FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
Pharmacogenetics and Pharmacogenomics
1. Biol 601 Seminar
May 10, 2012
Raul Soto
Adam Gainford
Greg Stanger
The Role of
Pharmacogenetics /
Pharmacogenomics in
Drug Development and
Regulatory Review
http://www.liv.ac.uk/pharmacogenetics/dna_and_pills.jpg
2. “Different [drugs] to different patients, for the
sweet ones do not benefit everyone, nor do the
astringent ones, nor are all the patients able to
drink the same things.” – Diseases III
Hippocrates, father ofWestern
Medicine, 2500 years ago
We’ve known for a long time that not
all substances have the same effects
on all patients
With the development of molecular
genetics, now we can begin to
explore WHY
http://www.sculpturegallery.com/two/hippocrates5.jpg
3. How DNA-based differences
affect PK and PD of medications
How pharmacogenomics info is
applied and reviewed in IND, and
NDA/BLA submissions
Critical issues in regulatory
review
Labeling implications
http://3.bp.blogspot.com/_9zrxRkzw1zg/R02H0bBqiDI/AAAAAAAAAA
M/Hj1YxWsZ3sg/S269/pharmacogenetics.jpg
4. Pharmacogenetics: the convergence of
pharmacology and genetics, deals with genetically
determined responses to drugs… also concerned with
the differences in the metabolism of medications
among children, adults, and senior citizens; men and
women; and people with various medical conditions.
Source: MedicineNet, www.medterms.com/script/main/art.asp?articlekey=4858
Pharmacogenomics: biotechnological science
that combines techniques from medicine,
pharmacology, and genomics; and is concerned with
developing drug therapies to compensate for genetic
differences in patients which cause varied responses to
a single therapeutic regimen. Patient-drug interactions
is a complex trait influenced by many genes.
Source: www.pharmainfo.net/reviews/role-pharmacogenomics-drug-development
http://www.cognigencorp.com/index.php/co
gnigen/our_services/
5. Pharmacokinetics: The process by which a drug is Absorbed,
Distributed, Metabolized, and Eliminated (ADME) by the body.
Source: http://medical-dictionary.thefreedictionary.com/pharmacokinetics
Pharmacodynamics:The study of how a drug acts on a living
organism, including the pharmacologic response and the duration and
magnitude of response observed relative to the concentration of the drug
at an active site in the organism .
Source: http://medical-dictionary.thefreedictionary.com/pharmacodynamics
PK: what the organism does to the drug
PD: what the drug does to the organism
6. People’s responses to a drug substance may vary according to various
intrinsic and extrinsic factors
Intrinsic:
Age
Gender
Ethnicity
Disease State (i.e. diabetes, heart disease)
Organ dysfunctions (i.e. liver or kidney diseases)
Physiological states (i.e. pregnancy, lactation)
Genetics
Extrinsic:
Smoking
Diet
Medications a person is taking
What do these have in common?
Differences in the levels and patterns of gene expression
http://www.getfreeimage.com/pictures/different-people-groups-pic.jpg
7. Type Effects
Changes in a gene’s protein coding
region
Δ in translated amino acid sequence
=> Δ protein structure, conformation
=> Δ protein function
Changes in a gene’s promoter
/regulatory regions
Δ in protein expression levels
Changes in # of copies of a gene Δ in protein expression levels
If gene codes for a transcription factor Δ in protein expression for multiple genes
If gene codes for an intron/exon
splicing enzyme
Δ in protein structure/function for multiple
proteins
Deleted / inactivated gene No protein expression, protein is absent
If gene codes for metabolism-related
proteins
Δ in way drugs are absorbed, distributed,
metabolized, excreted; Δ in duration and
intensity of effect; Δ in toxicity …
Polymorphisms in enzymes, receptors, transporters, signaling
proteins, etc. may affect a drug’s PK/ PD profile
NOT limited to a drug’s target!
10. Women have better response to serotonin reuptake inhibitor antidepressants
(SSRIs) like Prozac and Paxil, than to tricyclic antidepressants like Elavil and
Tofranil; also more likely to develop depression due to low serotonin levels.
Some anti-anxiety medications have better effect on men than women.
Women have better response to narcotic pain relievers than to non-narcotics.
Carvedilol (Coreg), a beta-adrenergic blocking agent used to lower blood
pressure, is more effective in Africans than Caucasians.
Enalopril (Vasotec), an angiotensin II inhibitor to lower blood pressure, is more
effective in Caucasians than Africans.
Heart failure combined treatment with hydralazine + isosorbine is more effective
in Africans than Caucasians.
