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Pharmacogenetics

Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

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Page 1: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Pharmacogenetics

Page 2: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

You’re at MD at urgent care...

Page 3: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Both need painkillers. You decide on codeine

Codeine is a very common painkiller and is on the list of the World Health

Organization’s Essential Medicines.

How much do you prescribe each of them?

Page 4: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Based on your codeine dose...

Lebron is asleep, constipated, and wakes up only to vomit.

Italian grandma is still in pain

Page 5: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

What do you do now?

Page 6: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Decreased dose for Lebron

Now, he’s getting way less than what you prescribed for a 5year old yesterday, but:

Page 7: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Increased the dose for grandma...

Still in pain?

Page 8: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Give grandma a very small dose of morphine

Page 9: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Codeine is a prodrug

Page 10: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Bioactivation by CYP2D6

Page 11: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Bioactivation by CYP2D6

Page 12: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Bioactivation by CYP2D6

Page 13: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Variation in CYP2D6 activity

1/Efficiency of metabolizing codeine

Page 14: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Variation in CYP2D6 activity

1/Efficiency of metabolizing codeine

Why don’t we have 3 distinct

buckets?

Page 15: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

dbSNP showing CYP2D6 region

Page 16: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB
Page 17: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

CYP2D6 and codeine

Kirchheiner 2007

Death of 3

children in 2012

Ultrametabolizers who take codeine may end up with

50% more morphine in their bodies than the average

person taking the same dose

Page 18: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Pharmacogenetic dream

Page 19: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

You just performed a cesarean section...

Page 20: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

24 hours later...

What may have happened?

Page 21: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

24 hours later...

codeine morphine

codeine morphine

At least one baby has died from this in real life.

Page 22: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Clinical Pharmacogenetics Implementation Consortium

Page 23: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB
Page 24: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Pharmacogenetic testing is safer

https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0170905

Page 25: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

CPIC

Page 26: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

CPICHOW not WHETHER

Page 27: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Cytochrome P450 familyCommon theme: Detoxification of endogenous and environmental compounds. (hormones, drugs, carcinogenic compounds in food, plant chemicals).

One original cytochrome P450 from 2 billion years ago that has duplicated and divided into 14 families.

The recent 'burst' in new P450 genes appears to be the result of animal-plant warfare.

Induction of expression by environmental exposures.

Page 28: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB
Page 29: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB
Page 30: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Cytochrome P450s and genetic variation

Page 31: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Cytochrome P450s and genetic variation

Page 32: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Grapefruit and CYP3A4 inhibition

What type of pharmacogenetic metabolizer group does this mimic?

Page 33: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Types of pharmacogenetic variation

Metabolizer enzymes (like the Cytochrome P450s)

Transporter proteins (control flow of molecules through membranes)

Allergic reactions (like abacavir and HLA-B*15:02 hypersensitivty)

Pharmacodynamic effects (the mechanism of action like ivacaftor in cystic fibrosis)

Page 34: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Warfarin (Coumadin) - anticoagulant

Page 35: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB
Page 36: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Warfarin (Coumadin) - anticoagulant

Page 37: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Narrow therapeutic window

Page 38: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB
Page 39: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Narrow therapeutic window

Lower CYP2C9 activity

Page 40: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Table vs Algorithm. Genetics and warfarin dose

Page 41: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Genetic variation and warfarin dose in Caucasians

The CYP2C9*2 and CYP2C9*3 alleles explain 12% of dose variability.

Two SNPs in VKORC1 explain 30% of dose variability.

How we can get these values of proportions explained?

Page 42: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Warfarin daily dose algorithm (Caucasian only)Coefficients Estimate Standard error P

Intercept 9.468 0.118 < 2 × 10−16

VKORC1 rs9923231 A/G −0.901 0.049 < 2 × 10−16

rs9923231 A/A −2.018 0.067 < 2 × 10−16

CYP2C9 *1/*1 (no *2 or *3 variant) 0

*1/*2 −0.508 0.058 < 2 × 10−16

*1/*3 −0.975 0.070 < 2 × 10−16

*2/*2 −1.102 0.197 3.0 × 10−8

*2/*3 −1.747 0.203 < 2 × 10−16

*3/*3 −3.400 0.330 < 2 × 10−16

Age, y −0.036 0.001 < 2 × 10−16

sexF −0.276 0.046 4.2 × 10−9

Interaction × number of drugs that increase INR† −0.069 0.018 .001

http://www.bloodjournal.org/content/113/4/784?sso-checked=true

Page 43: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Warfarin daily dose algorithm (Caucasian only)

Variants don’t all do the same

thing!

Coefficients Estimate Standard error P

Intercept 9.468 0.118 < 2 × 10−16

VKORC1 rs9923231 A/G −0.901 0.049 < 2 × 10−16

rs9923231 A/A −2.018 0.067 < 2 × 10−16

CYP2C9 *1/*1 (no *2 or *3 variant) 0

*1/*2 −0.508 0.058 < 2 × 10−16

*1/*3 −0.975 0.070 < 2 × 10−16

*2/*2 −1.102 0.197 3.0 × 10−8

*2/*3 −1.747 0.203 < 2 × 10−16

*3/*3 −3.400 0.330 < 2 × 10−16

Age, y −0.036 0.001 < 2 × 10−16

sexF −0.276 0.046 4.2 × 10−9

Interaction × number of drugs that increase INR† −0.069 0.018 .001

Page 44: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

CYP2C9 variation globally

pharmGKB allele frequency tables

Page 45: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB
Page 46: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Knowledge of variant function

pharmvar.org

Page 47: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Knowledge of variant function

CYP2C9*3

pharmvar.org

Page 48: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Knowledge of variant function

CYP2C9*4

CYP2C9*5

CYP2C9*6

pharmvar.org

Page 49: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

VKORC1 More SNPs, more precision?

rs2359612 explained 33.3% (P = 5.78 × 10−73) of dose variability

rs9923231 explained 32.8% (P = 3.97 × 10−72)

Included together, they explain 34% of variability.

Why?

Page 50: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Let’s look up our SNPs on LDpop

https://ldlink.nci.nih.gov/?tab=ldpop

rs9923231 and rs2359612(use r2)Look at CEU, YRI, CHB and JPT.

Page 51: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB
Page 52: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Let’s look up our SNPs on LDpop

https://ldlink.nci.nih.gov/?tab=ldpop

rs9923231 and rs2359612CEU: 1.0YRI: 0.13CHB: 1.0JPT: 1.0

Page 53: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Let’s look up our SNPs on LDpop

https://ldlink.nci.nih.gov/?tab=ldpop

rs9923231 and rs2359612CEU: 1.0YRI: 0.13CHB: 1.0JPT: 1.0

In African Americans, VKORC1 genotype still matters, but results in ½ the effect size as in

these other populations

Page 54: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

African American as a variable

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4513254/

Page 55: Pharmacogenetics - University of Washington...sexF −0.276 0.046 4.2 × 10−9 Interaction × number of drugs that increase INR † −0.069 0.018 .001 CYP2C9 variation globally pharmGKB

Summary

• Genetics can change drug response by altering drug target, drug metabolism, and drug transport, and by triggering allergies. Using genetic information can improve toxicity and efficacy of drugs.

• These variants only matter when faced with an external substance.

• Frequencies of variants vary greatly across the world.

• Genetic tests can inform treatment but are based incomplete information (complex biological systems and limited understanding of functional effects of variants).