4. 70
103
111
118
121
127
165
185
227
241
384
0 50 100 150 200 250 300 350 400
All Drugs
Bisphosphonates
Beta Blockers
Benzodiazepines
NSAIDs
Statins
ACE-Inhibitors
Proton Pump Inhibitors
5-HT1 Agonists (Triptans)
Atypical Antipsychotics
SSRI's
Mean Number of ADE's per label
DrugClass Drug Labels are Packed with Warnings
Duke J, Friedlin J, Ryan P. A Quantitative Analysis of Adverse Events and ‘Overwarning’ in Drug Labeling. Archives of Internal Medicine. May 2011;171(10):944-6.
5. Rapid fire talk
We’ve Got a Global Problem
Kesselheim AS, Franklin JM, Avorn J, Duke J. Speaking the same language? International variations in the safety information accompanying top-selling prescription drugs.
BMJ Journal of Quality and Safety. 2013 22(9):727-734.
6. Drug labels have become more relevant to
industry, regulators, researchers, and lawyers
than they are to patients and providers
7. Dynamic Product Labeling refers to customizing the
user experience of a drug label to make it
- More patient-specific
- More provider-relevant
13. Rapid fire talk
Evidence Layers
Observational Data
Literature Evidence
Adverse Event Reporting
Malpractice / Tort Cases
Provider Historical Data
Ontologies
+ Patient Data
Zaxyza
14. Rapid fire talk
Enter drug name
Additional Data Layers
Observational Data
Literature Evidence
Adverse Event Reporting
Malpractice / Tort Cases
Provider Historical Data
Ontologies
Observational Data Analysis
Abnormal Hepatic Function
with Zaxyza
+ Patient Data
15. Rapid fire talk
Enter drug name
Additional Data Layers
Observational Data
Literature Evidence
Adverse Event Reporting
Malpractice / Tort Cases
Provider Historical Data
Ontologies
Literature Evidence on
Abnormal Hepatic Function with Zaxyza
3 Randomized Controlled Studies
5 Observational Studies
11 Case Reports
2 Review Papers
+ Patient Data
16. Rapid fire talk
Enter drug name
Additional Data Layers
Observational Data
Literature Evidence
Adverse Event Reporting
Malpractice / Tort Cases
Provider Historical Data
Ontologies
+ Patient Data
17. Rapid fire talk
Enter drug name
Additional Data Layers
Observational Data
Literature Evidence
Adverse Event Reporting
Malpractice / Tort Cases
Provider Historical Data
Ontologies
Malpractice Cases involving
Seizure and Zaxyza
127 cases on Lexis-Nexis
135 cases on Westlaw
87 cases on PACER
+ Patient Data
18. Rapid fire talk
Enter drug name
Additional Data Layers
Observational Data
Literature Evidence
Adverse Event Reporting
Malpractice / Tort Cases
Provider Historical Data
Ontologies In your patients on Zaxyza
Myalgia has occurred in 4 of 86 patients
+ Patient Data
19. Rapid fire talk
Dynamic Product Labeling requires a lot knowledge
- Knowledge of the evidence (literature,
observational data)
- Knowledge of the patient (manual entry, EHR)
20. Rapid fire talk
- The label customization framework itself is
lightweight (Javascript, CSS, HTML5)
- Initially targeting SPLs but ultimately extensible
to SPCs and other drug safety content