Farmakogene*ka
Prof.dr.
Amina
Kozaric
24.10.2014
PMF
1
Deni*ons
Pharmacogenomics:
Analysing
en*re
genomes,
across
groups
of
individuals,
to
iden*fy
the
gene*c
factors
inuencing
responses
to
a
drug.
Pharmacogene-cs:
Studying
an
individual's
gene*c
make
up
in
order
to
predict
responses
to
a
drug
and
guide
prescrip*on.
Objec*ves
of
Pharmacogene*cs
1. Iden*fy
varia*on
in
response
2. Elucidate
molecular
mechanisms
3.
Evaluate
clinical
signicance
4.
Develop
screening
tests
5.
Individualize
drug
therapy
Personalized Medicine!
Courtesy of Felix W. Frueh US FDA
Personalized Medicine!
Medicine is personal:!
We are all different.!
Some of our differences translate into how we react to drugs
as individuals.!
This is why personalized medicine is important to
everyone.!
Why does someone need twice the standard dose to
be effective?!
Why does this drug work for you but not me?!
Why do I have side-effects and you dont?!
Why do some people get cancer and others dont?!
Why is anecdotal information irrelevant to your own
health and treatment?!
Variability of Disease!
Variability of Disease!
Courtesy Felix W. Frueh
The Goal of Personalized Medicine!
The
Right
Dose
of
The
Right
Drug
for
The
Right
Indica*on
for
The
Right
Pa*ent
at
The
Right
Time.
What is DNA?
April
1953
Drs.
James
Watson
and
Francis
Crick
determined
the
structure
of
DNA
(double
helix)
April
1953
April
2003
Drs.
James
Watson
and
Francis
Crick
determined
the
structure
of
DNA
(double
helix)
Human
Genome
Project
determined
the
en-re
DNA
sequence
of
a
human
(3
billion
le/ers)
What
is
Pharmacogenomics?
R
X
Pharmacogenomics?
Pharma = drug or medicine
Genomics = the study of genes
R
X
What
is
Pharmacogenomics?
Pharma = drug or medicine
Genomics = the study of genes
Personalized
medicine
tailored
to
your
genes
R
X
Case
Study
Breast
Cancer
Pa-ents
Case
Study
Breast
Cancer
Pa-ents
Tumoricide
Case
Study
Breast
Cancer
Pa-ents
Case
Study
Breast
Cancer
Pa-ents
30%
No
Eect/Hurt
Helped
Tumoricide
No
Eect/Hurt
Helped
Tumoricide
Why?
How
do
scien-sts
make
personalized
medicine?
Your
DNA
How
do
scien-sts
make
personalized
medicine?
You
Your
cells
Its
all
about
what
makes
Your
DNA
YOUR
gene-c
code
UNIQUE
Picture
credit:
adapted
from
Riken
Research:
h[p://www.rikenresearch.riken.jp/eng/frontline/5514
Gene*c
Code:
DNA
DeoxyriboNucleic
Acid
(DNA)
contains
all
the
informa-on
necessary
to
make
a
complete
organism
DNA is composed of a combination of 4 nucleotides
Gene*c
Code:
DNA
DeoxyriboNucleic
Acid
(DNA)
contains
all
the
informa-on
necessary
to
make
a
complete
organism
DNA is composed of a combination of 4 nucleotides
A
Adenine
Gene*c
Code:
DNA
DeoxyriboNucleic
Acid
(DNA)
contains
all
the
informa-on
necessary
to
make
a
complete
organism
DNA is composed of a combination of 4 nucleotides
Adenine
Thymine
Gene*c
Code:
DNA
DeoxyriboNucleic
Acid
(DNA)
contains
all
the
informa-on
necessary
to
make
a
complete
organism
DNA is composed of a combination of 4 nucleotides
Adenine
Thymine
Cytosine
Gene*c
Code:
DNA
DeoxyriboNucleic
Acid
(DNA)
contains
all
the
informa-on
necessary
to
make
a
complete
organism
DNA is composed of a combination of 4 nucleotides
Adenine
Thymine
Cytosine
Guanine
The
Central
Dogma:
DNARNAProtein
DNA:
A
long
double-stranded
string
of
nucleo-des
that
encode
for
many
genes.
Gene
The
Central
Dogma:
DNARNAProtein
DNA:
A
long
double-stranded
string
of
nucleo-des
that
encode
for
many
genes.
Gene
RNA:
A
single-stranded
copy
of
one
gene.
RNA
The
Central
Dogma:
DNARNAProtein
DNA:
A
long
double-stranded
string
of
nucleo-des
that
encode
for
many
genes.
Gene
RNA:
A
single-stranded
copy
of
one
gene.
RNA
Protein:
Proteins
are
composed
amino
acids.
Amino
acids
are
made
from
triplets
of
nucleo-des
called
codons.
The
Central
Dogma:
DNARNAProtein
DNA:
A
long
double-stranded
string
of
nucleo-des
that
encode
for
many
genes.
Gene
RNA:
A
single-stranded
copy
of
one
gene.
Codon
1
Protein:
Proteins
are
composed
amino
acids.
Amino
acids
are
made
from
triplets
of
nucleo-des
called
codons.
The
Central
Dogma:
DNARNAProtein
DNA:
A
long
double-stranded
string
of
nucleo-des
that
encode
for
many
genes.
