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Applying Genomics Applying Genomics A Rationale For Genomic Profiling in the Clinics F d i Z h PhD MBA Frederic Zenhausern, PhD., MBA Professor & Director, ANBM Center, University of Arizona; Assoc. Dir. MDTV Division, Translational Genomics Research Institute (TGen) Di PMRL S tt d l Cli i lR hI tit t Dir. PMRL, Scottsdale Clinical Research Institute

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Page 1: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Applying GenomicsApplying GenomicsA Rationale For Genomic Profiling in the Clinics

F d i Z h PhD MBAFrederic Zenhausern, PhD., MBAProfessor & Director, ANBM Center, University of Arizona;Assoc. Dir. MDTV Division, Translational Genomics Research Institute (TGen)Di PMRL S tt d l Cli i l R h I tit tDir. PMRL, Scottsdale Clinical Research Institute

Page 2: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Outline

Applying Genomics in Medical & Public Health Context

Th A h d Ad d T l S t The Approach and Advanced Tool Set

“Omics”, Miniaturization, Next Gen Sequencing...

Toward A Precise, Intelligent, Personalized Medicine

Translational Development Clinical Examples

The 6th Vital Sign: Viewpoint from patients and clinicians

Page 3: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

What is the 6th Vital Sign?   

1. Blood pressure

2. Pulse

3. Respiration3. Respiration

4. Temperature

5. Pain

6. Context of VulnerabilityyUnifying molecular diagnostics and therapeuticsfor a precise and personal care

Page 4: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Emergency Response Medicine

Who will need: M di l T i 2 G ?•Medical Triage > 2 Gy?

• Mitigating Agent ?• Bone Marrow Transplant?

Page 5: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Medical Countermeasures Against Radiation

Doctors May Risk Overuse of CT ScansNovember 29, 2007November 29, 2007

U.S. not prepared for ‘dirty bomb’ attackCongressional report: Nation lacks labs to test 

Radiation Over‐exposure in 16 hospitals in CA

for contamination after blast

Medical scandal in France : 145 French hospital patients overexposed to radiation  (February 2008)

July, 2010

p p ( y )

Page 6: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Logistics for Medical CountermeasuresSpecimen collection / identification / processing / InterpretationSpecimen collection / identification / processing / Interpretation

Page 7: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Diagnostics AssaysPlatform Developments

Discovery

Test sample

y

Ex vivo0.5 8G

y

Ex vivoIn Ex1.5 GyControl

S. A. Amundson, et al. Radiat. Res. (2000) 

Page 8: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Panel correctly predicted 98% of samples after either 6hrs or 24hrs 

74 genes separating samples by dose

Classifying of 10 samples from each dose (5 each at 6 and 24 hours after exposure) using leave one out and nearest centroid classifier

y p p

Dose(G y ) Sensitivity Specificity

F ive ‐dos e pre dic tion0 1 10 1 10.5 1 12 0.9 15 0.5 0.858  0.5 0.875

Fou r‐dose pred ict ion0 1 10 5 1 10.5 1 12 0.9 15 or 8 1 0.967

Agilent Whole Genome PlatformPaul and Amundson (2008) Int J Radiat Oncol Biol Phys, 71:1236 

Agilent Whole Genome Platform

Page 9: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Biomarker Performances, ClassifiersE ll t• Excellent– Single biomarkers ensemble classifier– Single components each competent classifiers– Clear connection with process– Simple decision by voting– Modest numbers of samples required toModest numbers of samples required to 

validate

• Acceptable– Multiple biomarker aggregate classifier– No single component capable of discrimination– Connection to process vague– Requires multidimensional decision boundary– Large numbers of samples required to validate

Page 10: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Outline

Applying Genomics in Medical & Public Health Context

Th A h d Ad d T l S t The Approach and Advanced Tool Set

“Omics”, Miniaturization, Next Gen Sequencing

Toward A Precise, Intelligent, Personalized Medicine

Translational Development Enabling Workflow Integration and Miniaturization

Cli i l E l Clinical Examples

The 6th Vital Sign: Viewpoint from patients and clinicians

Page 11: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

2 DNA Q tifi ti 3 DNA A lifi ti 4 D i

Workflow Integration and Miniaturization1. Sample Preparation 2. DNA Quantification 3. DNA Amplification 4.  Detection

6’4’ 6’ 3’ 6’ 6’4 6 3 6 6 6’ 8’

Nanofluidics

45’ Real‐estate for conventional Lab equipment 

Nanoarray

J. Gu, F. Zenhausern et al., LOC, 2007

Plastic Electronics

MicrochipNanoarray

J.G. Eden, F.Zenhausern et al. J Ph D A l Ph (2003)

J. Gu, F. Zenhausern et al., JVSTA, 2009

Electronics

J.Z. Wang, F. Zenhausern et al. 

