Trial reportBMC medicine2021
The importance of transdiagnostic symptom level assessment to understanding prognosis for depressed adults: analysis of data from six randomised control trials.
Trial report in BMC medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
20 citing papers in PubMed, 1 synthesis or guideline pooled it, 47 citations in OpenAlex.
- Psychological interventions to prevent relapse in anxiety and depression: A systematic review and meta-analysis.PloS one · 2022Pooled it
- Implications of the Network Theory for the Treatment of Mental Disorders: A Secondary Analysis of a Randomized Clinical Trial.JAMA psychiatry · 2023Trial
- Direct and indirect associations linking COVID-19 severity to internalizing disorders and symptoms among participants in New Haven, CT.Journal of affective disorders · 2026Article
- Investigating differences in common mental health symptom expression and co-occurrence across ethnicities.BMC global and public health · 2026Article
- Network analysis of anxiety, depression, stress symptoms and psychological resilience in shift nurses.BMC psychology · 2026Article
- Anticipating depression trajectories by measuring plasticity and change through symptom network dynamics.European psychiatry : the journal of the Association of European Psychiatrists · 2025Article
- Review
- Using artificial intelligence to predict patient outcomes from patient-reported outcome measures: a scoping review.Health and quality of life outcomes · 2025Article
- Transdiagnostic Compulsivity Traits in Problematic Use of the Internet Among UK Residents: Cross-Sectional Network Analysis Study.Journal of medical Internet research · 2025Article
- Symptom networks of common mental disorders in public versus private healthcare settings in India.Global mental health (Cambridge, England) · 2025Article
- Long-term depressive symptoms trajectories following CBT delivered in primary care compared to usual treatment.Psychological medicine · 2024Article
- Changes in positive and negative affect in psychotherapy for depression and anxiety.Journal of consulting and clinical psychology · 2024Article
- Trajectories of depression and anxiety symptom severity during psychological therapy for common mental health problems.Psychological medicine · 2023Article
- Examining bi-directional change in sleep and depression symptoms in individuals receiving routine psychological treatment.Journal of psychiatric research · 2023Article
- Development of a model to predict combined antidepressant medication and psychotherapy treatment response for depression among veterans.Journal of affective disorders · 2023Article
- Using Machine Learning to Predict Antidepressant Treatment Outcome From Electronic Health Records.Psychiatric research and clinical practice · 2023Article
- Predicting prognosis for adults with depression using individual symptom data: a comparison of modelling approaches.Psychological medicine · 2023Article
- Long-term psychological profile of general population following COVID-19 outbreak: symptom trajectories and evolution of psychopathological network.Epidemiology and psychiatric sciences · 2022Article
- Transdiagnostic symptom dynamics during psychotherapy.Scientific reports · 2022Article
- Predicting Remission among Perinatal Women with Depression in Rural Pakistan: A Prognostic Model for Task-Shared Interventions in Primary Care Settings.Journal of personalized medicine · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
15 authors at 8 institutions in 3 countries.
Funding
Abstract
backgroundDepression is commonly perceived as a single underlying disease with a number of potential treatment options. However, patients with major depression differ dramatically in their symptom presentation and comorbidities, e.g. with anxiety disorders. There are also large variations in treatment outcomes and associations of some anxiety comorbidities with poorer prognoses, but limited understanding as to why, and little information to inform the clinical management of depression. There is a need to improve our understanding of depression, incorporating anxiety comorbidity, and consider the association of a wide range of symptoms with treatment outcomes.
methodIndividual patient data from six RCTs of depressed patients (total n = 2858) were used to estimate the differential impact symptoms have on outcomes at three post intervention time points using individual items and sum scores. Symptom networks (graphical Gaussian model) were estimated to explore the functional relations among symptoms of depression and anxiety and compare networks for treatment remitters and those with persistent symptoms to identify potential prognostic indicators.
resultsItem-level prediction performed similarly to sum scores when predicting outcomes at 3 to 4 months and 6 to 8 months, but outperformed sum scores for 9 to 12 months. Pessimism emerged as the most important predictive symptom (relative to all other symptoms), across these time points. In the network structure at study entry, symptoms clustered into physical symptoms, cognitive symptoms, and anxiety symptoms. Sadness, pessimism, and indecision acted as bridges between communities, with sadness and failure/worthlessness being the most central (i.e. interconnected) symptoms. Connectivity of networks at study entry did not differ for future remitters vs. those with persistent symptoms.
conclusionThe relative importance of specific symptoms in association with outcomes and the interactions within the network highlight the value of transdiagnostic assessment and formulation of symptoms to both treatment and prognosis. We discuss the potential for complementary statistical approaches to improve our understanding of psychopathology.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.