Title: Pharmacogenomics: The Promise of Personalized Medicine
1PharmacogenomicsThe Promise of Personalized
Medicine
- Christina Aquilante, Pharm.D.
- Assistant Professor
- Department of Pharmaceutical Sciences
- School of Pharmacy
- University of Colorado at Denver and Health
Sciences Center
2Objectives
- Provide an overview of pharmacogenomics and its
clinical relevance - Discuss clinically-relevant examples of
- Drug metabolism pharmacogenomics
- Drug target pharmacogenomics
- Discuss the challenges facing pharmacogenomic
studies and the movement of pharmacogenomics into
clinical practice - Discuss pharmacogenomics from the FDA and
pharmaceutical industry perspective
3Interindividual Variability in Drug Response
- Disease Drug Class Rate of Poor Response
- Asthma Beta-agonists 40-75
- Hypertension Various 30
- Solid Cancers Various 70
- Depression SSRIs, tricyclics 20-40
- Diabetes Sulfonylureas, others 50
- Arthritis NSAIDs, COX-2 inhibitors 30-60
- Schizophrenia Various 25-75
4Factors Contributing to Interindividual
Variability in Drug Disposition and Action
- Age
- Race/ethnicity
- Weight
- Gender
- Concomitant Diseases
- Concomitant Drugs
- Social factors
- GENETICS
PERSONALIZED MEDICINE
5We wish to suggest a structure for the salt of
DNA. This structure has novel features which
are of considerable biological interest.
6Human Genome Project
- Determine the sequence of the 3 billion
nucleotides that make up human DNA - Characterize variability in the genome
- Identify all the genes in human DNA
- The Era of Genomic Medicine
- Improve prediction of drug efficacy or toxicity
- Improve the diagnosis of disease
- Earlier detection of genetic predisposition to
disease
7Newsweek June 25, 2001
pharmacogenetics promises to target treatment
to a patients genetic profile
8Genetics or Genomics?
- Pharmacogenetics
- Study of how genetic differences in a SINGLE gene
influence variability in drug response (i.e.,
efficacy and toxicity) - Pharmacogenomics
- Study of how genetic (genome) differences in
MULTIPLE genes influence variability in drug
response (i.e., efficacy and toxicity)
9Current Concept of Pharmacogenomics
Roden DM et al. Ann Intern Med 2006 145749-57
10Potential of Pharmacogenomics
11Clinical Relevance
- Can we predict who will derive an optimal
response? - Can we predict who will have a toxicity?
- Host (patient) genotype determines optimal drug
therapy approach - Disease (pathogen) genotype determines optimal
drug therapy approach
12DNA is Information
- DNA
- A, T, G, C
- Codon
- Gene
- Chromosome
- Genome
- ENGLISH
- Abcdefg.xyz
- Word
- Sentence
- Chapter
- Book
13Composition of the Human Genome
- Mutation/Polymorphism 1 bp
- Unit of genetic code 3 bp
- Coding sequence (exons) 3,000 bp
- Gene (exons and introns) 50,000 bp
- Chromosome 150,000,000 bp
- Human genome 3,000,000,000 bp
14The Foundation of Pharmacogenomics Differences
in the Genetic Code Between People
- Mutation difference in the DNA code that occurs
in less than 1 of population - Often associated with rare diseases
- Cystic fibrosis, sickle cell anemia, Huntingtons
disease - Polymorphism difference in the DNA code that
occurs in more than 1 of the population - A single polymorphism is less likely to be the
main cause of a disease - Polymorphisms often have no visible clinical
impact
15Single Nucleotide Polymorphisms (SNP)
- Pronounced snip
- Single base pair difference in the DNA sequence
- Over 2 million SNPs in the human genome
- Other polymorphisms
- Insertion/deletion polymorphisms
- Gene duplications
- Gene deletions
16(No Transcript)
17Consequences of Polymorphisms
- May result in a different amino acid or stop
codon - May result in a change in protein function or
quantity - May alter stability of mRNA
- No consequence
18Genetics Terminology
- Alleles different DNA sequences at a locus
- Codon 389 ?1-AR
