Pharmacogenetics in Medicine: Barriers, Critical Factors...

33
Pharmacogenetics in Medicine: Barriers, Critical Factors, and a Framework for Dialogue University of Michigan Center for Statistical Genetics/GSK Statistical & Genomic Challenges for Clinical Studies & Practice Ann Arbor, MI October 1, 2009 Issam Zineh, PharmD, MPH Associate Director for Genomics Office of Clinical Pharmacology, U.S. FDA

Transcript of Pharmacogenetics in Medicine: Barriers, Critical Factors...

Page 1: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Pharmacogenetics in Medicine: Barriers, Critical Factors, and a

Framework for Dialogue

University of Michigan Center for Statistical Genetics/GSKStatistical & Genomic Challenges for Clinical Studies & Practice

Ann Arbor, MI October 1, 2009

Issam Zineh, PharmD, MPHAssociate Director for Genomics

Office of Clinical Pharmacology, U.S. FDA

Page 2: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

October 1st in History

1908 - Ford puts Model T on the market for $825

Page 3: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Overview

• An N of One: How Personal is Personal?• The Environment: 30,000 ft and Climbing• What are the barriers to translation?• What are the critical factors for uptake?• Questions for consideration• [Won’t address FDA infrastructure but happy to]

Disclaimer: The views expressed are those of the speaker and do not necessarily reflect the official policy of the FDA. No official endorsement is intended or should be inferred.

Page 4: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

An N of One• 33 yo Caucasian woman• April 2008: Pelvic US due to ~ 1 yr h/o heavy and prolonged

(7-10 days) menstruation, weight loss.• Diagnosed with fibroid. No atypical pap test. OC seen as an

option, but in the setting of intolerance to bleeding (QOL).• Nov 2008: 2nd pelvic US conducted because of continued

symptoms. Fibroid has possibly grown, but unclear if technical. Pt asked for fibroid to be removed.

• Feb 2009: Annual pap test/pre-op. Atypical. D&C done 2 weeks later.

• Dx: Endometrial carcinoma Lowest 5%ile for age Presents screening issues Presents unique treatment dilemma

• Total abdominal hysterectomy and bilateral oophorectomy

Page 5: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

How Personal is Personal?• Stage IA: megesterol acetate (MA) 80 mg QID x 3-

4 mosD&C to see responseMA x 3-4 mos • Meeting with repro and oncology• Hysterectomy eventual• Personalized medicine: patient-specific and

appropriate treatment decision based on imperfect data

Ramirez et al 2004 [PMID 15385122]

27 articles81 patients76% initial response rateMedian TTR: 12 wks20 patients pregnant >1 s/p tx0 % mortality

Page 6: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

How Personal is Personal?

Page 7: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

2005 2006 2007 2008

MONTHLY 2005-08

0

100

200

300

400

500

600

june au

g

oct

dec

feb

april

june au

g

oct

dec

feb

april

june au

g

oct

dec

feb

april

june aug

oct

dec

N o

f Ref

eren

ces

The Environment: 30,000 Feet

References to “Personalized Medicine”

Page 8: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

And Climbing:Shift in the Classic Thinking

Piquette-Miller and Grant 2007 [PMID 17339856]

Page 9: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

And Climbing: Pgx Recontextualized

Orr et al. 2007 [PMID 17259954]

Page 10: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment
Page 11: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Overview

• An N of One: How Personal is Personal?

• The Environment: 30,000 ft and Climbing

• What are the barriers to translation?• What are the critical factors for uptake?• Questions for consideration

Page 12: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Barriers to Translation1. The evidence conundrum2. Uncertainty re: clinical course of action

(use/interpretation)3. Limited incorporation into clinical guidelines4. The abuse of “clinical utility”5. Assay validity6. Time to results7. Cost

4 Ps (Patient/provider/payer perspective)Education

Page 13: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Exploratory Biomarkers “Valid” Biomarkers

Adapted from F. Goodsaid

Page 14: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment
Page 15: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment
Page 16: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Conceptual Risk Assessment for Evidentiary Standards

InsignificantInsignificant MinorMinor ModerateModerate MajorMajor CatastrophicCatastrophic

