One-Year Outcomes Following Intravenous Ketamine Plus Digital Training Among Patients with Treatment-Resistant Depression
This secondary analysis of a randomised clinical trial examines whether automated self‑association training prolongs the antidepressant effect of a single intravenous ketamine infusion in patients with treatment‑resistant depression, reporting outcomes over a one‑year follow‑up.
Abstract
This secondary analysis of a randomized clinical trial examines whether automated self-association training can prolong the antidepressant effect of a single infusion of ketamine beyond 1 month in patients with treatment-resistant depression.
Research Summary of 'One-Year Outcomes Following Intravenous Ketamine Plus Digital Training Among Patients with Treatment-Resistant Depression'
Introduction
Price and colleagues previously reported, in a randomised clinical trial, that a brief digital intervention based on Pavlovian conditioning—automated self-association training (ASAT)—appeared to prolong the antidepressant effect of a single ketamine infusion in patients with treatment-resistant depression. Those earlier results showed an effect on the primary clinician-rated depression outcome that persisted through the last in-person visit at 1 month postinfusion. Given that no waning was observed by the end of the acute-phase protocol, the investigators collected self-report data over a 1-year naturalistic follow-up to characterise the longer-term durability of the combined pharmacological and digital intervention. This paper reports a secondary analysis of that randomised trial, using the Quick Inventory for Depressive Symptoms, self-report version (QIDS-SR), to examine symptom trajectories across multiple scheduled follow-up time points up to 360 days after infusion. The aim was to determine whether the early synergistic benefit of ketamine plus ASAT persisted beyond the acute phase under naturalistic conditions and to identify when, if at all, group differences converged over the year-long follow-up.
Methods
This secondary analysis followed CONSORT guidelines and used data from the parent randomised clinical trial (ClinicalTrials.gov identifier: NCT03237286). A total of 154 adult patients with treatment-resistant depression who were on stable psychiatric treatments were randomised to one of three conditions: a single intravenous infusion of ketamine (0.5 mg/kg) followed by 4 days of active ASAT (about 30–40 minutes per day); ketamine followed by sham ASAT (computer exercises lacking therapeutic and self-relevant content); or saline infusion followed by active ASAT. The ASAT intervention was designed as a brief computer-based programme using positive words and images to target implicit self-referential patterns during a putative window of plasticity after ketamine. The prespecified follow-up used the QIDS-SR as the primary outcome during the naturalistic 1-year period. Self-report surveys were solicited at 30, 60, 90, 120, 150, 180, and 360 days after the infusion date. Analyses were conducted on an intent-to-treat basis using a hierarchical linear model with time point and group (saline plus ASAT as the reference) included as categorical factors; preinfusion baseline QIDS-SR scores were included as a covariate. The hierarchical model automatically handles missing data through its estimation procedure. Because the investigators did not have a priori expectations about how long any synergistic benefit might last, they inspected symptom trajectories visually and identified a data-driven breakpoint at greater than or equal to 120 days postinfusion where group error bars appeared to overlap. To limit multiple comparisons, planned pairwise contrasts were then used to compare group means in the early period (defined post hoc as less than 120 days) and the late period (greater than or equal to 120 days).
Results
In the full hierarchical model, a significant time point × group interaction was observed (P for interaction < .001), indicating differing symptom trajectories across the three treatment arms over the follow-up period. During the early timeframe (post hoc defined as <120 days), ketamine plus active ASAT produced a statistically significant reduction in QIDS-SR scores compared with saline plus ASAT (β = -0.37; 95% CI, -0.71 to -0.04; P = .03). By contrast, ketamine followed by sham ASAT did not differ significantly from saline plus ASAT in that early period (β = -0.20; 95% CI, -0.54 to 0.14; P = .25). In the late timeframe (≥120 days), group differences were no longer statistically significant. Specifically, ketamine plus ASAT versus saline plus ASAT yielded β = 0.18 (95% CI, -0.15 to 0.51; P = .29), and ketamine plus sham versus saline plus ASAT yielded β = 0.11 (95% CI, -0.23 to 0.45; P = .52). Thus, the early benefit associated with the combination of ketamine and ASAT was evident for approximately the first three months postinfusion but was not maintained from months 4 through 12 under the naturalistic follow-up.