- Arg (0.75)
- Gly (0.25)
- Genotype pair of alleles a person has at a
region of the chromosome - Codon 389 ?1-AR
- Arg389Arg
- Arg389Gly
- Gly389Gly
19Genetics Terminology
- Phenotype outward manifestation of a trait
- Linkage measure of proximity of 2 or more
polymorphisms on a single chromosome - Polymorphisms in close proximity tend to be
co-inherited - Regions of linked polymorphisms are known as
haplotypes
20Haplotype Map
- For specific locations in the genome, a small
number of SNP patterns (haplotypes) can account
for 80-90 of entire human population - International HapMap Project
- Identifying common haplotypes in four populations
from different parts of the world - Identifying tag SNPs that uniquely identify
these haplotypes
21Pharmacogenomics
DRUG TARGETS
DRUG METABOLIZING ENZYMES
DRUG TRANSPORTERS
PHARMACOKINETICS
PHARMACODYNAMICS
Variability in Efficacy/Toxicity
Johnson JA. Trends in Genetics 2003 660-666
22Drug Metabolism Pharmacogenomics
- Evidence of an inherited basis for drug response
dates back in the literature to the 1950s - Succinylcholine 1 in 3000 patients developed
prolonged muscle relaxation - Monogenic
- Phenotype to genotype approach
23Drug Metabolizing Enzymes
24Examples of Drug Metabolism Pharmacogenomics
NEJM 2003 348 529-537
25Examples of Drug Metabolism Pharmacogenomics
NEJM 2003 348 529-537
26Warfarin and CYP2C9
- Widely prescribed anticoagulant drug used to
prevent blood clots - Narrow range between efficacy and toxicity
- Large variability in the dose required to achieve
therapeutic anticoagulation - Doses vary 10-fold between people
- CYP2C9 is the enzyme responsible for the
metabolism of warfarin - SNPs exist in CYP2C9 gene that decrease the
activity of the CYP2C9 metabolizing enzyme
27CYP2C9 Polymorphisms and Warfarin Dose
- Warfarin dose is affected by CYP2C9 genotype
2 and 3 are SNPs
Gage BF et al. Thromb Haemost 2004 91 87-94
28CYP2C9 Genotype and Bleeding Events
- Compared to wild-type, CYP2C9 variants had a
higher risk of serious or life-threatening bleeds - Hazard Ratio of 3.94 during the first 3 months of
follow-up - Hazard Ratio of 2.39 for the entire follow-up
period -
WT
Variant
Higashi et al. JAMA 2002 287
29Challenges Facing Warfarin Pharmacogenomics
- Despite the strong association between CYP2C9
genotype and warfarin dose, CYP2C9 genotype
accounts for only a small portion of the total
variability in warfarin doses (10-20) - Need to determine other genetic and non-genetic
factors that contribute to interindividual
variability in warfarin doses
30CYP2D6 Polymorphisms
- CYP2D6 is responsible for the metabolism of a
number of different drugs - Antidepressants, antipsychotics, analgesics,
cardiovascular drugs - Over 100 polymorphisms in CYP2D6 have been
identified - Based on these polymorphisms, patients are
phenotypically classified as - Ultrarapid metabolizers (UMs)
- Extensive metabolizers (EMs)
- Poor metabolizers (PMs)
31CYP2D6 Phenotypes
NEJM 2003 348529
Roden DM et al. Ann Intern Med 2006 145749-57
32CYP2D6 Polymorphisms and Psychiatric Drug Response
- Increased rate of adverse effects in poor
metabolizers due to increased plasma
concentrations of drug - Fluoxetine (Prozac?) death in child attributed to
CYP2D6 poor metabolizer genotype - Side effects of antipsychotic drugs occur more
frequently in CYP2D6 poor metabolizers - CYP2D6 poor metabolizers with severe mental
illness had more adverse drug reactions,
increased cost of care, and longer hospital stays
33CYP2D6 and Codeine
- Codeine requires activation by CYP2D6 in order to
exert its analgesic effect - Due to genetic polymorphisms, 2-10 of the
population cannot metabolize codeine and are
resistant to the analgesic effects - Interindividual variability exists in the
adequacy of pain relief when uniform doses of
codeine are given
34Strattera (Atomoxetine)
