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Doug Brutlag 2011
Genomics, Bioinformatics & Medicine
http://biochem158.stanford.edu/
Pharmacogenomics
http://biochem158.stanford.edu/Drug-Development.html
Doug Brutlag
Professor Emeritus of Biochemistry and Medicine
brutlag@stanford.edu
Doug Brutlag 2011
Personalized Medicine
Courtesy of Felix W. Frueh US FDA
Doug Brutlag 2011
Personalized Medicine
• Medicine is personal:
o We are all different.
o Some of our differences translate into how we react to drugs
as individuals.
o 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 don’t?
• Why do some people get cancer and others don’t?
• Why is anecdotal information irrelevant to your own
health and treatment?
Doug Brutlag 2011
Is Medicine a Science or an Art?
If it were not for the great variability among
individuals, medicine might well be a science,
not an art.
o Sir William Osler, Physician 1892
o Johns Hopkins School of Medicine
o Johns Hopkins Hospital
o Father of modern medicine
Doug Brutlag 2011
Variability of Disease
Variability of Disease
Courtesy Felix W. Frueh
Doug Brutlag 2011
The Goal of Personalized Medicine
• The Right Dose of
• The Right Drug for
• The Right Indication for
• The Right Patient at
• The Right Time.
Courtesy Felix W. Frueh
Doug Brutlag 2011
Pharmacogenetics & Pharmacogenomics
• Pharmacogenetics: The role of genetics in
drug responses.
o F. Vogel. 1959
• Pharmacogenomics: The science that allows
us to predict a response to drugs based on
an individuals genetic makeup.
o Felix Frueh, Associate Director of Genomics, FDA
Courtesy Felix W. Frueh
Doug Brutlag 2011
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)
o PharmGKB Website: http://www.pharmgkb.org/
Courtesy of Michelle Whirl-Carillo
Doug Brutlag 2011
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-thioguanine azathioprine
6-mercaptopurine
Doug Brutlag 2011
Metabolism of 6-MP
L Wang and R Weinshilboum, Oncogene 25, 1629-1638 (2006)
Doug Brutlag 2011
Pharmacogenetics: A Case Study
Courtesy of Michelle Whirl-Carillo
Doug Brutlag 2011
Pharmacogenetics: A Case Study
Courtesy of Michelle Whirl-Carillo
Doug Brutlag 2011
Pharmacogenetics: A Case Study
Courtesy of Michelle Whirl-Carillo
Doug Brutlag 2011
Thiopurine S-methyl Transferase Activity
and Personalized Dosage
Eichelbaum et al., Annu. Rev. Med. 2006.57:119-137.
Doug Brutlag 2011
Second Example: Codeine and
Cytochrome P450 CYP2D6
• Codeine is a commonly used opioid
o Codeine is a prodrug
o 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
o codeine does not work effectively in these
individuals
Courtesy of Michelle Whirl-Carillo
Doug Brutlag 2011
Codeine and Morphine Metabolism
Courtesy of Michelle Whirl-Carillo
Doug Brutlag 2011
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
Doug Brutlag 2011
© 2006 American Medical Association. All rights reserved
Polymorphic
Cytochrome
P-450s
Doug Brutlag 2011
Effect of Metabolic Rate on Drug Dosage
© 2006 American Medical Association. All rights reserved
Doug Brutlag 2011
Warfarin: Significant Problems for Rats!
Doug Brutlag 2011
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.
Doug Brutlag 2011
Warfarin: Significant Problems for Humans!
• Case Report July 2, 2008
o Company director dies of brain
hemorrhage after heading a football
o Consultant neurosurgeon told the
inquest the warfarin effect was
probably the cause of the death
o It can happen to anyone!
• Other Warfarin Patients
• Case Report July 2, 2008
o Joseph Stalin
Doug Brutlag 2011
Why Maintaining Warfarin
Therapeutic Range is Critical
European Atrial Fibrillation Trial Study Group, N Engl J Med 1995;333:5-10.
