies

Page 2: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy
Page 3: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Essential cancer

pathways

Page 4: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy
Page 5: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Metaphors of Cancer

Cancer is a genetic disease

Pathways

Cancer is a cell biological disease

Cellular interactions

Cancer is an organismal disease

Environmental interactions

Cancer is a societal disease

Page 6: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

NCI Center for Cancer Genomics: Current Initiatives

Page 7: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

NCI Center for Cancer Genomics: Genomic pipeline

Primary and derived genomic

data

Tracking data

Clinical, pathology & tracking

data

Tissue Source Sites

Biospecimen Core Resource

(BCR)

Genome Characterization

Centers

Genomics Data Commons

(GDC)

NCI Project Team

Research Community

Tissue samples & clinical data

Molecular analytes

Protected & public

data

Analyzed results

Primary and derived genomic

data Genome Analysis Network

RFP to be announced Jan. 2015

RFP to be announced mid 2015

Page 8: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Structural Genomics of Cancer: Two Game Changers

Analysis of formalin-fixed paraffin-embedded biopsies

Decreased cost of whole genome sequencing

Page 9: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

NCI Center for Cancer Genomics: Future Initiatives

• Define the molecular basis for clinical phenotypes – Analyze completed clinical trials of NCI cooperative groups

• Colorectal cancer • Lung adenocarcinoma • RFP to be announced to NCTN for genomic analysis of trial samples

– Alchemist trial in lung adenocarcinoma – Exceptional responders initiatives

• Define the “full” set of genetic drivers in cancer – Pilot projects in colorectal, lung adeno, and ovarian cancer

• Next generation cancer models for functional genomics

• Develop NCI Genomics Data Commons (GDC)

Page 10: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Jean Claude Zenklusen, Ph.D.

Page 11: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

11

Case Accrual and Analysis Status

Page 12: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

TCGA Gastric Cancer Project – The Power of Integrative Analysis

Page 13: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

TCGA Gastric Cancer Project – The Power of Integrative Analysis

Page 14: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

14

Histopathology of Gliomas

Glioblastoma Multiforme Astrocytoma

Oligodendroglioma

Low grade gliomas

Page 15: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

15

Survival With Glioblastoma Multiforme vs. Low Grade Glioma

Low grade gliomas Glioblastoma multiforme

Page 16: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

16

Common Genetic Profiles in Glioblastoma and a Subset of Low Grade Gliomas

IDH wild type IDH mutant 1p/19q WT

IDH mutant 1p/19q co-deletion

Low grade gliomas IDH wild type

Glioblastoma

Page 17: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy
Page 18: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Yeoh et al. Cancer Cell 1:133 (2002)

The Ph-like subtype of B cell Acute Lymphoblastic Leukemia

Ph-like

Page 19: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Kinase Fusions Discovered in Ph-like ALL

Roberts et al. Cancer Cell 2012;22:153 Roberts et al. N Engl J Med 2014;371:1005-1015

Page 20: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Response of Pediatric B-ALL With a EBF1-PDGFRB Translocation to Imatinib

• 10 year old male with refractory B-ALL – 70% blasts at day 29 • Cytogenetics: 5q alteration

=> interstitial deletion by array CGH disrupting EBF1 and PDGFRB genes • EBF1-PDGFRB fusion translocation detected by RT-PCR

B Weston et al. J Clin Oncol. 2013

EBF1- PDGFRB

Actin

Before imatinib After imatinib

• Commenced imatinib • Immediate clinical improvement • 1 week: morphological remission • 2 weeks: MRD 0.017% • Consolidation chemotherapy added

=> Patient remains in CR > 2 years

Page 21: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Identification and Treatment of Ph-Like ALL

Identify Ph-like ALL by LDA Card

Candidate testing Fusions: RT-PCR CRLF2 alterations: FISH/PCR JAK/IL7RA/SH2B3 mutation

Kinome Capture and RNA-seq If candidate screens negative

WGS If above negative

ABL1/ABL2/PDGRFB/CSF1R fusion positive: Add dasatinib in prospective phase and compare outcome to that of pts from retrospective phase

Plans for COG AALL1131 in 2015

Page 22: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Important Open Questions in Cancer Structural Genomics

What is the molecular basis of clinical phenotypes? Aggressive vs. indolent disease Metastatic vs. localized disease Response to therapy Mechanisms of resistance

Page 23: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Important Open Questions in Cancer Structural Genomics

What is the molecular basis for cure vs. relapse following adjuvant chemotherapy? Opportunities in colorectal cancer and lung adenocarcinoma

Page 24: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

% Alive and

disease- free

Years

Disease-free Survival in Stage 2-3 Colorectal Cancer Treated with Adjuvant FOLFOX Chemotherapy

NSABP C-08

~25% cure

~75% relapse

Is there a molecular

basis for this clinical difference?

