antidepressants and suicidality in adults: statistical evaluation mark levenson, ph.d.* and chris...
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Antidepressants and Suicidality in Adults: Statistical Evaluation
Mark Levenson, Ph.D.* and Chris Holland, M.S.Statistical Safety Reviewers
Quantitative Safety and Pharmacoepidemiology Assessment Team
Division of Biometrics 6/CDER/FDA
Psychopharmacologic Drugs Advisory CommitteeDecember 13, 2006
* Presenter
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Outline• Objectives• Analysis plan
– Populations– Endpoints– Methods
• Results– Primary and secondary– Sensitivity– Subgroup
• Summary
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Objectives
Primary ObjectiveTo estimate the effect of antidepressant drugs versus placebo on suicidality in adults in double-blind, randomized, placebo-controlled clinical trials
Secondary ObjectiveTo explore the effect for various subgroups defined by subject-level and trial-level characteristics
Analysis Plan
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Study Indication Groups
1. Major depressive disorder (MDD)
2. Other depressive disorders
3. Other psychiatric disorders
4. Behavioral disorders
5. Other disorders
Non-MDD Indications
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Analysis Populations
Primary: “Psychiatric Indications”Major depressive disorder
Other depressive disorders
Other psychiatric disorders
SecondaryThe indication groups considered individually
(major depressive disorder, other depressive disorders, other psychiatric disorders, behavioral disorders, other disorders)
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Primary Endpoint
Suicidal Behavior and Ideation
– Completed suicide
– Suicide attempt
– Preparatory acts
– Suicidal ideation
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Secondary Endpoints
Suicidal Behavior– Completed suicide– Suicide attempt– Preparatory acts
Suicidal Ideation Only– Suicidal ideation
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Primary Analysis Method
“Exact method” for common odds ratio– Stratified method– Handles low event counts and small trial sizes– Assumes a common odds ratio across trials– Does not make use of trials with no events
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Sensitivity Analysis
Traditional and model-based methods– Mantel-Haenszel odds ratio
• With and without continuity correction
– Logistic regression• Unconditional and conditional estimates
Methods that allow “trial-to-trial” treatment variation “Random effects methods”– Generalized linear mixed model (GLMM)– DerSimonian-Laird
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Sensitivity Analysis(Continued)
Method that makes use of trials with no events– Mantel-Haenszel risk difference
Bayesian methods– Encompass fixed- and random-effect models
and hierarchical models– Make use of trials with no events– Kaizar et al. (2006) models
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Subgroup Analysis
Performed on subject- and trial-level characteristics– Age group– Gender– Race– Drug type: SSRI vs. non-SSRI– Location: North America vs. other– Setting: in-patient/out-patient vs. out-patient
only
Results: Trial and Subject Summaries
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Trial Indication Groups
Indication
Trials
n Subtotal
Major Depressive Disorder 162 162
Other Depressive Disorders 25 187
Other Psychiatric Disorders 108 295
Behavioral Disorders 43 338
Other Disorders 34 372
Psychiatric Indications
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Location of TrialsPsychiatric Indications
Characteristic Category n/N %
Location North America
219/295 74.2
Non-North America
73/295 24.7
Both 3/295 1.0
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Trial Duration Psychiatric Indications
CharacteristicStatistic/Category n/N %
Duration Category 1-4 Weeks 16/295 5.4
5-8 Weeks 153/295 51.9
9-12 Weeks 105/295 35.6
13-18 Weeks 14/295 4.7
>18 Weeks 7/295 2.4
Duration (weeks) Mean ± SD 10.3 ± 9.73
Median (Range) 8.0 (4 - 84)
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Subject Characteristics:Psychiatric Indications
• No notable differences between test drug subjects and placebo subjects for: – Age– Gender– Race– Baseline history of suicide attempts– Baseline history of suicide ideation– Treatment exposure
• Subject (not subject-years) is unit of analysis
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Events Psychiatric Indications
Treatment Group
EventPlaceboN=27164
Test DrugN=39729
ActiveControl
N=10489Total
N=77382
Completed suicide 2 5 1 8
Suicide attempt 44 71 18 133
Preparatory acts 3 3 4 10
Suicidal ideation 147 169 42 358
Total Events 196 248 65 509
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Suicidal Behavior and Ideation Unadjusted Rates
