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PK/PD analysis in assessment
of abuse deterrence
Megan J. Shram, PhD
Director and Principal, Altreos Research Partners Inc.
Adjunct Professor and Lecturer, Department of Pharmacology, University of Toronto
INC Research Consultant

ADF Science Meeting
October 30 – September 1, 2013
Bethesda, MD
Acknowledgments
• Consultant to pharmaceutical and biotech
companies
• Thank you to Purdue Pharma, LP for
permission to present data on reformulated
OxyContin® and OXN
Outline
• Background on PK/PD in abuse potential
• What is PK/PD relationship of opioids?
– Determinants of variation

• Application of PK/PD analysis in development
of abuse-deterrent formulations (ADF)
Introduction
• Draft Guidance on Assessment of Abuse Potential of
Drugs (January 2010):
– “Characterization of the PK/PD properties of a…product is
important for determining the abuse potential of
a…product.”

• Draft ADF guidance (January 2013):
– “PK data should be collected to correlate with the PD
outcomes.”
– “The rate of rise of drug onset for the intact and
manipulated potentially abuse-deterrent formulation
should be given appropriate weight in the overall analysis
of the abuse deterrent properties.”
Introduction
• Goal of PK/PD analysis is to assist in predicting the effect of a
drug over time, in relation to exposure
• In terms of abuse, the relationship between rate of rise of
[drug] and effect is considered important
– Fast onset, short duration of action favors repeated self-administration
– Delaying onset, extending duration of action can reduce immediate
reinforcing effect and need to take more drug
+++
++
+

--
Questions
• Can PK assist in predicting subjective response
to opioid?
• How can one assess if change in PK profile will
be enough to affect PD response?
• eg, partial defeat of the AD mechanism
PK/PD: Determinants of Variation
System
•
•
•
•
•
•

Pharmacokinetics

Age
Gender
Opioid experience
Tolerance/Dependence
Expectations
Genetic variations

??
Endpoints
Analysis
Interpretation

Pharmacodynamics
•
•
•
•
•
•

CV=coefficient of variation

(CV ≈50- >100%)
Subjective effects
Miosis
Analgesia
Respiratory depression
Adverse events
Behavior

•
•
•
•
•
•
•

(CV ≈30%)
Opioid, Dose
Formulation, Route
BBB permeability
ADME, protein binding
Active metabolites
Plasma vs. Effect site
Arterial v venous
sampling/timing
Assessing the link between opioid exposure
and results of a clinical abuse potential study

Recent ADF Examples
When PK/PD relationship might exist
• Physicochemical barrier
– Resistance to manipulation for oral, IN and IV*
administration

• Prodrug
– Must be cleaved systemically to liberate active moiety
– Deterrence from IN and IV administration, and
possibly oral if limited by saturable process

• Delivery System
– Modified drug delivery to reduce diversion via
multiple routes
*not generally feasible to administer manipulated product IV
PK/PD of intranasally administered
Reformulated OxyContin®
• 5-way crossover study in recreational opioid
users with intranasal experience
– Coarse and fine ground OTR (30 mg)
– Positive controls: Oxy API and fine ground original
OC (30 mg)
– Placebo control: lactose powder
Time course of effects
Oxycodone concentration

Drug Liking VAS

50

100
OTR fine

90

40

OTR coarse

80

35

OC

Drug Liking VAS (0-100)

Plasma oxycodone (ng/mL)

45

30
25
20
15

70
60
50
40
30

10

20

5

10

0

0
0

4

8
12
16
Time post-dose (hr)

20

24

OTR fine

0

4

OTR coarse

8
12
16
Time post-dose (hr)

OC

20

24

Effects unrelated to drug exposure can impact experience (at the moment and
overall)
Courtesy of Purdue Pharma; Perrino et al., 2012 CPDD; Harris et al., submitted
Rate of Rise: “Abuse quotient”
• Lower Cmax and longer Tmax  lower Abuse Quotient
200

180

200

OTR fine

180

OTR coarse
160
140

OTR fine
OTR coarse

160

OC
Oxy API

140

120

100

80

80

60

60

40

40

20

20

0

Oxy API

120

100

OC

0

Cmax/Tmax

Oxycodone Pharmacokinetics

Emax/TEmax

Drug Liking Visual Analog Scale
Data courtesy of Purdue Pharma
Exposure-Response Relationship
• For reformulated OxyContin®, delaying and
lowering Cmax had significant impact on liking
• But if PK “drives” PD, what is concentrationeffect relationship?
PK/PD Correlations: Subjective Effects
By Timepoint