- Treatment of attention deficit hyperactivity
disorder - CYP2D6 poor metabolizers have 10-fold higher
plasma concentrations to a given dose of
STRATTERA compared with extensive metabolizers - Approximately 7 of Caucasians are poor
metabolizers - Higher blood levels in poor metabolizers may lead
to a higher rate of some adverse effects of
STRATTERA
35CYP2C19 and Proton Pump Inhibitors
- Proton pump inhibitors are used to treat acid
reflux and stomach ulcers - Ulcer cure rates using omeprazole and amoxicillin
by CYP2C19 phenotype - Cure Rate
- Rapid metabolizers 28.6
- Intermediate metabolizers 60
- Poor metabolizers 100
- Furuta, T. et. al. Ann Intern Med
19981291027-1030
36Roche AmpliChip FDA-Approved
37Roche AmpliChip P450 Test
- The Roche AmpliChip CYP450 Test is intended to
identify a patient's CYP2D6 and CYP2C19 genotype
from genomic DNA extracted from a whole blood
sample. - Information about CYP2D6 and CYP2C19 genotype
may be used as an aid to clinicians in
determining therapeutic strategy and treatment
dose for therapeutics that are metabolized by the
CYP2D6 or CYP2C19 gene product.
38Thiopurine-S-Methyltransferase (TPMT)
- Thiopurine drugs are used to treat cancer
- Acute lymphoblastic leukemia
- TPMT is important for metabolizing thiopurines
- azathioprine, mercaptopurine (6-MP)
- Polymorphisms in the TPMT gene result in
decreased TPMT enzyme activity - Decreased TPMT activity predisposes individuals
to severe, life-threatening toxicities from these
drugs
39Variability in TPMT Activity
40Genotype-Guided 6-MP Dosing
Pharmacogenomics 20023(1)89-98.
416-Mercaptopurine Prescribing Information
- There are individuals with an inherited
deficiency - of the enzyme thiopurine methyltransferase
- (TPMT) who may be unusually sensitive to the
- myelosuppressive effects of mercaptopurine and
- prone to developing rapid bone marrow
- suppression following the initiation of
treatment. - Substantial dosage reductions may be required to
- avoid the development of life-threatening bone
- marrow suppression in these patients.
42Imuran Prescribing Information
- TPMT genotyping or phenotyping can be used to
identify patients with absent or reduced TPMT
activity. -
- Patients with low or absent TPMT activity are at
an increased risk of developing severe,
life-threatening myelotoxicity from IMURAN if
conventional doses are given. -
- Physicians may consider alternative therapies
for patients who have low or absent TPMT activity
(homozygous for non-functional alleles). IMURAN
should be administered with caution to patients
having one non-functional allele (heterozygous)
who are at risk for reduced TPMT activity that
may lead to toxicity if conventional doses are
given. Dosage reduction is recommended in
patients with reduced TPMT activity.
43TPMT and Thioguanines
- Clinical implications
- Genetic testing for TPMT is routine practice at
some cancer centers for protocols involving
thiopurine drugs - CLIA approved test available
- Implications for cancer, transplant, rheumatoid
arthritis, lupus, dermatology, and Crohns
disease treatment
44Drug Target Pharmacogenomics
45Drug Target Pharmacogenomics
- Direct protein target of drug
- Receptor
- Enzyme
- Proteins involved in pharmacologic response
- Signal transduction proteins or downstream
proteins - Polymorphisms associated with
- disease risk
- Disease-modifying polymorphisms
- Treatment-modifying polymorphisms
- POLYGENIC
46Complexity of Drug Effect
47Assessing Phenotype in Drug Target
Pharmacogenomics
- DepressionSymptom rating scales
- Indirect measure of drug response
- Inter-rater reliability
- HypertensionBlood pressure
- Minute to minute and diurnal variability
- Influence of environmental factors (e.g. lack of
rest before measurement) - DiabetesBlood glucose
- Diurnal variation in blood glucose
- Influence of environmental factors (e.g.