Doug Brutlag 2011
Finding Doses to Maintain Therapeutic
Anticoagulation is Largely Trial and Error
Doug Brutlag 2011
Warfarin Levels Depend on Two
Enzymes – CYP2C9 & VKORC1
Doug Brutlag 2011
Estimated Warfarin Dose (mg/day) Based
on Genotypes
Doug Brutlag 2011
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
Doug Brutlag 2011
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
Doug Brutlag 2011
Another Anticoagulant Clopidogrel
(Plavix) and CYP2C19 Alleles
Doug Brutlag 2011
23andMe
Drug Response
Reports
Doug Brutlag 2011
What are Targeted Drugs?
• Often, drugs are only effective in specific
“sub-populations” (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!
Doug Brutlag 2011
Doug Brutlag 2011
Personalized Drugs
• Herceptin (breast cancer, target: Her2/neu)
• Erbitux (colorectal cancer, target: EGFR)
• Tarceva (lung cancer, target: EGFR)
• Strattera (attention-deficit/hyperactivity
disorder, Metabolism: P4502D6)
• 6-MP (leukemia, Metabolism: TPMT)
• Antivirals (i.e. resistance based on form of
HIV)
• etc. and the list is growing rapidly ...
Doug Brutlag 2011
FDA Requires Genetic Tests
for Certain Therapies
Courtesy of Michelle Whirl-Carillo
Doug Brutlag 2011
Roche Chip for Cytochrome P450
Genes: CYPC19 and CYP2D6
Xie and Frueh, Pharmacogenomics steps toward Personalized Medicine, Personalized Medicine 2005, 2, 325-337
Doug Brutlag 2011
AMA Course on Pharmacogenomics and
Personalized Medicine
http://ama.learn.com © 2006 American Medical Association. All rights reserved

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45961.ppt

  • 1. Doug Brutlag 2011 Genomics, Bioinformatics & Medicine http://biochem158.stanford.edu/ Pharmacogenomics http://biochem158.stanford.edu/Drug-Development.html Doug Brutlag Professor Emeritus of Biochemistry and Medicine brutlag@stanford.edu
  • 2. Doug Brutlag 2011 Personalized Medicine Courtesy of Felix W. Frueh US FDA
  • 3. Doug Brutlag 2011 Personalized Medicine • Medicine is personal: o We are all different. o Some of our differences translate into how we react to drugs as individuals. o 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 don’t? • Why do some people get cancer and others don’t? • Why is anecdotal information irrelevant to your own health and treatment?
  • 4. Doug Brutlag 2011 Is Medicine a Science or an Art? If it were not for the great variability among individuals, medicine might well be a science, not an art. o Sir William Osler, Physician 1892 o Johns Hopkins School of Medicine o Johns Hopkins Hospital o Father of modern medicine
  • 5. Doug Brutlag 2011 Variability of Disease Variability of Disease Courtesy Felix W. Frueh
  • 6. Doug Brutlag 2011 The Goal of Personalized Medicine • The Right Dose of • The Right Drug for • The Right Indication for • The Right Patient at • The Right Time. Courtesy Felix W. Frueh
  • 7. Doug Brutlag 2011 Pharmacogenetics & Pharmacogenomics • Pharmacogenetics: The role of genetics in drug responses. o F. Vogel. 1959 • Pharmacogenomics: The science that allows us to predict a response to drugs based on an individuals genetic makeup. o Felix Frueh, Associate Director of Genomics, FDA Courtesy Felix W. Frueh
  • 8. Doug Brutlag 2011 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) o PharmGKB Website: http://www.pharmgkb.org/ Courtesy of Michelle Whirl-Carillo
  • 9. Doug Brutlag 2011 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-thioguanine azathioprine 6-mercaptopurine
  • 10. Doug Brutlag 2011 Metabolism of 6-MP L Wang and R Weinshilboum, Oncogene 25, 1629-1638 (2006)
  • 11. Doug Brutlag 2011 Pharmacogenetics: A Case Study Courtesy of Michelle Whirl-Carillo
  • 12. Doug Brutlag 2011 Pharmacogenetics: A Case Study Courtesy of Michelle Whirl-Carillo
  • 13. Doug Brutlag 2011 Pharmacogenetics: A Case Study Courtesy of Michelle Whirl-Carillo
  • 14. Doug Brutlag 2011 Thiopurine S-methyl Transferase Activity and Personalized Dosage Eichelbaum et al., Annu. Rev. Med. 2006.57:119-137.