Expression of high levels of alcohol dehydrogenase enzyme in Asians (85%) vs
Caucasians (Swiss 20%, British 10%); alcohol is metabolized faster, causes slow
heartbeat, facial flushing.
11. 1980-1999 study of 354 drugs…
21 % required dose changes …
79 % of those changes were safety-related dose reductions
Many changes based on new info obtained AFTER drug market
release
Usually dose recommendations for specific populations, i.e.
Renal / hepatic impairment
Concomitant medications
Pregnancy
Drug manufacturers should have dosing recommendations
for individuals with intrinsic /extrinsic factors BEFORE market
release to AVOID risks of Adverse Drug Reactions (ADR).
12. 5 % hospital admissions
10% hospitalized patients experience them
106,000 deaths and 2.2 million serious events
caused by adverse drug reactions (ADRs) in
the US each year (Lazarou 1998)
Jason Lazarou, MSc; Bruce H. Pomeranz, MD, PhD; Paul N. Corey, PhD. Incidence of Adverse Drug
Reactions in Hospitalized Patients: A Meta-analysis of Prospective Studies.
JAMA.1998;279(15):1200-1205
4th – 6th leading cause of death in the US for
hospitalized patients
May lead to drug being withdrawn from the
market
http://www.scientificamerican.com/article.cfm?id=a-biochemical-
way-to-reduce
13.
14. Many metabolic enzymes are
polymorphic
=> Evolutionary defense process
7 – 22 % of a sample of randomly
selected drugs are substrates for
polymorphic enzymes
59 % of drugs that cause ADRs are
metabolized by polymorphic
enzymes
http://media.rbi.com.au/AD_Media_Library/Fluvax.jpg
16. Phase I metabolizing
enzymes
Cytochromes P450
Phase II metabolizing
enzymes
UGTs, GSTs, SULTs, MTs, EHs, NATs
Drug transporters Influx transporters: PGPs
Efflux transporters: OATPs (organic anion transport
proteins), OCTPs (organic cation transport proteins).
Drug receptors Class 1 receptors : ligand-controlled ion channels
Class 2 receptors : G-protein coupled receptors
Receptors regulating gene expression
G-proteins i.e. GNAS1, GNB3
GeneticVariations can influence the activity of, or have an
effect on the expression of, the following types of proteins
17. Body uses enzymes to modify drug substances
Rate of this process is relevant to duration and intensity of a drug’s
pharmacological action
Phase I: non-synthetic reactions
Oxidation, reduction, hydrolisis, cyclization, decyclization
Activate / deactivate substances
Phase 2: conjugation reactions
Typically detoxify / deactivate substances
Methylation, sulphation, acetylation. glucuronidation, glutathione conjugation,
glycine conjugation
Interference (induction, suppression, inhibition) with these
processes accounts for the most common and potentially severe
ADRs.
18. LIVER : principal site of drug metabolism
Smooth endoplasmic reticulum of liver cells
OTHERS: most tissue has some metabolic capabilities
Epithelial cells of gastrointestinal tract, skin, lung, kidneys
http://www.doctorfungus.org/thedrugs/images/antifung_1.jpg
19. Cytochrome P450 superfamily of polymorphic enzymes
Found all over the body
Catalyze most Phase I oxidative reactions
Major enzymatic activity occurs in hepatic CYPs (liver)
Also expressed in the brain, lungs, kidneys, intestines, monocytes,
macrophages, lymphocytes…
Relevant in the bioactivation and metabolism of 75% of drugs
http://www.p.chiba-u.ac.jp/lab/bukka/cyp2c9.png
20. Families: 17 families in humans
Subfamilies: 42 sub-families in humans
Enzyme/gene: 55 genes and 29 pseudogenes in humans
http://www.doctorfungus.org/t
hedrugs/images/antifung_2.gif
21. Approximately 95% of all drug oxidation in humans is the action
of SIX CYP enzymes
22. Member of a class of molecules called
statins
Used to treat high cholesterol and related
conditions caused by dyslipidemia
(abnormal elevation of lipids in blood
Approved by FDA in August 2003 in 10mg,
20mg, and 40mg presentations
5 mg presentation was later developed for
Japan
23. AUC : area under the plasma concentration curve
AUC for Crestor ™ varies depending on several factors :
Ethnicity (esp. Japanese, Singapore ethnic Chinese)
Hepatic impairment
Renal impairment
Person taking cyclosporine, gemfibrozil, itraconazole
24. “Because Asians appear to process the drug
differently, half the standard dose can have the
same cholesterol-lowering benefit in those
patients, though a full dose could increase the
risk of side-effects…”
http://articles.latimes.com/2005/mar/03/nation/na-crestor3
25.