diet/exercise)
48Comparison
- Drug Metabolism Pgx
- Polymorphisms often lead to non-functional or
absent proteins - Distinct phenotypes
- Bimodal/trimodal distribution
- Phenotypes are easily measured
- Drug concentration
- In vitro catalytic activity
- Drug Target Pgx
- Polymorphisms usually dont result in lack of
protein function - Subtle effects
- Differences in phenotypes are smaller
- Measurement of phenotypes is difficult
- Imprecise and variable
- Failure to consider haplotypes
Johnson JA and Lima JJ. Pharmacogenetics 2003
13525-534
49Examples of Drug Target Pharmacogenomics
Evans WE. NEJM 2003 348538-48
50Examples of Disease or Treatment Modifying
Pharmacogenomics
Evans WE. NEJM 2003 348538-48
51Beta-blockers and Hypertension (HTN)
- HTN is the most prevalent chronic disease in the
US and a contributor to morbidity and mortality - Beta-blockers are first-line agent in the
treatment of HTN - Marked variability in response to beta-blockers
- 30-60 of patients fail to achieve adequate blood
pressure lowering with beta-blockers - Common beta-blockers used in HTN
- Metoprolol
- Atenolol
52Beta-1 Adrenergic Receptor
Codon 49 Ser?Gly
Codon 389 Arg?Gly
Podlowski, et al. J Mol Med 20007890.
53Beta-1 Receptor Polymorphisms and Response to
Metoprolol
Johnson JA et al. Clin Pharmacol Ther 2003
7444-52
54Beta-2 Adrenergic Receptor Polymorphisms and
Response to Albuterol in Asthma
- Hyperreactivity of the airways is the hallmark of
asthma - Airway smooth muscle contains beta-2 receptors
that produce broncodilation - Albuterol is a beta-2 agonist that is used in the
treatment of asthma - Produces smooth muscle cell relaxation and
bronchodilation - Forced expiratory volume in 1 second (FEV1)
- Phenotypic measure of response
55Beta-2 Polymorphisms and Response to Albuterol
- Single 8 mg albuterol dose
- Albuterol-evoked increases in FEV1 were higher
and more rapid in Arg16 homozyotes compared with
Gly carriers - Codon 16 polymorphism is a determinant of
bronchodilator response to albuterol - Lima JJ et al. Clin Pharmacol Ther 1999 65
519-25
Lima JJ. Clin Pharmacol Ther 1999 65519-25
56VKOR and Warfarin
- Warfarin works by inhibiting Vitamin K Epoxide
Reductase (VKOR) - VKOR helps recycle vitamin K which is important
in proper functioning of clotting factors - By inhibiting VKOR, warfarin alters the vitamin K
cycle and results in the production of inactive
clotting factors - Polymorphisms exist in the gene for VKOR (VKORC1)
57VKORC1 Genotype and Warfarin Dose Requirements
46 mg/wk
33 mg/wk
21 mg/wk
G/G G/A A/A
58Warfarin Pharmacogenomics
- CYP2C9 SNPs account for a small amount of
variability in warfarin doses (10) - VKORC1 SNPs explain a larger portion of
variability in warfarin doses (20-25) - Almost 50 of variability in warfarin doses can
be explained by a combination of factors - VKORC1 SNPs
- CYP2C9 SNPs
- Non-genetic factors (age, weight, concomitant
drugs, concomitant disease states)
59Warfarin Pharmacogenomics
- Current Status
- Develop and validate dosing algorithms to that
include VKORC1 genetic information, CYP2C9
genetic information, and non-genetic factors
(e.g., age, weight, concomitant drugs,
concomitant disease states) - Test if dosing warfarin based on genotype is
better than the usual care approach
60Abacavir Hypersensitivity
- Antiretroviral used for treatment of HIV
- 5 of patients experience hypersensitivity
reactions to the drug - Hypersensitivity is fatal in rare cases
- Hypersensitivity reaction starts with severe GI
symptoms, followed by fever and rash - Discontinuation of drug reverses symptoms
- Re-challenge of abacavir in hypersensitive
individuals can result in life-threatening low
blood pressure or death
Lancet 2002359727-32.