Page 25: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Deficient

Proficient

Mismatch repair

0 1 2 3 4 5

100

90

80

70

60

0

50

40

30

20

10

Alive and

disease- free

Years

Influence of Tumor Genetics on Progression-free Survival in Colorectal Cancer Treated With Adjuvant Chemotherapy

Ras-MAPK pathway

KRAS/BRAF WT

KRAS mutant

BRAF mutant

P-value = 0.0142

Sinicrope et al. Gastroenterology 2014, in press

Page 26: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Opportunity: Completed NCI Adjuvant Trials in Colorectal Ca

Alive and

disease- free

Folfox Folfox +

Bevacizumab

0 1 2 3 4 5

100 90 80 70 60

0

50 40 30 20 10

Years 0 1 2 3

100 90 80 70 60

0

50 40 30 20 10

Years

Folfox Folfox +

Cetuximab

NSABP C-08 + C-07 Alliance N0147

Question: Can tumor genomics at diagnosis predict outcome to adjuvant therapy? Plan: Whole exome/genome sequencing + transcriptome sequencing Compared equal #s of biopsies from cured vs. relapsed cases Identify genetic or gene expression predictors of survival Use training and test set paradigm to validate predictor Promise: A molecular predictor could reduce the frequency/duration of surveillance => Decreased anxiety for patient and decreased healthcare costs

Page 27: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Benefit of Adjuvant Chemotherapy in Stage 1-3 Non-small Cell Lung Carcinoma

Hazard ratio = 0.84 P-value = <0.001

Surgery alone Surgery + chemoRx

0 1 2 3 4 5

100

90

80

70

60

0

50

40

30

20

10

Alive and

disease- free

Years 6

~60% relapse

~40% cure

Is there a molecular

basis for this clinical difference?

Pignon et al. J Clin Oncol. 2008 26:3552

Page 28: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Opportunity: Completed NCI Adjuvant Trial in NSCLC ECOG 1505 (~1000 adenocarcinoma biopsy samples)

Question: Can tumor genomics at diagnosis predict outcome to adjuvant therapy? Plan: Whole exome/genome sequencing + transcriptome sequencing Compared equal #s of biopsies from cured vs. relapsed cases Identify genetic or gene expression predictors of survival Use training and test set paradigm to validate predictor Promise: A molecular predictor could reduce the frequency/duration of surveillance => Decreased anxiety for patient and decreased healthcare costs

Page 29: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

• What is the “full” extent of genetic drivers in cancer? – Can we define genetic events occurring in >2% of patients? – Which genetic events co-occur and which are mutually

exclusive? => Define genetic pathways to cancer – Will whole genome sequencing discover non-coding driver

mutations and cryptic chromosomal rearrangements?

Important Open Questions in Cancer Structural Genomics

Page 30: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

The Mutational Burden of Human Cancer

Mike Lawrence and Gaddy Getz

Increasing genomic complexity

Childhood cancers

Carcinogens

Page 31: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Lawrence et al, Nature 2014

Many Cancer Drivers With <20% Prevalence Remain Undiscovered

Page 32: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Driver Genes in Lung Adenocarcinoma

V600 2.2%

Crizotinib LDK378

Tivantinib

Vandetanib Cabozantinib

Erlotinib Afitinib

Gefitinib

Tivantinib

Neratinib

Neratinib

Vemurafinib

TCGA Nature 2014

Page 33: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Crizotinib Produces Prolonged Objective Responses in Lung Adenocarcinoma with ROS1 translocation

Shaw et al. NEJM 371:1965 (2014)

Page 34: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Driver Genes in Lung Adenocarcinoma

