CARDIOVASCULAR
PHARMACOGENOMICS: CURRENT
STATUS AND FUTURE DIRECTIONS
2016-08-12
서브인턴 이종희
PHARMACOGENOMICS
—BACKGROUND
• Variants in genes ↔ variable outcomes of drug therapy
• Initial discoveries:
- Focused on ‘outlier populations’
- Hemolysis in African-American soldiers exposed to
antimalarials in WWII (later discovered to be related to
G6PD deficiency)
- Prolonged paralysis after succinylcholine due to
pseudocholinesterase deficiency
- Malignant hypothermia after exposure to general
anesthesia now recognized to be due to mutations in
the skeletal muscle ryanodine release channel encoded
by RYR1
• Outliers often reflect the presence of single variants with
very large effect sizes.
CLASSES OF GENES
MODULATING DRUG ACTION
• PK –A, D, M, E
• PD –effect sizes
• Commonest route of metabolism: initial drug oxidation by
specific member(s) of CYP superfamily (most commonly
implicated enzymes being CYP3A4, CYP2D6, CYP2C9, CYP2C19)
 Drug metabolites may exert pharmacologic actions similar to,
different from, or more potent than those of a parent drug.
• Absorption, distribution, and elimination: specific drug
transport molecules accomplish drug uptake and/or efflux from
specific cells—multi-drug and toxin extrusion proteins 1 and 2
(MATE1 and MATE2), SLCO1B1, mediating hepatocyte uptake of
multiple statins, and ABCB1, encoding P-glycoprotein, a widely
expressed drug efflux pump.
CLASSES OF GENES
MODULATING DRUG ACTION
• Studies identifying one gene in which a loss-of-function
variant can produce very large effects
• ’high risk pharmacokinetics‘—a situation in which drug
concentrations are dependent on the normal function of a
single-drug metabolism pathway
• DNA variants (or drug interactions) that reduce function of
the pathway can profoundly affect drug concentrations
and, in turn, drug effects.
COMMONLY USED
CARDIOVASCULAR DRUGS
• Clopidogrel
• Warfarin
• Statin
• Each serves as a model for the discovery and
implementation aspects of pharmocogenetics.
CLOPIDOGREL
• Anti-platelet drug, first approved in the late 1990s
• The fact that CYP2C19 function is critical for its bioactivation
was first described in 2006.
• Loss of function variant in CYP2C19 with decreased
clopidogrel efficacy—CYP2C19*2(higher among Asians than
among Caucasians), CYP2C19*3(absent in Africans to ~15% in
East Asians)
• Variants associated with increased CYP2C19 metabolic
activity, increased clopidogrel effect—CYP2C19*17
• ABCB1, PON1 have been implicated as modulating
clopidogrel activity— but, PON1 finding has been failed to be
replicated.
WARFARIN
• More active enantiomer, S-warfarin, is bioactivated by
CYP2C9—*2 reducing function and *3 nearly completely
eliminating function.
• Coding region variants in a vitamin K complex gene termed
VKORC1 were identified as the cause of warfarin resistance,
in which very large dosages of the drug produce no
anticoagulant effect.
• Thus, individuals expressing more VKORC1 required greater
warfarin doses.
• In GWAS, VKORC1 and CYP2C9 variations identified to
contribute up to 50% of the variability in steady-state warfarin
dose requirement.
• CYP4F2 – variation in a third gene, also related to warfarin
response
WARFARIN
• In late 2013, three randomized clinical trials asking
whether routinely incorporating genetic variant
information into initial warfarin dosing would improve time
in the therapeutic range during the subsequent 30 or 90
days were published.
• Two compared clinical algorithms to clinical pus genetic
algorithms and showed no difference in time in
therapeutic range.
• Third compared a clinical plus genetic algorithm to an
empiric(fixed dose) loading algorithm and demonstrated
improvement in time in therapeutic range.
HEPARIN-INDUCED
THROMBOCYTOPENIA
• A GWAS identified a significant association with SNPs
near the T-cell death-associated gene 8.