Gene
RNA:
A
single-stranded
copy
of
one
gene.
Codon
1
Codon
2
Protein:
Proteins
are
composed
amino
acids.
Amino
acids
are
made
from
triplets
of
nucleo-des
called
codons.
The
Central
Dogma:
DNARNAProtein
DNA:
A
long
double-stranded
string
of
nucleo-des
that
encode
for
many
genes.
Gene
RNA:
A
single-stranded
copy
of
one
gene.
Codon
1
Codon
2
Protein:
Proteins
are
composed
amino
acids.
Amino
acids
are
made
from
triplets
of
nucleo-des
called
codons.
Amino
acid
1
Amino
acid
2
The
Central
Dogma:
DNARNAProtein
DNA:
A
long
double-stranded
string
of
nucleo-des
that
encode
for
many
genes.
Gene
RNA:
A
single-stranded
copy
of
one
gene.
Codon
1
Codon
2
Protein:
Proteins
are
composed
amino
acids.
Amino
acids
are
made
from
triplets
of
nucleo-des
called
codons.
Amino
acid
1
Amino
acid
2
Protein!
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
ATG
GTG
CTG
TCT
CCT
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
Amino
Acids/Protein:
ATG
GTG
CTG
TCT
CCT
Met
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
Amino
Acids/Protein:
ATG
GTG
CTG
TCT
CCT
Met
Val
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
Amino
Acids/Protein:
ATG
GTG
CTG
TCT
CCT
Met
Val
Leu
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
Amino
Acids/Protein:
ATG
GTG
CTG
TCT
CCT
Met
Val
Leu
Ser
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
Amino
Acids/Protein:
ATG
GTG
CTG
TCT
CCT
Met
Val
Leu
Ser
Pro
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
Amino
Acids/Protein:
ATG
GTG
CTG
TCT
CCT
Met
Val
Leu
Ser
Pro
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
Amino
Acids/Protein:
DNA:
ATG
GTG
CTG
TCT
CCT
Met
Val
Leu
Ser
Pro
ATG
GTG
CTG
TCT
ACT
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
Amino
Acids/Protein:
DNA:
Amino
Acids/Protein:
ATG
GTG
CTG
TCT
CCT
Met
Val
Leu
Ser
Pro
ATG
GTG
CTG
TCT
ACT
Met
Val
Leu
Ser
Thr
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
Amino
Acids/Protein:
Words:
DNA:
Amino
Acids/Protein:
ATG
GTG
CTG
TCT
CCT
Met
Val
Leu
Ser
Pro
Tom
and
Sam
are
bad
ATG
GTG
CTG
TCT
ACT
Met
Val
Leu
Ser
Thr
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
Amino
Acids/Protein:
Words:
DNA:
Amino
Acids/Protein:
Words:
ATG
GTG
CTG
TCT
CCT
Met
Val
Leu
Ser
Pro
Tom
and
Sam
are
bad
ATG
GTG
CTG
TCT
ACT
Met
Val
Leu
Ser
Thr
Tom
and
Sam
are
sad
A
small
change
in
the
gene
sequence
can
result
in
a
very
dierent
protein
DNA:
ATG
GTG
CTG
TCT
CCT
Amino
Acids/Protein:
Words:
Val
Leu
Ser
Pro
Tom
and
Sam
are
bad
DNA:
ATG
GTG
CTG
TCT
ACT
Amino
Acids/Protein:
Words:
Met
Met
Val
Leu
Ser
Thr
Tom
and
Sam
are
sad
Changes
in
DNA
are
called
varia-ons
or
muta-ons
Variations in the DNA (genotype) can cause
observable changes (phenotype) in individuals
No
Eect/Hurt
Helped
Tumoricide
Why
does
Tumoricide
work
on
some
pa-ents
but
not
on
others?
What
are
the
reasons
a
person
would
react
dierently
to
drugs?
1. Having
the
receptor
(protein)
to
recognize
the
drug
2. Other
physiological
traits
that
enable
you
to
respond
to
a
drug
3. How
your
body
processes
the
drugs
a[er
receiving
it
Drugs
and
Receptors
Cell
Drugs
and
Receptors
Receptor
(Protein)
Cell
Drugs
and
Receptors
Receptor
(Protein)
Cell
Drugs
and
Receptors
Drug
(Ligand)
Receptor
(Protein)
Cell
Drugs
and
Receptors
Drug
(Ligand)
Receptor
(Protein)
Cell
Your
DNA
and
Drugs
Varia*on
in
genes
can
cause
varia*on
in
receptors
Cell
Your
DNA
and
Drugs
Varia*on
in
genes
can
cause
varia*on
in
receptors
Cell
Your
DNA
and
Drugs
Varia*on
in
genes
can
cause
varia*on
in
receptors
Cell
Cell
Cell
Your
DNA
and
Drugs
Varia*on
in
genes
can
cause
varia*on
in
receptors
Cell
Cell
Cell
Cell
Cell
Your
DNA
and
Drugs
Varia*on
in
genes
can
cause
varia*on
in
receptors
Too
Many
(hypersensi-ve)
Cell
Cell
Cell
Cell
Cell
Your
DNA
and
Drugs
Varia*on
in
genes
can
cause
varia*on
in
receptors
Too
Many
(hypersensi-ve)
Too
Few
(hyposensi-ve)
Cell
Cell
Cell
Cell
Cell
Your
DNA
and
Drugs
Varia*on
in
genes
can
cause
varia*on
in
receptors
Too
Many
(hypersensi-ve)
Too
Few
(hyposensi-ve)
Cell
Cell
Cell
Mutated
(insensitive)
Cell
Cell
Where
Drugs
Fit
In
Lock
=
Receptor
Key
=
Drug
Why
can
some
people
taste
PTC
and
others
cant?
