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Reasons for Discontinuation or Change of Selective Serotonin Reuptake Inhibitors in Online Drug Reviews

IMPORTANCE: Selective serotonin reuptake inhibitors (SSRIs) are a commonly prescribed medication class to treat a variety of mental disorders. However, adherence to SSRIs is low, and uncovering the reasons for discontinuation among SSRI users is an important first step to improving medication persis...

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Autores principales: Golder, Su, Medaglio, Dominique, O’Connor, Karen, Hennessy, Sean, Gross, Robert, Gonzalez Hernandez, Graciela
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Association 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10352861/
https://www.ncbi.nlm.nih.gov/pubmed/37459097
http://dx.doi.org/10.1001/jamanetworkopen.2023.23746
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author Golder, Su
Medaglio, Dominique
O’Connor, Karen
Hennessy, Sean
Gross, Robert
Gonzalez Hernandez, Graciela
author_facet Golder, Su
Medaglio, Dominique
O’Connor, Karen
Hennessy, Sean
Gross, Robert
Gonzalez Hernandez, Graciela
author_sort Golder, Su
collection PubMed
description IMPORTANCE: Selective serotonin reuptake inhibitors (SSRIs) are a commonly prescribed medication class to treat a variety of mental disorders. However, adherence to SSRIs is low, and uncovering the reasons for discontinuation among SSRI users is an important first step to improving medication persistence. OBJECTIVE: To identify the reasons SSRIs are discontinued or changed, as reported by patients and caregivers in online drug reviews. DESIGN, SETTING, AND PARTICIPANTS: This qualitative study used natural language processing and machine learning to extract mentions of changes in SSRI intake from 667 drug reviews posted on the online health forum WebMD from September 1, 2007, to August 31, 2021. The type of medication change, including discontinuation, switch to another medication, or dose change and the reason for the change were manually annotated. In each instance in which an adverse event was reported, the event was categorized using Medical Dictionary for Regulatory Activities primary system organ class (SOC) codes, and its relative frequency was compared with that in spontaneous reporting systems maintained by the US Food and Drug Administration and the UK Medicines and Healthcare Products Regulatory Agency. MAIN OUTCOMES AND MEASURES: Reasons for SSRI medication change as assessed using SOC codes. RESULTS: In total, 667 reviews posted by 659 patients or caregivers (516 [78%] of patients were female; 410 [62%] 25-54 years of age) were identified that indicated a medication change: 335 posts indicated SSRI discontinuation, 188 posts indicated dose change, and 179 posts indicated switched medications. Most authors 625 (95%) were patients. The most common reason for medication discontinuation or switching was adverse events experienced, and the most common reason for dose change was titration. Both uptitration and downtitration were initiated by either a health care professional or patient. The most common adverse events were classified by SOC codes as psychiatric disorders, including insomnia, loss of libido, and anxiety. Compared with those in regulatory data, psychiatric adverse events, adverse events recorded by investigations (mostly weight gain) and adverse events associated with the reproductive system (mostly erectile dysfunction) were reported disproportionately more often. CONCLUSIONS AND RELEVANCE: This qualitative study of online drug reviews found that useful information was provided directly by patients or their caregivers regarding their medication behavior, specifically, information regarding SSRI treatment changes that may inform interventions to improve adherence. These findings suggest that these reported adverse events may be associated with SSRI persistence and that people may feel more inclined to report such events on social media than to clinicians or regulatory agencies.
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spelling pubmed-103528612023-07-19 Reasons for Discontinuation or Change of Selective Serotonin Reuptake Inhibitors in Online Drug Reviews Golder, Su Medaglio, Dominique O’Connor, Karen Hennessy, Sean Gross, Robert Gonzalez Hernandez, Graciela JAMA Netw Open Original Investigation IMPORTANCE: Selective serotonin reuptake inhibitors (SSRIs) are a commonly prescribed medication class to treat a variety of mental disorders. However, adherence to SSRIs is low, and uncovering the reasons for discontinuation among SSRI users is an important first step to improving medication persistence. OBJECTIVE: To identify the reasons SSRIs are discontinued or changed, as reported by patients and caregivers in online drug reviews. DESIGN, SETTING, AND PARTICIPANTS: This qualitative study used natural language processing and machine learning to extract mentions of changes in SSRI intake from 667 drug reviews posted on the online health forum WebMD from September 1, 2007, to August 31, 2021. The type of medication change, including discontinuation, switch to another medication, or dose change and the reason for the change were manually annotated. In each instance in which an adverse event was reported, the event was categorized using Medical Dictionary for Regulatory Activities primary system organ class (SOC) codes, and its relative frequency was compared with that in spontaneous reporting systems maintained by the US Food and Drug Administration and the UK Medicines and Healthcare Products Regulatory Agency. MAIN OUTCOMES AND MEASURES: Reasons for SSRI medication change as assessed using SOC codes. RESULTS: In total, 667 reviews posted by 659 patients or caregivers (516 [78%] of patients were female; 410 [62%] 25-54 years of age) were identified that indicated a medication change: 335 posts indicated SSRI discontinuation, 188 posts indicated dose change, and 179 posts indicated switched medications. Most authors 625 (95%) were patients. The most common reason for medication discontinuation or switching was adverse events experienced, and the most common reason for dose change was titration. Both uptitration and downtitration were initiated by either a health care professional or patient. The most common adverse events were classified by SOC codes as psychiatric disorders, including insomnia, loss of libido, and anxiety. Compared with those in regulatory data, psychiatric adverse events, adverse events recorded by investigations (mostly weight gain) and adverse events associated with the reproductive system (mostly erectile dysfunction) were reported disproportionately more often. CONCLUSIONS AND RELEVANCE: This qualitative study of online drug reviews found that useful information was provided directly by patients or their caregivers regarding their medication behavior, specifically, information regarding SSRI treatment changes that may inform interventions to improve adherence. These findings suggest that these reported adverse events may be associated with SSRI persistence and that people may feel more inclined to report such events on social media than to clinicians or regulatory agencies. American Medical Association 2023-07-17 /pmc/articles/PMC10352861/ /pubmed/37459097 http://dx.doi.org/10.1001/jamanetworkopen.2023.23746 Text en Copyright 2023 Golder S et al. JAMA Network Open. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the CC-BY License.
spellingShingle Original Investigation
Golder, Su
Medaglio, Dominique
O’Connor, Karen
Hennessy, Sean
Gross, Robert
Gonzalez Hernandez, Graciela
Reasons for Discontinuation or Change of Selective Serotonin Reuptake Inhibitors in Online Drug Reviews
title Reasons for Discontinuation or Change of Selective Serotonin Reuptake Inhibitors in Online Drug Reviews
title_full Reasons for Discontinuation or Change of Selective Serotonin Reuptake Inhibitors in Online Drug Reviews
title_fullStr Reasons for Discontinuation or Change of Selective Serotonin Reuptake Inhibitors in Online Drug Reviews
title_full_unstemmed Reasons for Discontinuation or Change of Selective Serotonin Reuptake Inhibitors in Online Drug Reviews
title_short Reasons for Discontinuation or Change of Selective Serotonin Reuptake Inhibitors in Online Drug Reviews
title_sort reasons for discontinuation or change of selective serotonin reuptake inhibitors in online drug reviews
topic Original Investigation
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10352861/
https://www.ncbi.nlm.nih.gov/pubmed/37459097
http://dx.doi.org/10.1001/jamanetworkopen.2023.23746
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