26. Variability in drug response and factors that contribute to it
must be investigated during the drug development process
Companies should submit to regulatory agencies data for key
PK/PD parameters as part of the drug IND, and NDA/BLA
reviews.
AUC: Area under the plasma concentration curve
Cmax: maximum plasma concentration
Phase III clinical trials should include how these parameters
vary in various population groups
This information should be included in the drug’s label
27. Changes in PK/PD
parameters
Efficacy / safety
Labeling of other drugs
in the same
pharmacological class
Intrinsic factors
Extrinsic factors
Drug R & D Patients
Drug labeling
recommendations
28. CYP2D6 is commonly used
polymorphic enzyme to test
drug metabolizing.
It is becoming increasingly more
common for submissions to use
genotyping vs. phenotyping
Distribution of submissions
from 1992-2001 evaluating
polymorphic enzymes
29. 1. PK differences in different phenotypes and
genotypes
2. Use genotypes as a covariant for PK/PD in clinical
trial analysis
3. Explain outliers in PK/PD in clinical trials
4. Sort subjects into genotypic categories by clinical
effectiveness
5. Determine if ADR is relative to certain genotypes
30. More genotypic analysis and evaluations
Investigation of multiple enzyme and
transporters and receptors
Genomic Analysis
examples
31. Alleles in different races and ethnic groups for
dose-response must be considered
32. New FDA
guidelines based
on purpose of
evaluations and
the validity of
biomarkers used.
Need to submit
new drug
applications when
using
metabolizing
enzyme
biomarkers.
Table 2.5
33. Can be caused by dietary supplements or other
drugs.
These interactions may be impacted by
genotypes
Has begun to appear in product labels
34. Regulations and guidelines
Dictate what data needs to be
shared with the regulating agencies
and in what form
Heavily regulated clinical trial
environment
VGDS VXDS
Voluntary Genomic Data
Submission
IPRG review
35. At any given time, there are thousands of clinical trials
underway. A standard must be set to ensure
consistency in the analysis of:
Efficacy
Variability
Drug use and administration
Patient screening
Data quality
Adverse Effects
…and any other characteristic of
the drug development process
Access to pharmacogenomic data (VGDS)
May lead to a large database of genomic data
for research and optimization purposes
36. The possible outcomes for data submission:
Full Study Reports
Contains all clinical and pharmacological data
that may contribute to the evaluation of
effectiveness for the proposed indication along
with any information stated in the label
Abbreviated Report
Does not involve the effectiveness or
pharmacology. Contains all of the safety
information that would be found in the full
study report
Synopsis
Format allowing the reviewer to
successfully evaluate the safety data
37. Is the data used
for clinical or
preclinical
decisions?
Used to support
the drug
description?
Was the data
collected
through the
detection of a
known valid
biomarker?* Known valid biomarker – one that is accepted by the
scientific community at-large to predict a clinical outcome
38. Will the data
be used
towards
approval or
labeling
justification?
Was the data
collected
through the
detection of
a known or
probable
biomarker?
* Probable valid biomarker – Appears to have predictive value but not yet
replicated or widely accepted
39. (Book gives four)
1 2
3 4
Stage: IND
Situation: The NME is metabolized by
CYP2C19.The patients genotypes are
screened for CYP2C19 to determine drug
dosing.
Data submission format: Full Report
Reasoning: Data used to support scientific
arguments based on drug dosing selection
Stage: Phase III
Situation: The NME is metabolized by
CYP2D6. After the testing occurred, a subset
of patients were screened genotypically for
CYP2D6 to analyze any genotype and dosing
association.
Data submission format: Full Report
Reasoning: This data will be used for proposed
labeling.
Stage: Phase III
Situation: The NME is metabolized by
CYP2D6. After trial completion, a subset of
patients were screened genotypically for
CYP2D6 to find an association between
plasma clearance values and genotype. Not
used for labeling.
Data submission format: Abbreviated Report
Reasoning: Not used for label or drug
description
Stage: Drug Interaction Study
Situation: The NME is metabolized by CYP3A.
The patients genotypes are screened for
CYP3A5, a polymorphism to determine its
effect on inter-individual variability.
Data submission format: Synopsis only
required for NDA/BLA. AVGDS is
recommended for NDA/BLA/IND.