  • 15. Doug Brutlag 2011 Second Example: Codeine and Cytochrome P450 CYP2D6 • Codeine is a commonly used opioid o Codeine is a prodrug o 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 o codeine does not work effectively in these individuals Courtesy of Michelle Whirl-Carillo
  • 16. Doug Brutlag 2011 Codeine and Morphine Metabolism Courtesy of Michelle Whirl-Carillo
  • 17. Doug Brutlag 2011 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
  • 18. Doug Brutlag 2011 © 2006 American Medical Association. All rights reserved Polymorphic Cytochrome P-450s
  • 19. Doug Brutlag 2011 Effect of Metabolic Rate on Drug Dosage © 2006 American Medical Association. All rights reserved
  • 20. Doug Brutlag 2011 Warfarin: Significant Problems for Rats!
  • 21. Doug Brutlag 2011 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.
  • 22. Doug Brutlag 2011 Warfarin: Significant Problems for Humans! • Case Report July 2, 2008 o Company director dies of brain hemorrhage after heading a football o Consultant neurosurgeon told the inquest the warfarin effect was probably the cause of the death o It can happen to anyone! • Other Warfarin Patients • Case Report July 2, 2008 o Joseph Stalin
  • 23. Doug Brutlag 2011 Why Maintaining Warfarin Therapeutic Range is Critical European Atrial Fibrillation Trial Study Group, N Engl J Med 1995;333:5-10.
  • 24. Doug Brutlag 2011 Finding Doses to Maintain Therapeutic Anticoagulation is Largely Trial and Error
  • 25. Doug Brutlag 2011 Warfarin Levels Depend on Two Enzymes – CYP2C9 & VKORC1
  • 26. Doug Brutlag 2011 Estimated Warfarin Dose (mg/day) Based on Genotypes
  • 27. Doug Brutlag 2011 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
  • 28. Doug Brutlag 2011 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
  • 29. Doug Brutlag 2011 Another Anticoagulant Clopidogrel (Plavix) and CYP2C19 Alleles
  • 30. Doug Brutlag 2011 23andMe Drug Response Reports
  • 31. Doug Brutlag 2011 What are Targeted Drugs? • Often, drugs are only effective in specific “sub-populations” (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!
  • 33. Doug Brutlag 2011 Personalized Drugs • Herceptin (breast cancer, target: Her2/neu) • Erbitux (colorectal cancer, target: EGFR) • Tarceva (lung cancer, target: EGFR) • Strattera (attention-deficit/hyperactivity disorder, Metabolism: P4502D6) • 6-MP (leukemia, Metabolism: TPMT) • Antivirals (i.e. resistance based on form of HIV) • etc. and the list is growing rapidly ...
  • 34. Doug Brutlag 2011 FDA Requires Genetic Tests for Certain Therapies Courtesy of Michelle Whirl-Carillo
  • 35. Doug Brutlag 2011 Roche Chip for Cytochrome P450 Genes: CYPC19 and CYP2D6 Xie and Frueh, Pharmacogenomics steps toward Personalized Medicine, Personalized Medicine 2005, 2, 325-337
  • 36. Doug Brutlag 2011 AMA Course on Pharmacogenomics and Personalized Medicine http://ama.learn.com © 2006 American Medical Association. All rights reserved

Editor's Notes

  1. http://biochem158.stanford.edu/ - you may see a videolectures here http://biochem158.stanford.edu/Drug-Development.html
  2. http://www.pharmgkb.org/ PharmGKB Website: http://www.pharmgkb.org/
  3. L Wang and R Weinshilboum, Oncogene 25, 1629-1638 (2006)
  4. Eichelbaum et al., Annu. Rev. Med. 2006.57:119-137.
  5. Case Report July 2, 2008 Joseph Stalin
  6. Xie and Frueh, Pharmacogenomics steps toward Personalized Medicine, Personalized Medicine 2005, 2, 325-337
  7. AMA Course on Pharmacogenomics and Personalized Medicine http://ama.learn.com