• SNPs in the HLA-DRA region were also associated with
heparin-induced thrombocytopenia.
STATINS
• Efficacy judged by the extent of LDL level decrease and extent
of prevention of myocardial infarction and other important
vascular events
• Myotoxicity also considered
• SNPs in the HMG CoA-reductase gene
• APOE genotype also strongly associated with th extent to which
multiple statins lowered LDL in diabetics
• Another reported that that extent to which simvastatin lowered LDL
was modulated by an intronic variant in CYP3A4 (CYP3A4*22,
reducing function).
• Variant in calmin(CLMN) gene
• SNP in ADAMTS1
• SNP in LPA (G allele at rs10455872)
• common SNP in SLCO1B1 as a risk factor for myopathy during
statin treatment
ARRHYTHMIA GENOMICS
• A common framework for analyzing risk of drug-induced QT
prolongation and risk for torsades de pointes is ‘reduced
repolarization reserve’
• Related to drug block of the potassium current, encoded by
KCNH2, combined with other factors such as hypokalemia,
bradycardia, and ion channel mutations.
• A large candidate gene survey in 176 cases and 1044
controls found rs1805128, a non-synonymous (D85N) variant
in the potassium channel subunit KCNE1 was present in 8.6%
of cases.
• A GWAS of 216 cases and 771 controls did not find any
genome-wide significance, arguing against a role for
common variants in drug-induced long QT syndrome.
ARRHYTHMIA GENOMICS
• For atrial fibrillation, genome-wide approaches have
identified common SNPs at 4q25 as risk factors; the
nearest gene, PITX2, encoding a transcription factor
important for left-right cardiac differentiation and
development of the ‘pulmonary’ myocardium, an important
site of AF initiation, thus being a strong candidate gene.
• SNPs at the 4q25 locus also predict recurrent AF after
cardioversion and AF ablation.
 If validated, these results could be used for selecting
better therapeutic strategies and specific drugs in AF.
GENOMIC APPROACHES TO
IDENTIFYING NEW MECHANISMS
FOR DRUG ACTION
• Studies with PCSK9
- Identified gain-of-function variants as a rare cause of familial
hypercholesterolemia
- Followed by examining the relationship between loss-of-
function PCSK9 variants and heart disease
• Variant carriers had 28% lower mean LDL values, and 88%
less coronary artery disease risk over 15 years, identifying
PCSK8 as a potential drug target in CAD.
• Paradigm using genetic approaches to link clear loss-of-
function variants to desirable clinical outcomes is now being
applied more.
• Very rare loss-of-function variants in NPC1L1, encoding
ezetemibe target, less common in subjects with coronary
artery disease, more common in controls  cardioprotective
effect of ezetemibe
• Also, rare loss-of-function variants in APOC3 associated with
lower TG levels
GENOMIC APPROACHES TO
IDENTIFYING NEW MECHANISMS
FOR DRUG ACTION
• Recent studies on the relationship between metabolomic
profiling and gut microbiota.
• Plasma L-carnitine, a component of red meat, is
metabolized by intestinal microbiota, resulting in
TAMO(trimethylamine-N-oxide).
• High plasma L-carnitine, together with high TAMO levels,
predicted risk for prevalent cardiovascular disease.
• TAMO as novel biomarkers for CAD identification
CLINICAL IMPLEMENTATION
AND PHARMACOGENOMICS
• Incorporating genetic variant information into routine clinical
care to improve outcomes by ‘personalizing’ the choice of
drug or drug dose.
• to genotype patients receiving target drugs at the point of
care
• Preemptively imbed multiple pharmacogenomic variants in
the EMR and provide advanced point of care decision support
• An analysis of the first 10,000 subjects participating in
Vanderbilt University’s PREDICT preemptive
pharmacogenetic testing program highlighted the fact that
the vast majority (91%) of subjects harbored a variant likely
to affect the prescribing of one of five target drugs (warfarin,
clopidogrel, simvastatin, tacrolimus, or thiopurines).

