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Towards  Personalized Medicine Michel Dumontier, Ph.D. Assistant Professor of Bioinformatics Department of Biology, Institute of Biochemistry, School of Computer Science Carleton University Ottawa Institute for Systems Biology Ottawa-Carleton Institute for Biomedical Engineering
Drug Development Life Cycle Years 0  2  4  6  8  10  12  14  16 Discovery  Preclinical Testing (Lab and Animal Testing) Phase I (20-30 Healthy Volunteers used to  check for safety and dosage) Phase II (100-300 Patient Volunteers used to  check for efficacy and side effects) Phase III (1000-5000 Patient Volunteers used to monitor reactions to  long-term drug use) FDA Review & Approval Post-Marketing  Testing
Drug Discovery aims to identify a lead compound ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The development phase evaluates drug effectiveness ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Adverse Drug Reactions ,[object Object],[object Object],[object Object],Known side effects Unavoidable Avoidable Medication errors Product quality defects Preventable adverse events Injury or death ,[object Object],[object Object],[object Object],[object Object]
LIPITOR: Known Side Effects ,[object Object],[object Object]
VIOXX: Unknown Side Effects Treatment for Acute Pain increased risk of heart attack and stroke (after 18 months)
FDA: Center for Drug Evaluation and Research 2003 - Report to the Nation
Cost of developing drugs ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Drug Development & Costs ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
R&D Spending and New Medicines ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],PhRMA Annual Report 2005-2006
An Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Most drugs approved are only slightly modified
Less innovative than you think
The Hatch-Waxman Act (1984) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Profits as a Percentage of Assets, 2002 Top 7 of Fortune 500 Industries Source: Fortune Magazine, April 14, 2003
[object Object],[object Object],[object Object],[object Object],The Drug Business
 
Agouron Pharmaceuticals ,[object Object],[object Object],[object Object],Gelatinase A
MMPI in Cancer Therapy ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Melissa Passino. Structural Bioinformatics in Drug Discovery.
[object Object],[object Object],MMP catalysis Whittaker et al.  Chem. Rev.   1999 ,  99 , 2735-2776
Peptidic hydroxamate inhibitors ,[object Object],[object Object],[object Object]
Finding drug leads ,[object Object],[object Object],[object Object]
Combinatorial Chemistry ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
combinatorial synthesis of non-peptide drugs  + 1) 2) RXN 1 RXN 2
Structure-Based Docking Methods ,[object Object],[object Object],[object Object],[object Object],[object Object]
Importance of Structural Bioinformatics ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Structural bioinformatics to design nonpeptidic hydroxylates oral bioavailabity binding anti-growth anti-metastasis repeat…
Prinomastat ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object]
 
Major sources of variation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Genetics as the basis for variability in drug response ,[object Object],[object Object],[object Object],[object Object],[object Object]
Personalized Medicine ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Benefits of Personalized Medicine ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Personalized Medicine :  BiDil ,[object Object],[object Object],[object Object],[object Object]
Pharmacokinetics  and  pharmacodynamics  are essential to assess the drug efficacy. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
 