PTC-
Receptor
PTC
Taste
cell
This
tastes
bi/er!
Phenylthiocarbamide
Why
can
some
people
taste
PTC
and
others
cant?
PTC-
Receptor
PTC
Taste
cell
This
tastes
bi/er!
PTC
Non-
binding
PTC-
Receptor
Taste
cell
I
dont
taste
anything!
Where
does
tas*ng
PTC
come
from?
You
have
two
copies
of
every
gene:
one
from
Mom
and
one
from
Dad
Where
does
tas*ng
PTC
come
from?
You
have
two
copies
of
every
gene:
one
from
Mom
and
one
from
Dad
Where
does
tas*ng
PTC
come
from?
You
have
two
copies
of
every
gene:
one
from
Mom
and
one
from
Dad
Where
does
tas*ng
PTC
come
from?
You
have
two
copies
of
every
gene:
one
from
Mom
and
one
from
Dad
Your
two
genes
are
the
genotype
Where
does
tas*ng
PTC
come
from?
You
have
two
copies
of
every
gene:
one
from
Mom
and
one
from
Dad
Your
two
genes
are
the
genotype
A
gene
can
be
dominant
or
recessive
Where
does
tas*ng
PTC
come
from?
You
have
two
copies
of
every
gene:
one
from
Mom
and
one
from
Dad
Your
two
genes
are
the
genotype
A
gene
can
be
dominant
or
recessive
The
expressed
trait
is
a
phenotype
Tas*ng
PTC
is
dominant
(T)
over
inability
taste
PTC
which
is
recessive
(t)
TT
Tt
Tas*ng
PTC
is
dominant
(T)
over
inability
taste
PTC
which
is
recessive
(t)
TT
Tt
Tas*ng
PTC
is
dominant
(T)
over
inability
taste
PTC
which
is
recessive
(t)
TT
Tt
Tas*ng
PTC
is
dominant
(T)
over
inability
taste
PTC
which
is
recessive
(t)
TT
Tt
Tas*ng
PTC
is
dominant
(T)
over
inability
taste
PTC
which
is
recessive
(t)
TT
Tt
For
individuals
with
these
genotypes,
what
would
their
phenotypes
be?
Tas*ng
PTC
is
dominant
(T)
over
inability
taste
PTC
which
is
recessive
(t)
TT
This
tastes
REALLY
bi[er!
SUPERTASTER
Tt
Tas*ng
PTC
is
dominant
(T)
over
inability
taste
PTC
which
is
recessive
(t)
TT
This
tastes
REALLY
bi[er!
SUPERTASTER
Tt
This
tastes
bi[er!
TASTER
Tas*ng
PTC
is
dominant
(T)
over
inability
taste
PTC
which
is
recessive
(t)
TT
This
tastes
REALLY
bi[er!
SUPERTASTER
Tt
This
tastes
bi[er!
I
dont
taste
anything!
TASTER
NON-TASTER
Drug
receptor
summary
Ability
to
taste
PTC
has
a
very
strong
gene-c
component
PTC
=
chemical
and
Drugs
=
chemical
Dierences
in
ability
to
taste
PTC
is
similar
to
dierences
in
reac*ons
to
drugs
"
"
No
Eect/Hurt
Helped
Tumoricide
Why?
Two
Types
of
Breast
Cancer
Y
Her2-
Her2+
Tumoricide
is
a
personalized
medica-on
Tumoricide
only
works
for
Her2+
breast
tumors
No
Eect/Hurt
Helped
Tumoricide
Her2-
Her2+
Screening
for
Her2+
Cells
Her2-
American Journal of Clinical Pathology. 2008;129(2):263-273
Her2+
Screening
for
Her2+
Cells
+
American Journal of Clinical Pathology. 2008;129(2):263-273
Tumoricide
=
?
Screening
for
Her2+
Cells
+
American Journal of Clinical Pathology. 2008;129(2):263-273
Tumoricide
Breast
Cancer
1990
Surgery
Radia-on
Chemotherapy
(drugs)
2012
Surgery
Radia-on
Chemotherapy
Specialized
treatments
(for
certain
types
of
breast
cancer)
http://www.ucdmc.ucdavis.edu/welcome/features/20080709_cancer_sweeney/index.html
What
are
the
reasons
a
person
would
react
dierently
to
drugs?
1. Having
the
receptor
(protein)
to
recognize
the
drug
2. Other
physiological
traits
that
enable
you
to
respond
to
a
drug
3. How
your
body
processes
the
drugs
a[er
receiving
it
The
presence
of
receptors
inuence
how
we
react
to
drugs
like
Tumoricide
or
chemicals
like
PTC
Y
Her2-
Her2+
Tumoricide
Does
Not
Work
Tumoricide
Works!
