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Presented at Pharmacovigilance 2010, January 21-22, 2010




                        Dr. Bhaswat S. Chakraborty
            Senior VP, R&D, Cadila Pharmaceuticals
                                   Jnauary 22, 2009
Risk Management and
Pharmacovigilance
 Increased focus on safety and risk management is a global issue
  with diminishing boundaries
 Knowledge and experience of the drug and its life-cycle further
  develops as we understand its use and hazards
 Development of global risk management plan rather than
  individual region or country Risk
 Management plans would be an important step forward to more
  effectively and accurately assess the safety of pharmaceutical drug
  products
 An early risk management planning between company, regulator
  and healthcare professionals is key for successful product life cycle
  management
 Risk Communication Plan between Company, Regulator,
  Healthcare Professionals and Patients is getting more transparent
And Yet…
Despite this increased importance, stakeholders still
 use traditional methods for PV
Conservative methods do not capture many SAEs and
 USAEs that are possible to capture from huge
 databases without further experimentation
Data mining is one such approach
Data mining can help find unrecognized toxic signals
Two categories of approved drug
Category 1
  Those who are unequivocally superior to existing drugs
   of that class in efficacy
  May or may not be superior in safety
Category 2
  Those who are not superior to existing drugs of that
   class in efficacy
  Non-inferior
  Superior to placebo but inferior to existing standard
   care
  May or may not be superior in safety
Premature Approval?
Many Category 2 drugs whose complete safety profile is
 still unknown were approved
In some cases, drugs are approved despite identification of
 SAEs in premarketing trials
   Alosetron hydrochloride – ischemic colitis
   Grepafloxacin hydrochloride – QT prolongation and deaths
   Rofecoxib – heart attack and stroke (long-term, high-dosage use)



They were all subsequently withdrawn from the market
  because of these SAEs
Market Uptake and Sales Volume
Many drugs whose complete safety profile is still unknown
 actually have/had a rapid market and very high sales volume
 through increased Rx.
Promotion of early use of new drugs by sponsors
Physicians' adoption of such drugs
Direct-to-consumer drug advertising
Pharma companies concern for patent life, a desire to mold
 prescribing habits prior to the market entry of competitors
“Ramp-up" in sales encourages investors and increase stock
 prices.
New drug safety may be further compromised by the failure to
 conduct postmarketing studies
J. Herson. In Data and Safety Monitoring Committees in Clinical Trials
Having an Adverse Events
Database
Is not a bad idea
All good pharma companies have AE database
Almost all developed country regulatory agencies
 have AE database
The WHO Uppsala Monitoring Centre (UMC) now
 receive >1,000,000 reports per year


Such databses can really help in bringing down drug
 induced morbidity
Desirable Attributes of AE Database
Software
Should be well integrated with Clinical data
 management software
User friendly
Individual reports management features
Easy for query
Line listing of the entire database or part is possible
 and easy
Data extraction is easy, with desirable filters
May also keep track of postmarketing Rx utility and
 complaints data
Collection of ICSRs from CADRMP
                               or any comprehensive database

Conversion of free text to structured information


   Data cleaning and duplicate detection


     Applying quantitative or statistical methods


        Computing an accurate measure for SD


        Gavali, Kulkarni, Kumar and Chakraborty (2009), Ind J Pharmacol, 41, 162-166
Targeted Event Y All other events    Total

Targeted
                   A                B            A+B
Drug X

All other
                   C                D            C+D
drugs

Total            A+C               B+D          A+B+C+D
Criteria for a Toxic Disproportional ADR

        A ( A +B )
  PRR =
       C (C +D )

               AB       Significant disproportional
  ROR =                 Signal is detected when χ2
               C D      is ≥ 4.0 and the rest ≥ 2.0

  χ =
   2     (Observed − Expected ) 2
                Expected
Casestudy Example: Propranolol-Bradycardia
                                                                              Not
PRR = 2.51                                         Bradycardia
                                                                          Bradycardia

ROR = 2.58                  Propranolol
                                                            4                    82
                                HCL
χ2 = 3.26
                          Not Propranolol
                                                            52                 2749
                               HCL


Therefore, bradycardia is not a significant
 disproportional signal (Serious Adverse Event)
 associated with Propranolol
           Gavali, Kulkarni, Kumar and Chakraborty (2009), Ind J Pharmacol, 41, 162-166
Casestudy Examples – Significant Signals
Association
  Bupropion – seizures
  Olanzapine – thrombosis
  Pergolide – increased libido
  Risperidon – diabetes mellitus
  Terbinafine – stomatistis
  Rosiglitazone – liver function abnormalities


Dis-association
  Isotretinoine– suicide
                                             Source: LAREB
Acknowledgment:
     Sharwan Singhal




                  Thank You Very Much

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Data mining approaches to signal detection