TCGA Nature 2014

Page 35: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Power Calculation for Cancer Driver Discovery

Lawrence et al, Nature 2014

Page 36: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Lung adeno. + 2,900 Colorectal

+ 1,200

Ovarian + 500

Discovery of Cancer Drivers With 2% Prevalence

Lung adeno. + 2,900 Colorectal

+ 1,200

Ovarian + 500

Lawrence et al, Nature 2014

Page 37: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

10 K Project Cancer Driver Discovery Cohort

Prospective clinical trials

(e.g. Alchemist)

Existing institutional cancer biopsy banks

Completed clinical trials -NCI-sponsored -Institutional

TCGA

Page 38: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Prospects in Cancer Functional Genomics

Functional Genomics

Page 39: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Develop relevant cancer model

Integration of Functional Genomics and Structural Genomics is Required to Identify Essential Cancer Pathways

Putative

driver genes

Structural genomics

Sequence

Copy number

Rearrangements

Essential cancer

pathways Cancer biopsy

RNAi

CRISPR

Small molecules

Functional genomics

* *

* Mutant ORFs

Page 40: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

• Genetic analysis has identified recurrent genetic lesions in cancer that range in frequency from 1% - >50% of cases.

• Most cancer cell lines have not been directly compared to the primary tumor using current genomic methods.

• Existing cell line models of common cancer types are suspect biologically and genetically (e.g. prostate CA)

• Models of rare cancer subtypes may be nonexistent or underrepresented

• Models do not exist for many recurrent genetic lesions in human cancer, and for common combinations of lesions

• Existing models do not recapitulate hierarchical relationships of tumor subpopulations (i.e. tumor propagating cells, stroma)

Modeling the Diversity of Human Cancer: An Unmet Need

Page 41: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Next Generation Models of Epithelial Cancers

Organoid cultures

Clevers laboratory Sato et al. Gastroenterology 2011 141:1762

Page 42: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Organoid cultures

Chen, Sawyers laboratory Gao et al. Cell 2014 159:176

Next Generation Models of Epithelial Cancers

Page 43: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Conditionally reprogrammed cells

Schlegel laboratory Liu et al. Amer J Pathol 2012 180:599

Next Generation Models of Epithelial Cancers

Page 44: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Using Next Generation Cancer Models to Develop Therapies

Sensitive + Mono Rx

Resistant + Mono Rx

Resistant + Combo Rx

Survival Cell death Cell death

Engelman lab Crystal et al. Science 2014, in press

Page 45: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Using Next Generation Cancer Models to Develop Therapies Combo drug screen with Gefitinib

High level MET amp

Engelman lab Crystal et al. Science 2014, in press

Page 46: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

A Next Generation Cancer Model Network

+

+

+

Site 1

Site 2

Site 3

Human Cancer Models

Genomic data

Wide distribution to cancer

researchers

Page 47: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Goals for Cancer Computational Genomics

Computational Genomics

Page 48: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

IOM Report on Precision Medicine Envisioned a Knowledge Network of Disease

Page 49: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Development of the NCI Genomics Data Commons (GDC) To Foster the Molecular Diagnosis and Treatment of Cancer

GDC

Bob Grossman PI Univ. of Chicago

Ontario Inst. Cancer Res. Leidos

Page 50: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

GDC

NCI Genomics Data Commons

Genomic/ clinical data

NCI Genomics Data Commons (GDC) Functionality 1. Import and standardize genomic and clinical data from legacy programs 2. Harmonize mapping of sequence data to the genome / transcriptome 3. Implement state-of-art methods for derived data: • mutation calls • copy number • structural variants • digital gene expression 4. Maintain data security and manage authorized access 5. Provide data for download or computation on a co-localized compute cluster 6. Open GDC for upload of new genomic data for comparison with existing data and shared access

Page 51: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

GDC

Utility of a Cancer Knowledge System

Identify low-frequency cancer drivers

Define genomic determinants of response

to therapy

Compose clinical trial cohorts sharing

targeted genetic lesions

Cancer information

donor

Page 52: Vanquishing Cancer Through Genomics - NCI DEAVanquishing Cancer Through Genomics …and by genomics I mean any systematic (genome -wide) approach to define the molecular basis of malignancy

Questions?