Cardiovascular pharmacogenomics

  • 1.
    CARDIOVASCULAR PHARMACOGENOMICS: CURRENT STATUS ANDFUTURE DIRECTIONS 2016-08-12 서브인턴 이종희
  • 2.
    PHARMACOGENOMICS —BACKGROUND • Variants ingenes ↔ variable outcomes of drug therapy • Initial discoveries: - Focused on ‘outlier populations’ - Hemolysis in African-American soldiers exposed to antimalarials in WWII (later discovered to be related to G6PD deficiency) - Prolonged paralysis after succinylcholine due to pseudocholinesterase deficiency - Malignant hypothermia after exposure to general anesthesia now recognized to be due to mutations in the skeletal muscle ryanodine release channel encoded by RYR1 • Outliers often reflect the presence of single variants with very large effect sizes.
  • 3.
    CLASSES OF GENES MODULATINGDRUG ACTION • PK –A, D, M, E • PD –effect sizes • Commonest route of metabolism: initial drug oxidation by specific member(s) of CYP superfamily (most commonly implicated enzymes being CYP3A4, CYP2D6, CYP2C9, CYP2C19)  Drug metabolites may exert pharmacologic actions similar to, different from, or more potent than those of a parent drug. • Absorption, distribution, and elimination: specific drug transport molecules accomplish drug uptake and/or efflux from specific cells—multi-drug and toxin extrusion proteins 1 and 2 (MATE1 and MATE2), SLCO1B1, mediating hepatocyte uptake of multiple statins, and ABCB1, encoding P-glycoprotein, a widely expressed drug efflux pump.
  • 4.
    CLASSES OF GENES MODULATINGDRUG ACTION • Studies identifying one gene in which a loss-of-function variant can produce very large effects • ’high risk pharmacokinetics‘—a situation in which drug concentrations are dependent on the normal function of a single-drug metabolism pathway • DNA variants (or drug interactions) that reduce function of the pathway can profoundly affect drug concentrations and, in turn, drug effects.
  • 5.
    COMMONLY USED CARDIOVASCULAR DRUGS •Clopidogrel • Warfarin • Statin • Each serves as a model for the discovery and implementation aspects of pharmocogenetics.
  • 6.
    CLOPIDOGREL • Anti-platelet drug,first approved in the late 1990s • The fact that CYP2C19 function is critical for its bioactivation was first described in 2006. • Loss of function variant in CYP2C19 with decreased clopidogrel efficacy—CYP2C19*2(higher among Asians than among Caucasians), CYP2C19*3(absent in Africans to ~15% in East Asians) • Variants associated with increased CYP2C19 metabolic activity, increased clopidogrel effect—CYP2C19*17 • ABCB1, PON1 have been implicated as modulating clopidogrel activity— but, PON1 finding has been failed to be replicated.
  • 7.
    WARFARIN • More activeenantiomer, S-warfarin, is bioactivated by CYP2C9—*2 reducing function and *3 nearly completely eliminating function. • Coding region variants in a vitamin K complex gene termed VKORC1 were identified as the cause of warfarin resistance, in which very large dosages of the drug produce no anticoagulant effect. • Thus, individuals expressing more VKORC1 required greater warfarin doses. • In GWAS, VKORC1 and CYP2C9 variations identified to contribute up to 50% of the variability in steady-state warfarin dose requirement. • CYP4F2 – variation in a third gene, also related to warfarin response
  • 8.
    WARFARIN • In late2013, three randomized clinical trials asking whether routinely incorporating genetic variant information into initial warfarin dosing would improve time in the therapeutic range during the subsequent 30 or 90 days were published. • Two compared clinical algorithms to clinical pus genetic algorithms and showed no difference in time in therapeutic range. • Third compared a clinical plus genetic algorithm to an empiric(fixed dose) loading algorithm and demonstrated improvement in time in therapeutic range.
  • 9.