The
presence
of
receptors
inuence
how
we
react
to
drugs
like
Tumoricide
or
chemicals
like
PTC
TT
This
tastes
REALLY
bi[er!
SUPERTASTER
Tt
This
tastes
bi[er!
TASTER
I
dont
taste
anything!
NON-TASTER
Where are the PTC receptors?
What
are
taste
buds?
Taste
buds
are
found
on
papillae
on
your
tongue
What
are
taste
buds?
Taste
buds
are
found
on
papillae
on
your
tongue
Papillae
bumps
on
your
tongue
What
are
taste
buds?
Taste
buds
are
found
on
papillae
on
your
tongue
Papillae
bumps
on
your
tongue
Taste
buds
cells
are
found
on
the
papilla
What
are
taste
buds?
Taste
buds
are
found
on
papillae
on
your
tongue
PTC
receptors
are
found
on
the
taste
buds
Papillae
bumps
on
your
tongue
Taste
buds
cells
are
found
on
the
papilla
What
are
taste
buds?
Taste
buds
are
found
on
papillae
on
your
tongue
PTC
receptors
are
found
on
the
taste
buds
Papillae
bumps
on
your
tongue
Nerve
Cell
Transmits
signal
to
brain
Taste
buds
cells
are
found
on
the
papilla
What
are
taste
buds?
Taste
buds
are
found
on
papillae
on
your
tongue
PTC
receptors
are
found
on
the
taste
buds
Brain
Wow!
This
tastes
really
bi[er
Papillae
bumps
on
your
tongue
Nerve
Cell
Transmits
signal
to
brain
Taste
buds
cells
are
found
on
the
papilla
Are
there
other
traits
that
can
allow
a
person
to
more
strongly
taste
PTC?
If
a
person
has
more
taste
buds,
then
he/she
may
be
able
to
taste
the
PTC
more
strongly.
Coun-ng
the
number
of
tongue
papillae
5 papillae
20 papillae
35 papillae
Coun-ng
the
number
of
tongue
papillae
5 papillae
20 papillae
35 papillae
Ideal graph representing the number of tongue papillae
related to the phenotype of PTC taste
These results support our hypothesis that the super-taster
has more papillae!
Ideal graph representing the number of tongue papillae
related to the phenotype of PTC taste
The number of papillae in the non-taster is variable.
Why would the number of papillae be variable in a nontaster?
What
does
it
take
to
be
a
PTC
Taster?
Two
traits
are
important
for
determining
PTC
taste
sensi-vity
1)
PTC
receptor
genotypeDo
y
ou
have
the
receptors
that
enable
you
to
taste
PTC
What
does
it
take
to
be
a
PTC
Taster?
Two
traits
are
important
for
determining
PTC
taste
sensi-vity
1)
PTC
receptor
genotypeDo
y
ou
have
the
receptors
that
enable
you
to
taste
PTC
2)
The
density
of
papillae
on
your
tongue
correlates
to
the
sensi-vity
of
tas-ng
PTC
super-taster
taster
What are the reasons a person would react
differently to drugs?
1. Having the receptor (protein) to recognize the drug
2. Other physiological traits that enable you to respond to a
drug
3. How your body processes the drugs after receiving it
A Drugs Life
ADME
Absorp-on
Distribu-on
Metabolism
Excre-on
http://publications.nigms.nih.gov/medbydesign/chapter1.html
Metabolic enzymes
Enzymes
Metabolites
Drug
Liver
DNA variations in special proteins in the liver called
enzymes can influence a persons ability to metabolize
certain drugs
Adverse Drug Reactions (ADR)
Definition- unwanted, negative response to a
prescribed drug at normal doses and during normal
use
Examples?
Adverse Drug Reactions (ADR)
Definition- unwanted, negative response to a
prescribed drug at normal doses and during normal
use
Examples?
There are multiple causes for ADRs
environmental basis
genetic basis
Adverse Drug Reactions (ADR)
Definition- unwanted, negative response to a
prescribed drug at normal doses and during normal
use
Examples?
There are multiple causes for ADRs
environmental basis
genetic basis
Poor metabolizers can experience ADRs at normally
therapeutic drug doses
Case study: Nortriptyline
metabolism
Three women of the same height, weight, age, and
racial background are depressed and go to the doctor.
The doctor prescribes an antidepressant, Nortriptyline,
at a dose of 100 mg.
Person A has an adverse reaction
Person B nothing happens
Person C gets better
B
A
Case study: Nortriptyline
metabolism
Three women of the same height, weight, age, and
racial background are depressed and go to the doctor.
The doctor prescribes an antidepressant, Nortriptyline,
at a dose of 100 mg.
Person A has an adverse reaction
Person B nothing happens
Person C gets better
Why?
B
A
ADME of Nortriptyline
100mg
Nortriptyline
Adverse reactionNothing happensGets better
How much active drug in blood?
ADME of Nortriptyline
100mg
Nortriptyline
Adverse reaction
Nothing happensGets better
95mg
5mg
50mg
DNA variation influence drug
metabolism
Enzymes
A
Metabolites
Drug
Liver
Poor
Metabolizer
95mg
DNA variation influence drug
metabolism
Enzymes
B
Metabolites
Drug
Liver
Ultrarapid
Metabolizer
5mg
DNA variation influence drug
metabolism
Enzymes
C
Metabolites
Drug
Liver
Intermediate
Metabolizer
50mg
2012 - What do doctors do?