 
Codeine Metabolism ,[object Object],[object Object],[object Object],[object Object],[object Object],Gasche Y et al. Codeine intoxication associated with ultrarapid CYP2D6 metabolism. NEJM 2004
Drug-Metabolizing Enzymes Pharmacogenomics: Translating Functional Genomics into Rational Therapeutics. Evans and Relling Science 1999 Most DME have clinically relevant polymorphisms Those with changes in drug effects are separated from pie. Phase I: modification of functional groups Phase II: conjugation with endogenous substitutents
Cytochrome P450 Enzymes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Participation of the CYP Enzymes in Metabolism of Some Clinically Important Drugs S. Rendic Drug Metab Rev 34: 83-448, 2002 CYP Enzyme Examples of substrates 1A1 Caffeine ,  Testosterone ,  R-Warfarin 1A2 Acetaminophen ,  Caffeine , Phenacetin,  R-Warfarin 2A6 17  -Estradiol,  Testosterone 2B6 Cyclophosphamide, Erythromycin, Testosterone 2C-family Acetaminophen , Tolbutamide (2C9); Hexobarbital, S- Warfarin (2C9,19); Phenytoin,  Testosterone ,  R- Warfarin , Zidovudine (2C8,9,19);  2E1 Acetaminophen ,  Caffeine , Chlorzoxazone, Halothane 2D6 Acetaminophen , Codeine, Debrisoquine 3A4 Acetaminophen ,  Caffeine , Carbamazepine, Codeine, Cortisol, Erythromycin, Cyclophosphamide, S- and  R-Warfarin , Phenytoin,  Testosterone , Halothane, Zidovudine
Factors Influencing Activity and Level of CYP Enzymes S. Rendic Drug Metab Rev 34: 83-448, 2002 Red  indicates enzymes important in drug metabolism
 
 
 
 
 
Pharmacogenetics: number of genes affects drug potency Weinshilboum, R. N Engl J Med 2003;348:529-537 Nortryptyline: Anti-depressant
Weinshilboum, R. N Engl J Med 2003;348:529-537 Use of probe drugs to determine metabolic activity due to CYP2D6 variants Antihypertensive debrisoquin decreases blood pressure
 
Diagnostics AmpliChip CYP450:  Range of drug metabolism phenotypes is observed for individuals based upon the cytochrome P-450 genes
Is pharmacogenetics in routine use?  NO ,[object Object],[object Object],[object Object],[object Object],[object Object]
CYP3A4 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],5mg tablet  with juice
Wilson. PXR, CAR, and drug metabolism. Nat Rev Drug Disc 2002 CYP3A4 mediated Drug-Drug Interaction PXR: pregnane X receptor;  RXR: retinoid X receptor ,[object Object],[object Object],[object Object]
 
 
Quantitative Structure-Activity Relationship (QSAR) ,[object Object],[object Object],[object Object],[object Object],[object Object]
3D QSAR for CYP3A4
3D QSAR for CYP3A4 with known substrates
Drug Metabolic Fate What are the potential by-products of a drug? Going beyond QSAR to  de novo  predictions Quantify differences in binding due to natural variation.
nsSNPs in Ligand Sites  of Proteins involved in Disease ,[object Object],[object Object],[object Object],[object Object],SNP DNA Gene Protein Ligand Binding Disease Daniel Oropeza , 2006 Honours Thesis
GTP binding site of  S. cerevisiae  Homolog 2. The ASP 137 ASN mutation has been shown to cause a decrease in the affinity for GDP (Jones, B  et al  . 2003). This mutation has been associated with Chylomicron retention disease.
Qualitative Functional Inference
Genomic Medicine: Predictive, personalized, and pre-emptive
Things to Consider ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
How much will this cost? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
Michel Dumontier [email_address] http://dumontierlab.com

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Towards Personalized Medicine