Reasoning: Data used to support scientific
arguments based on drug dosing selection
40. * Regardless of data influence on drug efficacy, safety or labeling, a
VGDS is recommended for all pharmacogenomic data
Goal:
-Better collaboration
between sponsors and
FDA for PG data
-The education of
physicians, healthcare
management and the
patient
* IPRG – Agency wide
review group that
reviewsVGDS and works
on providing public and
industry knowledge
41. * Regulated by 21 CFR 201.56
• PG data can be included in the following label sections:
• Indications and Usage
• Dosage and Administration
• Contraindications
•Warnings and Precautions
• Adverse Reactions
• Drug Interactions
• Use in Specific Populations
42. Drug Label Section Description
Herceptin Indications and
Usage
Should be used in
patients whose tumors
were evaluated with a
HER2 predicting assay.
Purinethol Warnings / Dosage
and Administration
Those homozygous
forTPMT defect gene
may be sensitive to
myelosuppressive
effects and rapid bone
marrow suppression.
Mellaril Contraindications 7% of the normal
population have a
genetic defect leading
to reduced activity of
P450 2D6.This leads
to contraindication.
Depending on the
risk/benefit, the
information can be
placed in multiple
label sections.
43. IF:
1. Genomic testing must
occur prior to dosing
2. Dose is dependent on
the genotype
3. Serious Adverse Events
due to PG profile
THEN:
1. The information goes to the Indications
and Usage sections
2. The information goes to the Dosage and
Administration /Warnings sections
3. The information goes to the
Contraindications section
44. • Pharmacogenomic data can greatly help us to understand the
variability in drug response from person to person
•This will in turn lead to improved safety and efficacy during
the drug development process
•The FDA is taking an
active role for the
integration of
pharmacogenomic data
in the drug development
process.
•TheVGDS (nowVXDS)
allows for an industry
wide compilation for the
association between
genomics and drug
response.
Drug ResponseVariation
- Genetic differences
45. •There has been a consistent rise in the
amount of pharmacogenomic data labeling
and the trend will increase as we further
understand our genome and the many
factors that effect PK and PD of drug
substances
•The continuous creation of assays
allowing for biomarker detection presents
a greater possibility for personalized
medicine based on genome
Hinweis der Redaktion
Good evening, our group members are Adam Gainford, Greg Stanger, and myself Raul Soto.
We’re going to talk about the Role of Pharmacogenetics and Pharmacogenomics in Drug Development and Regulatory Review
I want to start with a quote … (read it)
This is from Hippocrates, one of the great men of Ancient Greece, the father of Western Medicine
We’ve known for a long time …
But just NOW, with the development …
In very general terms, we will talk about … (read)
Let’s start with some definitions…
Pharmacogenetics deals with how an individual’s genetic makeup affects the person’s response to drugs… differences in how drugs are metabolized based on age, gender, ethnic background, medical conditions…
Pharmacogenomics deals with using knowledge from various branches of science to compensate for those differences, for example by changing doses.
Pharmacokinetics is the study of how a drug gets ABSORBED into the organism, DISTRIBUTED throughout tissues, METABOLIZED, and ultimately ELIMINATED from the organism… the typical acronym for this is ADME
Pharmacodynamics is the study of how the drug acts on the body: WHAT is the EFFECT that is has, HOW INTENSE is that effect, HOW LONG does it last, any associated TOXICITY… as a function of its concentration.
So in summary PK …
The SAME dose of a drug substance can have different effects on different individuals.
This can be due to a series of INTRINSIC and EXTRINSIC factors
Some of these factors are … (read them)
What do they all have in common? All related to differences …
A bit of a review from our Genetics courses …
When you have various versions of a gene, various alleles …
If the change is in the coding region that MAY alter the structure and function of the protein product
If it’s in the promoter region that may alter how and when the gene is expressed
Etc …
NOT limited to the drug’s target… So we all probably know that if we our drug targets a receptor, and there’s 4 alleles coding for 4 slightly different versions of this receptor, and our drug binds better to allele 1 and not so good to allele 4… that’s only ONE way genetic polymorphisms can affect how our drug works.
Polymorphisms in metabolic enzymes that interact with our drug are ALSO incredibly important.
For some people the SAME dose of the SAME drug will be NOT toxic AND beneficial
For some it will be NOT toxic but also NOT beneficial
For some it will be TOXIC but also beneficial
And for some it will be TOXIC AND not beneficial
So, how BIG is this problem in real life… it turns out to be … VERY BIG
These are some of the most common health issues … and you can see that major drugs are just NOT EFFECTIVE for a significant percentage of the population
I won’t go into the details, these are just examples, for those of you who are interested
of various substances that have different effects on different groups of people depending on gender or ethnicity.
Refer to study that found that ONE FIFTH of all people have required changes in the doses of their medication
And out of those instances, almost 80% were because of SAFETY dose reductions, people having adverse events.