Poor Metabolizer
Ultrarapid Metabolizer
Decrease Dose
Increase Dose
Or change drug
Today
One-size-fits-all drugs
Current drug development system develops
drugs for the average patient
No simple way to determine who will respond
well and who will respond poorly
One size does NOT fit all!
Whats the solution?
Today
One-size-fits-all drugs
Current drug development system develops
drugs for the average patient
No simple way to determine who will respond
well and who will respond poorly
One size does NOT fit all!
Whats the solution?
Pharmacogenomics (PGx)
Personalized Medicine
April, 2050
You wake up feeling terrible, and you know it's time to
see a doctor. In the office, the physician looks you over,
listens to your symptoms, and decides to prescribe you
a drug.
But first, the doctor takes a look at your DNA.
TODAY vs. FUTURE
Today = Drugs are One-Size-Fits-All
Future = Drugs Specific for You!
More effective & minimizes side effects
Summary
Gene-c
varia-on
leads
to
phenotypic
dierences
and
dierences
in
how
we
all
react
to
drugs.
Summary
Gene-c
varia-on
leads
to
phenotypic
dierences
and
dierences
in
how
we
all
react
to
drugs.
1. Having
the
receptor
(protein)
to
recognize
the
drug
PTC
and
HER2
receptors
Summary
Gene-c
varia-on
leads
to
phenotypic
dierences
and
dierences
in
how
we
all
react
to
drugs.
1. Having
the
receptor
(protein)
to
recognize
the
drug
PTC
and
HER2
receptors
2.
Other
physiological
traits
that
enable
you
to
respond
to
a
drug
Number
of
taste
buds
on
tongue
Summary
Gene-c
varia-on
leads
to
phenotypic
dierences
and
dierences
in
how
we
all
react
to
drugs.
1. Having
the
receptor
(protein)
to
recognize
the
drug
PTC
and
HER2
receptors
2.
Other
physiological
traits
that
enable
you
to
respond
to
a
drug
Number
of
taste
buds
on
tongue
3.
How
drugs
are
processed
in
the
body
Enzymes
in
liver
metabolize
drugs
Pharamcogenomics
Using
peoples
gene-c
informa-on
for
the
right
drug
at
the
right
dose
at
the
right
-me!
R
X
Pharmacogenetics &
Pharmacogenomics!
Pharmacogene*cs:
The
role
of
gene*cs
in
drug
responses.
F.
Vogel.
1959
Pharmacogenomics:
The
science
that
allows
us
to
predict
a
response
to
drugs
based
on
an
individuals
gene*c
makeup.
Felix
Frueh,
Associate
Director
of
Genomics,
FDA
Courtesy Felix W. Frueh
Pharmacogenetics &
Pharmacogenomics"
http://www.pharmgkb.org/!
Pharmacogenetics: study of individual gene-drug
interactions, usually one or two genes that have
dominant effect on a drug response (SIMPLE
relationship)!
Pharmacogenomics: study of genomic influence on
drug response, often using high-throughput data
(sequencing, SNP chip, expression, proteomics COMPLEX interactions)!
PharmGKB Website:
http://www.pharmgkb.org/!
Purine Analogs: A Case Study in
Pharmacogenetics!
6-mercaptopurine, 6-thioguanine, azathioprine!
Used to treat lymphoblastic leukemia, autoimmune disease,
inflammatory bowel disease, after transplant!
Interferes with nucleic acid synthesis!
Therapeutic index limited by myelosuppression!
(treatment limited by immune suppression side effect)!
6-mercaptopurine!
6-thioguanine
azathioprine!
Metabolism of 6-MP!
LWang and RWeinshilboum, Oncogene 25, 1629-1638 (2006)!
Pharmacogenetics: A Case Study!
Courtesy of Michelle Whirl-Carillo!
Pharmacogenetics: A Case Study!
Courtesy of Michelle Whirl-Carillo!
Pharmacogenetics: A Case Study!
Thiopurine S-methyl Transferase Activity"
and Personalized Dosage!
Second Example: Codeine and
Cytochrome P450 CYP2D6
Codeine is a commonly used opioid
Codeine is a prodrug
It must be metabolized into morphine for activity
Cytochrome P450 allele CYP2D6 is the
metabolizing enzyme in the liver
7% of Caucasians are missing one copy of the
Cytochrome P450 CYP2D6 gene
codeine does not work effectively in these
individuals
Codeine and Morphine Metabolism!
Cytochrome Oxidase P450
Enzymes!
57 Different active genes!
17 Different families!
CYP1, CYP2 and CYP3 are primarily involved in
drug metabolism.!
CYP2A6, CYP2B6, CYP2C9 ,CYP2C19, CYP2D6,
CYP2E1 and CYP3A4 are responsible for
metabolizing most clinically important drugs!
Polymorphic!
Cytochrome!
P-450s!
2006 American Medical Association. All rights reserved
Effect of Metabolic Rate on Drug
Dosage!
2006 American Medical Association. All rights reserved
Warfarin: Significant Problems
for Rats!!
Warfarin: Significant Problems for Humans!!
Ranks #1 in total mentions of deaths for drugs causing adverse
events (from death certificates)
Ranks among the top drugs associated hospital emergency room
visits for bleeding
Overall frequency of major bleeding range from 2% to 16%
(versus 0.1% for most drugs)
Minor bleeding event rates in randomized control trials of new
anticoagulants has been as high as 29% per year.
