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A surrogate measure for patient reported symptom remission in administrative data
BACKGROUND: In real-world pragmatic administrative databases, patient reported remission is often missing. OBJECTIVE: We evaluate if, in administrative data, five features of antidepressant use patterns can replace patient-reported symptom remission. METHOD: We re-examined data from Sequence Treatme...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7931356/ https://www.ncbi.nlm.nih.gov/pubmed/33663440 http://dx.doi.org/10.1186/s12888-021-03133-1 |
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author | Alemi, Farrokh Aljuaid, Mai Durbha, Naren Yousefi, Melanie Min, Hua Sylvia, Louisa G. Nierenberg, Andrew A. |
author_facet | Alemi, Farrokh Aljuaid, Mai Durbha, Naren Yousefi, Melanie Min, Hua Sylvia, Louisa G. Nierenberg, Andrew A. |
author_sort | Alemi, Farrokh |
collection | PubMed |
description | BACKGROUND: In real-world pragmatic administrative databases, patient reported remission is often missing. OBJECTIVE: We evaluate if, in administrative data, five features of antidepressant use patterns can replace patient-reported symptom remission. METHOD: We re-examined data from Sequence Treatment Alternatives to Relieve Depression (STAR*D) study. Remission was measured using 50% reduction in Hamilton index. Pattern of antidepressant use was examined through five variables: (a) number of prior ineffective antidepressants, (b) duration of taking current antidepressant, (c) receiving therapeutic dose of the medication, and (d) switching to another medication, or (e) augmenting with another antidepressant. The likelihood ratio (LR) associated with each of these predictors was assessed in 90% of data (3329 cases) and evaluated in 10% of data (350 cases) set-aside for evaluation. The accuracy of predictions was calculated using Area under the Receiver Operating Curve (AROC). RESULTS: Patients who took antidepressants for 14 weeks (LR = 2.007) were more likely to have symptom remission. Prior use of 3 antidepressants reduced the odds of remission (LR = 0.771). Patients who received antidepressants below therapeutic dose were 5 times less likely to experience remission (LR = 0.204). Antidepressant that were augment or switched, almost never led to remission (LR = 0.008, LR = 0.002 respectively). Patterns of antidepressant use accurately (AROC = 0.93) predicted symptom remission. CONCLUSION: Within the first 100 days, antidepressants use patterns could serve as a surrogate measure for patient-reported remission of symptoms. |
format | Online Article Text |
id | pubmed-7931356 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-79313562021-03-05 A surrogate measure for patient reported symptom remission in administrative data Alemi, Farrokh Aljuaid, Mai Durbha, Naren Yousefi, Melanie Min, Hua Sylvia, Louisa G. Nierenberg, Andrew A. BMC Psychiatry Research Article BACKGROUND: In real-world pragmatic administrative databases, patient reported remission is often missing. OBJECTIVE: We evaluate if, in administrative data, five features of antidepressant use patterns can replace patient-reported symptom remission. METHOD: We re-examined data from Sequence Treatment Alternatives to Relieve Depression (STAR*D) study. Remission was measured using 50% reduction in Hamilton index. Pattern of antidepressant use was examined through five variables: (a) number of prior ineffective antidepressants, (b) duration of taking current antidepressant, (c) receiving therapeutic dose of the medication, and (d) switching to another medication, or (e) augmenting with another antidepressant. The likelihood ratio (LR) associated with each of these predictors was assessed in 90% of data (3329 cases) and evaluated in 10% of data (350 cases) set-aside for evaluation. The accuracy of predictions was calculated using Area under the Receiver Operating Curve (AROC). RESULTS: Patients who took antidepressants for 14 weeks (LR = 2.007) were more likely to have symptom remission. Prior use of 3 antidepressants reduced the odds of remission (LR = 0.771). Patients who received antidepressants below therapeutic dose were 5 times less likely to experience remission (LR = 0.204). Antidepressant that were augment or switched, almost never led to remission (LR = 0.008, LR = 0.002 respectively). Patterns of antidepressant use accurately (AROC = 0.93) predicted symptom remission. CONCLUSION: Within the first 100 days, antidepressants use patterns could serve as a surrogate measure for patient-reported remission of symptoms. BioMed Central 2021-03-04 /pmc/articles/PMC7931356/ /pubmed/33663440 http://dx.doi.org/10.1186/s12888-021-03133-1 Text en © The Author(s) 2021 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Alemi, Farrokh Aljuaid, Mai Durbha, Naren Yousefi, Melanie Min, Hua Sylvia, Louisa G. Nierenberg, Andrew A. A surrogate measure for patient reported symptom remission in administrative data |
title | A surrogate measure for patient reported symptom remission in administrative data |
title_full | A surrogate measure for patient reported symptom remission in administrative data |
title_fullStr | A surrogate measure for patient reported symptom remission in administrative data |
title_full_unstemmed | A surrogate measure for patient reported symptom remission in administrative data |
title_short | A surrogate measure for patient reported symptom remission in administrative data |
title_sort | surrogate measure for patient reported symptom remission in administrative data |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7931356/ https://www.ncbi.nlm.nih.gov/pubmed/33663440 http://dx.doi.org/10.1186/s12888-021-03133-1 |
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