J. Phys.D: Appl. Phys., (2003) Appl. Phys, 2006

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Miniaturization ‐ Deterministic Hydrodynamic Chip

Page 13: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Circulating Biomarkers – Metastatic Breast Cancer 

• only 27% of women diagnosed with MBC will survive to 5 years, median survival of 18 months;

• Lacking ways to monitoring response to therapy and detecting g y g p py grecurrence: often relying on clinician’s experiences and bias

• Current serum tumor markers, such as CA 15‐3, CA 27.29 and CEA lacking sensitivity and specificityCEA lacking sensitivity and specificity

New approach utilizinggenomic profiles generatedfrom isolated CTC patientsamples as a robust predictorf h i i di iof therapeutic indication

during treatment

Fehm et al, Breast Cancer Res.,  2010

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Next Gen Platforms – Grand challengeCP F b i i f Hi h D i DNA N f S i b H b idi i

Inking:Stamp-2

Inking:Stamp-2

A C G TA C

Round 1

A C G TA C

Round 1Round 1Round 1

nCP Fabrication of High Density DNA Nanoarray for Sequencing by Hybridization

Inking: Tphosphoramidite

Stamp-1

Stamp-2

OH OH

Substrate

TT TPrinting

Inking:Gphosphoramidite

Stamp-2

Inking: Tphosphoramidite

Stamp-1Stamp-1

Stamp-2

OH OH

Substrate

TT T

Stamp-2Stamp-2

OH OH

Substrate

TT TOH OH

Substrate

TTTT TTPrinting

Inking:Gphosphoramidite

Stamp-2

Round 1

Round 2 C

G

T

C

A C G TA C G TA C G T

Round 1

Round 2 C

G

T

C

A C G TA C G TA C G T

Round 1

Round 2

Round 1

Round 2 C

G

T

C

A C G TA C G TA C G T

Stamp-1

PrintingStamp-1

G TT TG

Stamp-1Stamp-1

PrintingStamp-1Stamp-1

G TT TG GG TTTT TTGG

ou d

Round 3

A A

C

G

T

A C G T

ou d

Round 3

A A

C

G

T

A C G T

ou d

Round 3

ou d

Round 3

A A

C

G

T

A C G T

OHOH OHOHOH

OHOH OHOHOH

Substrate

G

Substrate

TT TG

Cycle entry 1. Capping OHOH OHOHOHOHOH OHOHOHOHOH OHOHOH

OHOH OHOHOH

Substrate

OHOH OHOHOH

Substrate

OHOH OHOHOHOHOH OHOHOH

Substrate

G

Substrate

TT TG GG

Substrate

TTTT TTGG

Cycle entry 1. Capping Round 4

ACGT ACGT ACGT ACGTA A A A AC AC AC AC

CAC

AC

A

A

A

A

Round 4

ACGT ACGT ACGT ACGTA A A A AC AC AC AC

CAC

AC

A

A

A

A

Round 4Round 4

ACGT ACGT ACGT ACGTA A A A AC AC AC AC

CAC

AC

A

A

A

CAC

AC

A

A

A

A

OHOH OHOHOH

Substrate

G

Substrate

TT TG 2. Oxidation3. Deprotection

OHOH OHOHOH

Substrate

OHOH OHOHOH

Substrate

G

Substrate

TT TG G

Substrate

TT TG GG

Substrate

TTTT TTGG 2. Oxidation3. Deprotection

Probe length Chemical steps Number of possible probes4 16 2566 24 4096

10 40 1,048,57616 64 4 294 967 296

Round 4

AC

AC

A

A

Probe length Chemical steps Number of possible probes4 16 2566 24 4096

10 40 1,048,57616 64 4 294 967 296

Round 4

AC

AC

A

A

Probe length Chemical steps Number of possible probes4 16 2566 24 4096

10 40 1,048,57616 64 4 294 967 296

Round 4Round 4

AC

AC

A

A

AC

AC

A

A

16 64 4,294,967,29616 64 4,294,967,29616 64 4,294,967,296Unpublished data, Gu et al.

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Printed high density nanoarrays (10 billion/cm2)

nCP Stamp Sub‐100 nm AlignmentCold welded Au array

Streptavidin protein array100 nm size/250 nm period

5 µm

Page 16: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Multilayer Printing of Nucleoside Phosphoramiditeon Nanoarray

Page 17: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Personal Genomics on the Next Gen Platform: Personal Genomics on the Next Gen Platform: Genomic Data Generation/CaptureGenomic Data Generation/Capture

SOLiD Sequencing and Genome Interrogation John Carpten

Whole Genome Sequencing @ 30X Coverage; Tumor and Matched Normal DNA

• Point Mutations• IndelsIndels• Translocations and Breakpoints• Copy Number• SNP Data from Drug Metabolism Genes

Whole Transcriptome Sequencing

• Exon Level Gene ExpressionExon Level Gene Expression• Exon Usage• Allele Specific Expression

Page 18: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Genome Sequencing Data AnalysisGenome Sequencing Data Analysis

