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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...

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Autores principales: Alemi, Farrokh, Aljuaid, Mai, Durbha, Naren, Yousefi, Melanie, Min, Hua, Sylvia, Louisa G., Nierenberg, Andrew A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
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.
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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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