Treatment Groups
IndicationPlacebo
(%)Test Drug
(%)
Major Depressive Disorder 0.84 0.73
Other Depressive Disorders 0.48 0.34
Other Psychiatric Disorders 0.61 0.51
Behavioral Disorders 0.06 0.07
Other Disorders 0.11 0.12
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Suicidal Behavior and Ideation Psychiatric Indications
Placebo: 0.72% of subjects with event
Test Drug: 0.62% of subjects with event
174/295 = 59% trials had reported events
Results: Primary and Secondary Analyses
22Odds Ratio
0.1 0.3 1 3.2 10
OVERALL
venlafaxinesertraline
paroxetinenefazodonemirtazapinefluvoxamine
fluoxetineescitalopram
duloxetinecitaloprambupropion
0.84 (0.69, 1.02)
0.68 (0.40, 1.16)0.63 (0.32, 1.21)0.96 (0.59, 1.58)0.61 (0.27, 1.35)1.04 (0.34, 3.35)1.37 (0.69, 2.84)0.65 (0.44, 0.96)1.57 (0.38, 7.88)0.81 (0.43, 1.56)2.21 (0.79, 7.63)1.41 (0.40, 5.58)
Trials OR (95% CI)
Suicidal Behavior and Ideation Psychiatric Indications
Odds Ratio
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Odds Ratio
0.1 0.3 1 3.2 10
All Indications
Other Disorders
Behavioral Disorders
Other Psychiatric Disorders
Other Depressive Disorders
Major Depressive Disorder
0.86 (0.71, 1.04)
1.51 (0.41, 6.12)
1.43 (0.34, 7.17)
0.79 (0.56, 1.12)
0.78 (0.29, 2.11)
0.86 (0.67, 1.10)
Indication Class OR (95% CI)
Suicidal Behavior and Ideation Odds Ratio
24Odds Ratio
0.1 0.3 1 3.2 10
Suicidal Behavior and Ideation
Suicidal Ideation Only
Suicidal Behavior
0.84 (0.69, 1.02)
0.75 (0.59, 0.94)
1.11 (0.77, 1.61)
Endpoint OR (95% CI)
Psychiatric Indications Odds Ratio
Results: Sensitivity Analysis
26Risk Difference per 1000 Subjects
-20 -10 0 10 20
OVERALL
venlafaxinesertraline
paroxetinenefazodonemirtazapinefluvoxamine
fluoxetineescitalopram
duloxetinecitaloprambupropion
-1.17 (-2.45, 0.11)
-2.46 (-6.02, 1.10)-1.88 (-4.46, 0.70)-0.19 (-2.56, 2.18)-2.97 (-7.85, 1.91)0.37 (-8.58, 9.31)2.65 (-3.03, 8.34)-6.43 (-12.16, -0.70)0.81 (-1.85, 3.46)-2.23 (-9.31, 4.85)6.38 (-1.49, 14.25)0.88 (-2.38, 4.14)
Trials RD (95% CI)
Suicidal Behavior and Ideation Psychiatric Indications
Risk Difference*
* Per 1000 subjects
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Odds Ratio
0.6 1 1.6
Exact Method
Bayesian Hierarchical Model
Bayesian Random Effects
Bayesian Fixed Effects
Generalized Linear Mixed Model
Cond. Logistic Model
Logistic Model
DerSimonian-Laird
Mantel-Haenszel w/Cont. Corr.
Mantel-Haenszel
0.84 (0.69, 1.02)
0.79 (0.61, 0.98)
0.83 (0.68, 1.00)
0.84 (0.69, 1.02)
0.84 (0.68, 1.02)
0.84 (0.69, 1.02)
0.84 (0.69, 1.02)
0.83 (0.68, 1.01)
0.81 (0.68, 0.97)
0.84 (0.69, 1.02)
Trials OR (95% CI)
Suicidal Behavior and Ideation Psychiatric Indications
Odds Ratio
Results: Subgroups
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Suicidal Behavior and Ideation Unadjusted Rates
Psychiatric Indications
Treatment Groups
Age Group (Years)Placebo
(%)Test Drug
(%)
18 – 24 0.81 1.23
25 – 30 0.72 0.74
31 – 64 0.68 0.54
≥ 65 1.00 0.37
30Odds Ratio
0.1 0.3 1 3.2 10
Adult Overall
65 and Up
31 to 64
25 to 30
18 to 24
Pediatric Data
0.84 (0.69, 1.02)
0.39 (0.18, 0.78)
0.77 (0.60, 1.00)
1.00 (0.60, 1.69)
1.55 (0.91, 2.70)
2.22 (1.40, 3.60)
Age Class OR (95% CI)
Suicidal Behavior and Ideation Psychiatric Indications
Odds Ratio
*
* Reanalysis of FDA/Hammad 2004 data
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Risk Difference per 1000 Subjects
-20 -10 0 10 20
Adult Overall
65 and Up
31 to 64
25 to 30
18 to 24
Pediatric Data
-1.17 (-2.45, 0.11)
-6.17 (-10.64, -1.69)
-1.50 (-3.00, 0.00)
0.03 (-3.34, 3.39)
4.35 (-0.52, 9.21)
14.33 (6.31, 22.35)
Age Class RD (95% CI)
Suicidal Behavior and Ideation Psychiatric Indications
Risk Difference*
†
* Per 1000 Subjects. † Reanalysis of FDA/Hammad 2004 data.
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Additional Subjects with Suicidal Behavior and Ideation
(Per 1000 Subjects)
Age Class Estimate 95% Interval
Pediatric Data 14 (6, 22)
18 – 24 4 (-1, 9)
25 – 30 0 (-3, 3)
31 – 64 -2 (-3, 0)
65 and up -6 (-11, -2)
Adult Overall -1 (-2, 0)
33Odds Ratio
0.1 0.3 1 3.2 10
Suicidal Behavior and Ideation
Suicidal Ideation Only
Suicidal Behavior
1.55 (0.91, 2.70)
1.11 (0.55, 2.32)
2.31 (1.02, 5.64)
Endpoint OR (95% CI)
Suicidal Behavior and Ideation Psychiatric Indications, Age Group 18 to 24
Odds Ratio
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Other Subgroups
No notable differences in other subgroups– Gender– Race– Location of trial– Setting of care (in-patient vs. out-patient)– SSRI vs. non-SSRI drug class
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Summary
• Primary analysis population and endpoint OR = 0.84 (95% CI: 0.69, 1.02)
• Clear pattern in the estimates with increasing age
• Other subgroups (gender, race, location, setting, drug class) do not have notable effect
• Results are not sensitive to method