Initial Severity and Antidepressant Efficacy for Anxiety Disorders: an Individual Patient Data Meta-analysis
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Detailed Description
Study design:
The proposed project is an individual patient data meta-analysis. The investigators will collate data from 29 randomized controlled trials of second-generation antidepressants (specifically: paroxetine, paroxetine controlled release (CR), duloxetine, and fluoxetine) for the short-term treatment of an anxiety disorder, including a total of approximately 8,800 participants. The anxiety disorders that are included in the proposed project are generalized anxiety disorder (GAD), social anxiety disorder (SAD), obsessive-compulsive disorder (OCD), post-traumatic stress disorder (PTSD), and panic disorder (PD). Generalized linear mixed models will be used to investigate whether initial symptom severity is related to antidepressant efficacy.
Statistical analysis plan:
A separate longitudinal analysis will be conducted for each disorder. For GAD, SAD, OCD, and PTSD, linear mixed models will be used; for PD, a generalized linear mixed model (multilevel negative binomial regression) will be used, as the dependent variable for this disorder (number of panic attacks) is a discrete count variable. Maximum likelihood estimation will be used as the estimation method for the linear mixed models, while Laplace approximation will be used as the estimation method for the multilevel negative binomial regression for PD. In all models, measurement occasion represents level 1, participants represent level 2, and trial represents level 3. The effect measure of interest is the change in symptoms from baseline, except for PD, for which the effect measure of interest is the total number of panic attacks per two weeks.
The initial model will be built by including all the fixed effects of interest, regardless of significance. These include initial severity, treatment group and covariates (see below). Linear and quadratic terms for time (in days since baseline) will be included. For each participant, the actual visit dates will be used (if available) rather than the intended weekly visit date. The following two- and three-way interactions will also be included: severity x group, severity x linear time, group x linear time, severity x group x linear time, severity x quadratic time, group x quadratic time, severity x group x quadratic time.
Using this first model, the variance-covariance structure of the nested data will be modeled by including random effects. Random effects for study, subject and (linear and quadratic) time, as well as various covariance structures (unstructured, autocorrelated errors, Toeplitz, etc.) will be considered. Restricted maximum likelihood (REML) will be used for estimation, and the best-fitting model will be selected based upon the Akaike Information Criterion (AICc).
In this best-fitting model, backward selection with maximum likelihood (ML) will be used to select the significant fixed effects. Non-significant interaction terms will be removed from the model (unless the three-way interaction of group x severity x (linear or quadratic) time is significant, in which case all two-way interactions and main effects that use these variables will be retained). The best-fitting model will again be selected based upon the Akaike Information Criterion (AICc).
Covariates: Models with and without the following covariates will be tested: age, gender, and duration of illness (if available). Only the main effect of these covariates will be included; no interactions with other variables will be included.
Missing data: Baseline variables (such as initial severity) are likely to be essentially complete, but some change scores are likely to be missing due to dropout or missed measurement occasions. The assumption is made that these data are missing at random (MAR), that is: missingness of the dependent variable may depend upon observed variables (such as previous symptom scores or covariates), but it does not depend upon the value of the unobserved (missing) variable. When MAR holds, the mixed model yields unbiased estimates of coefficients and standard errors even when some data is missing, and no other methods for handling missing data are required.
Study Type
Study Type
Enrollment (Anticipated)
Enrollment
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Genders Eligible for Study
Sampling Method
Study Population
Description
Inclusion Criteria:
- Inclusion in the intent-to-treat population of a randomized controlled trial of a second-generation antidepressant for the short-term treatment of an anxiety disorder
- Diagnosed with an anxiety disorder (GAD, SAD, OCD, PTSD or PD)
Exclusion Criteria:
- Assignment to an active comparator that is not a second-generation antidepressant (e.g. a benzodiazepine)
Study Plan
How is the study designed?
Number of groups / cohorts
Cohorts and Interventions
Group / CohortGroup / Cohort |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Placebo group
Patients participating in one of the included randomized controlled trials, assigned to the placebo group
|
|
|
Intervention group
Patients participating in one of the included randomized controlled trials, assigned to the investigational antidepressant (paroxetine, duloxetine or fluoxetine) or active comparator (venlafaxine) group.
|
Other Names:
|
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Time Frame |
|---|---|
|
Change from baseline on the Hamilton Anxiety Rating Scale (HAM-A)
Time Frame: Baseline to trial endpoint (8 to 10 weeks)
|
Baseline to trial endpoint (8 to 10 weeks)
|
|
Change from baseline on the Liebowitz Social Anxiety Scale (LSAS)
Time Frame: Baseline to trial endpoint (12 weeks)
|
Baseline to trial endpoint (12 weeks)
|
|
Change from baseline on the Yale-Brown Obsessive-Compulsive Scale (Y-BOCS)
Time Frame: Baseline to trial endpoint (12 to 13 weeks)
|
Baseline to trial endpoint (12 to 13 weeks)
|
|
Change from baseline on the Clinician-Administered PTSD Scale (CAPS)
Time Frame: Baseline to trial endpoint (12 weeks)
|
Baseline to trial endpoint (12 weeks)
|
|
The total number of panic attacks
Time Frame: Baseline to trial endpoint (10 to 12 weeks)
|
Baseline to trial endpoint (10 to 12 weeks)
|
Collaborators and Investigators
Sponsor
Sponsor
Publications and helpful links
Study record dates
Study Major Dates
Study Start
Study Start
Primary Completion (Actual)
Primary Completion
Study Completion (Anticipated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Estimate)
First Posted
Study Record Updates
Last Update Posted (Estimate)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
- Mental Disorders
- Pathologic Processes
- Trauma and Stressor Related Disorders
- Phobic Disorders
- Disease
- Obsessive-Compulsive Disorder
- Anxiety Disorders
- Stress Disorders, Traumatic
- Stress Disorders, Post-Traumatic
- Phobia, Social
- Panic Disorder
- Physiological Effects of Drugs
- Neurotransmitter Agents
- Molecular Mechanisms of Pharmacological Action
- Peripheral Nervous System Agents
- Enzyme Inhibitors
- Analgesics
- Sensory System Agents
- Psychotropic Drugs
- Serotonin Uptake Inhibitors
- Neurotransmitter Uptake Inhibitors
- Membrane Transport Modulators
- Serotonin Agents
- Antidepressive Agents
- Dopamine Agents
- Cytochrome P-450 Enzyme Inhibitors
- Antidepressive Agents, Second-Generation
- Serotonin and Noradrenaline Reuptake Inhibitors
- Cytochrome P-450 CYP2D6 Inhibitors
- Duloxetine Hydrochloride
- Paroxetine
- Venlafaxine Hydrochloride
- Fluoxetine
Other Study ID Numbers
Other Study ID Numbers
- CSDR-1173
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
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