  • 1. Presented at Pharmacovigilance 2010, January 21-22, 2010 Dr. Bhaswat S. Chakraborty Senior VP, R&D, Cadila Pharmaceuticals Jnauary 22, 2009
  • 2. Risk Management and Pharmacovigilance  Increased focus on safety and risk management is a global issue with diminishing boundaries  Knowledge and experience of the drug and its life-cycle further develops as we understand its use and hazards  Development of global risk management plan rather than individual region or country Risk  Management plans would be an important step forward to more effectively and accurately assess the safety of pharmaceutical drug products  An early risk management planning between company, regulator and healthcare professionals is key for successful product life cycle management  Risk Communication Plan between Company, Regulator, Healthcare Professionals and Patients is getting more transparent
  • 3. And Yet… Despite this increased importance, stakeholders still use traditional methods for PV Conservative methods do not capture many SAEs and USAEs that are possible to capture from huge databases without further experimentation Data mining is one such approach Data mining can help find unrecognized toxic signals
  • 4. Two categories of approved drug Category 1 Those who are unequivocally superior to existing drugs of that class in efficacy May or may not be superior in safety Category 2 Those who are not superior to existing drugs of that class in efficacy Non-inferior Superior to placebo but inferior to existing standard care May or may not be superior in safety
  • 5. Premature Approval? Many Category 2 drugs whose complete safety profile is still unknown were approved In some cases, drugs are approved despite identification of SAEs in premarketing trials  Alosetron hydrochloride – ischemic colitis  Grepafloxacin hydrochloride – QT prolongation and deaths  Rofecoxib – heart attack and stroke (long-term, high-dosage use) They were all subsequently withdrawn from the market because of these SAEs
  • 6. Market Uptake and Sales Volume Many drugs whose complete safety profile is still unknown actually have/had a rapid market and very high sales volume through increased Rx. Promotion of early use of new drugs by sponsors Physicians' adoption of such drugs Direct-to-consumer drug advertising Pharma companies concern for patent life, a desire to mold prescribing habits prior to the market entry of competitors “Ramp-up" in sales encourages investors and increase stock prices. New drug safety may be further compromised by the failure to conduct postmarketing studies
  • 7.
  • 8.
  • 9. J. Herson. In Data and Safety Monitoring Committees in Clinical Trials
  • 10. Having an Adverse Events Database Is not a bad idea All good pharma companies have AE database Almost all developed country regulatory agencies have AE database The WHO Uppsala Monitoring Centre (UMC) now receive >1,000,000 reports per year Such databses can really help in bringing down drug induced morbidity
  • 11. Desirable Attributes of AE Database Software Should be well integrated with Clinical data management software User friendly Individual reports management features Easy for query Line listing of the entire database or part is possible and easy Data extraction is easy, with desirable filters May also keep track of postmarketing Rx utility and complaints data
  • 12. Collection of ICSRs from CADRMP or any comprehensive database Conversion of free text to structured information Data cleaning and duplicate detection Applying quantitative or statistical methods Computing an accurate measure for SD Gavali, Kulkarni, Kumar and Chakraborty (2009), Ind J Pharmacol, 41, 162-166
  • 13. Targeted Event Y All other events Total Targeted A B A+B Drug X All other C D C+D drugs Total A+C B+D A+B+C+D
  • 14. Criteria for a Toxic Disproportional ADR A ( A +B ) PRR = C (C +D ) AB Significant disproportional ROR = Signal is detected when χ2 C D is ≥ 4.0 and the rest ≥ 2.0 χ = 2 (Observed − Expected ) 2 Expected
  • 15. Casestudy Example: Propranolol-Bradycardia Not PRR = 2.51 Bradycardia Bradycardia ROR = 2.58 Propranolol 4 82 HCL χ2 = 3.26 Not Propranolol 52 2749 HCL Therefore, bradycardia is not a significant disproportional signal (Serious Adverse Event) associated with Propranolol Gavali, Kulkarni, Kumar and Chakraborty (2009), Ind J Pharmacol, 41, 162-166
  • 16. Casestudy Examples – Significant Signals Association Bupropion – seizures Olanzapine – thrombosis Pergolide – increased libido Risperidon – diabetes mellitus Terbinafine – stomatistis Rosiglitazone – liver function abnormalities Dis-association Isotretinoine– suicide Source: LAREB
  • 17. Acknowledgment: Sharwan Singhal Thank You Very Much

Editor's Notes

  1. Alosetron is indicated only for women with severe diarrhea-predominant irritable bowel syndrome (IBS). Grepafloxacin hydrochloride (trade name Raxar, Glaxo Wellcome) is an oral broad-spectrum quinoline antibiotic agent used to treat bacterial infection. Rofecoxib is a nonsteroidal anti-inflammatory drug (NSAId) that has now been withdrawn over safety concerns.
  2. Alosetron is indicated only for women with severe diarrhea-predominant irritable bowel syndrome (IBS). Grepafloxacin hydrochloride (trade name Raxar, Glaxo Wellcome) is an oral broad-spectrum quinoline antibiotic agent used to treat bacterial infection. Rofecoxib is a nonsteroidal anti-inflammatory drug (NSAId) that has now been withdrawn over safety concerns.
  3. In the USA, a black box warning (also sometimes called a black label warning or boxed warning ) is a type of warning that appears on the package insert for prescription drugs that may cause serious adverse effects. It is so named for the black border that usually surrounds the text of the warning.
  4. Proportional Reporting Ratio (PRR); Reporting Odds Ratio (ROR);