Derived Parameters
100

OC fine
100

80

90

70

80

Drug Liking VAS (0-100)

Emax of Drug Liking VAS (0-100)

90

60
50
40
30

Overall

20

R2=0.12

70
60

50
40
30

y = 0.2782x + 72.519
R² = 0.0602

20

10

10

0

0

0

20

40

60

80

100

0

Cmax of oxycodone (ng/mL)

20

60

100

y = 0.6612x + 44.435
R² = 0.1077

100

100
y = 0.5386x + 54.143
R² = 0.0518

90

80

OTR coarse

OTR fine
90
80

Drug Liking VAS (0-100)

80

Drug Liking VAS (0-100)

40

Plasma oxycodone concentration (ng/mL)

70
60
50
40
30

70
60

50
40
30

20

20

10

10

0

0

0

20

40

60

80

Plasma oxycodone concentration (ng/mL)

100

0

20

40

60

80

100

Plasma oxycodone concentration (ng/mL)

Data courtesy of Purdue Pharma
PK/PD Correlations: Physiological Effects
Derived Parameters

By Timepoint

8

OC fine
8

7

7

6

Overall R2=0.27

y = -0.0249x + 4.4345
R² = 0.2132

6

Pupil size (mm)

MPC (mm)

5
4
3
2

5
4

3
2

1

1

0

0

0

20

40

60

80

100

0

Cmax of oxycodone (ng/mL)

20

60

80

100

OTR coarse

OTR fine
8

7

7

6

6

Pupil size (mm)

8

Pupil size (mm)

40

Plasma oxycodone concentration (ng/mL)

5
y = -0.0509x + 5.3132
R² = 0.1486

4
3

5
y = -0.0586x + 5.7401
R² = 0.3608

4
3

2

2

1

1

0

0

0

20

40

60

80

Plasma oxycodone concentration (ng/mL)

100

0

20

40

60

80

100

Plasma oxycodone concentration (ng/mL)

Data courtesy of Purdue Pharma
When PK/PD might matter less
• Opioid agonist-antagonist combinations
– Antagonist attenuates/reverses effect of opioid
– Does PK of antagonist help predict response to
agonist?

• Aversion
– Aversive agent not intended to impact exposure to
agonist
– PK would NOT predict overall response to ADF
– Might still experience high from opioid; however,
product not liked
PK/PD of intranasally administered OXN
• 3-way crossover study in recreational opioid
users with intranasal experience
– Crushed OXN 40/20 mg (oxycodone/naloxone)
– Positive control: Oxy API 40 mg
– Placebo control: lactose powder
Time course of effects
100

100

Plasma Concentration

90

90
80

80

Naloxone (ng/mL)
Oxy API - Oxycodone

70

OXN
Oxy API

70

Drug Liking VAS (0-100)

Plasma oxycodone (ng/mL)

Drug Liking VAS

OXN - Oxycodone
60
50
40

Placebo
60

50
40

30

30

20

20

10

10

0

0
0

4

8

12
16
Time post-dose (hours)

20

24

0

4

8

12
16
Time post-dose (hours)

20

24

• At 2:1 ratio, OXN significantly reduces Drug Liking to placebo-like
levels
• Rate of rise: “Abuse Quotient” (Cmax/Tmax) not applicable to
opioid agonist-antagonist combinations, such as OXN
Data courtesy of Purdue Pharma
Antagonist PK – Agonist PD
100
90
y = 0.15x + 47.987
R² = 0.008

Drug Liking VAS (0-100)

80
70
60
50
40
30

20
10
0
0

5

10
15
20
25
Plasma naloxone concentration (ng/mL)

30

35

• Highly variable concentrations and lack of concentration-effect
relationship of to-be-marketed formulation
• Relationship between antagonist PK and agonist PD typically evaluated
earlier in development in dose-ranging trials – ie, dose-effect
Data courtesy of Purdue Pharma
Conclusions
• Relationship between PK and PD of abuse
potential is weak and highly variable
• Effects unrelated to opioid exposure impact
subject’s experience
• Clinical PD study necessary to determine
potential for abuse (or its deterrence)
• PK alone cannot be used as substitute in
abuse potential assessment