  • 1. Towards Personalized Medicine Michel Dumontier, Ph.D. Assistant Professor of Bioinformatics Department of Biology, Institute of Biochemistry, School of Computer Science Carleton University Ottawa Institute for Systems Biology Ottawa-Carleton Institute for Biomedical Engineering
  • 2. Drug Development Life Cycle Years 0 2 4 6 8 10 12 14 16 Discovery Preclinical Testing (Lab and Animal Testing) Phase I (20-30 Healthy Volunteers used to check for safety and dosage) Phase II (100-300 Patient Volunteers used to check for efficacy and side effects) Phase III (1000-5000 Patient Volunteers used to monitor reactions to long-term drug use) FDA Review & Approval Post-Marketing Testing
  • 3.
  • 4.
  • 5.
  • 6.
  • 7. VIOXX: Unknown Side Effects Treatment for Acute Pain increased risk of heart attack and stroke (after 18 months)
  • 8. FDA: Center for Drug Evaluation and Research 2003 - Report to the Nation
  • 9.
  • 10.
  • 11.
  • 12.
  • 13. Most drugs approved are only slightly modified
  • 14. Less innovative than you think
  • 15.
  • 16. Profits as a Percentage of Assets, 2002 Top 7 of Fortune 500 Industries Source: Fortune Magazine, April 14, 2003
  • 17.
  • 18.  
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25. combinatorial synthesis of non-peptide drugs + 1) 2) RXN 1 RXN 2
  • 26.
  • 27.
  • 28. Structural bioinformatics to design nonpeptidic hydroxylates oral bioavailabity binding anti-growth anti-metastasis repeat…
  • 29.
  • 30.
  • 31.  
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.  
  • 39.  
  • 40.  
  • 41.
  • 42. Drug-Metabolizing Enzymes Pharmacogenomics: Translating Functional Genomics into Rational Therapeutics. Evans and Relling Science 1999 Most DME have clinically relevant polymorphisms Those with changes in drug effects are separated from pie. Phase I: modification of functional groups Phase II: conjugation with endogenous substitutents
  • 43.
  • 44. Participation of the CYP Enzymes in Metabolism of Some Clinically Important Drugs S. Rendic Drug Metab Rev 34: 83-448, 2002 CYP Enzyme Examples of substrates 1A1 Caffeine , Testosterone , R-Warfarin 1A2 Acetaminophen , Caffeine , Phenacetin, R-Warfarin 2A6 17  -Estradiol, Testosterone 2B6 Cyclophosphamide, Erythromycin, Testosterone 2C-family Acetaminophen , Tolbutamide (2C9); Hexobarbital, S- Warfarin (2C9,19); Phenytoin, Testosterone , R- Warfarin , Zidovudine (2C8,9,19); 2E1 Acetaminophen , Caffeine , Chlorzoxazone, Halothane 2D6 Acetaminophen , Codeine, Debrisoquine 3A4 Acetaminophen , Caffeine , Carbamazepine, Codeine, Cortisol, Erythromycin, Cyclophosphamide, S- and R-Warfarin , Phenytoin, Testosterone , Halothane, Zidovudine
  • 45. Factors Influencing Activity and Level of CYP Enzymes S. Rendic Drug Metab Rev 34: 83-448, 2002 Red indicates enzymes important in drug metabolism
  • 46.  
  • 47.  
  • 48.  
  • 49.  
  • 50.  
  • 51. Pharmacogenetics: number of genes affects drug potency Weinshilboum, R. N Engl J Med 2003;348:529-537 Nortryptyline: Anti-depressant
  • 52. Weinshilboum, R. N Engl J Med 2003;348:529-537 Use of probe drugs to determine metabolic activity due to CYP2D6 variants Antihypertensive debrisoquin decreases blood pressure
  • 53.  
  • 54. Diagnostics AmpliChip CYP450: Range of drug metabolism phenotypes is observed for individuals based upon the cytochrome P-450 genes
  • 55.
  • 56.
  • 57.
  • 58.  
  • 59.  
  • 60.
  • 61. 3D QSAR for CYP3A4
  • 62. 3D QSAR for CYP3A4 with known substrates
  • 63. Drug Metabolic Fate What are the potential by-products of a drug? Going beyond QSAR to de novo predictions Quantify differences in binding due to natural variation.
  • 64.
  • 65. GTP binding site of S. cerevisiae Homolog 2. The ASP 137 ASN mutation has been shown to cause a decrease in the affinity for GDP (Jones, B et al . 2003). This mutation has been associated with Chylomicron retention disease.
  • 67. Genomic Medicine: Predictive, personalized, and pre-emptive
  • 68.
  • 69.  
  • 70.
  • 71.  
  • 72. Michel Dumontier [email_address] http://dumontierlab.com