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Meta-analysis shows psychotherapy effect sizes vary by baseline depression severity compared to control conditions.

Meta-analysis shows psychotherapy effect sizes vary by baseline depression severity compared to cont…
Photo by Markus Winkler / Unsplash
Key Takeaway
Note that psychotherapy effect sizes vary by baseline severity in this meta-analysis.

This meta-analysis examined the relationship between baseline depression severity and treatment outcomes in patients receiving psychotherapies versus control conditions. The study pooled data from a large sample of 47,315 patients with depression. The primary objective was to determine whether the magnitude of treatment effect and response rates varied according to the severity of symptoms at baseline. The analysis utilized bivariable and multivariable metaregression models to assess these associations while accounting for potential confounding variables.

The primary outcome measured the pooled effect size of psychotherapies relative to baseline severity. The analysis revealed a pooled effect size of g = 0.77. Bivariable coefficient analysis yielded a value of 0.024 with a standard error of 0.006 and a p-value less than 0.0001. Multivariable coefficient analysis produced a value of 0.022 with a standard error of 0.007 and a p-value of 0.002. These results indicate a highly significant association between baseline severity and the effect size of psychotherapies.

Secondary outcomes focused on response rates within control conditions and therapy conditions. Response rates in control conditions remained stable across different levels of baseline severity, with bivariable metaregression analyses showing a p-value of 0.545. However, multivariable analyses of control conditions showed a negative association with a p-value of 0.002. Conversely, response rates in therapy conditions were significantly larger with increasing levels of baseline severity. Bivariable analysis for this outcome yielded a p-value less than or equal to 0.0001, while multivariable analysis resulted in a p-value of 0.006.

Safety and tolerability data were not reported in the provided evidence. The study did not present specific adverse event rates, serious adverse events, discontinuation rates, or general tolerability findings. Consequently, no conclusions can be drawn regarding the safety profile of the interventions based on this specific dataset.

Methodological limitations were noted regarding the confirmation of findings. The association observed was confirmed in some but not all sensitivity analyses. This inconsistency suggests that the results may be sensitive to the specific analytical methods or data subsets used. The lack of reported funding sources or conflicts of interest further limits the ability to fully assess potential biases, although the large sample size provides a degree of robustness.

Clinical implications suggest that clinicians should be aware that the effectiveness of psychotherapies may be influenced by the severity of depression at baseline. Patients with higher baseline severity might experience larger effect sizes compared to those with milder symptoms, whereas control conditions do not show this same pattern. However, the absence of safety data and the mixed results in sensitivity analyses mean that these findings should be interpreted with caution. Practice decisions should not rely solely on these results without considering individual patient factors and the broader literature.

Several questions remain unanswered. The specific mechanisms driving the increased response in therapy conditions for severe depression are not explained. The reasons for the negative association in multivariable analyses of control conditions require further investigation. Additionally, the lack of detailed safety information leaves clinicians without guidance on potential risks. Future research should aim to replicate these findings in prospective trials with standardized safety monitoring and clearer definitions of response criteria to ensure the results are generalizable across different populations and treatment settings.

Study Details

Study typeMeta analysis
Sample sizen = 47,315
EvidenceLevel 1
PublishedApr 2026
View Original Abstract ↓
INTRODUCTION: It is not yet clear whether baseline severity is associated with the effects of psychotherapies. We examined baseline severity at the study level in a large sample of randomized controlled trials comparing psychotherapies against a control condition for the treatment of depression. METHODS: We used an existing large database of randomized trials comparing psychotherapies for depression with control groups (www.metapsy.org). We converted baseline severity scores across different depression measures into a common metric. We ran bivariable and multivariable meta-regression analyses to examine the association of effect sizes with baseline severity. We also examined response rates in treatment and control conditions. RESULTS: We included 387 randomized trials (463 comparisons; 47,315 patients). The pooled effect size of the psychotherapies was g = 0.77 (95 % CI, 0.70; 0.84). In the main analyses, we found a highly significant association between the effect size and baseline severity (bivariable coefficient: 0.024 (SE = 0.006; p < 0.0001), multivariable coefficient: 0.022 (SE = 0.007; p = 0.002)). This was confirmed in some but not all sensitivity analyses. Absolute response rates in the control conditions remained stable across different levels of baseline severity (bivariable metaregression analyses: p = 0.545), or showed a negative association (multivariable analyses: p = 0.002). In the therapy conditions the response rates were significantly larger with increasing levels of baseline severity (bivariable: p ≤0.0001; multivariable: p = 0.006). CONCLUSION: The effects of psychotherapies are probably associated with baseline severity. Response rates in control conditions remained relatively stable across different levels of baseline severity, while in the treatment conditions the response rates increased with increasing levels of baseline severity.
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