61Abacavir Hypersensitivity
- Hypersensitivity typically believed to be an
immunologic reaction - Hypersensitivity might be genetically linked, and
thus predictable - Major histocompatibility proteins (MHC)
investigated because of known links in other
immune responses and allergic reactions
62Genetics of Abacavir Hypersensitivity
Western HIV Australia HIV Cohort Study
- Patients with the HLA-B5701 variant were 117
times more likely to be hypersensitive to
abacavir than those who did not have the variant - 13 patients had 3 linked genetic variants
(5701, DR7, DQ3) and all patients were abacavir
hypersensitive - All abacavir hypersensitive patients were
Caucasian, therefore - studies in other racial groups are needed
63Disease Risk Polymorphisms
- Polymorphisms can predispose individuals to a
disease or increase the risk for disease - If a drug with a known adverse effect is given to
a person with a genetic susceptibility to that
adverse effect, there is an increased likelihood
for that adverse effect
64Clotting Factor Polymorphisms, Blood Clots, and
Oral Contraceptive Pills
- Polymorphisms exist in clotting factor genes
- Oral contraceptive pills alone are associated
with an increased risk of blood clots - Women who have clotting factor polymorphisms are
at an even greater risk for blood clots if they
receive oral contraceptive pills
65Oral Contraceptive Pills and Blood Clots
Heterozygotes
Patients on OCP who are homozygous for Factor V
Leiden have 50 to100-fold increased risk of VTE
Martinelli I. Pharmacogenetics 2003 13589-594
66A Different Aspect of Drug Target
Pharmacogenomics
- In all of the examples thus far, the drug target
has been a human protein - The gene encoding that human protein has
generally NOT undergone mutation during the
patients life - However, in the areas of infectious diseases and
cancer, the drug target is often a non-human
protein - Cancer Tumor DNA
- Infectious Diseases Viral genotype
- e.g., HIV, HBV, HCV
67HER-2 Protein and Herceptin
- Herceptin (trastuzumab)
- Metastatic breast cancer
- Targets tumor cells that over-express the human
epidermal growth factor receptor 2 (HER2) protein - Best response attained in women who over-express
the HER2 protein - HER-2 over-expression in breast cancer cells
should be done before patients receive the drug
68Herceptin Prescribing Information
- HERCEPTIN (Trastuzumab) as a single agent is
indicated for the treatment of patients with
metastatic breast cancer whose tumors overexpress
the HER2 protein and who have received one or
more chemotherapy regimens for their metastatic
disease. - HERCEPTIN should be used in patients whose tumors
have been evaluated with an assay validated to
predict HER2 protein overexpression
69Hepatitis C
- Interferon-?-2b and ribavirin are used to treat
patients with hepatitis C virus - Different mutations exist in the hepatitis C
virus - Knowledge of a persons hepatitis C genotype may
help play a role in the therapeutic
decision-making process
70HIV and Antiretroviral Drugs
- Resistance to antiretroviral agents hinders the
management of HIV disease - In the virus, mutations occur which confer drug
resistance - Knowledge of viral genotype (or phenotype) can
help guide the selection of antiretroviral
therapy
71Challenges Facing the Field of Pharmacogenomics
- Multiple studies, but literature is inconclusive
in some instances - Genetics accounts for an insufficient percentage
of response variability for a given drug - Few studies documenting genotype-guided therapy
is better than the usual care approach - Few point-of-care tests available to determine
a persons genetic make-up or protein expression
72Potential Reasons for Discrepancies
- Inadequately powered studies
- Studying different drug response phenotypes
- Studying different patient populations
