Efficacy of new generation antidepressants: differences seem illusory.
<h4>Background</h4>Recently, Cipriani and colleagues examined the relative efficacy of 12 new-generation antidepressants on major depression using network meta-analytic methods. They found that some of these medications outperformed others in patient response to treatment. However, sever...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Public Library of Science (PLoS)
2014-01-01
|
Series: | PLoS ONE |
Online Access: | https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23755107/pdf/?tool=EBI |
id |
doaj-698116d3bdaf4fa4a6c8609ba3d3c652 |
---|---|
record_format |
Article |
spelling |
doaj-698116d3bdaf4fa4a6c8609ba3d3c6522021-03-03T23:17:52ZengPublic Library of Science (PLoS)PLoS ONE1932-62032014-01-0186e6350910.1371/journal.pone.0063509Efficacy of new generation antidepressants: differences seem illusory.A C Del ReGlen I SpielmansChristoph FlückigerBruce E Wampold<h4>Background</h4>Recently, Cipriani and colleagues examined the relative efficacy of 12 new-generation antidepressants on major depression using network meta-analytic methods. They found that some of these medications outperformed others in patient response to treatment. However, several methodological criticisms have been raised about network meta-analysis and Cipriani's analysis in particular which creates the concern that the stated superiority of some antidepressants relative to others may be unwarranted.<h4>Materials and methods</h4>A Monte Carlo simulation was conducted which involved replicating Cipriani's network meta-analysis under the null hypothesis (i.e., no true differences between antidepressants). The following simulation strategy was implemented: (1) 1000 simulations were generated under the null hypothesis (i.e., under the assumption that there were no differences among the 12 antidepressants), (2) each of the 1000 simulations were network meta-analyzed, and (3) the total number of false positive results from the network meta-analyses were calculated.<h4>Findings</h4>Greater than 7 times out of 10, the network meta-analysis resulted in one or more comparisons that indicated the superiority of at least one antidepressant when no such true differences among them existed.<h4>Interpretation</h4>Based on our simulation study, the results indicated that under identical conditions to those of the 117 RCTs with 236 treatment arms contained in Cipriani et al.'s meta-analysis, one or more false claims about the relative efficacy of antidepressants will be made over 70% of the time. As others have shown as well, there is little evidence in these trials that any antidepressant is more effective than another. The tendency of network meta-analyses to generate false positive results should be considered when conducting multiple comparison analyses.https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23755107/pdf/?tool=EBI |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
A C Del Re Glen I Spielmans Christoph Flückiger Bruce E Wampold |
spellingShingle |
A C Del Re Glen I Spielmans Christoph Flückiger Bruce E Wampold Efficacy of new generation antidepressants: differences seem illusory. PLoS ONE |
author_facet |
A C Del Re Glen I Spielmans Christoph Flückiger Bruce E Wampold |
author_sort |
A C Del Re |
title |
Efficacy of new generation antidepressants: differences seem illusory. |
title_short |
Efficacy of new generation antidepressants: differences seem illusory. |
title_full |
Efficacy of new generation antidepressants: differences seem illusory. |
title_fullStr |
Efficacy of new generation antidepressants: differences seem illusory. |
title_full_unstemmed |
Efficacy of new generation antidepressants: differences seem illusory. |
title_sort |
efficacy of new generation antidepressants: differences seem illusory. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS ONE |
issn |
1932-6203 |
publishDate |
2014-01-01 |
description |
<h4>Background</h4>Recently, Cipriani and colleagues examined the relative efficacy of 12 new-generation antidepressants on major depression using network meta-analytic methods. They found that some of these medications outperformed others in patient response to treatment. However, several methodological criticisms have been raised about network meta-analysis and Cipriani's analysis in particular which creates the concern that the stated superiority of some antidepressants relative to others may be unwarranted.<h4>Materials and methods</h4>A Monte Carlo simulation was conducted which involved replicating Cipriani's network meta-analysis under the null hypothesis (i.e., no true differences between antidepressants). The following simulation strategy was implemented: (1) 1000 simulations were generated under the null hypothesis (i.e., under the assumption that there were no differences among the 12 antidepressants), (2) each of the 1000 simulations were network meta-analyzed, and (3) the total number of false positive results from the network meta-analyses were calculated.<h4>Findings</h4>Greater than 7 times out of 10, the network meta-analysis resulted in one or more comparisons that indicated the superiority of at least one antidepressant when no such true differences among them existed.<h4>Interpretation</h4>Based on our simulation study, the results indicated that under identical conditions to those of the 117 RCTs with 236 treatment arms contained in Cipriani et al.'s meta-analysis, one or more false claims about the relative efficacy of antidepressants will be made over 70% of the time. As others have shown as well, there is little evidence in these trials that any antidepressant is more effective than another. The tendency of network meta-analyses to generate false positive results should be considered when conducting multiple comparison analyses. |
url |
https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23755107/pdf/?tool=EBI |
work_keys_str_mv |
AT acdelre efficacyofnewgenerationantidepressantsdifferencesseemillusory AT glenispielmans efficacyofnewgenerationantidepressantsdifferencesseemillusory AT christophfluckiger efficacyofnewgenerationantidepressantsdifferencesseemillusory AT bruceewampold efficacyofnewgenerationantidepressantsdifferencesseemillusory |
_version_ |
1714811776030212096 |