Warfarin: Significant Problems for Humans!!
Case Report July 2, 2008!
Company director dies of brain hemorrhage
after heading a football!
Consultant neurosurgeon told the inquest
the warfarin effect was probably the cause of
the death!
It can happen to anyone!!
Other Warfarin Patients!
Case Report July 2, 2008!
Joseph Stalin!
Why Maintaining Warfarin"
Therapeutic Range is Critical!
European Atrial Fibrillation Trial Study Group, N Engl J Med 1995;333:5-10.!
Finding Doses to Maintain Therapeutic
Anticoagulation is Largely Trial and Error!
Warfarin Levels Depend on Two
Enzymes CYP2C9 & VKORC1!
Estimated Warfarin Dose (mg/day)
Based on Genotypes!
Frequency of VKORC1 Alleles"
in Various Populations!
Sconce et al. Blood 2005, Yuan et al. Human Mol Genetics 2005, Schelleman et al.
Clin Pharmacol Ther 2007, Montes et al Br J Haemat 2006!
Genetic Analysis Permits!
More rapid determination of stable therapeutic
dose.
Better prediction of dose than clinical methods
alone.
Applicable to the 70-75% of patients not in
controled anticoagulation centers.
Reduces between 4,500 and 22,000 serious
bleeding events annually.
Genetic testing now required by FDA
Another Anticoagulant Clopidogrel
(Plavix) and CYP2C19 Alleles!
"
!
23andMe!
Drug Response!
Reports!
What are Targeted Drugs?!
Often, drugs are only effective in specific subpopulations (responders).
Early identification of responders can have a
dramatic effect of treatment success.
Treatment of non-responders puts these
individuals at unnecessary risk of adverse
events, while providing no benefit.
Personalized Medicine allows the identification
of responders and non-responders for targeted
therapies.
This is happening today!
Personalized Drugs!
Hercep*n
Erbitux
Tarceva
Straeera
6-MP
An*virals
(breast
cancer,
target:
Her2/neu)
(colorectal
cancer,
target:
EGFR)
(lung
cancer,
target:
EGFR)
(aeen*on-decit/hyperac*vity
disorder,
Metabolism:
P4502D6)
(leukemia,
Metabolism:
TPMT)
(i.e.
resistance
based
on
form
of
HIV)
etc.
and
the
list
is
growing
rapidly
...
FDA Requires Genetic Tests"
for Certain Therapies!
Courtesy of Michelle Whirl-Carillo!
Roche Chip for Cytochrome P450"
Genes: CYPC19 and CYP2D6 !
Xie and Frueh, Pharmacogenomics steps toward Personalized Medicine, Personalized Medicine 2005, 2,
325-337!
AMA Course on Pharmacogenomics
and Personalized Medicine!
http://ama.learn.com
2006 American Medical Association. All rights reserved
I. Key Concepts and Terms
Monogenic: due to allelic variation at a single
gene
Polygenic: due to variations at two or more
genes
Polymorphic: frequently occurring monogenic
variants occurring at a frequency
>1%
154
Frequency
Normal Distribution
Activity
155
Polymorphic Distribution
From Pratt WB,Taylor P. Fig 7-5b
156
GENETIC
POLYMORPHISMS
Pharmacokinetic
Transporters
Plasma protein binding
Metabolism
Pharmacodynamic
Receptors
Ion channels
Enzymes
Immune molecules
157
From: Evans
WE, Relling MV.
Pharmacogenom
ics: Translating
functional
genomics into
rational
therapeutics.
Science
286:487-491,
1999.
158
II. Genetic polymorphisms in drug
metabolizing enzymes
From: Evans WE, Relling MV. Pharmacogenomics: Translating functional genomics
into rational therapeutics. Science 286:487-491, 1999.
A. Atypical Plasma Cholinesterase
SUCCINYLCHOLINE
+
(H3C)3NH2CH2C O C CH2CH2
choline
+
C O CH2CH2N(CH3)3
succinylmonocholine
Hydrolysis by pseudocholinesterase
a rapid acting, rapid recovery muscle relaxant - 1951
usual paralysis lasted 2 to 6 min in patients
occasional pt exhibited paralysis lasting hrs
cause identified as an atypical plasma cholinesterase
160
Atypical plasma cholinesterase has 1/100 the
affinity for succinylcholine as normal enzyme
occurs in 1:2500 individuals
tested clinically via the abilityof dibucaine to inhibit
esterase hydrolysis of benzoylcholine
% Inhibition
Typical
Atypical
100
80
60
40
20
0
normal enzyme inhibited > 70%
abnormal inhibited < 30%
-6
-4
log molar dibucaine conc.
Adapted from: Pharmac Ther 47:35-60, 1990.
161
Atypical plasma cholinesterase has 1/100 the
affinity for succinylcholine as normal enzyme
occurs in 1:2500 individuals
tested clinically via the abilityof dibucaine to inhibit
esterase hydrolysis of benzoylcholine
Family studies indicate variability in plasma
cholinesterase activity consistent with 2 allelic,
autosomal, codominant genes
other variant forms exist as well
162
B. Glucose-6-phosphate dehydrogenase activity
Effects >100 million worldwide
R-NH2
HMP Shunt
G-6-PD
Dependent
CYP
MPO
PGH Synthase
NADP+ or
GSSG(?)