Now these are CORRECTIVE measures, they were finding that these drugs had these negative effects on some groups AFTER the drug was released.
And that is just NOT ENOUGH
The take-home message here is that drug manufacturers should FIND OUT about these effects BEFORE drugs are released, to PREVENT putting the patiente at risk of an Adverse Drug Reactions
And that is because Adverse Drug Reactions are a BIG problem.
5% of all hospital admissions
10% of all hospitalized people have them
OVER 100,000 deaths and over 2 MILLION people affected every year, in the USA alone.
4th – 6th leading cause of death in hospitals
The key point here is that Adverse Reactions are a BIG deal. We are in this business to HELP people, NOT to send them to the hospital, or hurt them, or kill them.
In some cases the FDA will order your drug removed from the market because of ADRs
Here’s a list of drugs the FDA removed from the market between 1997 and 2001 , due to adverse reactions ….
So , what’s the relationship between Adverse Reactions and polymorphisms?
Many …
if you take a random sample of the most commonly prescribed drugs, from 7 – 22% of them are substrates for polymorphic metabolic enzymes
HOWEVER if you take the drugs that tend to cause Adverse Reactions, you will find that almost 60% of them are metabolized by polymorphic enzymes
So there is a correlation there… if your drug is metabolized by a polymorphic metabolic enzyme, there’s a chance people with different versions of the enzyme will metabolize the drug differently, and SOME may get Adverse Reactions
You give the SAME dose of the SAME drug to 3 people with different versions of a metabolic enzyme.
If a person is homozygous for the wild type alleles of this metabolic enzyme, they’ll take the drug, they get a therapeutic effect, stays within the safety region
NOW… You get a person who is heterozygous, with a wild type allele AND a variant that works slightly different, THAT person will have a DIFFERENT response to the drug. They will still get a therapeutic effect, in fact MORE effect for the same dose than the first person, but they will ALSO get some ADVERSE drug reactions due to toxicity. So for this person a SMALLER dose of the drug would bring the desired effect and lower the risk.
THEN … you get a person who is homozygous for the variant, and that person is going to have a COMPLETELY different reaction to the drug. That’s person’s liver is going to metabolize the drug in a COMPLETELY different manner … he or she will experience serious adverse side effects. THIS person probably needs a different drug.
Like I mentioned before, our drug molecule interacts with various other proteins in the body, not just the target.
There are metabolizing enzymes families, there are also drug transporter protein families
Polymorphisms in all these can have an effect on how the drug acts on the patient’s body
This is basically background information about how drugs are metabolized. There’s two main phases , each has different types of biochemical processes, they are mediated by different enzymes.
The key point here is that the MAJORITY of Adverse reactions happen when these processes are affected in some way.
This is basic anatomy; the main site in the body where drugs are metabolized is the LIVER
There’s a very important family of metabolic enzymes called CYP
They are highly polymorphic, lot of different versions
They’re the main enzyme responsible for Phase I of drug metabolism in the liver
They are involved in activating and metabolizing 75% of the drugs
Polymorphisms in liver enzyme CYP2D6 : people with low levels of CYP2D6 will require smaller doses of many drugs, and are more at risk of adverse drug reactions.
This is the naming convention for these enzymes, I bring this so you can see… there are 17 families, 42 subfamilies, and there are over 50 genes coding for them.
Run the permutations in your head… This should give you an idea of how many different CYPs there are, of the immense complexity of human metabolism
However, there’s good news…
Now after seeing how pharmacogenetics may affect a person’s response to a drug, let’s take a look at a real-world case
CRESTOR, from AstraZeneca, a statin, lowers bad cholesterol and increases the good one.
It was originally approved by the FDA in August 2003. I was part of that launch, I worked at the AZ manufacturing site that makes Crestor, was responsible for the startup and validation of the packaging building, packaging lines.
AZ initially came out with 3 presentations for Crestor, 10, 20, and 40.
But LATER it was necessary to develop an additional presentation, a 5mg dose for the Japanese market. WHY?
One important parameter in Pharmacokinetics, the area under the plasma concentration curve
This figure shows the X-fold increase in AUC for various groups when compared to the control group.
And you can see that some people were metabolizing Crestor differently from most people… people with kidney and liver problems, people taking some specific medicines, and people from an East Asian ethnic background.
And this was discovered AFTER Crestor was released to the market.
So AstraZeneca CHANGED the labeling information for Crestor, taking into account these groups that metabolize the drug differently
So, KEY TAKEAWAYS
(read)
Your drug labeling info should include all of these …