(differences in allele frequencies) - Problems precisely measuring phenotype
- Subtlety of functional effects of polymorphisms
- Focus on single SNPs instead of haplotypes
- Failure to consider the complexity of drug
response
Johnson JA and Lima JJ. Pharmacogenetics 2003
13525-534
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75Pharmacogenetics and Pharmacogenomics Knowledge
Base (PharmGKB)
- Publicly accessible knowledge base
- www.pharmgkb.org
- Goal establish the definitive source of
information about the interaction of genetic
variability and drug response - Store and organize primary genotyping data
- Correlate phenotypic measures of drug response
with genotypic data - Curate major findings of the published literature
- Provide information about complex drug pathways
- Highlight genes that are critical for
understanding pharmacogenomics
76 Role of Pharmacogenomics in the Drug
Development Process
- 80 of products that enter the development
pipeline FAIL to make it to market - Pharmacogenomics may contribute to a smarter
drug development process - Allow for the prediction of efficacy/toxicity
during clinical development - Make the process more efficient by decreasing the
number of patients required to show efficacy in
clinical trials - Decrease costs and time to bring drug to market
77Pharmacogenomic Paradigm in the Drug Development
Process
Current Options Options with Pharmacogenomics
High
Proportion of patients showing poor or no response
Low
78Personalized Medicine and the Pharmaceutical
Industry
- Targeted Therapies
- Herceptin treatment of HER2 positive metastatic
breast cancer - Gleevec treatment for patients with
Philadelphia chromosome-positive chronic myeloid
leukemia - Erlotinib treatment for non-small cell lung
cancer - Most effective in epidermal growth factor
receptor positive tumors - Maraviroc (not approved) treatment for HIV
- Studies have incorporated a screening process for
different receptors that HIV uses to gain access
to cells - Iloperidone (not approved) schizophrenia
treatment - Company identified a genetic marker that predicts
a good response to the drug
79Pharmacogenomic Paradigm in the Pharmaceutical
Industry
Efficacy prediction
Common side effect prediction
Rare side effect prediction
Market expansion
80FDA and Pharmacogenomics
- Traditionally, industry has been hesitant to
submit pharmacogenomic data due to fears of - Delays in drug development
- Request for additional clinical studies
- Potentially put clinical trials on hold
- FDA published Draft Guidance for Industry
Pharmacogenomic Data Submission in 2003.
(currently under revision) - Set criteria for Voluntary Genomic Data
Submission (VGDS)
http//www.fda.gov/cder/guidance/5900dft.pdf
81Pharmacogenomics Information in the Published
Literature
Zineh I et al. Ann Pharmacother. 2006 40
639-44
82Pharmacogenomics Information in FDA-Approved
Prescribing Information
Zineh I et al. Pharmacogenomics J 2004 1-5
83Moving Pharmacogenomics to Clinical Practice
Document Pgx superiority Pgx-guided versus
usual care
Documenting sufficient variability to predict
clinical utility
Studies that mimic clinical practice
Proof-of-concept clinical studies
In vitro functional studies
Identify sequence variability in candidate genes
Johnson JA. Trends in Genetics 2003 19 660-66
84The Future of Pharmacogenomics
- Genome wide approach versus candidate gene
approach - Thousands of SNPs
- Thousands of patients
- Replication studies
- Sophisticated databases housing pharmacogenomic
information - Drug selection and dosing algorithms
incorporating non-genetic and genetic information - Point of care genetic testing
85"Here's my sequence..."
The New Yorker
86Personalized medicine elusive dream or
imminent reality?In summary it is both.
- Larry Lesko, Director of the FDA Office of
Clinical Pharmacology and Biopharmaceutics
- Clin Pharmacol Ther 2007 807-816