RareRare

UnlikelyUnlikelyUnlikelyUnlikely

PossiblePossiblePossiblePossible

LikelyLikelyLikelyLikely

CertainCertainCertainCertain

Minor C

oncer

n

Minor C

oncer

n

Major C

oncer

n

Major C

oncer

n

IMPACT of EVENTIMPACT of EVENT

LIKE

LIH

OO

D

of

EVEN

TLI

KELI

HO

OD

of

EV

ENT

DosingDosing SafetySafetyEfficacyEfficacy

Abacavir HSRAbacavir HSRAbacavir HSRAbacavir HSR

CBZ SJSCBZ SJSCBZ SJSCBZ SJS

Irinotecan Irinotecan NeutropeniaNeutropeniaIrinotecan Irinotecan

NeutropeniaNeutropenia

WarfarinWarfarinBleedingBleedingWarfarinWarfarinBleedingBleeding

Tamoxifen Tamoxifen IneffectivenessIneffectiveness

Tamoxifen Tamoxifen IneffectivenessIneffectiveness

PPI IneffectivenessPPI IneffectivenessPPI IneffectivenessPPI Ineffectiveness

AtomoxetineAtomoxetineHigh ExposureHigh ExposureAtomoxetineAtomoxetineHigh ExposureHigh Exposure

Modified from L. Lesko

Page 17: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

The Pgx Pyramid:Assessing the Likelihood for Uptake

Clinical CourseClinical Variables

Marker AssociationClinical Situation/Need

$

Zineh and Lesko. Personalized Medicine 2009;6(4):359-61.

Magnitude and significanceReplicationBiological plausibilityFunctionality, mechanistic

supportGene-dose effectSupport by analogy

Page 18: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Limited Incorporation into Clinical Guidelines

• Pre-requisite for pushing Pgx into practice• “Epitome of evidence-based medicine”• In cardiology:

11% level A (multiple randomized trials or meta-analyses)

41% level B (a single randomized trial or nonrandomized studies)

48% level C (expert opinion, case studies, or standards of care)

• Of class I recommendations (procedure/treatment is useful or effective) 19% level A

Califf et al 2009 [PMID 19244190]

Page 19: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

1 2 0 5 7 13 3584

155

223

318

398

513

0

100

200

300

400

500

600

1945

1950

1955

1960

1965

1970

1975

1980

1985

1990

1995

2000

2005

# pu

blic

atio

ns

The Abuse of “Clinical Utility”

Guilty PartiesResearchersMDsPharmacistsRegulatorsPayers

Page 20: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Actionable Pharmacogenetics

Oldenhuis et al 2008 [PMID 18396036]

Page 21: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment
Page 22: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Barriers to Translation1. The evidence conundrum2. Uncertainty re: clinical course of action

(use/interpretation)3. Limited incorporation into clinical guidelines4. The abuse of “clinical utility”5. Assay validity6. Time to results7. Cost

4 Ps (Patient/provider/payer perspective)Education

Page 23: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Critical Factors for Uptake

Lai-Goldman and Faruki 2008 [PMID 19092439]

Page 24: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Critical Factors for Uptake

• Medical specialists more apt to be early adopters (treaters and healers of potentially fatal diseases)

• Patients engaged in wanting to know more about their disease and treatments (activists)

• Networked community• Incorporation into clinical guidelines• Publication in high impact journals• Recognition by regulatory agencies

Page 25: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Reduction to Practice Requires Practice

"Right now, as an oncologist, much of what we do is really barely educated guesswork in terms of what therapy is going to be the best for a particular patient," said Dr. Leif Ellisen, a Mass. General breast cancer specialist. "We needed a new way to think about cancer diagnosis and cancer therapy."

Boston Globe March 3, 2009

Page 26: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Reduction to Practice Requires Practice

• Started with lung tumors• N=13 genes and 110 variants• Predict approved or research drugs that

would work by molecular subtype rather than location Could be most relevant for rare tumors

• 5,000 to 6,000 patients/yr capability• Charge about $2,000 a test and will ask

insurers to pay as part of basic care • If not covered, hospital might absorb the cost

or seek payment from patients

Page 27: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Response to Change Curve

Page 28: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Response to Change Curve

Page 29: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment
Page 30: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Optimizing Drug Knowledge

Time

Una

ccou

nted

Var

iabi

lity

(%)K

nowledge of B

/R

100

0

Demographics Exposure Diet Compliance Genetics

Page 31: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

Questions for Consideration1) How do we begin a realistic dialogue on levels of

evidence (i.e., clinical “utility”)?2) What is the role of guidelines in advancing the practice

of pharmacogenetics?3) How do we get around the chicken-egg quandary of

limited clinical experience-limited recommendations?4) How might IT enable the the practice of patient-centric

clinical pharmacy (i.e., precision medicine)?5) How might statistical genetics enable developers,

regulators, and clinicians to move towards more personalized medicine?

Page 32: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment

A surgeon who uses the wrong side of the scalpel cuts his own fingers and not the patient.

If the same applied to drugs they would have been investigated very carefully a long time ago.

Rudolph BuccheimBeitrage zur Arzneimittellehre, 1849

Precision (aka Personal)Medicine

Page 33: Pharmacogenetics in Medicine: Barriers, Critical Factors ...csg.sph.umich.edu/symposia/Past/2009Oct/IssamZineh.pdf · Personalized medicine: patient -specific and appropriate treatment