NADPH
or GSH(?)
R-NOH
O2
R-NOH
HgbFe+2
R-NO
HgbFe+3
GSH
Semi-mercaptal
sulfinamide
R-NH2
ERYTHROCYTE
NAD+
MetHgb
Reductase
Reactive
Oxygen
NADH
Splenic
Sequestration
SOD
Catalase
GSH Peroxidase
Detoxification
Hemolytic
Anemia
163
Drugs and Chemicals Unequivocally
Demonstrated to Precipitate Hemolytic Anemia
in Subjects with G6PD Deficiency
Acetanilide
Nitrofurantoin
Methylene Blue
Sulfacetamide
Naphthalene
Sulfanilamide
Sulfamethoxazole
Primaquine
Nalidixic Acid
Sulfapyridine
164
INCIDENCE OF G6PD DEFICIENCY IN
DIFFERENT ETHNIC POPULATIONS
Ethnic Group
Incidence(%)
Ashkenazic Jews
0.4
Sephardic Jews
Kurds
53
Iraq
24
Persia
15
Cochin
10
Yemen
5
North Africa
<4
Iranians
Greeks
8
0.7-3
165
INCIDENCE OF G6PD DEFICIENCY IN
DIFFERENT ETHNIC POPULATIONS
Ethnic Group
Incidence(%)
Asiatics
Chinese
2
Filipinos
13
Indians-Parsees
16
Javanese
13
Micronesians
<1
166
C. N-ACETYLTRANSFERASE ACTIVITY
Distribution of plasma isoniazid concentration in 483 subjects
after and oral dose. Reproduced from Evans DAP. Br Med J 2:485, 1960.
167
NAT1*4
NAT2*4
PABA
PAS
SMX
PA
DDS
SMZ
AF
NAT2*5A
NAT2*6A
NAT2*7A
Modified from Grant DM. Pharmacogenetics 3:45-52, 1993
168
ETHNIC DIFFERENCES IN THE DISTRIBUTION OF
ACETYLATOR PHENOTYPE
Population
South Indians
Caucasians
Blacks
Eskimos
Japanese
Chinese
% Slow
% Hetero Fast
59
58.6
54.6
10.5
12
22
35.6
35.9
38.6
43.8
45.3
49.8
% Homo Fast
5.4
5.5
6.8
45.7
42.7
28.2
From: Kalo W. Clin Pharmacokinet 7:373-4000, 1982.
169
XENOBIOTICS SUBJECT TO
POLYMORPHIC ACETYLATION IN MAN
Hydrazines
Arylamines
isoniazid
dapsone
hydralazine
procainamide
phenylzine
sulfamethazine
acetylhydrazine
sulfapyridine
hydrazine
aminoglutethimide
Carcinogenic
Arylamines
benzidine
-naphthylamine
4-aminobiphenyl
Drugs metabolized to amines
sulfasalazine
nitrazepam
clonazepam
caffeine
170
ADVERSE EFFECTS TO
SULFASALAZINE IN PATIENTS WITH
INFLAMMATORY BOWEL DISEASE
SULFASALAZINE
H
N
COOH
O
S
N N
OH
COOH
H
N
O
S
O
SULFAPYRIDINE
NH2
H2 N
OH
5-AMINOSALICYLIC ACID
171
ADVERSE EFFECTS TO
SULFASALAZINE IN PATIENTS WITH
INFLAMMATORY BOWEL DISEASE
Frequency of side effect
Slow Acetylators Fast Acetylators
Side Effect
9
1
cyanosis
5
0
hemolysis
6
0
transient reticulocytosis
Data from: Das et al. N Engl J Med 289:491-495, 1973.
172
Relationship Between Onset of Lupus Syndrome in
Fast and Slow Acetylators Receiving Procainamide. Data
from: Woosley RL, et al. N Engl J Med 298:1157-1159, 1978.
% of pts with lupus
120
100
80
60
Slow Acetylators
40
Fast Acetylators
20
0
0
20
40
60
80
100
Duration of Therapy (months)
173
PROCAINAMIDE
O
(H3CH2C)2NH2CH2CHN
CYP450
NH2
NAT
O
(H3CH2C)2NH2CH2CHN
PROCAINAMIDE HYDROXYLAMINE
NHOH
(H3CH2C)2NH2CH2CHN
NH CCH3
N-ACETYLPROCAINAMIDE
174
Distribution of acetylator phenotype in control
subjects and those experiencing a sulfonamide
hypersensitivity reaction.
Rieder et al. Clin Pharmacol Ther 49:13-17, 1991.