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PK/PD analysis in assessment of abuse deterrence

  • 1. PK/PD analysis in assessment of abuse deterrence Megan J. Shram, PhD Director and Principal, Altreos Research Partners Inc. Adjunct Professor and Lecturer, Department of Pharmacology, University of Toronto INC Research Consultant ADF Science Meeting October 30 – September 1, 2013 Bethesda, MD
  • 2. Acknowledgments • Consultant to pharmaceutical and biotech companies • Thank you to Purdue Pharma, LP for permission to present data on reformulated OxyContin® and OXN
  • 3. Outline • Background on PK/PD in abuse potential • What is PK/PD relationship of opioids? – Determinants of variation • Application of PK/PD analysis in development of abuse-deterrent formulations (ADF)
  • 4. Introduction • Draft Guidance on Assessment of Abuse Potential of Drugs (January 2010): – “Characterization of the PK/PD properties of a…product is important for determining the abuse potential of a…product.” • Draft ADF guidance (January 2013): – “PK data should be collected to correlate with the PD outcomes.” – “The rate of rise of drug onset for the intact and manipulated potentially abuse-deterrent formulation should be given appropriate weight in the overall analysis of the abuse deterrent properties.”
  • 5. Introduction • Goal of PK/PD analysis is to assist in predicting the effect of a drug over time, in relation to exposure • In terms of abuse, the relationship between rate of rise of [drug] and effect is considered important – Fast onset, short duration of action favors repeated self-administration – Delaying onset, extending duration of action can reduce immediate reinforcing effect and need to take more drug +++ ++ + --
  • 6. Questions • Can PK assist in predicting subjective response to opioid? • How can one assess if change in PK profile will be enough to affect PD response? • eg, partial defeat of the AD mechanism
  • 7. PK/PD: Determinants of Variation System • • • • • • Pharmacokinetics Age Gender Opioid experience Tolerance/Dependence Expectations Genetic variations ?? Endpoints Analysis Interpretation Pharmacodynamics • • • • • • CV=coefficient of variation (CV ≈50- >100%) Subjective effects Miosis Analgesia Respiratory depression Adverse events Behavior • • • • • • • (CV ≈30%) Opioid, Dose Formulation, Route BBB permeability ADME, protein binding Active metabolites Plasma vs. Effect site Arterial v venous sampling/timing
  • 8. Assessing the link between opioid exposure and results of a clinical abuse potential study Recent ADF Examples
  • 9. When PK/PD relationship might exist • Physicochemical barrier – Resistance to manipulation for oral, IN and IV* administration • Prodrug – Must be cleaved systemically to liberate active moiety – Deterrence from IN and IV administration, and possibly oral if limited by saturable process • Delivery System – Modified drug delivery to reduce diversion via multiple routes *not generally feasible to administer manipulated product IV
  • 10. PK/PD of intranasally administered Reformulated OxyContin® • 5-way crossover study in recreational opioid users with intranasal experience – Coarse and fine ground OTR (30 mg) – Positive controls: Oxy API and fine ground original OC (30 mg) – Placebo control: lactose powder
  • 11. Time course of effects Oxycodone concentration Drug Liking VAS 50 100 OTR fine 90 40 OTR coarse 80 35 OC Drug Liking VAS (0-100) Plasma oxycodone (ng/mL) 45 30 25 20 15 70 60 50 40 30 10 20 5 10 0 0 0 4 8 12 16 Time post-dose (hr) 20 24 OTR fine 0 4 OTR coarse 8 12 16 Time post-dose (hr) OC 20 24 Effects unrelated to drug exposure can impact experience (at the moment and overall) Courtesy of Purdue Pharma; Perrino et al., 2012 CPDD; Harris et al., submitted