Discussion
The investigators interpret these findings to mean that a single 40-minute ketamine infusion followed by 4 days of brief, portable digital training (ASAT) produced a statistically detectable augmentation of antidepressant effect that endured for about 3 months in a real-world follow-up context. Price and colleagues note that this durability occurred despite naturalistic treatment changes across groups during the follow-up period. However, the effect did not persist through months 4 to 12, as symptom trajectories converged. Several limitations acknowledged by the study team temper the conclusions. The trial did not include a true no-treatment control (saline plus sham), so the design cannot isolate the standalone effect of ASAT because every participant received at least one active component. Low base rates of clinically critical outcomes, such as suicidal events, limit inference about safety and impacts on those outcomes. The authors also highlight the persistence of mild-to-moderate average depressive symptoms across all groups, indicating the initial effect size was modest. For future work, the authors suggest strategies to increase both magnitude and durability of benefit: repeated ketamine administrations, booster sessions of the digital therapy (including at-home delivery), and additional conditioning modules targeting other implicit cognitive patterns. They further propose testing similar low-resource digital techniques, paired with rapid-acting treatments, for other common psychiatric conditions such as suicidality and anxiety.
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METHODS
This secondary analysis of a randomized clinical trial followed the CONSORT reporting guideline. The study protocol is in Supplement 1. In the parent study, 154 adult patients with treatment-resistant depression, on stable psychiatric treatments, were randomized to 1 of 3 treatment conditions 1 : a single infusion of ketamine (0.5 mg/kg) followed by 4 days (30-40 min/d) of ASAT, a digital therapeutic we designed to leverage a hypothesized window of plasticity following ketamine to target implicit thought patterns related to oneself; ketamine followed by sham ASAT (identical computer exercises lacking therapeutic and self-relevant content); or saline infusion followed by active ASAT (Figure; eMethods in Supplement 2). Throughout a 1-year naturalistic follow-up period planned a priori (ClinicalTrials.gov identifier: NCT03237286), patients completed the Quick Inventory for Depressive Symptoms (QIDS-SR 3 ), designated as the primary outcome during the follow-up phase. Surveys were solicited at the following time points after the infusion date: 30, 60, 90, 120, 150, 180, and 360 days. Time point and group (using saline plus ASAT as the reference group) were included as categorical factors in an intent-to-treat, hierarchical linear model (which automatically estimates missing values) estimating QIDS-SR total scores, covarying preinfusion baseline QIDS-SR scores. To dissect group × time interactions, given lack of a priori knowledge regarding potential durability of this novel intervention, visual inspection of symptom trajectories was used to identify post hoc a data-driven breakpoint at which error bars became overlapping, visible at greater than or equal to 120 days postinfusion (Figure). To minimize multiple comparisons, pairwise planned contrasts were then used to probe group means during these data-driven early (Յ90 days) and late (Ն120 days) timeframes. A significant time point × group interaction was observed in the full model (P for interaction < .001). As illustrated in Figure, in the early timeframe (defined post hoc as <120 days), there was a significant effect of group for ketamine plus ASAT vs saline plus ASAT (β = -0.37 [95% CI, -0.71 to -0.04]; P = .03), while there was no corresponding significant effect when ketamine was given without ASAT (ketamine plus sham) compared with saline plus ASAT (β = -0.20 [95% CI, -0.54 to 0.14]; P = .25). By contrast, in the late timeframe, there were no longer any significant differences between groups (ketamine plus ASAT vs saline plus ASAT: β = 0.18 [95% CI, -0.15 to 0.51]; P = .29; ketamine plus sham vs saline plus ASAT: β = 0.11 [95% CI, -0.23 to 0.45]; P = .52).
CONCLUSION
Our study found that the rapid effects of ketamine can be made more enduring with simple, portable, digital techniques that would be relatively easy to provide to patients in a wide range of settings. One 40-minute drug administration, followed by 4 days (30-40 min/d) of digital exercises, created a statistical effect on depression that endured for 3 months according to the new follow-up phase data presented here-even in the context of naturalistic treatment changes across all groups. However, this benefit was not sustained in months 4 to 12. Study limitations include lack of a no-treatment (saline plus sham) group, precluding conclusions regarding the effect of ASAT as a standalone intervention given that all participants received at least 1 active intervention component, and low base rates of clinically impactful outcomes (eg, suicidal events). Future research is needed to make the initial effect size both larger (given persistent mild-to-moderate average depression levels observed in all study groups) and more durable, potentially through repeated drug administrations, booster sessions of the digital therapy (including at-home administration), and/or additional conditioning modules to target other implicit cognitive patterns. Similar techniques could be tested for their potential to produce rapid, efficient, non-resource-intensive, and relatively enduring relief for a wide variety of common psychological conditions, including suicidality, anxiety, and more.
Study Details
- Study Typeindividual
- Populationhumans
- Characteristicsfollow up
- Journal
- Compound
- Topics
- Author