Percentage of Subjects
100
Control
HS
80
60
40
20
0
SLOW
FAST
175
SMX-glucuronide
UDPGT
NH2
S
O
H
N
N
O
NAT1
CH3
N-acetyl-SMX
Sulfamethoxazole
(SMX)
CYP2C9
MPO
PGH SYNTHASE
Detox
Nitroso
SMX hydroxylamine
NAT1
O-acetylation
Covalent binding to
cellular macromolecules/
cytotoxicity
Hypersensitivity/
Adverse Reaction
Hydroxamic
acid
N,O-AT
Acetoxy ester
Detoxified metabolite
176
D. CYP2D6 ACTIVITY
OH
CYP2D6
N
C NH
C NH
NH2
NH2
4-HYDROXYDEBRISOQUINE
DEBRISOQUINE
N CH3
N CH3
CYP2D6
H
OH
OCH3
DEXTROMETHORPHAN
DEXTRORPHAN
177
178
DRUGS WHOSE METABOLISM COSEGREGATES WITH DEBRISOQUINE
alprenolol amitriptyline
codeine
desipramine
flecainide fluoxetine
metoprolol nortriptyline
propafenone
bufuralol
encainide
guanoxan
paroxetine
propranolol
clomipramine
ethylmorphine
imipramine
phenformin
179
Plasma metoprolol concentrations in poor (l) and extensive ()
metabolizers of debrisoquine after 200 mg of metoprolol tartrate
administered orally. Redrawn from Lennard MS, et al. NEJM 307:1558-1560, 1982.
180
Dose requirements for nortriptyline in patients with different CYP2D6
Phenotypes. From: Meyer U. Lancet 356:1667, 2000.
181
6-glucuronidation
H3CO
codeine-6-glucuronide
M-6-G
O
O-demethylation
CYP2D6
morphine
NCH3
M-3-G
normorphine
HO
CODEINE
N-demethylation
norcodeine
norcodeine6-glucuronide
182
Effect of Quinidine on the Analgesic Response
to Codeine in Extensive Metabolizers of
CYP2D6 (Phenotyped with Dextromethorphan)
20
EM
15
EM + Q
10
5
0
1 1.5 2 2.5
Time (hr)
EM
Pain
Threshold
(mA)
Morphine Conc
(nM)
Data from: Desmeules J, et al. Eur J Clin Pharmacol 41:23:26, 1991
10
8 EM + Q
6
4
2
0
0
1
Time (hr)
183
What is the cause of hypermetabolizers?
184
Debrisoquine phenotype in subjects
with different CYP2D6 genotypes
Genotype
CYP2D6wt/(CYP2D6L)2
# of
Subjects
9
Metabolic
Ratio
0.33
CYP2D6wt/CYP2D6wt
12
1.50
CYP2D6wt/CYP2D6(A or B)
2.14
CYP2D6B/CYP2D6B
48.84
(CYP2D6L)2 - gene duplication; CYP2D6A - single base deletion
CYP2D6B - multiple point mutations
Data from: Agundez JG et al. Clin Pharmacol Ther 57:265, 1995.
185
From: Dalen P, et al. Clin Pharmacol Ther 63:444-452, 1998.
186
E. CYP2C9 ACTIVITY
Prescribed Daily Warfarin Dose and CYP2C9 Genotype
Warfarin Dose*
5.63 (2.56)
4.88 (2.57)
3.32 (0.94)
4.07 (1.48)
2.34 (0.35)
1.60 (0.81)
Genotype
*1/*1
*1/*2
*1/*3
*2/*2
*2/*3
*3/*3
*Data presented as mean (SD) daily dose in mg
From: Higashi MK, et al. Association between CYP2C9 genetic variants and
anticoagulation-related outcomes during warfarin therapy. JAMA 287:1690-1698, 2002.
187
F. THIOPURINE METHYLTRANSFERASE (TPMT)
6-mercaptopurine
6-methylmercaptopurine
SCH3
SH
N
TPMT
N
H
SAM
N
H
SAH
188
Frequency
TPMT Activity
Distribution of Thiopurine Methyl-transferase Activity.
Reproduced from: Weinshelboum RM, Sladek SL. Am J Hum Genet 32:651-662, 1980.
189
190
G. GENETIC POLYMORPHISMS, MATERNAL
SMOKING AND LOW BIRTH WEIGHT (LBW)
65% of all infant deaths occur among LBW
infants, while LBW infants account for 7.6% of
all live births
Reduction in birth wgt among smoking women
Genotype
CYP1A1 AA
CYP1A1 Aa/aa
Weight Reduction
252 g
520 g
GST1 AA/Aa
GST1 aa
285 g
642 g
Data from: Wang X, et al. JAMA 287:195-2002, 2002.
191
Why are some gliomas
resistant to nitrosourea
alkylating agents?
Evidence suggests this may be
the result of an epigenetic
phenomenon one that does
not involve a change in DNA
sequence.
MGMT methylguanine-DNA
methyltransferase
Methylation of the promoter
region of MGMT may silence
the gene
From: Esteller M, et al. Inactivation of the DNA-repair gene MGMT and the clinical response of
gliomas to alkylating agents. NEJM 243:1350-1354, 2000.
192
From: Esteller M, et al. Inactivation of the DNA-repair gene MGMT and the clinical response of
gliomas to alkylating agents. NEJM 243:1350-1354, 2000.
193
From: Esteller M, et al. Inactivation of the DNA-repair gene MGMT and the clinical response of
gliomas to alkylating agents. NEJM 243:1350-1354, 2000.
194
195
Future Role of SNPs and Pharmacogenetics
SNP - Single Nucleotide Polymorphisms
. G G T A A C T G
. G G C A A C T G ...
AS of February 2001, 1.42 million SNPs had
been identified in the human genome.
196
Patients with efficacy
in clinical trials
Patients without efficacy
in clinical trials
Predictive of efficacy
Predictive of no efficacy
197