  • 12. Rate of Rise: “Abuse quotient” • Lower Cmax and longer Tmax  lower Abuse Quotient 200 180 200 OTR fine 180 OTR coarse 160 140 OTR fine OTR coarse 160 OC Oxy API 140 120 100 80 80 60 60 40 40 20 20 0 Oxy API 120 100 OC 0 Cmax/Tmax Oxycodone Pharmacokinetics Emax/TEmax Drug Liking Visual Analog Scale Data courtesy of Purdue Pharma
  • 13. Exposure-Response Relationship • For reformulated OxyContin®, delaying and lowering Cmax had significant impact on liking • But if PK “drives” PD, what is concentrationeffect relationship?
  • 14. PK/PD Correlations: Subjective Effects By Timepoint Derived Parameters 100 OC fine 100 80 90 70 80 Drug Liking VAS (0-100) Emax of Drug Liking VAS (0-100) 90 60 50 40 30 Overall 20 R2=0.12 70 60 50 40 30 y = 0.2782x + 72.519 R² = 0.0602 20 10 10 0 0 0 20 40 60 80 100 0 Cmax of oxycodone (ng/mL) 20 60 100 y = 0.6612x + 44.435 R² = 0.1077 100 100 y = 0.5386x + 54.143 R² = 0.0518 90 80 OTR coarse OTR fine 90 80 Drug Liking VAS (0-100) 80 Drug Liking VAS (0-100) 40 Plasma oxycodone concentration (ng/mL) 70 60 50 40 30 70 60 50 40 30 20 20 10 10 0 0 0 20 40 60 80 Plasma oxycodone concentration (ng/mL) 100 0 20 40 60 80 100 Plasma oxycodone concentration (ng/mL) Data courtesy of Purdue Pharma
  • 15. PK/PD Correlations: Physiological Effects Derived Parameters By Timepoint 8 OC fine 8 7 7 6 Overall R2=0.27 y = -0.0249x + 4.4345 R² = 0.2132 6 Pupil size (mm) MPC (mm) 5 4 3 2 5 4 3 2 1 1 0 0 0 20 40 60 80 100 0 Cmax of oxycodone (ng/mL) 20 60 80 100 OTR coarse OTR fine 8 7 7 6 6 Pupil size (mm) 8 Pupil size (mm) 40 Plasma oxycodone concentration (ng/mL) 5 y = -0.0509x + 5.3132 R² = 0.1486 4 3 5 y = -0.0586x + 5.7401 R² = 0.3608 4 3 2 2 1 1 0 0 0 20 40 60 80 Plasma oxycodone concentration (ng/mL) 100 0 20 40 60 80 100 Plasma oxycodone concentration (ng/mL) Data courtesy of Purdue Pharma
  • 16. When PK/PD might matter less • Opioid agonist-antagonist combinations – Antagonist attenuates/reverses effect of opioid – Does PK of antagonist help predict response to agonist? • Aversion – Aversive agent not intended to impact exposure to agonist – PK would NOT predict overall response to ADF – Might still experience high from opioid; however, product not liked
  • 17. PK/PD of intranasally administered OXN • 3-way crossover study in recreational opioid users with intranasal experience – Crushed OXN 40/20 mg (oxycodone/naloxone) – Positive control: Oxy API 40 mg – Placebo control: lactose powder
  • 18. Time course of effects 100 100 Plasma Concentration 90 90 80 80 Naloxone (ng/mL) Oxy API - Oxycodone 70 OXN Oxy API 70 Drug Liking VAS (0-100) Plasma oxycodone (ng/mL) Drug Liking VAS OXN - Oxycodone 60 50 40 Placebo 60 50 40 30 30 20 20 10 10 0 0 0 4 8 12 16 Time post-dose (hours) 20 24 0 4 8 12 16 Time post-dose (hours) 20 24 • At 2:1 ratio, OXN significantly reduces Drug Liking to placebo-like levels • Rate of rise: “Abuse Quotient” (Cmax/Tmax) not applicable to opioid agonist-antagonist combinations, such as OXN Data courtesy of Purdue Pharma
  • 19. Antagonist PK – Agonist PD 100 90 y = 0.15x + 47.987 R² = 0.008 Drug Liking VAS (0-100) 80 70 60 50 40 30 20 10 0 0 5 10 15 20 25 Plasma naloxone concentration (ng/mL) 30 35 • Highly variable concentrations and lack of concentration-effect relationship of to-be-marketed formulation • Relationship between antagonist PK and agonist PD typically evaluated earlier in development in dose-ranging trials – ie, dose-effect Data courtesy of Purdue Pharma
  • 20. Conclusions • Relationship between PK and PD of abuse potential is weak and highly variable • Effects unrelated to opioid exposure impact subject’s experience • Clinical PD study necessary to determine potential for abuse (or its deterrence) • PK alone cannot be used as substitute in abuse potential assessment