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Individual response to antidepressants for depression in adults-a meta-analysis and simulation study
BACKGROUND: The observation that some patients appear to respond better to antidepressants for depression than others encourages the assumption that the effect of antidepressants differs between individuals and that treatment can be personalized. OBJECTIVE: To compare the outcome variance in patient...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7451660/ https://www.ncbi.nlm.nih.gov/pubmed/32853222 http://dx.doi.org/10.1371/journal.pone.0237950 |
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author | Munkholm, Klaus Winkelbeiner, Stephanie Homan, Philipp |
author_facet | Munkholm, Klaus Winkelbeiner, Stephanie Homan, Philipp |
author_sort | Munkholm, Klaus |
collection | PubMed |
description | BACKGROUND: The observation that some patients appear to respond better to antidepressants for depression than others encourages the assumption that the effect of antidepressants differs between individuals and that treatment can be personalized. OBJECTIVE: To compare the outcome variance in patients receiving antidepressants with the outcome variance in patients receiving placebo in randomized controlled trials (RCTs) of adults with major depressive disorder (MDD) and to illustrate, using simulated data, components of variation of RCTs. METHODS: From a dataset comprising 522 RCTs of antidepressants for adult MDD, we selected the placebo-controlled RCTs reporting outcomes on the 17 or 21 item Hamilton Depression Rating Scale or the Montgomery-Asberg Depression Rating Scale and extracted the means and SDs of raw endpoint scores or baseline to endpoint changes scores on eligible depression symptom rating scales. We conducted inverse variance random-effects meta-analysis with the variability ratio (VR), the ratio between the outcome variance in the group of patients receiving antidepressants and the outcome variance in the group receiving placebo, as the primary outcome. An increased variance in the antidepressant group would indicate individual differences in response to antidepressants. RESULTS: We analysed 222 RCTs that investigated 19 different antidepressants compared with placebo in 345 comparisons, comprising a total of 61144 adults with an MDD diagnosis. Across all comparisons, the VR for raw endpoint scores was 0.98 (95% CI 0.96 to 1.00, I(2) = 0%) and 1.00 (95% CI 0.99 to 1.02, I(2) = 0%) for baseline-to-endpoint change scores. CONCLUSION: Based on these data, we cannot reject the null hypothesis of equal variances in the antidepressant group and the placebo group. Given that RCTs cannot provide direct evidence for individual treatment effects, it may be most reasonable to assume that the average effect of antidepressants applies also to the individual patient. |
format | Online Article Text |
id | pubmed-7451660 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-74516602020-09-02 Individual response to antidepressants for depression in adults-a meta-analysis and simulation study Munkholm, Klaus Winkelbeiner, Stephanie Homan, Philipp PLoS One Research Article BACKGROUND: The observation that some patients appear to respond better to antidepressants for depression than others encourages the assumption that the effect of antidepressants differs between individuals and that treatment can be personalized. OBJECTIVE: To compare the outcome variance in patients receiving antidepressants with the outcome variance in patients receiving placebo in randomized controlled trials (RCTs) of adults with major depressive disorder (MDD) and to illustrate, using simulated data, components of variation of RCTs. METHODS: From a dataset comprising 522 RCTs of antidepressants for adult MDD, we selected the placebo-controlled RCTs reporting outcomes on the 17 or 21 item Hamilton Depression Rating Scale or the Montgomery-Asberg Depression Rating Scale and extracted the means and SDs of raw endpoint scores or baseline to endpoint changes scores on eligible depression symptom rating scales. We conducted inverse variance random-effects meta-analysis with the variability ratio (VR), the ratio between the outcome variance in the group of patients receiving antidepressants and the outcome variance in the group receiving placebo, as the primary outcome. An increased variance in the antidepressant group would indicate individual differences in response to antidepressants. RESULTS: We analysed 222 RCTs that investigated 19 different antidepressants compared with placebo in 345 comparisons, comprising a total of 61144 adults with an MDD diagnosis. Across all comparisons, the VR for raw endpoint scores was 0.98 (95% CI 0.96 to 1.00, I(2) = 0%) and 1.00 (95% CI 0.99 to 1.02, I(2) = 0%) for baseline-to-endpoint change scores. CONCLUSION: Based on these data, we cannot reject the null hypothesis of equal variances in the antidepressant group and the placebo group. Given that RCTs cannot provide direct evidence for individual treatment effects, it may be most reasonable to assume that the average effect of antidepressants applies also to the individual patient. Public Library of Science 2020-08-27 /pmc/articles/PMC7451660/ /pubmed/32853222 http://dx.doi.org/10.1371/journal.pone.0237950 Text en © 2020 Munkholm et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Munkholm, Klaus Winkelbeiner, Stephanie Homan, Philipp Individual response to antidepressants for depression in adults-a meta-analysis and simulation study |
title | Individual response to antidepressants for depression in adults-a meta-analysis and simulation study |
title_full | Individual response to antidepressants for depression in adults-a meta-analysis and simulation study |
title_fullStr | Individual response to antidepressants for depression in adults-a meta-analysis and simulation study |
title_full_unstemmed | Individual response to antidepressants for depression in adults-a meta-analysis and simulation study |
title_short | Individual response to antidepressants for depression in adults-a meta-analysis and simulation study |
title_sort | individual response to antidepressants for depression in adults-a meta-analysis and simulation study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7451660/ https://www.ncbi.nlm.nih.gov/pubmed/32853222 http://dx.doi.org/10.1371/journal.pone.0237950 |
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