International pooled patient-level meta-analysis of ketamine infusion for depression: In search of clinical moderators
This meta-analysis (n=809, s=17) finds robust effects of ketamine for relieving depression (at 24 hours and seven days). Moderators of this effect were the level of treatment resistance (i.e. more failed SSRIs) and studies that used a cross-over design (smaller placebo effect). Other moderators were found, but all were modest and clinically irrelevant (i.e. age or sex doesn't moderate treatment effect).
Authors
- Suresh Muthukumaraswamy
- Sanjay Mathew
- Carlos Zarate
Published
Abstract
Depression is disabling and highly prevalent. Intravenous (IV) ketamine displays rapid-onset antidepressant properties, but little is known regarding which patients are most likely to benefit, limiting personalized prescriptions. We identified randomized controlled trials of IV ketamine that recruited individuals with a relevant psychiatric diagnosis (e.g., unipolar or bipolar depression; post-traumatic stress disorder), included one or more control arms, did not provide any other study-administered treatment in conjunction with ketamine (although clinically prescribed concurrent treatments were allowable), and assessed outcome using either the Montgomery-Åsberg Depression Rating Scale or the Hamilton Rating Scale for Depression (HRSD-17). Individual patient-level data for at least one outcome was obtained from 17 of 25 eligible trials [pooled n = 809]. Rates of participant-level data availability across 33 moderators that were solicited from these 17 studies ranged from 10.8% to 100% (median = 55.6%). After data harmonization, moderators available in at least 40% of the dataset were tested sequentially, as well as with a data-driven, combined moderator approach. Robust main effects of ketamine on acute [~24-hours; β*(95% CI) = 0.58 (0.44, 0.72); p < 0.0001] and post-acute [~7 days; β*(95% CI) = 0.38 (0.23, 0.54); p < 0.0001] depression severity were observed. Two study-level moderators emerged as significant: ketamine effects (relative to placebo) were larger in studies that required a higher degree of previous treatment resistance to federal regulatory agency-approved antidepressant medications (≥2 failed trials) for study entry; and in studies that used a crossover design. A comprehensive data-driven search for combined moderators identified statistically significant, but modest and clinically uninformative, effects (effect size r ≤ 0.29, a small-medium effect). Ketamine robustly reduces depressive symptoms in a heterogeneous range of patients, with benefit relative to placebo even greater in patients more resistant to prior medications. In this largest effort to date to apply precision medicine approaches to ketamine treatment, no clinical or demographic patient-level features were detected that could be used to guide ketamine treatment decisions.
Research Summary of 'International pooled patient-level meta-analysis of ketamine infusion for depression: In search of clinical moderators'
Introduction
Ketamine, a glutamatergic anaesthetic, has shown rapid and large antidepressant effects at subanaesthetic intravenous doses in randomized controlled trials, including in treatment-resistant and bipolar depression. However, most ketamine RCTs have small samples that are adequate to detect group-level effects but underpowered to identify moderators—baseline characteristics that predict which patients will benefit most. Previous candidate predictors (clinical, mechanistic, biological) have not been consistently replicated across trials, and study-level meta-analyses have failed to find reliable moderators. This uncertainty limits personalised prescribing and the efficient targeting of ketamine to patients most likely to gain clinically meaningful benefit. Price and colleagues therefore conducted an individual participant data (pooled patient-level or "mega-analytic") meta-analysis of randomized IV ketamine trials recruiting patients with depressive symptoms. The study aimed to (1) quantify ketamine's effect versus control on continuous and dichotomous depression outcomes at two acute timepoints (~24 hours and ~7 days after a single infusion); (2) test patient- and study-level moderators of ketamine's efficacy using sequential (univariate) analyses; and (3) apply a data-driven combined-moderator method to identify weighted combinations of variables that might improve clinical prediction. The focus was on moderators readily available in clinical practice and on trials using clinician-rated MADRS or HRSD-17 depression scales.
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Study Details
- Study Typemeta
- Journal
- Compounds
- Topics
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- APA Citation
Price, R. B., Kissel, N., Baumeister, A., Rohac, R., Woody, M. L., Ballard, E. D., Zarate, C. A., Deakin, W., Abdallah, C. G., Feder, A., Charney, D. S., Grunebaum, M. F., Mann, J. J., Mathew, S. J., Gallagher, B., McLoughlin, D. M., Murrough, J. W., Muthukumaraswamy, S., McMillan, R., . . . Wallace, M. L. (2022). International pooled patient-level meta-analysis of ketamine infusion for depression: In search of clinical moderators. Molecular Psychiatry, 27(12), 5096-5112. https://doi.org/10.1038/s41380-022-01757-7
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