David CraigComputing time (wall‐time) per sample

Whole Genome Alignment (based on corona_litesoftware)software)

400 Million 35 mer run takes 3 days1200M reads will take ~  9 days @ 35 mer

50 mers, ~ 15 days (20x) Ed Suh

Annotation and Conversion to standard format 2‐days

AnalysisIndels/MatePair + SNP calling + Assembly etc. ~ 3 d~ 3 days

Total Computing time per sample=20 days Sonora Supercomputer(SGI Altix)

48 Cores 576 GB shared48 Cores, 576 GB shared RAM

Page 19: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

Outline

Applying Genomics in Medical & Public Health Context

Th A h d Ad d T l S t The Approach and Advanced Tool Set

“Omics”, Miniaturization, Next Gen Sequencing

Toward A Precise, Intelligent, Personalized Medicine

Translational Development Clinical Examples

The 6th Vital Sign: Viewpoint from patients and clinicians

Page 20: Applying GenomicsApplying Genomics - Tecanww3.tecan.com/platform/content/element/6933/Tecan...Whole Genome Alignment (based on corona_lite software) 400 Million 35 mer run takes 3

A Lot of People Talk About Personalized Medicine

1. But who is really doing it?

2 All h i i t t ti li d 2. All physicians try to practice personalized

medicine

• Take good care of a person

3 L t’ id th t3. Let’s consider another term

• “Precision Medicine” (because nurses and

doctors already practice personalized

medicine)medicine)

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Clinical Studies To Test Personalized Genomics

i i i h (fi i i ) i l11,935 participants in  460 phase I (first in patients) trials new anticancer agents led to a response rate (shrink by ≥ 30%) = 4.4%

Validate hypothesis that we can help patients with RefractoryAdvanced Cancer by profiling individual patient’s tumors

1. Performed a pilot trial to see how often targets are present in patients referred for phase I studies whose tumors have progressed on all standard therapies (logistics, sample size etc.) ‐ Target Now( g , p ) g

2. Performing a prospective clinical trial  – Bisgrove Trial

Using a treatment suggested by a molecular profiling approach would favorably

3. Deeper studies – Triple Negative Breast Cancer, pancreas solid tumor

Using a treatment suggested by a molecular profiling approach would favorably change the clinical course for an individual patient with refractory cancer

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Target Now (pilot trial)1 112 patients referred for phase I studies (had exhausted conventional1. 112 patients referred for phase I studies (had exhausted conventional 

chemotherapy options, undergoing procedures for a cancer‐related matter –e.g. obstruction)

2. Patients tissues submitted for molecular profiling in 2 formats: (i) Paraffin embedded tumor samples submitted for immunohistochemistry (IHC) (ER, Kit, etc.) and (ii) Frozen tumor samples processed for oligonucleotidei (OMA)microarray (OMA)

IHC results

Microarray results

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Methods– Overview Mechanics9 national sites9 national sites

Selection of treatment for the patient based on MP results –i h f ll i l i hvia the following algorithm   

• IHC/FISH  and microarray indicates same target

• IHC positive result alone

• Microarray positive result alone

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Results: Primary Endpoint: PFS Ratio ≥ 1.3 By Tumor Type

Tumor type Total treated Number with PFS ratio≥ 1.3 (%)

Breast 18 8 44Colorectal 11 4 36Ovarian 5 1 20Miscellaneous* 32 5 16

66 18 27Miscellaneous tumor types with PFS ratio ≥ 1.3 included: lung 1/3,

Cholangiocarcinoma 1/2, Mesothelioma 1/2, Eccrine sweat 1/1, GIST (gastric) 1/1Cholangiocarcinoma 1/2, Mesothelioma 1/2, Eccrine sweat 1/1, GIST (gastric) 1/1

The hypothesis was that ≤ 15% of this patient population would have a PFS ratio of ≥ 1.3 BUT in this study ‐ 27% did !!!   

Clinicians selected new drugs they would have not selected for the 18 patients before MP

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Conclusion

• “Applied” Genomics is translating in clinical settings for personal care, as well as in emergency response

• Multidimensional information requires combining a multitude of advanced molecular tools and sophisticated algorithms and databases to recover intelligent g gknowledge

• New clinical trial models are demonstrating faster development cycles and may provide more appropriatedevelopment cycles and may provide more appropriate therapies

• Some cancers may benefit from precision medicine y pmaking them more like “chronic” diseases

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Acknowledgments

SCRI / Tgen Clinical Services

• D. von Hoff

UofA/TGen

• M BrenguesD. von Hoff• R. Ramanathan• M. Bittner

M. Brengues• J. Gu• J. Yang

• J. Trent• R. Korn

g• S. Rogers• H. Cuntliffe

• M. Slater • J. Carpenten• S. Amundson (CU)

We are grateful to all our sponsors, co‐workers and all the patients and their families for their outstanding support and commitmentfamilies for their outstanding support and commitment