    HEPARIN-INDUCED THROMBOCYTOPENIA • A GWASidentified a significant association with SNPs near the T-cell death-associated gene 8. • SNPs in the HLA-DRA region were also associated with heparin-induced thrombocytopenia.
  • 10.
    STATINS • Efficacy judgedby the extent of LDL level decrease and extent of prevention of myocardial infarction and other important vascular events • Myotoxicity also considered • SNPs in the HMG CoA-reductase gene • APOE genotype also strongly associated with th extent to which multiple statins lowered LDL in diabetics • Another reported that that extent to which simvastatin lowered LDL was modulated by an intronic variant in CYP3A4 (CYP3A4*22, reducing function). • Variant in calmin(CLMN) gene • SNP in ADAMTS1 • SNP in LPA (G allele at rs10455872) • common SNP in SLCO1B1 as a risk factor for myopathy during statin treatment
  • 11.
    ARRHYTHMIA GENOMICS • Acommon framework for analyzing risk of drug-induced QT prolongation and risk for torsades de pointes is ‘reduced repolarization reserve’ • Related to drug block of the potassium current, encoded by KCNH2, combined with other factors such as hypokalemia, bradycardia, and ion channel mutations. • A large candidate gene survey in 176 cases and 1044 controls found rs1805128, a non-synonymous (D85N) variant in the potassium channel subunit KCNE1 was present in 8.6% of cases. • A GWAS of 216 cases and 771 controls did not find any genome-wide significance, arguing against a role for common variants in drug-induced long QT syndrome.
  • 12.
    ARRHYTHMIA GENOMICS • Foratrial fibrillation, genome-wide approaches have identified common SNPs at 4q25 as risk factors; the nearest gene, PITX2, encoding a transcription factor important for left-right cardiac differentiation and development of the ‘pulmonary’ myocardium, an important site of AF initiation, thus being a strong candidate gene. • SNPs at the 4q25 locus also predict recurrent AF after cardioversion and AF ablation.  If validated, these results could be used for selecting better therapeutic strategies and specific drugs in AF.
  • 13.
    GENOMIC APPROACHES TO IDENTIFYINGNEW MECHANISMS FOR DRUG ACTION • Studies with PCSK9 - Identified gain-of-function variants as a rare cause of familial hypercholesterolemia - Followed by examining the relationship between loss-of- function PCSK9 variants and heart disease • Variant carriers had 28% lower mean LDL values, and 88% less coronary artery disease risk over 15 years, identifying PCSK8 as a potential drug target in CAD. • Paradigm using genetic approaches to link clear loss-of- function variants to desirable clinical outcomes is now being applied more. • Very rare loss-of-function variants in NPC1L1, encoding ezetemibe target, less common in subjects with coronary artery disease, more common in controls  cardioprotective effect of ezetemibe • Also, rare loss-of-function variants in APOC3 associated with lower TG levels
  • 14.
    GENOMIC APPROACHES TO IDENTIFYINGNEW MECHANISMS FOR DRUG ACTION • Recent studies on the relationship between metabolomic profiling and gut microbiota. • Plasma L-carnitine, a component of red meat, is metabolized by intestinal microbiota, resulting in TAMO(trimethylamine-N-oxide). • High plasma L-carnitine, together with high TAMO levels, predicted risk for prevalent cardiovascular disease. • TAMO as novel biomarkers for CAD identification
  • 15.
    CLINICAL IMPLEMENTATION AND PHARMACOGENOMICS •Incorporating genetic variant information into routine clinical care to improve outcomes by ‘personalizing’ the choice of drug or drug dose. • to genotype patients receiving target drugs at the point of care • Preemptively imbed multiple pharmacogenomic variants in the EMR and provide advanced point of care decision support • An analysis of the first 10,000 subjects participating in Vanderbilt University’s PREDICT preemptive pharmacogenetic testing program highlighted the fact that the vast majority (91%) of subjects harbored a variant likely to affect the prescribing of one of five target drugs (warfarin, clopidogrel, simvastatin, tacrolimus, or thiopurines).